[2025-12-09T20:15:03.142690] [DEBUG] [R-STATUS  ] Registered 'tdm' as a dependent service.
[2025-12-09T20:15:03.307825] [DEBUG] [R-STATUS  ] Registered 'sig' as a dependent service.
[2025-12-09T20:15:03.471806] [DEBUG] [R-STATUS  ] Registered 'sap' as a dependent service.
[2025-12-09T20:15:03.634530] [DEBUG] [R-STATUS  ] Registered 'exp' as a dependent service.
[2025-12-09T20:15:03.634790] [WARN ] [STATE     ] State set to: WAITING
[2025-12-09T20:15:03.634845] [INFO ] [STATE     ] Checking TDM service status...
[2025-12-09T20:15:03.703446] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-09T20:15:03.708276] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-09), and is a dependency of this service.
[2025-12-09T20:15:03.776182] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-09T20:15:03.848151] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-09T20:15:03.924423] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-09T20:15:03.924718] [WARN ] [STATE     ] State set to: RUNNING
[2025-12-09T20:15:03.924785] [INFO ] [CACHE     ] Starting cache update
[2025-12-09T20:15:03.924824] [DEBUG] [REMOTE    ] Fetching unscheduled blackout dates from 'https://tdm.silogroup.org/cache/unscheduled_blackouts.txt'.
[2025-12-09T20:15:03.929136] [DEBUG] [REMOTE    ] Fetched 1 unscheduled blackout dates.
[2025-12-09T20:15:03.929551] [DEBUG] [LOCAL     ] Cached 1 unscheduled blackout dates
[2025-12-09T20:15:03.929614] [INFO ] [CACHE     ] Cache update completed successfully
[2025-12-09T20:15:03.929649] [INFO ] [sig       ] Resuming configuration (parallel mode, only unconfigured symbols)
[2025-12-09T20:15:03.929710] [DEBUG] [REMOTE    ] Fetching current symbols from directory listing at 'https://tdm.silogroup.org/data/derivative_storage'.
[2025-12-09T20:15:04.003713] [DEBUG] [REMOTE    ] Fetched 3614 unique symbols from directory listing.
[2025-12-09T20:15:04.035764] [INFO ] [sig       ] Skipping 3614 symbols with existing configuration
[2025-12-09T20:15:04.036011] [INFO ] [sig       ] All symbols already have configuration. Nothing to process.
[2025-12-09T20:15:04.037994] [INFO ] [sig       ] Generating forecasts for all active symbols
[2025-12-09T20:15:04.038047] [DEBUG] [REMOTE    ] Fetching current symbols from directory listing at 'https://tdm.silogroup.org/data/derivative_storage'.
[2025-12-09T20:15:04.204544] [DEBUG] [REMOTE    ] Fetched 3614 unique symbols from directory listing.
[2025-12-09T20:15:04.211201] [INFO ] [sig       ] Found 3614 active symbols to forecast
[2025-12-09T20:15:04.215098] [INFO ] [sig       ] [1/3614] Forecasting A...
[2025-12-09T20:15:04.215172] [INFO ] [sig       ] Generating forecast for: A
[2025-12-09T20:15:04.215215] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'A' from 'https://tdm.silogroup.org/data/derivative_storage/A.csv'.
[2025-12-09T20:15:04.231234] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'A'.
[2025-12-09T20:15:04.231692] [INFO ] [FORECASTER] Starting predict_future for A
[2025-12-09T20:15:04.232820] [DEBUG] [LOCAL     ] No optimal features file found for A: ./output/feature-sets/A.txt
[2025-12-09T20:15:04.232877] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:15:04.232912] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:15:04.232939] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:15:04.233001] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:15:04.296511] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:15:04.297772] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:15:04.297897] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:15:04.297933] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:15:04.427152] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:15:04.427375] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:15:04.427425] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:15:04.427504] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:15:04.431846] [DEBUG] [FORECASTER] A: Forecast T+1@11:T+2@11: UP (p=56.55%)
[2025-12-09T20:15:04.432212] [INFO ] [FORECASTER] Completed predict_future for A
[2025-12-09T20:15:04.432403] [INFO ] [sig       ] A: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:15:04.575828] [INFO ] [LOCAL     ] Saved forecast: A	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/A.txt
[2025-12-09T20:15:04.576063] [INFO ] [sig       ] [1/3614] Completed A in 0.4s | 2.77 sym/s | Total: 0.4s | ETA: 21.7m
[2025-12-09T20:15:04.576112] [INFO ] [sig       ] [2/3614] Forecasting AAL...
[2025-12-09T20:15:04.576144] [INFO ] [sig       ] Generating forecast for: AAL
[2025-12-09T20:15:04.576181] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAL' from 'https://tdm.silogroup.org/data/derivative_storage/AAL.csv'.
[2025-12-09T20:15:04.590785] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAL'.
[2025-12-09T20:15:04.591363] [INFO ] [FORECASTER] Starting predict_future for AAL
[2025-12-09T20:15:04.592425] [DEBUG] [LOCAL     ] No optimal features file found for AAL: ./output/feature-sets/AAL.txt
[2025-12-09T20:15:04.592487] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:15:04.592535] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:15:04.592569] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:15:04.592664] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:15:04.652967] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:15:04.654132] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:15:04.654287] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:15:04.654336] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:15:04.783360] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:15:04.783626] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:15:04.783677] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:15:04.783708] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:15:04.788848] [DEBUG] [FORECASTER] AAL: Forecast T+1@11:T+2@11: UP (p=92.19%)
[2025-12-09T20:15:04.789422] [INFO ] [FORECASTER] Completed predict_future for AAL
[2025-12-09T20:15:04.789656] [INFO ] [sig       ] AAL: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:15:04.945559] [INFO ] [LOCAL     ] Saved forecast: AAL	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/AAL.txt
[2025-12-09T20:15:04.945805] [INFO ] [sig       ] [2/3614] Completed AAL in 0.4s | 2.74 sym/s | Total: 0.7s | ETA: 22.0m
[2025-12-09T20:15:04.945854] [INFO ] [sig       ] [3/3614] Forecasting AAOI...
[2025-12-09T20:15:04.945884] [INFO ] [sig       ] Generating forecast for: AAOI
[2025-12-09T20:15:04.945917] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAOI' from 'https://tdm.silogroup.org/data/derivative_storage/AAOI.csv'.
[2025-12-09T20:15:04.963000] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAOI'.
[2025-12-09T20:15:04.963604] [INFO ] [FORECASTER] Starting predict_future for AAOI
[2025-12-09T20:15:04.964832] [DEBUG] [LOCAL     ] No optimal features file found for AAOI: ./output/feature-sets/AAOI.txt
[2025-12-09T20:15:04.964888] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:15:04.965114] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:15:04.965142] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:15:04.965203] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:15:05.026182] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:15:05.027474] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:15:05.027663] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:15:05.027727] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:15:05.158833] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:15:05.159077] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:15:05.159132] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:15:05.159161] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:15:05.163841] [DEBUG] [FORECASTER] AAOI: Forecast T+1@11:T+2@11: DOWN (p=2.00%)
[2025-12-09T20:15:05.164493] [INFO ] [FORECASTER] Completed predict_future for AAOI
[2025-12-09T20:15:05.164687] [INFO ] [sig       ] AAOI: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:15:05.311945] [INFO ] [LOCAL     ] Saved forecast: AAOI	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/AAOI.txt
[2025-12-09T20:15:05.312146] [INFO ] [sig       ] [3/3614] Completed AAOI in 0.4s | 2.73 sym/s | Total: 1.1s | ETA: 22.0m
[2025-12-09T20:15:05.312187] [INFO ] [sig       ] [4/3614] Forecasting AAON...
[2025-12-09T20:15:05.312217] [INFO ] [sig       ] Generating forecast for: AAON
[2025-12-09T20:15:05.312250] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAON' from 'https://tdm.silogroup.org/data/derivative_storage/AAON.csv'.
[2025-12-09T20:15:05.326679] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAON'.
[2025-12-09T20:15:05.327375] [INFO ] [FORECASTER] Starting predict_future for AAON
[2025-12-09T20:15:05.328515] [DEBUG] [LOCAL     ] No optimal features file found for AAON: ./output/feature-sets/AAON.txt
[2025-12-09T20:15:05.328589] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:15:05.328625] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:15:05.328652] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:15:05.328710] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:15:05.387509] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:15:05.388702] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:15:05.388797] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:15:05.388829] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:15:05.510858] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:15:05.511093] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:15:05.511147] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:15:05.511177] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:15:05.515109] [DEBUG] [FORECASTER] AAON: Forecast T+1@11:T+2@11: UP (p=73.14%)
[2025-12-09T20:15:05.515431] [INFO ] [FORECASTER] Completed predict_future for AAON
[2025-12-09T20:15:05.515590] [INFO ] [sig       ] AAON: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:15:05.660991] [INFO ] [LOCAL     ] Saved forecast: AAON	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/AAON.txt
[2025-12-09T20:15:05.661219] [INFO ] [sig       ] [4/3614] Completed AAON in 0.3s | 2.77 sym/s | Total: 1.4s | ETA: 21.8m
[2025-12-09T20:15:05.661261] [INFO ] [sig       ] [5/3614] Forecasting AAP...
[2025-12-09T20:15:05.661294] [INFO ] [sig       ] Generating forecast for: AAP
[2025-12-09T20:15:05.661329] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAP' from 'https://tdm.silogroup.org/data/derivative_storage/AAP.csv'.
[2025-12-09T20:15:05.676613] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAP'.
[2025-12-09T20:15:05.677256] [INFO ] [FORECASTER] Starting predict_future for AAP
[2025-12-09T20:15:05.679355] [DEBUG] [LOCAL     ] No optimal features file found for AAP: ./output/feature-sets/AAP.txt
[2025-12-09T20:15:05.679490] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:15:05.679525] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:15:05.679552] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:15:05.679653] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:15:05.737989] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:15:05.738925] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:15:05.739196] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:15:05.739228] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:15:05.861655] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:15:05.861823] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:15:05.861871] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:15:05.861905] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:15:05.865469] [DEBUG] [FORECASTER] AAP: Forecast T+1@11:T+2@11: UP (p=92.18%)
[2025-12-09T20:15:05.865795] [INFO ] [FORECASTER] Completed predict_future for AAP
[2025-12-09T20:15:05.865932] [INFO ] [sig       ] AAP: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:15:06.044950] [INFO ] [LOCAL     ] Saved forecast: AAP	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/AAP.txt
[2025-12-09T20:15:06.045123] [INFO ] [sig       ] [5/3614] Completed AAP in 0.4s | 2.73 sym/s | Total: 1.8s | ETA: 22.0m
[2025-12-09T20:15:06.045164] [INFO ] [sig       ] [6/3614] Forecasting AAPB...
[2025-12-09T20:15:06.045193] [INFO ] [sig       ] Generating forecast for: AAPB
[2025-12-09T20:15:06.045224] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAPB' from 'https://tdm.silogroup.org/data/derivative_storage/AAPB.csv'.
[2025-12-09T20:15:06.057732] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAPB'.
[2025-12-09T20:15:06.058152] [INFO ] [FORECASTER] Starting predict_future for AAPB
[2025-12-09T20:15:06.059026] [DEBUG] [LOCAL     ] No optimal features file found for AAPB: ./output/feature-sets/AAPB.txt
[2025-12-09T20:15:06.059079] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:15:06.059111] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:15:06.059138] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:15:06.059199] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:15:06.128114] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:15:06.129347] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:15:06.129480] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:15:06.129527] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:15:06.299339] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:15:06.299526] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:15:06.299602] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:15:06.299643] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:15:06.304775] [DEBUG] [FORECASTER] AAPB: Forecast T+1@11:T+2@11: DOWN (p=8.88%)
[2025-12-09T20:15:06.305283] [INFO ] [FORECASTER] Completed predict_future for AAPB
[2025-12-09T20:15:06.305478] [INFO ] [sig       ] AAPB: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:15:06.524710] [INFO ] [LOCAL     ] Saved forecast: AAPB	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/AAPB.txt
[2025-12-09T20:15:06.524988] [INFO ] [sig       ] [6/3614] Completed AAPB in 0.5s | 2.60 sym/s | Total: 2.3s | ETA: 23.2m
[2025-12-09T20:15:06.525057] [INFO ] [sig       ] [7/3614] Forecasting AAPD...
[2025-12-09T20:15:06.525111] [INFO ] [sig       ] Generating forecast for: AAPD
[2025-12-09T20:15:06.525167] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAPD' from 'https://tdm.silogroup.org/data/derivative_storage/AAPD.csv'.
[2025-12-09T20:15:06.546920] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAPD'.
[2025-12-09T20:15:06.547780] [INFO ] [FORECASTER] Starting predict_future for AAPD
[2025-12-09T20:15:06.549103] [DEBUG] [LOCAL     ] No optimal features file found for AAPD: ./output/feature-sets/AAPD.txt
[2025-12-09T20:15:06.549200] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:15:06.549257] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:15:06.549306] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:15:06.549400] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:15:06.628282] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:15:06.629309] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:15:06.629439] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:15:06.629491] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:15:06.799986] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:15:06.800177] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:15:06.800245] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:15:06.800297] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:15:06.806327] [DEBUG] [FORECASTER] AAPD: Forecast T+1@11:T+2@11: UP (p=99.88%)
[2025-12-09T20:15:06.806950] [INFO ] [FORECASTER] Completed predict_future for AAPD
[2025-12-09T20:15:06.807191] [INFO ] [sig       ] AAPD: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:15:07.004716] [INFO ] [LOCAL     ] Saved forecast: AAPD	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/AAPD.txt
[2025-12-09T20:15:07.004915] [INFO ] [sig       ] [7/3614] Completed AAPD in 0.5s | 2.51 sym/s | Total: 2.8s | ETA: 24.0m
[2025-12-09T20:15:07.004968] [INFO ] [sig       ] [8/3614] Forecasting AAPL...
[2025-12-09T20:15:07.005001] [INFO ] [sig       ] Generating forecast for: AAPL
[2025-12-09T20:15:07.005033] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAPL' from 'https://tdm.silogroup.org/data/derivative_storage/AAPL.csv'.
[2025-12-09T20:15:07.018409] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAPL'.
[2025-12-09T20:15:07.018866] [INFO ] [FORECASTER] Starting predict_future for AAPL
[2025-12-09T20:15:07.019765] [DEBUG] [LOCAL     ] No optimal features file found for AAPL: ./output/feature-sets/AAPL.txt
[2025-12-09T20:15:07.019819] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:15:07.019852] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:15:07.019879] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:15:07.019935] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:15:07.095095] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:15:07.096331] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:15:07.096446] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:15:07.096499] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:15:07.226505] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:15:07.226679] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:15:07.226722] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:15:07.226752] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:15:07.230313] [DEBUG] [FORECASTER] AAPL: Forecast T+1@11:T+2@11: UP (p=87.57%)
[2025-12-09T20:15:07.230660] [INFO ] [FORECASTER] Completed predict_future for AAPL
[2025-12-09T20:15:07.230804] [INFO ] [sig       ] AAPL: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:15:07.378034] [INFO ] [LOCAL     ] Saved forecast: AAPL	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/AAPL.txt
[2025-12-09T20:15:07.378192] [INFO ] [sig       ] [8/3614] Completed AAPL in 0.4s | 2.53 sym/s | Total: 3.2s | ETA: 23.8m
[2025-12-09T20:15:07.378234] [INFO ] [sig       ] [9/3614] Forecasting AAXJ...
[2025-12-09T20:15:07.378263] [INFO ] [sig       ] Generating forecast for: AAXJ
[2025-12-09T20:15:07.378293] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAXJ' from 'https://tdm.silogroup.org/data/derivative_storage/AAXJ.csv'.
[2025-12-09T20:15:07.390798] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAXJ'.
[2025-12-09T20:15:07.391159] [INFO ] [FORECASTER] Starting predict_future for AAXJ
[2025-12-09T20:15:07.391962] [DEBUG] [LOCAL     ] No optimal features file found for AAXJ: ./output/feature-sets/AAXJ.txt
[2025-12-09T20:15:07.392015] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:15:07.392047] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:15:07.392073] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:15:07.392130] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:15:07.449609] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:15:07.450454] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:15:07.450536] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:15:07.450568] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:15:07.573489] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:15:07.573660] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:15:07.573703] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:15:07.573732] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:15:07.577155] [DEBUG] [FORECASTER] AAXJ: Forecast T+1@11:T+2@11: DOWN (p=18.16%)
[2025-12-09T20:15:07.577444] [INFO ] [FORECASTER] Completed predict_future for AAXJ
[2025-12-09T20:15:07.577620] [INFO ] [sig       ] AAXJ: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:15:07.727596] [INFO ] [LOCAL     ] Saved forecast: AAXJ	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/AAXJ.txt
[2025-12-09T20:15:07.727765] [INFO ] [sig       ] [9/3614] Completed AAXJ in 0.3s | 2.56 sym/s | Total: 3.5s | ETA: 23.5m
[2025-12-09T20:15:07.727809] [INFO ] [sig       ] [10/3614] Forecasting AB...
[2025-12-09T20:15:07.727840] [INFO ] [sig       ] Generating forecast for: AB
[2025-12-09T20:15:07.727881] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AB' from 'https://tdm.silogroup.org/data/derivative_storage/AB.csv'.
[2025-12-09T20:15:07.743122] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AB'.
[2025-12-09T20:15:07.743716] [INFO ] [FORECASTER] Starting predict_future for AB
[2025-12-09T20:15:07.744788] [DEBUG] [LOCAL     ] No optimal features file found for AB: ./output/feature-sets/AB.txt
[2025-12-09T20:15:07.744847] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:15:07.744922] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:15:07.744952] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:15:07.745213] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:15:07.805642] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:15:07.806864] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:15:07.806999] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:15:07.807042] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:15:07.935423] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:15:07.935669] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:15:07.935719] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:15:07.935750] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:15:07.939894] [DEBUG] [FORECASTER] AB: Forecast T+1@11:T+2@11: UP (p=96.97%)
[2025-12-09T20:15:07.940248] [INFO ] [FORECASTER] Completed predict_future for AB
[2025-12-09T20:15:07.940404] [INFO ] [sig       ] AB: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:15:08.092538] [INFO ] [LOCAL     ] Saved forecast: AB	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/AB.txt
[2025-12-09T20:15:08.092770] [INFO ] [sig       ] [10/3614] Completed AB in 0.4s | 2.58 sym/s | Total: 3.9s | ETA: 23.3m
[2025-12-09T20:15:08.092813] [INFO ] [sig       ] [11/3614] Forecasting ABCB...
[2025-12-09T20:15:08.092845] [INFO ] [sig       ] Generating forecast for: ABCB
[2025-12-09T20:15:08.092877] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABCB' from 'https://tdm.silogroup.org/data/derivative_storage/ABCB.csv'.
[2025-12-09T20:15:08.106300] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABCB'.
[2025-12-09T20:15:08.106720] [INFO ] [FORECASTER] Starting predict_future for ABCB
[2025-12-09T20:15:08.107616] [DEBUG] [LOCAL     ] No optimal features file found for ABCB: ./output/feature-sets/ABCB.txt
[2025-12-09T20:15:08.107672] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:15:08.107705] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:15:08.107732] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:15:08.107788] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:15:08.169088] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:15:08.170032] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:15:08.170119] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:15:08.170152] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:15:08.296630] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:15:08.296789] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:15:08.296831] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:15:08.296859] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:15:08.300351] [DEBUG] [FORECASTER] ABCB: Forecast T+1@11:T+2@11: UP (p=89.13%)
[2025-12-09T20:15:08.300683] [INFO ] [FORECASTER] Completed predict_future for ABCB
[2025-12-09T20:15:08.300818] [INFO ] [sig       ] ABCB: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:15:08.449175] [INFO ] [LOCAL     ] Saved forecast: ABCB	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/ABCB.txt
[2025-12-09T20:15:08.449342] [INFO ] [sig       ] [11/3614] Completed ABCB in 0.4s | 2.60 sym/s | Total: 4.2s | ETA: 23.1m
[2025-12-09T20:15:08.449382] [INFO ] [sig       ] [12/3614] Forecasting ABCL...
[2025-12-09T20:15:08.449412] [INFO ] [sig       ] Generating forecast for: ABCL
[2025-12-09T20:15:08.449442] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABCL' from 'https://tdm.silogroup.org/data/derivative_storage/ABCL.csv'.
[2025-12-09T20:15:08.463835] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABCL'.
[2025-12-09T20:15:08.464393] [INFO ] [FORECASTER] Starting predict_future for ABCL
[2025-12-09T20:15:08.465600] [DEBUG] [LOCAL     ] No optimal features file found for ABCL: ./output/feature-sets/ABCL.txt
[2025-12-09T20:15:08.465656] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:15:08.465691] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:15:08.465718] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:15:08.465776] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:15:08.527045] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:15:08.528488] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:15:08.528686] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:15:08.528733] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:15:08.656594] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:15:08.656857] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:15:08.656934] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:15:08.656984] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:15:08.661331] [DEBUG] [FORECASTER] ABCL: Forecast T+1@11:T+2@11: UP (p=67.69%)
[2025-12-09T20:15:08.661857] [INFO ] [FORECASTER] Completed predict_future for ABCL
[2025-12-09T20:15:08.662053] [INFO ] [sig       ] ABCL: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:15:08.817630] [INFO ] [LOCAL     ] Saved forecast: ABCL	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/ABCL.txt
[2025-12-09T20:15:08.817895] [INFO ] [sig       ] [12/3614] Completed ABCL in 0.4s | 2.61 sym/s | Total: 4.6s | ETA: 23.0m
[2025-12-09T20:15:08.817958] [INFO ] [sig       ] [13/3614] Forecasting ABEO...
[2025-12-09T20:15:08.818006] [INFO ] [sig       ] Generating forecast for: ABEO
[2025-12-09T20:15:08.818061] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABEO' from 'https://tdm.silogroup.org/data/derivative_storage/ABEO.csv'.
[2025-12-09T20:15:08.837089] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABEO'.
[2025-12-09T20:15:08.837813] [INFO ] [FORECASTER] Starting predict_future for ABEO
[2025-12-09T20:15:08.839374] [DEBUG] [LOCAL     ] No optimal features file found for ABEO: ./output/feature-sets/ABEO.txt
[2025-12-09T20:15:08.839449] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:15:08.839498] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:15:08.839541] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:15:08.839660] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:15:08.915086] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:15:08.916318] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:15:08.916438] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:15:08.916480] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:15:09.048409] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:15:09.048670] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:15:09.048734] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:15:09.048811] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:15:09.053041] [DEBUG] [FORECASTER] ABEO: Forecast T+1@11:T+2@11: UP (p=94.51%)
[2025-12-09T20:15:09.053417] [INFO ] [FORECASTER] Completed predict_future for ABEO
[2025-12-09T20:15:09.053625] [INFO ] [sig       ] ABEO: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:15:09.204146] [INFO ] [LOCAL     ] Saved forecast: ABEO	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/ABEO.txt
[2025-12-09T20:15:09.204346] [INFO ] [sig       ] [13/3614] Completed ABEO in 0.4s | 2.61 sym/s | Total: 5.0s | ETA: 23.0m
[2025-12-09T20:15:09.204389] [INFO ] [sig       ] [14/3614] Forecasting ABG...
[2025-12-09T20:15:09.204419] [INFO ] [sig       ] Generating forecast for: ABG
[2025-12-09T20:15:09.204451] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABG' from 'https://tdm.silogroup.org/data/derivative_storage/ABG.csv'.
[2025-12-09T20:15:09.219338] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABG'.
[2025-12-09T20:15:09.219857] [INFO ] [FORECASTER] Starting predict_future for ABG
[2025-12-09T20:15:09.220781] [DEBUG] [LOCAL     ] No optimal features file found for ABG: ./output/feature-sets/ABG.txt
[2025-12-09T20:15:09.220835] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:15:09.220867] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:15:09.220893] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:15:09.220951] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:15:09.283935] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:15:09.285282] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:15:09.285385] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:15:09.285420] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:15:09.413098] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:15:09.413317] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:15:09.413386] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:15:09.413416] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:15:09.418100] [DEBUG] [FORECASTER] ABG: Forecast T+1@11:T+2@11: UP (p=52.07%)
[2025-12-09T20:15:09.418414] [INFO ] [FORECASTER] Completed predict_future for ABG
[2025-12-09T20:15:09.418554] [INFO ] [sig       ] ABG: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:15:09.570989] [INFO ] [LOCAL     ] Saved forecast: ABG	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/ABG.txt
[2025-12-09T20:15:09.571195] [INFO ] [sig       ] [14/3614] Completed ABG in 0.4s | 2.61 sym/s | Total: 5.4s | ETA: 23.0m
[2025-12-09T20:15:09.571237] [INFO ] [sig       ] [15/3614] Forecasting ABL...
[2025-12-09T20:15:09.571267] [INFO ] [sig       ] Generating forecast for: ABL
[2025-12-09T20:15:09.571301] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABL' from 'https://tdm.silogroup.org/data/derivative_storage/ABL.csv'.
[2025-12-09T20:15:09.592056] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABL'.
[2025-12-09T20:15:09.592651] [INFO ] [FORECASTER] Starting predict_future for ABL
[2025-12-09T20:15:09.593681] [DEBUG] [LOCAL     ] No optimal features file found for ABL: ./output/feature-sets/ABL.txt
[2025-12-09T20:15:09.593739] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:15:09.593773] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:15:09.593815] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:15:09.593876] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:15:09.656914] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:15:09.658226] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:15:09.658357] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:15:09.658390] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:15:09.799718] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:15:09.799962] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:15:09.800212] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:15:09.800248] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:15:09.805417] [DEBUG] [FORECASTER] ABL: Forecast T+1@11:T+2@11: DOWN (p=24.81%)
[2025-12-09T20:15:09.805859] [INFO ] [FORECASTER] Completed predict_future for ABL
[2025-12-09T20:15:09.806250] [INFO ] [sig       ] ABL: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:15:09.983344] [INFO ] [LOCAL     ] Saved forecast: ABL	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/ABL.txt
[2025-12-09T20:15:09.983591] [INFO ] [sig       ] [15/3614] Completed ABL in 0.4s | 2.60 sym/s | Total: 5.8s | ETA: 23.1m
[2025-12-09T20:15:09.983639] [INFO ] [sig       ] [16/3614] Forecasting ABM...
[2025-12-09T20:15:09.983671] [INFO ] [sig       ] Generating forecast for: ABM
[2025-12-09T20:15:09.983704] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABM' from 'https://tdm.silogroup.org/data/derivative_storage/ABM.csv'.
[2025-12-09T20:15:09.997553] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABM'.
[2025-12-09T20:15:09.998055] [INFO ] [FORECASTER] Starting predict_future for ABM
[2025-12-09T20:15:09.999140] [DEBUG] [LOCAL     ] No optimal features file found for ABM: ./output/feature-sets/ABM.txt
[2025-12-09T20:15:09.999212] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:15:09.999247] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:15:09.999274] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:15:09.999333] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:15:10.063390] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:15:10.064643] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:15:10.064749] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:15:10.064831] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:15:10.191919] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:15:10.192155] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:15:10.192203] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:15:10.192233] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:15:10.196373] [DEBUG] [FORECASTER] ABM: Forecast T+1@11:T+2@11: UP (p=82.67%)
[2025-12-09T20:15:10.196880] [INFO ] [FORECASTER] Completed predict_future for ABM
[2025-12-09T20:15:10.197061] [INFO ] [sig       ] ABM: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:15:10.344361] [INFO ] [LOCAL     ] Saved forecast: ABM	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/ABM.txt
[2025-12-09T20:15:10.344559] [INFO ] [sig       ] [16/3614] Completed ABM in 0.4s | 2.61 sym/s | Total: 6.1s | ETA: 23.0m
[2025-12-09T20:15:10.344621] [INFO ] [sig       ] [17/3614] Forecasting ABNB...
[2025-12-09T20:15:10.344656] [INFO ] [sig       ] Generating forecast for: ABNB
[2025-12-09T20:15:10.344688] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABNB' from 'https://tdm.silogroup.org/data/derivative_storage/ABNB.csv'.
[2025-12-09T20:15:10.359200] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABNB'.
[2025-12-09T20:15:10.359814] [INFO ] [FORECASTER] Starting predict_future for ABNB
[2025-12-09T20:15:10.360823] [DEBUG] [LOCAL     ] No optimal features file found for ABNB: ./output/feature-sets/ABNB.txt
[2025-12-09T20:15:10.360879] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:15:10.360913] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:15:10.360939] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:15:10.360996] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:15:10.420202] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:15:10.421177] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:15:10.421271] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:15:10.421306] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:15:10.549875] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:15:10.550129] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:15:10.550179] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:15:10.550208] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:15:10.554265] [DEBUG] [FORECASTER] ABNB: Forecast T+1@11:T+2@11: UP (p=96.64%)
[2025-12-09T20:15:10.554647] [INFO ] [FORECASTER] Completed predict_future for ABNB
[2025-12-09T20:15:10.554823] [INFO ] [sig       ] ABNB: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:15:10.698300] [INFO ] [LOCAL     ] Saved forecast: ABNB	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/ABNB.txt
[2025-12-09T20:15:10.698468] [INFO ] [sig       ] [17/3614] Completed ABNB in 0.4s | 2.62 sym/s | Total: 6.5s | ETA: 22.9m
[2025-12-09T20:15:10.698510] [INFO ] [sig       ] [18/3614] Forecasting ABOS...
[2025-12-09T20:15:10.698540] [INFO ] [sig       ] Generating forecast for: ABOS
[2025-12-09T20:15:10.698587] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABOS' from 'https://tdm.silogroup.org/data/derivative_storage/ABOS.csv'.
[2025-12-09T20:15:10.711889] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABOS'.
[2025-12-09T20:15:10.712339] [INFO ] [FORECASTER] Starting predict_future for ABOS
[2025-12-09T20:15:10.713323] [DEBUG] [LOCAL     ] No optimal features file found for ABOS: ./output/feature-sets/ABOS.txt
[2025-12-09T20:15:10.713377] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:15:10.713426] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:15:10.713453] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:15:10.713510] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:15:10.773741] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:15:10.775052] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:15:10.775196] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:15:10.775237] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:15:10.911377] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:15:10.911548] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:15:10.911607] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:15:10.911638] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:15:10.915669] [DEBUG] [FORECASTER] ABOS: Forecast T+1@11:T+2@11: UP (p=67.00%)
[2025-12-09T20:15:10.915951] [INFO ] [FORECASTER] Completed predict_future for ABOS
[2025-12-09T20:15:10.916083] [INFO ] [sig       ] ABOS: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:15:11.083511] [INFO ] [LOCAL     ] Saved forecast: ABOS	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/ABOS.txt
[2025-12-09T20:15:11.083764] [INFO ] [sig       ] [18/3614] Completed ABOS in 0.4s | 2.62 sym/s | Total: 6.9s | ETA: 22.9m
[2025-12-09T20:15:11.083809] [INFO ] [sig       ] [19/3614] Forecasting ABSI...
[2025-12-09T20:15:11.083842] [INFO ] [sig       ] Generating forecast for: ABSI
[2025-12-09T20:15:11.083873] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABSI' from 'https://tdm.silogroup.org/data/derivative_storage/ABSI.csv'.
[2025-12-09T20:15:11.098353] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABSI'.
[2025-12-09T20:15:11.098831] [INFO ] [FORECASTER] Starting predict_future for ABSI
[2025-12-09T20:15:11.099908] [DEBUG] [LOCAL     ] No optimal features file found for ABSI: ./output/feature-sets/ABSI.txt
[2025-12-09T20:15:11.099966] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:15:11.100002] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:15:11.100033] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:15:11.100124] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:15:11.160188] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:15:11.161237] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:15:11.161345] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:15:11.161381] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:15:11.290562] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:15:11.290859] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:15:11.290910] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:15:11.290941] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:15:11.294998] [DEBUG] [FORECASTER] ABSI: Forecast T+1@11:T+2@11: DOWN (p=29.13%)
[2025-12-09T20:15:11.295326] [INFO ] [FORECASTER] Completed predict_future for ABSI
[2025-12-09T20:15:11.295473] [INFO ] [sig       ] ABSI: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:15:11.448899] [INFO ] [LOCAL     ] Saved forecast: ABSI	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/ABSI.txt
[2025-12-09T20:15:11.449240] [INFO ] [sig       ] [19/3614] Completed ABSI in 0.4s | 2.63 sym/s | Total: 7.2s | ETA: 22.8m
[2025-12-09T20:15:11.449281] [INFO ] [sig       ] [20/3614] Forecasting ABUS...
[2025-12-09T20:15:11.449309] [INFO ] [sig       ] Generating forecast for: ABUS
[2025-12-09T20:15:11.449338] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABUS' from 'https://tdm.silogroup.org/data/derivative_storage/ABUS.csv'.
[2025-12-09T20:15:11.462812] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABUS'.
[2025-12-09T20:15:11.463108] [INFO ] [FORECASTER] Starting predict_future for ABUS
[2025-12-09T20:15:11.463935] [DEBUG] [LOCAL     ] No optimal features file found for ABUS: ./output/feature-sets/ABUS.txt
[2025-12-09T20:15:11.463987] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:15:11.464017] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:15:11.464043] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:15:11.464099] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:15:11.533199] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:15:11.533906] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:15:11.534022] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:15:11.534055] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:15:11.647415] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:15:11.647591] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:15:11.647636] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:15:11.647664] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:15:11.651430] [DEBUG] [FORECASTER] ABUS: Forecast T+1@11:T+2@11: DOWN (p=23.94%)
[2025-12-09T20:15:11.651735] [INFO ] [FORECASTER] Completed predict_future for ABUS
[2025-12-09T20:15:11.651872] [INFO ] [sig       ] ABUS: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:15:11.791784] [INFO ] [LOCAL     ] Saved forecast: ABUS	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/ABUS.txt
[2025-12-09T20:15:11.791907] [INFO ] [sig       ] [20/3614] Completed ABUS in 0.3s | 2.64 sym/s | Total: 7.6s | ETA: 22.7m
[2025-12-09T20:15:11.791945] [INFO ] [sig       ] [21/3614] Forecasting ABVC...
[2025-12-09T20:15:11.791972] [INFO ] [sig       ] Generating forecast for: ABVC
[2025-12-09T20:15:11.792002] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABVC' from 'https://tdm.silogroup.org/data/derivative_storage/ABVC.csv'.
[2025-12-09T20:15:11.806022] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABVC'.
[2025-12-09T20:15:11.806294] [INFO ] [FORECASTER] Starting predict_future for ABVC
[2025-12-09T20:15:11.807091] [DEBUG] [LOCAL     ] No optimal features file found for ABVC: ./output/feature-sets/ABVC.txt
[2025-12-09T20:15:11.807142] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:15:11.807173] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:15:11.807199] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:15:11.807253] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:15:11.863765] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:15:11.864358] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:15:11.864433] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:15:11.864465] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:15:11.982552] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:15:11.982725] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:15:11.982768] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:15:11.982797] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:15:11.986165] [DEBUG] [FORECASTER] ABVC: Forecast T+1@11:T+2@11: UP (p=82.15%)
[2025-12-09T20:15:11.986438] [INFO ] [FORECASTER] Completed predict_future for ABVC
[2025-12-09T20:15:11.986568] [INFO ] [sig       ] ABVC: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:15:12.129422] [INFO ] [LOCAL     ] Saved forecast: ABVC	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/ABVC.txt
[2025-12-09T20:15:12.129597] [INFO ] [sig       ] [21/3614] Completed ABVC in 0.3s | 2.65 sym/s | Total: 7.9s | ETA: 22.6m
[2025-12-09T20:15:12.129639] [INFO ] [sig       ] [22/3614] Forecasting ABVE...
[2025-12-09T20:15:12.129680] [INFO ] [sig       ] Generating forecast for: ABVE
[2025-12-09T20:15:12.129713] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABVE' from 'https://tdm.silogroup.org/data/derivative_storage/ABVE.csv'.
[2025-12-09T20:15:12.141850] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABVE'.
[2025-12-09T20:15:12.142156] [INFO ] [FORECASTER] Starting predict_future for ABVE
[2025-12-09T20:15:12.142944] [DEBUG] [LOCAL     ] No optimal features file found for ABVE: ./output/feature-sets/ABVE.txt
[2025-12-09T20:15:12.142995] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:15:12.143026] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:15:12.143052] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:15:12.143108] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:15:12.199068] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:15:12.199882] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:15:12.199964] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:15:12.199996] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:15:12.315811] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:15:12.315944] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:15:12.315983] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:15:12.316011] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:15:12.319318] [DEBUG] [FORECASTER] ABVE: Forecast T+1@11:T+2@11: DOWN (p=39.04%)
[2025-12-09T20:15:12.319605] [INFO ] [FORECASTER] Completed predict_future for ABVE
[2025-12-09T20:15:12.319733] [INFO ] [sig       ] ABVE: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:15:12.459643] [INFO ] [LOCAL     ] Saved forecast: ABVE	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/ABVE.txt
[2025-12-09T20:15:12.459810] [INFO ] [sig       ] [22/3614] Completed ABVE in 0.3s | 2.67 sym/s | Total: 8.2s | ETA: 22.4m
[2025-12-09T20:15:12.459853] [INFO ] [sig       ] [23/3614] Forecasting ABVX...
[2025-12-09T20:15:12.459883] [INFO ] [sig       ] Generating forecast for: ABVX
[2025-12-09T20:15:12.459914] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABVX' from 'https://tdm.silogroup.org/data/derivative_storage/ABVX.csv'.
[2025-12-09T20:15:12.474004] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABVX'.
[2025-12-09T20:15:12.474406] [INFO ] [FORECASTER] Starting predict_future for ABVX
[2025-12-09T20:15:12.475248] [DEBUG] [LOCAL     ] No optimal features file found for ABVX: ./output/feature-sets/ABVX.txt
[2025-12-09T20:15:12.475303] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:15:12.475335] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:15:12.475361] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:15:12.475417] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:15:12.536994] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:15:12.537919] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:15:12.538003] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:15:12.538034] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:15:12.655350] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:15:12.655507] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:15:12.655548] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:15:12.655614] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:15:12.659064] [DEBUG] [FORECASTER] ABVX: Forecast T+1@11:T+2@11: UP (p=71.11%)
[2025-12-09T20:15:12.659357] [INFO ] [FORECASTER] Completed predict_future for ABVX
[2025-12-09T20:15:12.659491] [INFO ] [sig       ] ABVX: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:15:12.801089] [INFO ] [LOCAL     ] Saved forecast: ABVX	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/ABVX.txt
[2025-12-09T20:15:12.801287] [INFO ] [sig       ] [23/3614] Completed ABVX in 0.3s | 2.68 sym/s | Total: 8.6s | ETA: 22.3m
[2025-12-09T20:15:12.801329] [INFO ] [sig       ] [24/3614] Forecasting ACA...
[2025-12-09T20:15:12.801358] [INFO ] [sig       ] Generating forecast for: ACA
[2025-12-09T20:15:12.801395] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACA' from 'https://tdm.silogroup.org/data/derivative_storage/ACA.csv'.
[2025-12-09T20:15:12.825836] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACA'.
[2025-12-09T20:15:12.826174] [INFO ] [FORECASTER] Starting predict_future for ACA
[2025-12-09T20:15:12.826961] [DEBUG] [LOCAL     ] No optimal features file found for ACA: ./output/feature-sets/ACA.txt
[2025-12-09T20:15:12.827013] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:15:12.827044] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:15:12.827069] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:15:12.827123] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:15:12.883848] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:15:12.884440] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:15:12.884517] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:15:12.884548] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:15:13.003438] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:15:13.003610] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:15:13.003652] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:15:13.003681] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:15:13.007062] [DEBUG] [FORECASTER] ACA: Forecast T+1@11:T+2@11: UP (p=53.25%)
[2025-12-09T20:15:13.007337] [INFO ] [FORECASTER] Completed predict_future for ACA
[2025-12-09T20:15:13.007490] [INFO ] [sig       ] ACA: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:15:13.146806] [INFO ] [LOCAL     ] Saved forecast: ACA	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/ACA.txt
[2025-12-09T20:15:13.146918] [INFO ] [sig       ] [24/3614] Completed ACA in 0.3s | 2.69 sym/s | Total: 8.9s | ETA: 22.3m
[2025-12-09T20:15:13.146955] [INFO ] [sig       ] [25/3614] Forecasting ACAD...
[2025-12-09T20:15:13.146984] [INFO ] [sig       ] Generating forecast for: ACAD
[2025-12-09T20:15:13.147013] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACAD' from 'https://tdm.silogroup.org/data/derivative_storage/ACAD.csv'.
[2025-12-09T20:15:13.159778] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACAD'.
[2025-12-09T20:15:13.160121] [INFO ] [FORECASTER] Starting predict_future for ACAD
[2025-12-09T20:15:13.160923] [DEBUG] [LOCAL     ] No optimal features file found for ACAD: ./output/feature-sets/ACAD.txt
[2025-12-09T20:15:13.160974] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:15:13.161005] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:15:13.161032] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:15:13.161087] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:15:13.217853] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:15:13.218915] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:15:13.219189] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:15:13.219221] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:15:13.335234] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:15:13.335373] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:15:13.335412] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:15:13.335455] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:15:13.338968] [DEBUG] [FORECASTER] ACAD: Forecast T+1@11:T+2@11: DOWN (p=11.72%)
[2025-12-09T20:15:13.339241] [INFO ] [FORECASTER] Completed predict_future for ACAD
[2025-12-09T20:15:13.339366] [INFO ] [sig       ] ACAD: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:15:13.477585] [INFO ] [LOCAL     ] Saved forecast: ACAD	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/ACAD.txt
[2025-12-09T20:15:13.477696] [INFO ] [sig       ] [25/3614] Completed ACAD in 0.3s | 2.70 sym/s | Total: 9.3s | ETA: 22.2m
[2025-12-09T20:15:13.477733] [INFO ] [sig       ] [26/3614] Forecasting ACB...
[2025-12-09T20:15:13.477761] [INFO ] [sig       ] Generating forecast for: ACB
[2025-12-09T20:15:13.477790] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACB' from 'https://tdm.silogroup.org/data/derivative_storage/ACB.csv'.
[2025-12-09T20:15:13.489954] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACB'.
[2025-12-09T20:15:13.490213] [INFO ] [FORECASTER] Starting predict_future for ACB
[2025-12-09T20:15:13.490995] [DEBUG] [LOCAL     ] No optimal features file found for ACB: ./output/feature-sets/ACB.txt
[2025-12-09T20:15:13.491231] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:15:13.491262] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:15:13.491289] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:15:13.491344] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:15:13.549170] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:15:13.549786] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:15:13.549863] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:15:13.549894] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:15:13.674173] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:15:13.674319] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:15:13.674360] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:15:13.674388] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:15:13.677995] [DEBUG] [FORECASTER] ACB: Forecast T+1@11:T+2@11: DOWN (p=33.51%)
[2025-12-09T20:15:13.678270] [INFO ] [FORECASTER] Completed predict_future for ACB
[2025-12-09T20:15:13.678399] [INFO ] [sig       ] ACB: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:15:13.818712] [INFO ] [LOCAL     ] Saved forecast: ACB	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/ACB.txt
[2025-12-09T20:15:13.818836] [INFO ] [sig       ] [26/3614] Completed ACB in 0.3s | 2.71 sym/s | Total: 9.6s | ETA: 22.1m
[2025-12-09T20:15:13.818874] [INFO ] [sig       ] [27/3614] Forecasting ACCO...
[2025-12-09T20:15:13.818904] [INFO ] [sig       ] Generating forecast for: ACCO
[2025-12-09T20:15:13.818936] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACCO' from 'https://tdm.silogroup.org/data/derivative_storage/ACCO.csv'.
[2025-12-09T20:15:13.830675] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACCO'.
[2025-12-09T20:15:13.830940] [INFO ] [FORECASTER] Starting predict_future for ACCO
[2025-12-09T20:15:13.831722] [DEBUG] [LOCAL     ] No optimal features file found for ACCO: ./output/feature-sets/ACCO.txt
[2025-12-09T20:15:13.831774] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:15:13.831829] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:15:13.831857] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:15:13.831913] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:15:13.888450] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:15:13.889049] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:15:13.889126] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:15:13.889168] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:15:14.010203] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:15:14.010356] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:15:14.010396] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:15:14.010425] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:15:14.013831] [DEBUG] [FORECASTER] ACCO: Forecast T+1@11:T+2@11: DOWN (p=17.78%)
[2025-12-09T20:15:14.014114] [INFO ] [FORECASTER] Completed predict_future for ACCO
[2025-12-09T20:15:14.014243] [INFO ] [sig       ] ACCO: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:15:14.156158] [INFO ] [LOCAL     ] Saved forecast: ACCO	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/ACCO.txt
[2025-12-09T20:15:14.156311] [INFO ] [sig       ] [27/3614] Completed ACCO in 0.3s | 2.72 sym/s | Total: 9.9s | ETA: 22.0m
[2025-12-09T20:15:14.156350] [INFO ] [sig       ] [28/3614] Forecasting ACDC...
[2025-12-09T20:15:14.156380] [INFO ] [sig       ] Generating forecast for: ACDC
[2025-12-09T20:15:14.156411] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACDC' from 'https://tdm.silogroup.org/data/derivative_storage/ACDC.csv'.
[2025-12-09T20:15:14.168812] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACDC'.
[2025-12-09T20:15:14.169063] [INFO ] [FORECASTER] Starting predict_future for ACDC
[2025-12-09T20:15:14.170250] [DEBUG] [LOCAL     ] No optimal features file found for ACDC: ./output/feature-sets/ACDC.txt
[2025-12-09T20:15:14.170301] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:15:14.170332] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:15:14.170358] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:15:14.170412] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:15:14.228843] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:15:14.229717] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:15:14.229799] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:15:14.229831] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:15:14.341487] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:15:14.341649] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:15:14.341692] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:15:14.341720] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:15:14.345128] [DEBUG] [FORECASTER] ACDC: Forecast T+1@11:T+2@11: UP (p=55.68%)
[2025-12-09T20:15:14.345396] [INFO ] [FORECASTER] Completed predict_future for ACDC
[2025-12-09T20:15:14.345526] [INFO ] [sig       ] ACDC: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:15:14.489528] [INFO ] [LOCAL     ] Saved forecast: ACDC	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/ACDC.txt
[2025-12-09T20:15:14.489660] [INFO ] [sig       ] [28/3614] Completed ACDC in 0.3s | 2.73 sym/s | Total: 10.3s | ETA: 21.9m
[2025-12-09T20:15:14.489699] [INFO ] [sig       ] [29/3614] Forecasting ACEL...
[2025-12-09T20:15:14.489729] [INFO ] [sig       ] Generating forecast for: ACEL
[2025-12-09T20:15:14.489759] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACEL' from 'https://tdm.silogroup.org/data/derivative_storage/ACEL.csv'.
[2025-12-09T20:15:14.501267] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACEL'.
[2025-12-09T20:15:14.501524] [INFO ] [FORECASTER] Starting predict_future for ACEL
[2025-12-09T20:15:14.502313] [DEBUG] [LOCAL     ] No optimal features file found for ACEL: ./output/feature-sets/ACEL.txt
[2025-12-09T20:15:14.502367] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:15:14.502398] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:15:14.502434] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:15:14.502491] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:15:14.560259] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:15:14.560876] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:15:14.560966] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:15:14.560999] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:15:14.676187] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:15:14.676339] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:15:14.676380] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:15:14.676408] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:15:14.679855] [DEBUG] [FORECASTER] ACEL: Forecast T+1@11:T+2@11: DOWN (p=11.15%)
[2025-12-09T20:15:14.680154] [INFO ] [FORECASTER] Completed predict_future for ACEL
[2025-12-09T20:15:14.680283] [INFO ] [sig       ] ACEL: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:15:14.820170] [INFO ] [LOCAL     ] Saved forecast: ACEL	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/ACEL.txt
[2025-12-09T20:15:14.820291] [INFO ] [sig       ] [29/3614] Completed ACEL in 0.3s | 2.73 sym/s | Total: 10.6s | ETA: 21.9m
[2025-12-09T20:15:14.820329] [INFO ] [sig       ] [30/3614] Forecasting ACGL...
[2025-12-09T20:15:14.820358] [INFO ] [sig       ] Generating forecast for: ACGL
[2025-12-09T20:15:14.820388] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACGL' from 'https://tdm.silogroup.org/data/derivative_storage/ACGL.csv'.
[2025-12-09T20:15:14.832371] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACGL'.
[2025-12-09T20:15:14.832720] [INFO ] [FORECASTER] Starting predict_future for ACGL
[2025-12-09T20:15:14.833565] [DEBUG] [LOCAL     ] No optimal features file found for ACGL: ./output/feature-sets/ACGL.txt
[2025-12-09T20:15:14.833635] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:15:14.833667] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:15:14.833692] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:15:14.833747] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:15:14.891345] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:15:14.892211] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:15:14.892299] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:15:14.892332] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:15:15.012132] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:15:15.012297] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:15:15.012339] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:15:15.012407] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:15:15.015929] [DEBUG] [FORECASTER] ACGL: Forecast T+1@11:T+2@11: DOWN (p=42.74%)
[2025-12-09T20:15:15.016214] [INFO ] [FORECASTER] Completed predict_future for ACGL
[2025-12-09T20:15:15.016349] [INFO ] [sig       ] ACGL: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:15:15.160247] [INFO ] [LOCAL     ] Saved forecast: ACGL	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/ACGL.txt
[2025-12-09T20:15:15.160397] [INFO ] [sig       ] [30/3614] Completed ACGL in 0.3s | 2.74 sym/s | Total: 10.9s | ETA: 21.8m
[2025-12-09T20:15:15.160435] [INFO ] [sig       ] [31/3614] Forecasting ACGLN...
[2025-12-09T20:15:15.160465] [INFO ] [sig       ] Generating forecast for: ACGLN
[2025-12-09T20:15:15.160494] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACGLN' from 'https://tdm.silogroup.org/data/derivative_storage/ACGLN.csv'.
[2025-12-09T20:15:15.172531] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACGLN'.
[2025-12-09T20:15:15.172867] [INFO ] [FORECASTER] Starting predict_future for ACGLN
[2025-12-09T20:15:15.173694] [DEBUG] [LOCAL     ] No optimal features file found for ACGLN: ./output/feature-sets/ACGLN.txt
[2025-12-09T20:15:15.173748] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:15:15.173781] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:15:15.173807] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:15:15.173864] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:15:15.234893] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:15:15.235877] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:15:15.235973] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:15:15.236017] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:15:15.362267] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:15:15.362422] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:15:15.362462] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:15:15.362491] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:15:15.366022] [DEBUG] [FORECASTER] ACGLN: Forecast T+1@11:T+2@11: UP (p=88.87%)
[2025-12-09T20:15:15.366500] [INFO ] [FORECASTER] Completed predict_future for ACGLN
[2025-12-09T20:15:15.366654] [INFO ] [sig       ] ACGLN: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:15:15.528239] [INFO ] [LOCAL     ] Saved forecast: ACGLN	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/ACGLN.txt
[2025-12-09T20:15:15.528371] [INFO ] [sig       ] [31/3614] Completed ACGLN in 0.4s | 2.74 sym/s | Total: 11.3s | ETA: 21.8m
[2025-12-09T20:15:15.528410] [INFO ] [sig       ] [32/3614] Forecasting ACGLO...
[2025-12-09T20:15:15.528439] [INFO ] [sig       ] Generating forecast for: ACGLO
[2025-12-09T20:15:15.528469] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACGLO' from 'https://tdm.silogroup.org/data/derivative_storage/ACGLO.csv'.
[2025-12-09T20:15:15.539228] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACGLO'.
[2025-12-09T20:15:15.539602] [INFO ] [FORECASTER] Starting predict_future for ACGLO
[2025-12-09T20:15:15.540416] [DEBUG] [LOCAL     ] No optimal features file found for ACGLO: ./output/feature-sets/ACGLO.txt
[2025-12-09T20:15:15.540467] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:15:15.540498] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:15:15.540525] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:15:15.540597] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:15:15.597464] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:15:15.598251] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:15:15.598330] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:15:15.598361] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:15:15.718800] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:15:15.718965] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:15:15.719013] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:15:15.719048] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:15:15.722457] [DEBUG] [FORECASTER] ACGLO: Forecast T+1@11:T+2@11: DOWN (p=21.29%)
[2025-12-09T20:15:15.722743] [INFO ] [FORECASTER] Completed predict_future for ACGLO
[2025-12-09T20:15:15.722874] [INFO ] [sig       ] ACGLO: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:15:15.868623] [INFO ] [LOCAL     ] Saved forecast: ACGLO	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/ACGLO.txt
[2025-12-09T20:15:15.868757] [INFO ] [sig       ] [32/3614] Completed ACGLO in 0.3s | 2.75 sym/s | Total: 11.7s | ETA: 21.7m
[2025-12-09T20:15:15.868795] [INFO ] [sig       ] [33/3614] Forecasting ACHC...
[2025-12-09T20:15:15.868824] [INFO ] [sig       ] Generating forecast for: ACHC
[2025-12-09T20:15:15.868862] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACHC' from 'https://tdm.silogroup.org/data/derivative_storage/ACHC.csv'.
[2025-12-09T20:15:15.880099] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACHC'.
[2025-12-09T20:15:15.880412] [INFO ] [FORECASTER] Starting predict_future for ACHC
[2025-12-09T20:15:15.881231] [DEBUG] [LOCAL     ] No optimal features file found for ACHC: ./output/feature-sets/ACHC.txt
[2025-12-09T20:15:15.881283] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:15:15.881316] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:15:15.881344] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:15:15.881401] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:15:15.939640] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:15:15.940338] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:15:15.940421] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:15:15.940454] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:15:16.060588] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:15:16.060739] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:15:16.060781] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:15:16.060808] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:15:16.064206] [DEBUG] [FORECASTER] ACHC: Forecast T+1@11:T+2@11: DOWN (p=21.89%)
[2025-12-09T20:15:16.064478] [INFO ] [FORECASTER] Completed predict_future for ACHC
[2025-12-09T20:15:16.064621] [INFO ] [sig       ] ACHC: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:15:16.207668] [INFO ] [LOCAL     ] Saved forecast: ACHC	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/ACHC.txt
[2025-12-09T20:15:16.207811] [INFO ] [sig       ] [33/3614] Completed ACHC in 0.3s | 2.75 sym/s | Total: 12.0s | ETA: 21.7m
[2025-12-09T20:15:16.207852] [INFO ] [sig       ] [34/3614] Forecasting ACI...
[2025-12-09T20:15:16.207881] [INFO ] [sig       ] Generating forecast for: ACI
[2025-12-09T20:15:16.207912] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACI' from 'https://tdm.silogroup.org/data/derivative_storage/ACI.csv'.
[2025-12-09T20:15:16.219093] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACI'.
[2025-12-09T20:15:16.219393] [INFO ] [FORECASTER] Starting predict_future for ACI
[2025-12-09T20:15:16.220189] [DEBUG] [LOCAL     ] No optimal features file found for ACI: ./output/feature-sets/ACI.txt
[2025-12-09T20:15:16.220241] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:15:16.220272] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:15:16.220298] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:15:16.220354] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:15:16.279193] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:15:16.280001] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:15:16.280083] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:15:16.280116] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:15:16.404540] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:15:16.404717] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:15:16.404759] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:15:16.404787] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:15:16.408832] [DEBUG] [FORECASTER] ACI: Forecast T+1@11:T+2@11: UP (p=58.21%)
[2025-12-09T20:15:16.409381] [INFO ] [FORECASTER] Completed predict_future for ACI
[2025-12-09T20:15:16.409556] [INFO ] [sig       ] ACI: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:15:16.559380] [INFO ] [LOCAL     ] Saved forecast: ACI	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/ACI.txt
[2025-12-09T20:15:16.559523] [INFO ] [sig       ] [34/3614] Completed ACI in 0.4s | 2.75 sym/s | Total: 12.3s | ETA: 21.7m
[2025-12-09T20:15:16.559564] [INFO ] [sig       ] [35/3614] Forecasting ACIC...
[2025-12-09T20:15:16.559615] [INFO ] [sig       ] Generating forecast for: ACIC
[2025-12-09T20:15:16.559647] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACIC' from 'https://tdm.silogroup.org/data/derivative_storage/ACIC.csv'.
[2025-12-09T20:15:16.571380] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACIC'.
[2025-12-09T20:15:16.571821] [INFO ] [FORECASTER] Starting predict_future for ACIC
[2025-12-09T20:15:16.572689] [DEBUG] [LOCAL     ] No optimal features file found for ACIC: ./output/feature-sets/ACIC.txt
[2025-12-09T20:15:16.572746] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:15:16.572779] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:15:16.572806] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:15:16.572863] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:15:16.633179] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:15:16.634044] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:15:16.634131] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:15:16.634164] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:15:16.756758] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:15:16.756911] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:15:16.756954] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:15:16.756982] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:15:16.760499] [DEBUG] [FORECASTER] ACIC: Forecast T+1@11:T+2@11: UP (p=87.79%)
[2025-12-09T20:15:16.760794] [INFO ] [FORECASTER] Completed predict_future for ACIC
[2025-12-09T20:15:16.760926] [INFO ] [sig       ] ACIC: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:15:16.907812] [INFO ] [LOCAL     ] Saved forecast: ACIC	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/ACIC.txt
[2025-12-09T20:15:16.907972] [INFO ] [sig       ] [35/3614] Completed ACIC in 0.3s | 2.76 sym/s | Total: 12.7s | ETA: 21.6m
[2025-12-09T20:15:16.908019] [INFO ] [sig       ] [36/3614] Forecasting ACLS...
[2025-12-09T20:15:16.908054] [INFO ] [sig       ] Generating forecast for: ACLS
[2025-12-09T20:15:16.908086] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACLS' from 'https://tdm.silogroup.org/data/derivative_storage/ACLS.csv'.
[2025-12-09T20:15:16.919443] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACLS'.
[2025-12-09T20:15:16.919796] [INFO ] [FORECASTER] Starting predict_future for ACLS
[2025-12-09T20:15:16.920610] [DEBUG] [LOCAL     ] No optimal features file found for ACLS: ./output/feature-sets/ACLS.txt
[2025-12-09T20:15:16.920662] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:15:16.920693] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:15:16.920719] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:15:16.920775] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:15:16.988223] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:15:16.989224] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:15:16.989306] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:15:16.989338] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:15:17.113142] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:15:17.113293] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:15:17.113335] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:15:17.113363] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:15:17.116806] [DEBUG] [FORECASTER] ACLS: Forecast T+1@11:T+2@11: UP (p=69.67%)
[2025-12-09T20:15:17.117086] [INFO ] [FORECASTER] Completed predict_future for ACLS
[2025-12-09T20:15:17.117215] [INFO ] [sig       ] ACLS: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:15:17.259387] [INFO ] [LOCAL     ] Saved forecast: ACLS	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/ACLS.txt
[2025-12-09T20:15:17.259552] [INFO ] [sig       ] [36/3614] Completed ACLS in 0.4s | 2.76 sym/s | Total: 13.0s | ETA: 21.6m
[2025-12-09T20:15:17.259609] [INFO ] [sig       ] [37/3614] Forecasting ACLX...
[2025-12-09T20:15:17.259640] [INFO ] [sig       ] Generating forecast for: ACLX
[2025-12-09T20:15:17.259668] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACLX' from 'https://tdm.silogroup.org/data/derivative_storage/ACLX.csv'.
[2025-12-09T20:15:17.271386] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACLX'.
[2025-12-09T20:15:17.271733] [INFO ] [FORECASTER] Starting predict_future for ACLX
[2025-12-09T20:15:17.272513] [DEBUG] [LOCAL     ] No optimal features file found for ACLX: ./output/feature-sets/ACLX.txt
[2025-12-09T20:15:17.272565] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:15:17.272615] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:15:17.272643] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:15:17.272698] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:15:17.330646] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:15:17.331470] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:15:17.331627] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:15:17.331664] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:15:17.463750] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:15:17.463904] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:15:17.463946] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:15:17.463976] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:15:17.467735] [DEBUG] [FORECASTER] ACLX: Forecast T+1@11:T+2@11: DOWN (p=29.48%)
[2025-12-09T20:15:17.468018] [INFO ] [FORECASTER] Completed predict_future for ACLX
[2025-12-09T20:15:17.468148] [INFO ] [sig       ] ACLX: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:15:17.619954] [INFO ] [LOCAL     ] Saved forecast: ACLX	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/ACLX.txt
[2025-12-09T20:15:17.620130] [INFO ] [sig       ] [37/3614] Completed ACLX in 0.4s | 2.76 sym/s | Total: 13.4s | ETA: 21.6m
[2025-12-09T20:15:17.620172] [INFO ] [sig       ] [38/3614] Forecasting ACM...
[2025-12-09T20:15:17.620203] [INFO ] [sig       ] Generating forecast for: ACM
[2025-12-09T20:15:17.620232] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACM' from 'https://tdm.silogroup.org/data/derivative_storage/ACM.csv'.
[2025-12-09T20:15:17.632095] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACM'.
[2025-12-09T20:15:17.632428] [INFO ] [FORECASTER] Starting predict_future for ACM
[2025-12-09T20:15:17.633260] [DEBUG] [LOCAL     ] No optimal features file found for ACM: ./output/feature-sets/ACM.txt
[2025-12-09T20:15:17.633312] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:15:17.633343] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:15:17.633368] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:15:17.633423] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:15:17.692699] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:15:17.693493] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:15:17.693592] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:15:17.693629] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:15:17.818529] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:15:17.818696] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:15:17.818739] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:15:17.818768] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:15:17.822210] [DEBUG] [FORECASTER] ACM: Forecast T+1@11:T+2@11: UP (p=75.87%)
[2025-12-09T20:15:17.822479] [INFO ] [FORECASTER] Completed predict_future for ACM
[2025-12-09T20:15:17.822623] [INFO ] [sig       ] ACM: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:15:17.961542] [INFO ] [LOCAL     ] Saved forecast: ACM	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/ACM.txt
[2025-12-09T20:15:17.961724] [INFO ] [sig       ] [38/3614] Completed ACM in 0.3s | 2.76 sym/s | Total: 13.7s | ETA: 21.6m
[2025-12-09T20:15:17.961762] [INFO ] [sig       ] [39/3614] Forecasting ACN...
[2025-12-09T20:15:17.961791] [INFO ] [sig       ] Generating forecast for: ACN
[2025-12-09T20:15:17.961823] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACN' from 'https://tdm.silogroup.org/data/derivative_storage/ACN.csv'.
[2025-12-09T20:15:17.972985] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACN'.
[2025-12-09T20:15:17.973308] [INFO ] [FORECASTER] Starting predict_future for ACN
[2025-12-09T20:15:17.974104] [DEBUG] [LOCAL     ] No optimal features file found for ACN: ./output/feature-sets/ACN.txt
[2025-12-09T20:15:17.974156] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:15:17.974186] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:15:17.974212] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:15:17.974268] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:15:18.030366] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:15:18.031199] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:15:18.031282] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:15:18.031314] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:15:18.152858] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:15:18.153014] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:15:18.153059] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:15:18.153089] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:15:18.156675] [DEBUG] [FORECASTER] ACN: Forecast T+1@11:T+2@11: UP (p=54.81%)
[2025-12-09T20:15:18.156974] [INFO ] [FORECASTER] Completed predict_future for ACN
[2025-12-09T20:15:18.157126] [INFO ] [sig       ] ACN: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:15:18.304725] [INFO ] [LOCAL     ] Saved forecast: ACN	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/ACN.txt
[2025-12-09T20:15:18.304877] [INFO ] [sig       ] [39/3614] Completed ACN in 0.3s | 2.77 sym/s | Total: 14.1s | ETA: 21.5m
[2025-12-09T20:15:18.304917] [INFO ] [sig       ] [40/3614] Forecasting ACNB...
[2025-12-09T20:15:18.304946] [INFO ] [sig       ] Generating forecast for: ACNB
[2025-12-09T20:15:18.304977] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACNB' from 'https://tdm.silogroup.org/data/derivative_storage/ACNB.csv'.
[2025-12-09T20:15:18.315484] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACNB'.
[2025-12-09T20:15:18.315849] [INFO ] [FORECASTER] Starting predict_future for ACNB
[2025-12-09T20:15:18.316661] [DEBUG] [LOCAL     ] No optimal features file found for ACNB: ./output/feature-sets/ACNB.txt
[2025-12-09T20:15:18.316713] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:15:18.316744] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:15:18.316769] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:15:18.316824] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:15:18.374743] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:15:18.375611] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:15:18.375709] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:15:18.375742] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:15:18.487402] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:15:18.487585] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:15:18.487630] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:15:18.487660] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:15:18.491120] [DEBUG] [FORECASTER] ACNB: Forecast T+1@11:T+2@11: DOWN (p=10.29%)
[2025-12-09T20:15:18.491397] [INFO ] [FORECASTER] Completed predict_future for ACNB
[2025-12-09T20:15:18.491527] [INFO ] [sig       ] ACNB: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:15:18.643295] [INFO ] [LOCAL     ] Saved forecast: ACNB	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/ACNB.txt
[2025-12-09T20:15:18.643500] [INFO ] [sig       ] [40/3614] Completed ACNB in 0.3s | 2.77 sym/s | Total: 14.4s | ETA: 21.5m
[2025-12-09T20:15:18.643541] [INFO ] [sig       ] [41/3614] Forecasting ACON...
[2025-12-09T20:15:18.643589] [INFO ] [sig       ] Generating forecast for: ACON
[2025-12-09T20:15:18.643622] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACON' from 'https://tdm.silogroup.org/data/derivative_storage/ACON.csv'.
[2025-12-09T20:15:18.654512] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACON'.
[2025-12-09T20:15:18.654899] [INFO ] [FORECASTER] Starting predict_future for ACON
[2025-12-09T20:15:18.655756] [DEBUG] [LOCAL     ] No optimal features file found for ACON: ./output/feature-sets/ACON.txt
[2025-12-09T20:15:18.655809] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:15:18.655841] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:15:18.655867] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:15:18.655922] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:15:18.714924] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:15:18.715743] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:15:18.715823] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:15:18.715856] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:15:18.829764] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:15:18.829918] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:15:18.829959] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:15:18.829987] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:15:18.833600] [DEBUG] [FORECASTER] ACON: Forecast T+1@11:T+2@11: DOWN (p=10.87%)
[2025-12-09T20:15:18.833906] [INFO ] [FORECASTER] Completed predict_future for ACON
[2025-12-09T20:15:18.834048] [INFO ] [sig       ] ACON: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:15:18.981984] [INFO ] [LOCAL     ] Saved forecast: ACON	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/ACON.txt
[2025-12-09T20:15:18.982141] [INFO ] [sig       ] [41/3614] Completed ACON in 0.3s | 2.78 sym/s | Total: 14.8s | ETA: 21.4m
[2025-12-09T20:15:18.982181] [INFO ] [sig       ] [42/3614] Forecasting ACP...
[2025-12-09T20:15:18.982211] [INFO ] [sig       ] Generating forecast for: ACP
[2025-12-09T20:15:18.982241] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACP' from 'https://tdm.silogroup.org/data/derivative_storage/ACP.csv'.
[2025-12-09T20:15:18.994254] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACP'.
[2025-12-09T20:15:18.994624] [INFO ] [FORECASTER] Starting predict_future for ACP
[2025-12-09T20:15:18.995466] [DEBUG] [LOCAL     ] No optimal features file found for ACP: ./output/feature-sets/ACP.txt
[2025-12-09T20:15:18.995529] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:15:18.995562] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:15:18.995623] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:15:18.995685] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:15:19.054693] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:15:19.055501] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:15:19.055599] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:15:19.055633] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:15:19.175458] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:15:19.175626] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:15:19.175669] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:15:19.175697] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:15:19.179208] [DEBUG] [FORECASTER] ACP: Forecast T+1@11:T+2@11: DOWN (p=24.27%)
[2025-12-09T20:15:19.179493] [INFO ] [FORECASTER] Completed predict_future for ACP
[2025-12-09T20:15:19.179643] [INFO ] [sig       ] ACP: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:15:19.328058] [INFO ] [LOCAL     ] Saved forecast: ACP	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/ACP.txt
[2025-12-09T20:15:19.328216] [INFO ] [sig       ] [42/3614] Completed ACP in 0.3s | 2.78 sym/s | Total: 15.1s | ETA: 21.4m
[2025-12-09T20:15:19.328254] [INFO ] [sig       ] [43/3614] Forecasting ACRE...
[2025-12-09T20:15:19.328283] [INFO ] [sig       ] Generating forecast for: ACRE
[2025-12-09T20:15:19.328311] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACRE' from 'https://tdm.silogroup.org/data/derivative_storage/ACRE.csv'.
[2025-12-09T20:15:19.340125] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACRE'.
[2025-12-09T20:15:19.340456] [INFO ] [FORECASTER] Starting predict_future for ACRE
[2025-12-09T20:15:19.341302] [DEBUG] [LOCAL     ] No optimal features file found for ACRE: ./output/feature-sets/ACRE.txt
[2025-12-09T20:15:19.341355] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:15:19.341388] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:15:19.341415] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:15:19.341472] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:15:19.399779] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:15:19.400677] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:15:19.400771] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:15:19.400805] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:15:19.525509] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:15:19.525675] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:15:19.525718] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:15:19.525747] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:15:19.529265] [DEBUG] [FORECASTER] ACRE: Forecast T+1@11:T+2@11: UP (p=98.12%)
[2025-12-09T20:15:19.529544] [INFO ] [FORECASTER] Completed predict_future for ACRE
[2025-12-09T20:15:19.529695] [INFO ] [sig       ] ACRE: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:15:19.677309] [INFO ] [LOCAL     ] Saved forecast: ACRE	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/ACRE.txt
[2025-12-09T20:15:19.677474] [INFO ] [sig       ] [43/3614] Completed ACRE in 0.3s | 2.78 sym/s | Total: 15.5s | ETA: 21.4m
[2025-12-09T20:15:19.677518] [INFO ] [sig       ] [44/3614] Forecasting ACRS...
[2025-12-09T20:15:19.677547] [INFO ] [sig       ] Generating forecast for: ACRS
[2025-12-09T20:15:19.677594] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACRS' from 'https://tdm.silogroup.org/data/derivative_storage/ACRS.csv'.
[2025-12-09T20:15:19.691167] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACRS'.
[2025-12-09T20:15:19.691599] [INFO ] [FORECASTER] Starting predict_future for ACRS
[2025-12-09T20:15:19.692391] [DEBUG] [LOCAL     ] No optimal features file found for ACRS: ./output/feature-sets/ACRS.txt
[2025-12-09T20:15:19.692444] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:15:19.692505] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:15:19.692533] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:15:19.692621] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:15:19.751655] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:15:19.752648] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:15:19.752731] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:15:19.752764] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:15:19.870425] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:15:19.870588] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:15:19.870631] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:15:19.870660] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:15:19.874023] [DEBUG] [FORECASTER] ACRS: Forecast T+1@11:T+2@11: UP (p=78.26%)
[2025-12-09T20:15:19.874293] [INFO ] [FORECASTER] Completed predict_future for ACRS
[2025-12-09T20:15:19.874422] [INFO ] [sig       ] ACRS: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:15:20.015487] [INFO ] [LOCAL     ] Saved forecast: ACRS	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/ACRS.txt
[2025-12-09T20:15:20.015660] [INFO ] [sig       ] [44/3614] Completed ACRS in 0.3s | 2.78 sym/s | Total: 15.8s | ETA: 21.4m
[2025-12-09T20:15:20.015702] [INFO ] [sig       ] [45/3614] Forecasting ACTG...
[2025-12-09T20:15:20.015732] [INFO ] [sig       ] Generating forecast for: ACTG
[2025-12-09T20:15:20.015762] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACTG' from 'https://tdm.silogroup.org/data/derivative_storage/ACTG.csv'.
[2025-12-09T20:15:20.030482] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACTG'.
[2025-12-09T20:15:20.030828] [INFO ] [FORECASTER] Starting predict_future for ACTG
[2025-12-09T20:15:20.031642] [DEBUG] [LOCAL     ] No optimal features file found for ACTG: ./output/feature-sets/ACTG.txt
[2025-12-09T20:15:20.031695] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:15:20.031727] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:15:20.031753] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:15:20.031811] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:15:20.091418] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:15:20.092339] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:15:20.092423] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:15:20.092456] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:15:20.215732] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:15:20.215882] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:15:20.215923] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:15:20.215951] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:15:20.219336] [DEBUG] [FORECASTER] ACTG: Forecast T+1@11:T+2@11: UP (p=65.59%)
[2025-12-09T20:15:20.219626] [INFO ] [FORECASTER] Completed predict_future for ACTG
[2025-12-09T20:15:20.219756] [INFO ] [sig       ] ACTG: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:15:20.362273] [INFO ] [LOCAL     ] Saved forecast: ACTG	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/ACTG.txt
[2025-12-09T20:15:20.362406] [INFO ] [sig       ] [45/3614] Completed ACTG in 0.3s | 2.79 sym/s | Total: 16.1s | ETA: 21.3m
[2025-12-09T20:15:20.362456] [INFO ] [sig       ] [46/3614] Forecasting ACVA...
[2025-12-09T20:15:20.362487] [INFO ] [sig       ] Generating forecast for: ACVA
[2025-12-09T20:15:20.362519] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACVA' from 'https://tdm.silogroup.org/data/derivative_storage/ACVA.csv'.
[2025-12-09T20:15:20.374068] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACVA'.
[2025-12-09T20:15:20.374384] [INFO ] [FORECASTER] Starting predict_future for ACVA
[2025-12-09T20:15:20.375234] [DEBUG] [LOCAL     ] No optimal features file found for ACVA: ./output/feature-sets/ACVA.txt
[2025-12-09T20:15:20.375288] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:15:20.375321] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:15:20.375348] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:15:20.375405] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:15:20.432129] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:15:20.432947] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:15:20.433027] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:15:20.433060] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:15:20.551539] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:15:20.551708] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:15:20.551748] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:15:20.551777] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:15:20.555167] [DEBUG] [FORECASTER] ACVA: Forecast T+1@11:T+2@11: UP (p=88.10%)
[2025-12-09T20:15:20.555436] [INFO ] [FORECASTER] Completed predict_future for ACVA
[2025-12-09T20:15:20.555564] [INFO ] [sig       ] ACVA: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:15:20.699786] [INFO ] [LOCAL     ] Saved forecast: ACVA	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/ACVA.txt
[2025-12-09T20:15:20.699920] [INFO ] [sig       ] [46/3614] Completed ACVA in 0.3s | 2.79 sym/s | Total: 16.5s | ETA: 21.3m
[2025-12-09T20:15:20.699959] [INFO ] [sig       ] [47/3614] Forecasting ACWI...
[2025-12-09T20:15:20.699989] [INFO ] [sig       ] Generating forecast for: ACWI
[2025-12-09T20:15:20.700018] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACWI' from 'https://tdm.silogroup.org/data/derivative_storage/ACWI.csv'.
[2025-12-09T20:15:20.711285] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACWI'.
[2025-12-09T20:15:20.711566] [INFO ] [FORECASTER] Starting predict_future for ACWI
[2025-12-09T20:15:20.712344] [DEBUG] [LOCAL     ] No optimal features file found for ACWI: ./output/feature-sets/ACWI.txt
[2025-12-09T20:15:20.712396] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:15:20.712427] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:15:20.712453] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:15:20.712508] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:15:20.769079] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:15:20.769769] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:15:20.769848] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:15:20.769880] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:15:20.892429] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:15:20.892599] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:15:20.892646] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:15:20.892705] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:15:20.896250] [DEBUG] [FORECASTER] ACWI: Forecast T+1@11:T+2@11: DOWN (p=19.90%)
[2025-12-09T20:15:20.896538] [INFO ] [FORECASTER] Completed predict_future for ACWI
[2025-12-09T20:15:20.896685] [INFO ] [sig       ] ACWI: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:15:21.035405] [INFO ] [LOCAL     ] Saved forecast: ACWI	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/ACWI.txt
[2025-12-09T20:15:21.035531] [INFO ] [sig       ] [47/3614] Completed ACWI in 0.3s | 2.79 sym/s | Total: 16.8s | ETA: 21.3m
[2025-12-09T20:15:21.035585] [INFO ] [sig       ] [48/3614] Forecasting ACWX...
[2025-12-09T20:15:21.035618] [INFO ] [sig       ] Generating forecast for: ACWX
[2025-12-09T20:15:21.035648] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACWX' from 'https://tdm.silogroup.org/data/derivative_storage/ACWX.csv'.
[2025-12-09T20:15:21.046772] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACWX'.
[2025-12-09T20:15:21.047071] [INFO ] [FORECASTER] Starting predict_future for ACWX
[2025-12-09T20:15:21.047883] [DEBUG] [LOCAL     ] No optimal features file found for ACWX: ./output/feature-sets/ACWX.txt
[2025-12-09T20:15:21.047937] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:15:21.047967] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:15:21.047993] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:15:21.048048] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:15:21.103893] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:15:21.104552] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:15:21.104645] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:15:21.104677] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:15:21.226236] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:15:21.226403] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:15:21.226444] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:15:21.226472] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:15:21.230002] [DEBUG] [FORECASTER] ACWX: Forecast T+1@11:T+2@11: UP (p=93.18%)
[2025-12-09T20:15:21.230317] [INFO ] [FORECASTER] Completed predict_future for ACWX
[2025-12-09T20:15:21.230453] [INFO ] [sig       ] ACWX: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:15:21.370640] [INFO ] [LOCAL     ] Saved forecast: ACWX	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/ACWX.txt
[2025-12-09T20:15:21.370767] [INFO ] [sig       ] [48/3614] Completed ACWX in 0.3s | 2.80 sym/s | Total: 17.2s | ETA: 21.2m
[2025-12-09T20:15:21.370805] [INFO ] [sig       ] [49/3614] Forecasting ACXP...
[2025-12-09T20:15:21.370833] [INFO ] [sig       ] Generating forecast for: ACXP
[2025-12-09T20:15:21.370863] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACXP' from 'https://tdm.silogroup.org/data/derivative_storage/ACXP.csv'.
[2025-12-09T20:15:21.381951] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACXP'.
[2025-12-09T20:15:21.382224] [INFO ] [FORECASTER] Starting predict_future for ACXP
[2025-12-09T20:15:21.383009] [DEBUG] [LOCAL     ] No optimal features file found for ACXP: ./output/feature-sets/ACXP.txt
[2025-12-09T20:15:21.383064] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:15:21.383096] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:15:21.383122] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:15:21.383177] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:15:21.439441] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:15:21.440088] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:15:21.440165] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:15:21.440196] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:15:21.554566] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:15:21.554706] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:15:21.554758] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:15:21.554788] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:15:21.561222] [DEBUG] [FORECASTER] ACXP: Forecast T+1@11:T+2@11: UP (p=71.94%)
[2025-12-09T20:15:21.561537] [INFO ] [FORECASTER] Completed predict_future for ACXP
[2025-12-09T20:15:21.561695] [INFO ] [sig       ] ACXP: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:15:21.701683] [INFO ] [LOCAL     ] Saved forecast: ACXP	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/ACXP.txt
[2025-12-09T20:15:21.701801] [INFO ] [sig       ] [49/3614] Completed ACXP in 0.3s | 2.80 sym/s | Total: 17.5s | ETA: 21.2m
[2025-12-09T20:15:21.701841] [INFO ] [sig       ] [50/3614] Forecasting ADBE...
[2025-12-09T20:15:21.701870] [INFO ] [sig       ] Generating forecast for: ADBE
[2025-12-09T20:15:21.701900] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADBE' from 'https://tdm.silogroup.org/data/derivative_storage/ADBE.csv'.
[2025-12-09T20:15:21.714034] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADBE'.
[2025-12-09T20:15:21.714321] [INFO ] [FORECASTER] Starting predict_future for ADBE
[2025-12-09T20:15:21.715129] [DEBUG] [LOCAL     ] No optimal features file found for ADBE: ./output/feature-sets/ADBE.txt
[2025-12-09T20:15:21.715181] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:15:21.715212] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:15:21.715238] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:15:21.715479] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:15:21.771709] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:15:21.772307] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:15:21.772382] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:15:21.772414] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:15:21.893778] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:15:21.893925] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:15:21.893966] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:15:21.893995] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:15:21.897442] [DEBUG] [FORECASTER] ADBE: Forecast T+1@11:T+2@11: UP (p=73.90%)
[2025-12-09T20:15:21.897774] [INFO ] [FORECASTER] Completed predict_future for ADBE
[2025-12-09T20:15:21.897899] [INFO ] [sig       ] ADBE: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:15:22.036974] [INFO ] [LOCAL     ] Saved forecast: ADBE	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/ADBE.txt
[2025-12-09T20:15:22.037104] [INFO ] [sig       ] [50/3614] Completed ADBE in 0.3s | 2.81 sym/s | Total: 17.8s | ETA: 21.2m
[2025-12-09T20:15:22.037151] [INFO ] [sig       ] [51/3614] Forecasting ADC...
[2025-12-09T20:15:22.037187] [INFO ] [sig       ] Generating forecast for: ADC
[2025-12-09T20:15:22.037219] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADC' from 'https://tdm.silogroup.org/data/derivative_storage/ADC.csv'.
[2025-12-09T20:15:22.048407] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADC'.
[2025-12-09T20:15:22.048707] [INFO ] [FORECASTER] Starting predict_future for ADC
[2025-12-09T20:15:22.049486] [DEBUG] [LOCAL     ] No optimal features file found for ADC: ./output/feature-sets/ADC.txt
[2025-12-09T20:15:22.049538] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:15:22.049590] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:15:22.049621] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:15:22.049676] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:15:22.106356] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:15:22.106988] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:15:22.107066] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:15:22.107100] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:15:22.222422] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:15:22.222541] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:15:22.222596] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:15:22.222626] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:15:22.225962] [DEBUG] [FORECASTER] ADC: Forecast T+1@11:T+2@11: UP (p=79.33%)
[2025-12-09T20:15:22.226233] [INFO ] [FORECASTER] Completed predict_future for ADC
[2025-12-09T20:15:22.226361] [INFO ] [sig       ] ADC: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:15:22.367852] [INFO ] [LOCAL     ] Saved forecast: ADC	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/ADC.txt
[2025-12-09T20:15:22.367991] [INFO ] [sig       ] [51/3614] Completed ADC in 0.3s | 2.81 sym/s | Total: 18.2s | ETA: 21.1m
[2025-12-09T20:15:22.368031] [INFO ] [sig       ] [52/3614] Forecasting ADEA...
[2025-12-09T20:15:22.368061] [INFO ] [sig       ] Generating forecast for: ADEA
[2025-12-09T20:15:22.368089] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADEA' from 'https://tdm.silogroup.org/data/derivative_storage/ADEA.csv'.
[2025-12-09T20:15:22.379785] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADEA'.
[2025-12-09T20:15:22.380054] [INFO ] [FORECASTER] Starting predict_future for ADEA
[2025-12-09T20:15:22.380864] [DEBUG] [LOCAL     ] No optimal features file found for ADEA: ./output/feature-sets/ADEA.txt
[2025-12-09T20:15:22.380916] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:15:22.380947] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:15:22.380973] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:15:22.381029] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:15:22.437937] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:15:22.438667] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:15:22.438750] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:15:22.438782] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:15:22.554867] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:15:22.554997] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:15:22.555037] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:15:22.555072] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:15:22.558392] [DEBUG] [FORECASTER] ADEA: Forecast T+1@11:T+2@11: UP (p=91.69%)
[2025-12-09T20:15:22.558711] [INFO ] [FORECASTER] Completed predict_future for ADEA
[2025-12-09T20:15:22.558852] [INFO ] [sig       ] ADEA: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:15:22.699724] [INFO ] [LOCAL     ] Saved forecast: ADEA	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/ADEA.txt
[2025-12-09T20:15:22.699861] [INFO ] [sig       ] [52/3614] Completed ADEA in 0.3s | 2.81 sym/s | Total: 18.5s | ETA: 21.1m
[2025-12-09T20:15:22.699899] [INFO ] [sig       ] [53/3614] Forecasting ADI...
[2025-12-09T20:15:22.699929] [INFO ] [sig       ] Generating forecast for: ADI
[2025-12-09T20:15:22.699958] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADI' from 'https://tdm.silogroup.org/data/derivative_storage/ADI.csv'.
[2025-12-09T20:15:22.711462] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADI'.
[2025-12-09T20:15:22.711808] [INFO ] [FORECASTER] Starting predict_future for ADI
[2025-12-09T20:15:22.712680] [DEBUG] [LOCAL     ] No optimal features file found for ADI: ./output/feature-sets/ADI.txt
[2025-12-09T20:15:22.712732] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:15:22.712776] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:15:22.712804] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:15:22.712861] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:15:22.769693] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:15:22.770377] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:15:22.770457] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:15:22.770488] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:15:22.893769] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:15:22.893906] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:15:22.893945] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:15:22.893973] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:15:22.897329] [DEBUG] [FORECASTER] ADI: Forecast T+1@11:T+2@11: UP (p=93.56%)
[2025-12-09T20:15:22.897632] [INFO ] [FORECASTER] Completed predict_future for ADI
[2025-12-09T20:15:22.897760] [INFO ] [sig       ] ADI: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:15:23.036029] [INFO ] [LOCAL     ] Saved forecast: ADI	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/ADI.txt
[2025-12-09T20:15:23.036163] [INFO ] [sig       ] [53/3614] Completed ADI in 0.3s | 2.82 sym/s | Total: 18.8s | ETA: 21.1m
[2025-12-09T20:15:23.036202] [INFO ] [sig       ] [54/3614] Forecasting ADM...
[2025-12-09T20:15:23.036231] [INFO ] [sig       ] Generating forecast for: ADM
[2025-12-09T20:15:23.036260] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADM' from 'https://tdm.silogroup.org/data/derivative_storage/ADM.csv'.
[2025-12-09T20:15:23.048112] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADM'.
[2025-12-09T20:15:23.048473] [INFO ] [FORECASTER] Starting predict_future for ADM
[2025-12-09T20:15:23.049286] [DEBUG] [LOCAL     ] No optimal features file found for ADM: ./output/feature-sets/ADM.txt
[2025-12-09T20:15:23.049337] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:15:23.049369] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:15:23.049396] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:15:23.049452] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:15:23.109277] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:15:23.110274] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:15:23.110384] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:15:23.110417] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:15:23.230377] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:15:23.230524] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:15:23.230565] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:15:23.230612] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:15:23.234065] [DEBUG] [FORECASTER] ADM: Forecast T+1@11:T+2@11: DOWN (p=46.62%)
[2025-12-09T20:15:23.234348] [INFO ] [FORECASTER] Completed predict_future for ADM
[2025-12-09T20:15:23.234484] [INFO ] [sig       ] ADM: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:15:23.372520] [INFO ] [LOCAL     ] Saved forecast: ADM	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/ADM.txt
[2025-12-09T20:15:23.372669] [INFO ] [sig       ] [54/3614] Completed ADM in 0.3s | 2.82 sym/s | Total: 19.2s | ETA: 21.0m
[2025-12-09T20:15:23.372709] [INFO ] [sig       ] [55/3614] Forecasting ADMA...
[2025-12-09T20:15:23.372740] [INFO ] [sig       ] Generating forecast for: ADMA
[2025-12-09T20:15:23.372770] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADMA' from 'https://tdm.silogroup.org/data/derivative_storage/ADMA.csv'.
[2025-12-09T20:15:23.385699] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADMA'.
[2025-12-09T20:15:23.386075] [INFO ] [FORECASTER] Starting predict_future for ADMA
[2025-12-09T20:15:23.386943] [DEBUG] [LOCAL     ] No optimal features file found for ADMA: ./output/feature-sets/ADMA.txt
[2025-12-09T20:15:23.386996] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:15:23.387027] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:15:23.387053] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:15:23.387109] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:15:23.443474] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:15:23.444273] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:15:23.444354] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:15:23.444387] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:15:23.567036] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:15:23.567178] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:15:23.567220] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:15:23.567248] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:15:23.570797] [DEBUG] [FORECASTER] ADMA: Forecast T+1@11:T+2@11: DOWN (p=36.36%)
[2025-12-09T20:15:23.571077] [INFO ] [FORECASTER] Completed predict_future for ADMA
[2025-12-09T20:15:23.571211] [INFO ] [sig       ] ADMA: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:15:23.717918] [INFO ] [LOCAL     ] Saved forecast: ADMA	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/ADMA.txt
[2025-12-09T20:15:23.718098] [INFO ] [sig       ] [55/3614] Completed ADMA in 0.3s | 2.82 sym/s | Total: 19.5s | ETA: 21.0m
[2025-12-09T20:15:23.718140] [INFO ] [sig       ] [56/3614] Forecasting ADP...
[2025-12-09T20:15:23.718174] [INFO ] [sig       ] Generating forecast for: ADP
[2025-12-09T20:15:23.718204] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADP' from 'https://tdm.silogroup.org/data/derivative_storage/ADP.csv'.
[2025-12-09T20:15:23.729979] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADP'.
[2025-12-09T20:15:23.730378] [INFO ] [FORECASTER] Starting predict_future for ADP
[2025-12-09T20:15:23.731193] [DEBUG] [LOCAL     ] No optimal features file found for ADP: ./output/feature-sets/ADP.txt
[2025-12-09T20:15:23.731246] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:15:23.731278] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:15:23.731303] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:15:23.731360] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:15:23.787998] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:15:23.788912] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:15:23.789004] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:15:23.789036] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:15:23.914854] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:15:23.915105] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:15:23.915148] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:15:23.915176] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:15:23.918760] [DEBUG] [FORECASTER] ADP: Forecast T+1@11:T+2@11: UP (p=67.53%)
[2025-12-09T20:15:23.919040] [INFO ] [FORECASTER] Completed predict_future for ADP
[2025-12-09T20:15:23.919179] [INFO ] [sig       ] ADP: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:15:24.057959] [INFO ] [LOCAL     ] Saved forecast: ADP	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/ADP.txt
[2025-12-09T20:15:24.058089] [INFO ] [sig       ] [56/3614] Completed ADP in 0.3s | 2.82 sym/s | Total: 19.8s | ETA: 21.0m
[2025-12-09T20:15:24.058128] [INFO ] [sig       ] [57/3614] Forecasting ADSE...
[2025-12-09T20:15:24.058167] [INFO ] [sig       ] Generating forecast for: ADSE
[2025-12-09T20:15:24.058198] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADSE' from 'https://tdm.silogroup.org/data/derivative_storage/ADSE.csv'.
[2025-12-09T20:15:24.070212] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADSE'.
[2025-12-09T20:15:24.070518] [INFO ] [FORECASTER] Starting predict_future for ADSE
[2025-12-09T20:15:24.071322] [DEBUG] [LOCAL     ] No optimal features file found for ADSE: ./output/feature-sets/ADSE.txt
[2025-12-09T20:15:24.071374] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:15:24.071407] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:15:24.071434] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:15:24.071490] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:15:24.128414] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:15:24.129141] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:15:24.129232] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:15:24.129266] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:15:24.256736] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:15:24.256898] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:15:24.256957] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:15:24.257004] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:15:24.260901] [DEBUG] [FORECASTER] ADSE: Forecast T+1@11:T+2@11: UP (p=91.29%)
[2025-12-09T20:15:24.261197] [INFO ] [FORECASTER] Completed predict_future for ADSE
[2025-12-09T20:15:24.261344] [INFO ] [sig       ] ADSE: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:15:24.419927] [INFO ] [LOCAL     ] Saved forecast: ADSE	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/ADSE.txt
[2025-12-09T20:15:24.420112] [INFO ] [sig       ] [57/3614] Completed ADSE in 0.4s | 2.82 sym/s | Total: 20.2s | ETA: 21.0m
[2025-12-09T20:15:24.420164] [INFO ] [sig       ] [58/3614] Forecasting ADSK...
[2025-12-09T20:15:24.420195] [INFO ] [sig       ] Generating forecast for: ADSK
[2025-12-09T20:15:24.420226] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADSK' from 'https://tdm.silogroup.org/data/derivative_storage/ADSK.csv'.
[2025-12-09T20:15:24.435519] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADSK'.
[2025-12-09T20:15:24.436046] [INFO ] [FORECASTER] Starting predict_future for ADSK
[2025-12-09T20:15:24.437152] [DEBUG] [LOCAL     ] No optimal features file found for ADSK: ./output/feature-sets/ADSK.txt
[2025-12-09T20:15:24.437222] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:15:24.437270] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:15:24.437313] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:15:24.437396] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:15:24.501194] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:15:24.502100] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:15:24.502190] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:15:24.502224] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:15:24.626991] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:15:24.627148] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:15:24.627193] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:15:24.627221] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:15:24.630822] [DEBUG] [FORECASTER] ADSK: Forecast T+1@11:T+2@11: DOWN (p=2.92%)
[2025-12-09T20:15:24.631103] [INFO ] [FORECASTER] Completed predict_future for ADSK
[2025-12-09T20:15:24.631241] [INFO ] [sig       ] ADSK: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:15:24.769731] [INFO ] [LOCAL     ] Saved forecast: ADSK	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/ADSK.txt
[2025-12-09T20:15:24.769866] [INFO ] [sig       ] [58/3614] Completed ADSK in 0.3s | 2.82 sym/s | Total: 20.6s | ETA: 21.0m
[2025-12-09T20:15:24.769905] [INFO ] [sig       ] [59/3614] Forecasting ADTN...
[2025-12-09T20:15:24.769934] [INFO ] [sig       ] Generating forecast for: ADTN
[2025-12-09T20:15:24.769963] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADTN' from 'https://tdm.silogroup.org/data/derivative_storage/ADTN.csv'.
[2025-12-09T20:15:24.781417] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADTN'.
[2025-12-09T20:15:24.781728] [INFO ] [FORECASTER] Starting predict_future for ADTN
[2025-12-09T20:15:24.782505] [DEBUG] [LOCAL     ] No optimal features file found for ADTN: ./output/feature-sets/ADTN.txt
[2025-12-09T20:15:24.782558] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:15:24.782612] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:15:24.782641] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:15:24.782697] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:15:24.840404] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:15:24.841131] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:15:24.841214] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:15:24.841246] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:15:24.957655] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:15:24.957804] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:15:24.957845] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:15:24.957873] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:15:24.961272] [DEBUG] [FORECASTER] ADTN: Forecast T+1@11:T+2@11: UP (p=92.19%)
[2025-12-09T20:15:24.961551] [INFO ] [FORECASTER] Completed predict_future for ADTN
[2025-12-09T20:15:24.961702] [INFO ] [sig       ] ADTN: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:15:25.102444] [INFO ] [LOCAL     ] Saved forecast: ADTN	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/ADTN.txt
[2025-12-09T20:15:25.102614] [INFO ] [sig       ] [59/3614] Completed ADTN in 0.3s | 2.82 sym/s | Total: 20.9s | ETA: 21.0m
[2025-12-09T20:15:25.102657] [INFO ] [sig       ] [60/3614] Forecasting ADTX...
[2025-12-09T20:15:25.102690] [INFO ] [sig       ] Generating forecast for: ADTX
[2025-12-09T20:15:25.102721] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADTX' from 'https://tdm.silogroup.org/data/derivative_storage/ADTX.csv'.
[2025-12-09T20:15:25.115400] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADTX'.
[2025-12-09T20:15:25.115800] [INFO ] [FORECASTER] Starting predict_future for ADTX
[2025-12-09T20:15:25.116660] [DEBUG] [LOCAL     ] No optimal features file found for ADTX: ./output/feature-sets/ADTX.txt
[2025-12-09T20:15:25.116725] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:15:25.116773] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:15:25.116815] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:15:25.116886] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:15:25.181221] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:15:25.182251] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:15:25.182344] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:15:25.182377] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:15:25.291705] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:15:25.291858] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:15:25.291900] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:15:25.291944] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:15:25.295359] [DEBUG] [FORECASTER] ADTX: Forecast T+1@11:T+2@11: UP (p=59.57%)
[2025-12-09T20:15:25.295663] [INFO ] [FORECASTER] Completed predict_future for ADTX
[2025-12-09T20:15:25.295804] [INFO ] [sig       ] ADTX: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:15:25.445300] [INFO ] [LOCAL     ] Saved forecast: ADTX	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/ADTX.txt
[2025-12-09T20:15:25.445479] [INFO ] [sig       ] [60/3614] Completed ADTX in 0.3s | 2.83 sym/s | Total: 21.2s | ETA: 21.0m
[2025-12-09T20:15:25.445542] [INFO ] [sig       ] [61/3614] Forecasting ADUS...
[2025-12-09T20:15:25.445597] [INFO ] [sig       ] Generating forecast for: ADUS
[2025-12-09T20:15:25.445631] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADUS' from 'https://tdm.silogroup.org/data/derivative_storage/ADUS.csv'.
[2025-12-09T20:15:25.457945] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADUS'.
[2025-12-09T20:15:25.458317] [INFO ] [FORECASTER] Starting predict_future for ADUS
[2025-12-09T20:15:25.459272] [DEBUG] [LOCAL     ] No optimal features file found for ADUS: ./output/feature-sets/ADUS.txt
[2025-12-09T20:15:25.459328] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:15:25.459388] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:15:25.459418] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:15:25.459476] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:15:25.522551] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:15:25.523435] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:15:25.523521] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:15:25.523554] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:15:25.652513] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:15:25.652698] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:15:25.652741] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:15:25.652769] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:15:25.656422] [DEBUG] [FORECASTER] ADUS: Forecast T+1@11:T+2@11: UP (p=84.22%)
[2025-12-09T20:15:25.656731] [INFO ] [FORECASTER] Completed predict_future for ADUS
[2025-12-09T20:15:25.656867] [INFO ] [sig       ] ADUS: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:15:25.813467] [INFO ] [LOCAL     ] Saved forecast: ADUS	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/ADUS.txt
[2025-12-09T20:15:25.813633] [INFO ] [sig       ] [61/3614] Completed ADUS in 0.4s | 2.82 sym/s | Total: 21.6s | ETA: 21.0m
[2025-12-09T20:15:25.813675] [INFO ] [sig       ] [62/3614] Forecasting ADX...
[2025-12-09T20:15:25.813706] [INFO ] [sig       ] Generating forecast for: ADX
[2025-12-09T20:15:25.813736] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADX' from 'https://tdm.silogroup.org/data/derivative_storage/ADX.csv'.
[2025-12-09T20:15:25.826688] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADX'.
[2025-12-09T20:15:25.827020] [INFO ] [FORECASTER] Starting predict_future for ADX
[2025-12-09T20:15:25.827903] [DEBUG] [LOCAL     ] No optimal features file found for ADX: ./output/feature-sets/ADX.txt
[2025-12-09T20:15:25.827956] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:15:25.827988] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:15:25.828015] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:15:25.828071] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:15:25.893666] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:15:25.894735] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:15:25.894820] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:15:25.894868] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:15:26.034266] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:15:26.034470] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:15:26.034538] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:15:26.034607] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:15:26.038707] [DEBUG] [FORECASTER] ADX: Forecast T+1@11:T+2@11: DOWN (p=29.90%)
[2025-12-09T20:15:26.038992] [INFO ] [FORECASTER] Completed predict_future for ADX
[2025-12-09T20:15:26.039126] [INFO ] [sig       ] ADX: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:15:26.192486] [INFO ] [LOCAL     ] Saved forecast: ADX	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/ADX.txt
[2025-12-09T20:15:26.192658] [INFO ] [sig       ] [62/3614] Completed ADX in 0.4s | 2.82 sym/s | Total: 22.0s | ETA: 21.0m
[2025-12-09T20:15:26.192702] [INFO ] [sig       ] [63/3614] Forecasting AEE...
[2025-12-09T20:15:26.192732] [INFO ] [sig       ] Generating forecast for: AEE
[2025-12-09T20:15:26.192773] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEE' from 'https://tdm.silogroup.org/data/derivative_storage/AEE.csv'.
[2025-12-09T20:15:26.204759] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEE'.
[2025-12-09T20:15:26.205116] [INFO ] [FORECASTER] Starting predict_future for AEE
[2025-12-09T20:15:26.205961] [DEBUG] [LOCAL     ] No optimal features file found for AEE: ./output/feature-sets/AEE.txt
[2025-12-09T20:15:26.206015] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:15:26.206057] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:15:26.206093] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:15:26.206170] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:15:26.269614] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:15:26.270496] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:15:26.270597] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:15:26.270633] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:15:26.408342] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:15:26.408497] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:15:26.408539] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:15:26.408568] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:15:26.412371] [DEBUG] [FORECASTER] AEE: Forecast T+1@11:T+2@11: DOWN (p=10.15%)
[2025-12-09T20:15:26.412678] [INFO ] [FORECASTER] Completed predict_future for AEE
[2025-12-09T20:15:26.412813] [INFO ] [sig       ] AEE: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:15:26.568506] [INFO ] [LOCAL     ] Saved forecast: AEE	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/AEE.txt
[2025-12-09T20:15:26.568686] [INFO ] [sig       ] [63/3614] Completed AEE in 0.4s | 2.82 sym/s | Total: 22.4s | ETA: 21.0m
[2025-12-09T20:15:26.568742] [INFO ] [sig       ] [64/3614] Forecasting AEFC...
[2025-12-09T20:15:26.568779] [INFO ] [sig       ] Generating forecast for: AEFC
[2025-12-09T20:15:26.568813] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEFC' from 'https://tdm.silogroup.org/data/derivative_storage/AEFC.csv'.
[2025-12-09T20:15:26.581596] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEFC'.
[2025-12-09T20:15:26.581971] [INFO ] [FORECASTER] Starting predict_future for AEFC
[2025-12-09T20:15:26.582878] [DEBUG] [LOCAL     ] No optimal features file found for AEFC: ./output/feature-sets/AEFC.txt
[2025-12-09T20:15:26.582931] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:15:26.582963] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:15:26.582988] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:15:26.583054] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:15:26.647780] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:15:26.648876] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:15:26.648970] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:15:26.649008] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:15:26.771653] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:15:26.771824] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:15:26.771866] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:15:26.771931] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:15:26.775453] [DEBUG] [FORECASTER] AEFC: Forecast T+1@11:T+2@11: DOWN (p=27.11%)
[2025-12-09T20:15:26.775762] [INFO ] [FORECASTER] Completed predict_future for AEFC
[2025-12-09T20:15:26.775893] [INFO ] [sig       ] AEFC: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:15:26.917778] [INFO ] [LOCAL     ] Saved forecast: AEFC	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/AEFC.txt
[2025-12-09T20:15:26.917915] [INFO ] [sig       ] [64/3614] Completed AEFC in 0.3s | 2.82 sym/s | Total: 22.7s | ETA: 21.0m
[2025-12-09T20:15:26.917955] [INFO ] [sig       ] [65/3614] Forecasting AEG...
[2025-12-09T20:15:26.917985] [INFO ] [sig       ] Generating forecast for: AEG
[2025-12-09T20:15:26.918017] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEG' from 'https://tdm.silogroup.org/data/derivative_storage/AEG.csv'.
[2025-12-09T20:15:26.930091] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEG'.
[2025-12-09T20:15:26.930417] [INFO ] [FORECASTER] Starting predict_future for AEG
[2025-12-09T20:15:26.931213] [DEBUG] [LOCAL     ] No optimal features file found for AEG: ./output/feature-sets/AEG.txt
[2025-12-09T20:15:26.931266] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:15:26.931297] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:15:26.931324] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:15:26.931379] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:15:26.990110] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:15:26.990882] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:15:26.990963] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:15:26.990994] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:15:27.111838] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:15:27.112005] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:15:27.112047] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:15:27.112075] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:15:27.115447] [DEBUG] [FORECASTER] AEG: Forecast T+1@11:T+2@11: DOWN (p=34.77%)
[2025-12-09T20:15:27.115741] [INFO ] [FORECASTER] Completed predict_future for AEG
[2025-12-09T20:15:27.115900] [INFO ] [sig       ] AEG: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:15:27.268378] [INFO ] [LOCAL     ] Saved forecast: AEG	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/AEG.txt
[2025-12-09T20:15:27.268539] [INFO ] [sig       ] [65/3614] Completed AEG in 0.4s | 2.82 sym/s | Total: 23.1s | ETA: 21.0m
[2025-12-09T20:15:27.268597] [INFO ] [sig       ] [66/3614] Forecasting AEHL...
[2025-12-09T20:15:27.268630] [INFO ] [sig       ] Generating forecast for: AEHL
[2025-12-09T20:15:27.268659] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEHL' from 'https://tdm.silogroup.org/data/derivative_storage/AEHL.csv'.
[2025-12-09T20:15:27.281155] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEHL'.
[2025-12-09T20:15:27.281536] [INFO ] [FORECASTER] Starting predict_future for AEHL
[2025-12-09T20:15:27.282482] [DEBUG] [LOCAL     ] No optimal features file found for AEHL: ./output/feature-sets/AEHL.txt
[2025-12-09T20:15:27.282553] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:15:27.282626] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:15:27.282665] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:15:27.282739] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:15:27.345407] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:15:27.346311] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:15:27.346403] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:15:27.346437] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:15:27.480172] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:15:27.480356] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:15:27.480406] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:15:27.480437] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:15:27.484110] [DEBUG] [FORECASTER] AEHL: Forecast T+1@11:T+2@11: UP (p=93.00%)
[2025-12-09T20:15:27.484394] [INFO ] [FORECASTER] Completed predict_future for AEHL
[2025-12-09T20:15:27.484527] [INFO ] [sig       ] AEHL: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:15:27.633625] [INFO ] [LOCAL     ] Saved forecast: AEHL	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/AEHL.txt
[2025-12-09T20:15:27.633778] [INFO ] [sig       ] [66/3614] Completed AEHL in 0.4s | 2.82 sym/s | Total: 23.4s | ETA: 21.0m
[2025-12-09T20:15:27.633819] [INFO ] [sig       ] [67/3614] Forecasting AEI...
[2025-12-09T20:15:27.633851] [INFO ] [sig       ] Generating forecast for: AEI
[2025-12-09T20:15:27.633884] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEI' from 'https://tdm.silogroup.org/data/derivative_storage/AEI.csv'.
[2025-12-09T20:15:27.646000] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEI'.
[2025-12-09T20:15:27.646386] [INFO ] [FORECASTER] Starting predict_future for AEI
[2025-12-09T20:15:27.647267] [DEBUG] [LOCAL     ] No optimal features file found for AEI: ./output/feature-sets/AEI.txt
[2025-12-09T20:15:27.647322] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:15:27.647354] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:15:27.647381] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:15:27.647438] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:15:27.709108] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:15:27.709953] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:15:27.710040] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:15:27.710086] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:15:27.834549] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:15:27.834717] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:15:27.834759] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:15:27.834788] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:15:27.838315] [DEBUG] [FORECASTER] AEI: Forecast T+1@11:T+2@11: DOWN (p=8.99%)
[2025-12-09T20:15:27.838638] [INFO ] [FORECASTER] Completed predict_future for AEI
[2025-12-09T20:15:27.838779] [INFO ] [sig       ] AEI: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:15:27.987068] [INFO ] [LOCAL     ] Saved forecast: AEI	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/AEI.txt
[2025-12-09T20:15:27.987248] [INFO ] [sig       ] [67/3614] Completed AEI in 0.4s | 2.82 sym/s | Total: 23.8s | ETA: 21.0m
[2025-12-09T20:15:27.987308] [INFO ] [sig       ] [68/3614] Forecasting AEIS...
[2025-12-09T20:15:27.987353] [INFO ] [sig       ] Generating forecast for: AEIS
[2025-12-09T20:15:27.987398] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEIS' from 'https://tdm.silogroup.org/data/derivative_storage/AEIS.csv'.
[2025-12-09T20:15:27.999631] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEIS'.
[2025-12-09T20:15:27.999981] [INFO ] [FORECASTER] Starting predict_future for AEIS
[2025-12-09T20:15:28.000905] [DEBUG] [LOCAL     ] No optimal features file found for AEIS: ./output/feature-sets/AEIS.txt
[2025-12-09T20:15:28.000959] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:15:28.000993] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:15:28.001021] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:15:28.001077] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:15:28.062386] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:15:28.063283] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:15:28.063369] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:15:28.063403] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:15:28.192172] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:15:28.192333] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:15:28.192390] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:15:28.192421] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:15:28.196248] [DEBUG] [FORECASTER] AEIS: Forecast T+1@11:T+2@11: UP (p=66.01%)
[2025-12-09T20:15:28.196612] [INFO ] [FORECASTER] Completed predict_future for AEIS
[2025-12-09T20:15:28.196767] [INFO ] [sig       ] AEIS: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:15:28.355264] [INFO ] [LOCAL     ] Saved forecast: AEIS	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/AEIS.txt
[2025-12-09T20:15:28.355422] [INFO ] [sig       ] [68/3614] Completed AEIS in 0.4s | 2.82 sym/s | Total: 24.1s | ETA: 21.0m
[2025-12-09T20:15:28.355464] [INFO ] [sig       ] [69/3614] Forecasting AEM...
[2025-12-09T20:15:28.355495] [INFO ] [sig       ] Generating forecast for: AEM
[2025-12-09T20:15:28.355525] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEM' from 'https://tdm.silogroup.org/data/derivative_storage/AEM.csv'.
[2025-12-09T20:15:28.368002] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEM'.
[2025-12-09T20:15:28.368349] [INFO ] [FORECASTER] Starting predict_future for AEM
[2025-12-09T20:15:28.369187] [DEBUG] [LOCAL     ] No optimal features file found for AEM: ./output/feature-sets/AEM.txt
[2025-12-09T20:15:28.369245] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:15:28.369278] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:15:28.369306] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:15:28.369363] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:15:28.431352] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:15:28.432313] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:15:28.432413] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:15:28.432466] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:15:28.561660] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:15:28.561810] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:15:28.561852] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:15:28.561880] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:15:28.565687] [DEBUG] [FORECASTER] AEM: Forecast T+1@11:T+2@11: DOWN (p=46.79%)
[2025-12-09T20:15:28.565981] [INFO ] [FORECASTER] Completed predict_future for AEM
[2025-12-09T20:15:28.566130] [INFO ] [sig       ] AEM: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:15:28.714503] [INFO ] [LOCAL     ] Saved forecast: AEM	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/AEM.txt
[2025-12-09T20:15:28.714668] [INFO ] [sig       ] [69/3614] Completed AEM in 0.4s | 2.82 sym/s | Total: 24.5s | ETA: 21.0m
[2025-12-09T20:15:28.714711] [INFO ] [sig       ] [70/3614] Forecasting AEMD...
[2025-12-09T20:15:28.714739] [INFO ] [sig       ] Generating forecast for: AEMD
[2025-12-09T20:15:28.714770] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEMD' from 'https://tdm.silogroup.org/data/derivative_storage/AEMD.csv'.
[2025-12-09T20:15:28.727774] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEMD'.
[2025-12-09T20:15:28.728118] [INFO ] [FORECASTER] Starting predict_future for AEMD
[2025-12-09T20:15:28.728983] [DEBUG] [LOCAL     ] No optimal features file found for AEMD: ./output/feature-sets/AEMD.txt
[2025-12-09T20:15:28.729036] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:15:28.729068] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:15:28.729095] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:15:28.729153] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:15:28.791869] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:15:28.792703] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:15:28.792790] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:15:28.792823] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:15:28.920146] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:15:28.920297] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:15:28.920338] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:15:28.920367] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:15:28.924291] [DEBUG] [FORECASTER] AEMD: Forecast T+1@11:T+2@11: DOWN (p=24.51%)
[2025-12-09T20:15:28.924637] [INFO ] [FORECASTER] Completed predict_future for AEMD
[2025-12-09T20:15:28.924790] [INFO ] [sig       ] AEMD: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:15:29.078336] [INFO ] [LOCAL     ] Saved forecast: AEMD	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/AEMD.txt
[2025-12-09T20:15:29.078495] [INFO ] [sig       ] [70/3614] Completed AEMD in 0.4s | 2.82 sym/s | Total: 24.9s | ETA: 21.0m
[2025-12-09T20:15:29.078537] [INFO ] [sig       ] [71/3614] Forecasting AEO...
[2025-12-09T20:15:29.078587] [INFO ] [sig       ] Generating forecast for: AEO
[2025-12-09T20:15:29.078628] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEO' from 'https://tdm.silogroup.org/data/derivative_storage/AEO.csv'.
[2025-12-09T20:15:29.090609] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEO'.
[2025-12-09T20:15:29.090952] [INFO ] [FORECASTER] Starting predict_future for AEO
[2025-12-09T20:15:29.091897] [DEBUG] [LOCAL     ] No optimal features file found for AEO: ./output/feature-sets/AEO.txt
[2025-12-09T20:15:29.091960] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:15:29.091997] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:15:29.092025] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:15:29.092081] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:15:29.153942] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:15:29.154804] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:15:29.154918] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:15:29.154952] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:15:29.288907] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:15:29.289056] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:15:29.289097] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:15:29.289126] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:15:29.292612] [DEBUG] [FORECASTER] AEO: Forecast T+1@11:T+2@11: UP (p=88.22%)
[2025-12-09T20:15:29.292916] [INFO ] [FORECASTER] Completed predict_future for AEO
[2025-12-09T20:15:29.293048] [INFO ] [sig       ] AEO: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:15:29.438239] [INFO ] [LOCAL     ] Saved forecast: AEO	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/AEO.txt
[2025-12-09T20:15:29.438381] [INFO ] [sig       ] [71/3614] Completed AEO in 0.4s | 2.81 sym/s | Total: 25.2s | ETA: 21.0m
[2025-12-09T20:15:29.438421] [INFO ] [sig       ] [72/3614] Forecasting AEP...
[2025-12-09T20:15:29.438451] [INFO ] [sig       ] Generating forecast for: AEP
[2025-12-09T20:15:29.438481] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEP' from 'https://tdm.silogroup.org/data/derivative_storage/AEP.csv'.
[2025-12-09T20:15:29.450514] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEP'.
[2025-12-09T20:15:29.450873] [INFO ] [FORECASTER] Starting predict_future for AEP
[2025-12-09T20:15:29.451740] [DEBUG] [LOCAL     ] No optimal features file found for AEP: ./output/feature-sets/AEP.txt
[2025-12-09T20:15:29.451797] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:15:29.451831] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:15:29.451859] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:15:29.451916] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:15:29.514434] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:15:29.515317] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:15:29.515403] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:15:29.515437] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:15:29.644347] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:15:29.644502] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:15:29.644549] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:15:29.644611] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:15:29.648459] [DEBUG] [FORECASTER] AEP: Forecast T+1@11:T+2@11: UP (p=85.13%)
[2025-12-09T20:15:29.648773] [INFO ] [FORECASTER] Completed predict_future for AEP
[2025-12-09T20:15:29.648937] [INFO ] [sig       ] AEP: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:15:29.803862] [INFO ] [LOCAL     ] Saved forecast: AEP	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/AEP.txt
[2025-12-09T20:15:29.804009] [INFO ] [sig       ] [72/3614] Completed AEP in 0.4s | 2.81 sym/s | Total: 25.6s | ETA: 21.0m
[2025-12-09T20:15:29.804050] [INFO ] [sig       ] [73/3614] Forecasting AES...
[2025-12-09T20:15:29.804081] [INFO ] [sig       ] Generating forecast for: AES
[2025-12-09T20:15:29.804110] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AES' from 'https://tdm.silogroup.org/data/derivative_storage/AES.csv'.
[2025-12-09T20:15:29.816011] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AES'.
[2025-12-09T20:15:29.816386] [INFO ] [FORECASTER] Starting predict_future for AES
[2025-12-09T20:15:29.817324] [DEBUG] [LOCAL     ] No optimal features file found for AES: ./output/feature-sets/AES.txt
[2025-12-09T20:15:29.817379] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:15:29.817411] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:15:29.817437] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:15:29.817524] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:15:29.878992] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:15:29.879818] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:15:29.879900] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:15:29.879933] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:15:30.009267] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:15:30.009424] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:15:30.009484] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:15:30.009514] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:15:30.013499] [DEBUG] [FORECASTER] AES: Forecast T+1@11:T+2@11: UP (p=62.82%)
[2025-12-09T20:15:30.013813] [INFO ] [FORECASTER] Completed predict_future for AES
[2025-12-09T20:15:30.013949] [INFO ] [sig       ] AES: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:15:30.168253] [INFO ] [LOCAL     ] Saved forecast: AES	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/AES.txt
[2025-12-09T20:15:30.168419] [INFO ] [sig       ] [73/3614] Completed AES in 0.4s | 2.81 sym/s | Total: 26.0s | ETA: 21.0m
[2025-12-09T20:15:30.168461] [INFO ] [sig       ] [74/3614] Forecasting AESI...
[2025-12-09T20:15:30.168492] [INFO ] [sig       ] Generating forecast for: AESI
[2025-12-09T20:15:30.168524] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AESI' from 'https://tdm.silogroup.org/data/derivative_storage/AESI.csv'.
[2025-12-09T20:15:30.182076] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AESI'.
[2025-12-09T20:15:30.182440] [INFO ] [FORECASTER] Starting predict_future for AESI
[2025-12-09T20:15:30.183283] [DEBUG] [LOCAL     ] No optimal features file found for AESI: ./output/feature-sets/AESI.txt
[2025-12-09T20:15:30.183337] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:15:30.183370] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:15:30.183396] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:15:30.183453] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:15:30.247018] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:15:30.247877] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:15:30.247963] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:15:30.247999] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:15:30.376266] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:15:30.376442] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:15:30.376485] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:15:30.376512] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:15:30.380253] [DEBUG] [FORECASTER] AESI: Forecast T+1@11:T+2@11: DOWN (p=24.89%)
[2025-12-09T20:15:30.380599] [INFO ] [FORECASTER] Completed predict_future for AESI
[2025-12-09T20:15:30.380754] [INFO ] [sig       ] AESI: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:15:30.547699] [INFO ] [LOCAL     ] Saved forecast: AESI	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/AESI.txt
[2025-12-09T20:15:30.547886] [INFO ] [sig       ] [74/3614] Completed AESI in 0.4s | 2.81 sym/s | Total: 26.3s | ETA: 21.0m
[2025-12-09T20:15:30.547929] [INFO ] [sig       ] [75/3614] Forecasting AEVA...
[2025-12-09T20:15:30.547959] [INFO ] [sig       ] Generating forecast for: AEVA
[2025-12-09T20:15:30.547988] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEVA' from 'https://tdm.silogroup.org/data/derivative_storage/AEVA.csv'.
[2025-12-09T20:15:30.561037] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEVA'.
[2025-12-09T20:15:30.561405] [INFO ] [FORECASTER] Starting predict_future for AEVA
[2025-12-09T20:15:30.562245] [DEBUG] [LOCAL     ] No optimal features file found for AEVA: ./output/feature-sets/AEVA.txt
[2025-12-09T20:15:30.562298] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:15:30.562332] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:15:30.562359] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:15:30.562415] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:15:30.627484] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:15:30.628497] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:15:30.628614] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:15:30.628669] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:15:30.758952] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:15:30.759105] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:15:30.759149] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:15:30.759197] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:15:30.763126] [DEBUG] [FORECASTER] AEVA: Forecast T+1@11:T+2@11: UP (p=94.74%)
[2025-12-09T20:15:30.763425] [INFO ] [FORECASTER] Completed predict_future for AEVA
[2025-12-09T20:15:30.763565] [INFO ] [sig       ] AEVA: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:15:30.917124] [INFO ] [LOCAL     ] Saved forecast: AEVA	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/AEVA.txt
[2025-12-09T20:15:30.917281] [INFO ] [sig       ] [75/3614] Completed AEVA in 0.4s | 2.81 sym/s | Total: 26.7s | ETA: 21.0m
[2025-12-09T20:15:30.917325] [INFO ] [sig       ] [76/3614] Forecasting AEYE...
[2025-12-09T20:15:30.917354] [INFO ] [sig       ] Generating forecast for: AEYE
[2025-12-09T20:15:30.917385] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEYE' from 'https://tdm.silogroup.org/data/derivative_storage/AEYE.csv'.
[2025-12-09T20:15:30.930346] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEYE'.
[2025-12-09T20:15:30.930711] [INFO ] [FORECASTER] Starting predict_future for AEYE
[2025-12-09T20:15:30.931630] [DEBUG] [LOCAL     ] No optimal features file found for AEYE: ./output/feature-sets/AEYE.txt
[2025-12-09T20:15:30.931685] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:15:30.931717] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:15:30.931743] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:15:30.931800] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:15:30.995696] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:15:30.996539] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:15:30.996655] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:15:30.996704] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:15:31.120755] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:15:31.120915] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:15:31.120956] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:15:31.120986] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:15:31.124758] [DEBUG] [FORECASTER] AEYE: Forecast T+1@11:T+2@11: UP (p=53.99%)
[2025-12-09T20:15:31.125047] [INFO ] [FORECASTER] Completed predict_future for AEYE
[2025-12-09T20:15:31.125183] [INFO ] [sig       ] AEYE: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:15:31.282515] [INFO ] [LOCAL     ] Saved forecast: AEYE	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/AEYE.txt
[2025-12-09T20:15:31.282730] [INFO ] [sig       ] [76/3614] Completed AEYE in 0.4s | 2.81 sym/s | Total: 27.1s | ETA: 21.0m
[2025-12-09T20:15:31.282787] [INFO ] [sig       ] [77/3614] Forecasting AFB...
[2025-12-09T20:15:31.282822] [INFO ] [sig       ] Generating forecast for: AFB
[2025-12-09T20:15:31.282861] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFB' from 'https://tdm.silogroup.org/data/derivative_storage/AFB.csv'.
[2025-12-09T20:15:31.295253] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFB'.
[2025-12-09T20:15:31.295611] [INFO ] [FORECASTER] Starting predict_future for AFB
[2025-12-09T20:15:31.296423] [DEBUG] [LOCAL     ] No optimal features file found for AFB: ./output/feature-sets/AFB.txt
[2025-12-09T20:15:31.296477] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:15:31.296524] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:15:31.296562] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:15:31.296655] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:15:31.353402] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:15:31.354107] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:15:31.354186] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:15:31.354218] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:15:31.475731] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:15:31.475884] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:15:31.475926] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:15:31.475955] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:15:31.479513] [DEBUG] [FORECASTER] AFB: Forecast T+1@11:T+2@11: UP (p=63.54%)
[2025-12-09T20:15:31.479816] [INFO ] [FORECASTER] Completed predict_future for AFB
[2025-12-09T20:15:31.479983] [INFO ] [sig       ] AFB: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:15:31.619803] [INFO ] [LOCAL     ] Saved forecast: AFB	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/AFB.txt
[2025-12-09T20:15:31.619932] [INFO ] [sig       ] [77/3614] Completed AFB in 0.3s | 2.81 sym/s | Total: 27.4s | ETA: 21.0m
[2025-12-09T20:15:31.619971] [INFO ] [sig       ] [78/3614] Forecasting AFCG...
[2025-12-09T20:15:31.619999] [INFO ] [sig       ] Generating forecast for: AFCG
[2025-12-09T20:15:31.620029] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFCG' from 'https://tdm.silogroup.org/data/derivative_storage/AFCG.csv'.
[2025-12-09T20:15:31.634664] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFCG'.
[2025-12-09T20:15:31.635280] [INFO ] [FORECASTER] Starting predict_future for AFCG
[2025-12-09T20:15:31.636916] [DEBUG] [LOCAL     ] No optimal features file found for AFCG: ./output/feature-sets/AFCG.txt
[2025-12-09T20:15:31.636990] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:15:31.637067] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:15:31.637104] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:15:31.637173] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:15:31.696667] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:15:31.697874] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:15:31.697988] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:15:31.698021] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:15:31.830940] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:15:31.831106] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:15:31.831150] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:15:31.831178] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:15:31.834697] [DEBUG] [FORECASTER] AFCG: Forecast T+1@11:T+2@11: UP (p=78.67%)
[2025-12-09T20:15:31.834989] [INFO ] [FORECASTER] Completed predict_future for AFCG
[2025-12-09T20:15:31.835124] [INFO ] [sig       ] AFCG: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:15:31.978619] [INFO ] [LOCAL     ] Saved forecast: AFCG	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/AFCG.txt
[2025-12-09T20:15:31.978787] [INFO ] [sig       ] [78/3614] Completed AFCG in 0.4s | 2.81 sym/s | Total: 27.8s | ETA: 21.0m
[2025-12-09T20:15:31.978828] [INFO ] [sig       ] [79/3614] Forecasting AFG...
[2025-12-09T20:15:31.978857] [INFO ] [sig       ] Generating forecast for: AFG
[2025-12-09T20:15:31.978887] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFG' from 'https://tdm.silogroup.org/data/derivative_storage/AFG.csv'.
[2025-12-09T20:15:31.990788] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFG'.
[2025-12-09T20:15:31.991162] [INFO ] [FORECASTER] Starting predict_future for AFG
[2025-12-09T20:15:31.991968] [DEBUG] [LOCAL     ] No optimal features file found for AFG: ./output/feature-sets/AFG.txt
[2025-12-09T20:15:31.992021] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:15:31.992053] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:15:31.992080] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:15:31.992136] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:15:32.052826] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:15:32.053830] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:15:32.053925] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:15:32.053960] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:15:32.174322] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:15:32.174483] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:15:32.174525] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:15:32.174554] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:15:32.178012] [DEBUG] [FORECASTER] AFG: Forecast T+1@11:T+2@11: DOWN (p=42.03%)
[2025-12-09T20:15:32.178289] [INFO ] [FORECASTER] Completed predict_future for AFG
[2025-12-09T20:15:32.178419] [INFO ] [sig       ] AFG: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:15:32.326040] [INFO ] [LOCAL     ] Saved forecast: AFG	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/AFG.txt
[2025-12-09T20:15:32.326207] [INFO ] [sig       ] [79/3614] Completed AFG in 0.3s | 2.81 sym/s | Total: 28.1s | ETA: 21.0m
[2025-12-09T20:15:32.326248] [INFO ] [sig       ] [80/3614] Forecasting AFGC...
[2025-12-09T20:15:32.326280] [INFO ] [sig       ] Generating forecast for: AFGC
[2025-12-09T20:15:32.326309] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFGC' from 'https://tdm.silogroup.org/data/derivative_storage/AFGC.csv'.
[2025-12-09T20:15:32.338315] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFGC'.
[2025-12-09T20:15:32.338725] [INFO ] [FORECASTER] Starting predict_future for AFGC
[2025-12-09T20:15:32.339512] [DEBUG] [LOCAL     ] No optimal features file found for AFGC: ./output/feature-sets/AFGC.txt
[2025-12-09T20:15:32.339564] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:15:32.339618] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:15:32.339646] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:15:32.339701] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:15:32.396771] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:15:32.397676] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:15:32.397757] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:15:32.397789] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:15:32.504432] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:15:32.504613] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:15:32.504655] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:15:32.504683] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:15:32.508136] [DEBUG] [FORECASTER] AFGC: Forecast T+1@11:T+2@11: UP (p=56.22%)
[2025-12-09T20:15:32.508416] [INFO ] [FORECASTER] Completed predict_future for AFGC
[2025-12-09T20:15:32.508548] [INFO ] [sig       ] AFGC: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:15:32.649432] [INFO ] [LOCAL     ] Saved forecast: AFGC	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/AFGC.txt
[2025-12-09T20:15:32.649613] [INFO ] [sig       ] [80/3614] Completed AFGC in 0.3s | 2.81 sym/s | Total: 28.4s | ETA: 20.9m
[2025-12-09T20:15:32.649656] [INFO ] [sig       ] [81/3614] Forecasting AFL...
[2025-12-09T20:15:32.649700] [INFO ] [sig       ] Generating forecast for: AFL
[2025-12-09T20:15:32.649733] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFL' from 'https://tdm.silogroup.org/data/derivative_storage/AFL.csv'.
[2025-12-09T20:15:32.662302] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFL'.
[2025-12-09T20:15:32.662737] [INFO ] [FORECASTER] Starting predict_future for AFL
[2025-12-09T20:15:32.663559] [DEBUG] [LOCAL     ] No optimal features file found for AFL: ./output/feature-sets/AFL.txt
[2025-12-09T20:15:32.663637] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:15:32.663669] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:15:32.663695] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:15:32.663752] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:15:32.721141] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:15:32.722011] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:15:32.722092] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:15:32.722124] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:15:32.839927] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:15:32.840082] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:15:32.840123] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:15:32.840188] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:15:32.843620] [DEBUG] [FORECASTER] AFL: Forecast T+1@11:T+2@11: UP (p=99.22%)
[2025-12-09T20:15:32.843913] [INFO ] [FORECASTER] Completed predict_future for AFL
[2025-12-09T20:15:32.844049] [INFO ] [sig       ] AFL: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:15:32.985113] [INFO ] [LOCAL     ] Saved forecast: AFL	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/AFL.txt
[2025-12-09T20:15:32.985275] [INFO ] [sig       ] [81/3614] Completed AFL in 0.3s | 2.82 sym/s | Total: 28.8s | ETA: 20.9m
[2025-12-09T20:15:32.985316] [INFO ] [sig       ] [82/3614] Forecasting AFRI...
[2025-12-09T20:15:32.985347] [INFO ] [sig       ] Generating forecast for: AFRI
[2025-12-09T20:15:32.985377] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFRI' from 'https://tdm.silogroup.org/data/derivative_storage/AFRI.csv'.
[2025-12-09T20:15:32.995559] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFRI'.
[2025-12-09T20:15:32.995996] [INFO ] [FORECASTER] Starting predict_future for AFRI
[2025-12-09T20:15:32.996871] [DEBUG] [LOCAL     ] No optimal features file found for AFRI: ./output/feature-sets/AFRI.txt
[2025-12-09T20:15:32.996930] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:15:32.996962] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:15:32.996988] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:15:32.997045] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:15:33.054051] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:15:33.054975] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:15:33.055058] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:15:33.055090] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:15:33.149859] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:15:33.150010] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:15:33.150050] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:15:33.150078] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:15:33.153459] [DEBUG] [FORECASTER] AFRI: Forecast T+1@11:T+2@11: DOWN (p=1.81%)
[2025-12-09T20:15:33.153752] [INFO ] [FORECASTER] Completed predict_future for AFRI
[2025-12-09T20:15:33.153885] [INFO ] [sig       ] AFRI: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:15:33.291174] [INFO ] [LOCAL     ] Saved forecast: AFRI	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/AFRI.txt
[2025-12-09T20:15:33.291308] [INFO ] [sig       ] [82/3614] Completed AFRI in 0.3s | 2.82 sym/s | Total: 29.1s | ETA: 20.9m
[2025-12-09T20:15:33.291347] [INFO ] [sig       ] [83/3614] Forecasting AFRM...
[2025-12-09T20:15:33.291375] [INFO ] [sig       ] Generating forecast for: AFRM
[2025-12-09T20:15:33.291405] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFRM' from 'https://tdm.silogroup.org/data/derivative_storage/AFRM.csv'.
[2025-12-09T20:15:33.302558] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFRM'.
[2025-12-09T20:15:33.302847] [INFO ] [FORECASTER] Starting predict_future for AFRM
[2025-12-09T20:15:33.303630] [DEBUG] [LOCAL     ] No optimal features file found for AFRM: ./output/feature-sets/AFRM.txt
[2025-12-09T20:15:33.303681] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:15:33.303712] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:15:33.303738] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:15:33.303793] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:15:33.359450] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:15:33.360339] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:15:33.360426] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:15:33.360458] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:15:33.487052] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:15:33.487203] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:15:33.487245] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:15:33.487274] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:15:33.490959] [DEBUG] [FORECASTER] AFRM: Forecast T+1@11:T+2@11: DOWN (p=13.41%)
[2025-12-09T20:15:33.491238] [INFO ] [FORECASTER] Completed predict_future for AFRM
[2025-12-09T20:15:33.491370] [INFO ] [sig       ] AFRM: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:15:33.643430] [INFO ] [LOCAL     ] Saved forecast: AFRM	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/AFRM.txt
[2025-12-09T20:15:33.643564] [INFO ] [sig       ] [83/3614] Completed AFRM in 0.4s | 2.82 sym/s | Total: 29.4s | ETA: 20.9m
[2025-12-09T20:15:33.643623] [INFO ] [sig       ] [84/3614] Forecasting AFYA...
[2025-12-09T20:15:33.643654] [INFO ] [sig       ] Generating forecast for: AFYA
[2025-12-09T20:15:33.643684] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFYA' from 'https://tdm.silogroup.org/data/derivative_storage/AFYA.csv'.
[2025-12-09T20:15:33.656129] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFYA'.
[2025-12-09T20:15:33.656415] [INFO ] [FORECASTER] Starting predict_future for AFYA
[2025-12-09T20:15:33.657213] [DEBUG] [LOCAL     ] No optimal features file found for AFYA: ./output/feature-sets/AFYA.txt
[2025-12-09T20:15:33.657265] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:15:33.657297] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:15:33.657324] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:15:33.657384] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:15:33.716450] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:15:33.717153] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:15:33.717232] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:15:33.717264] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:15:33.843386] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:15:33.843742] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:15:33.843785] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:15:33.843829] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:15:33.847215] [DEBUG] [FORECASTER] AFYA: Forecast T+1@11:T+2@11: UP (p=77.12%)
[2025-12-09T20:15:33.847755] [INFO ] [FORECASTER] Completed predict_future for AFYA
[2025-12-09T20:15:33.847891] [INFO ] [sig       ] AFYA: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:15:33.988690] [INFO ] [LOCAL     ] Saved forecast: AFYA	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/AFYA.txt
[2025-12-09T20:15:33.988837] [INFO ] [sig       ] [84/3614] Completed AFYA in 0.3s | 2.82 sym/s | Total: 29.8s | ETA: 20.9m
[2025-12-09T20:15:33.988877] [INFO ] [sig       ] [85/3614] Forecasting AG...
[2025-12-09T20:15:33.988907] [INFO ] [sig       ] Generating forecast for: AG
[2025-12-09T20:15:33.988937] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AG' from 'https://tdm.silogroup.org/data/derivative_storage/AG.csv'.
[2025-12-09T20:15:34.067265] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AG'.
[2025-12-09T20:15:34.067642] [INFO ] [FORECASTER] Starting predict_future for AG
[2025-12-09T20:15:34.068431] [DEBUG] [LOCAL     ] No optimal features file found for AG: ./output/feature-sets/AG.txt
[2025-12-09T20:15:34.068485] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:15:34.068518] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:15:34.068545] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:15:34.068621] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:15:34.129848] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:15:34.130724] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:15:34.130809] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:15:34.130844] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:15:34.261038] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:15:34.261192] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:15:34.261236] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:15:34.261267] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:15:34.265125] [DEBUG] [FORECASTER] AG: Forecast T+1@11:T+2@11: UP (p=77.20%)
[2025-12-09T20:15:34.265409] [INFO ] [FORECASTER] Completed predict_future for AG
[2025-12-09T20:15:34.265593] [INFO ] [sig       ] AG: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:15:34.418338] [INFO ] [LOCAL     ] Saved forecast: AG	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/AG.txt
[2025-12-09T20:15:34.418469] [INFO ] [sig       ] [85/3614] Completed AG in 0.4s | 2.81 sym/s | Total: 30.2s | ETA: 20.9m
[2025-12-09T20:15:34.418508] [INFO ] [sig       ] [86/3614] Forecasting AGCO...
[2025-12-09T20:15:34.418539] [INFO ] [sig       ] Generating forecast for: AGCO
[2025-12-09T20:15:34.418585] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGCO' from 'https://tdm.silogroup.org/data/derivative_storage/AGCO.csv'.
[2025-12-09T20:15:34.430365] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGCO'.
[2025-12-09T20:15:34.430665] [INFO ] [FORECASTER] Starting predict_future for AGCO
[2025-12-09T20:15:34.431440] [DEBUG] [LOCAL     ] No optimal features file found for AGCO: ./output/feature-sets/AGCO.txt
[2025-12-09T20:15:34.431493] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:15:34.431525] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:15:34.431553] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:15:34.431628] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:15:34.490594] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:15:34.491293] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:15:34.491376] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:15:34.491425] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:15:34.615634] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:15:34.615774] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:15:34.615812] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:15:34.615841] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:15:34.619256] [DEBUG] [FORECASTER] AGCO: Forecast T+1@11:T+2@11: UP (p=96.80%)
[2025-12-09T20:15:34.619589] [INFO ] [FORECASTER] Completed predict_future for AGCO
[2025-12-09T20:15:34.619720] [INFO ] [sig       ] AGCO: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:15:34.762322] [INFO ] [LOCAL     ] Saved forecast: AGCO	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/AGCO.txt
[2025-12-09T20:15:34.762465] [INFO ] [sig       ] [86/3614] Completed AGCO in 0.3s | 2.82 sym/s | Total: 30.5s | ETA: 20.9m
[2025-12-09T20:15:34.762512] [INFO ] [sig       ] [87/3614] Forecasting AGD...
[2025-12-09T20:15:34.762541] [INFO ] [sig       ] Generating forecast for: AGD
[2025-12-09T20:15:34.762587] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGD' from 'https://tdm.silogroup.org/data/derivative_storage/AGD.csv'.
[2025-12-09T20:15:34.775030] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGD'.
[2025-12-09T20:15:34.775322] [INFO ] [FORECASTER] Starting predict_future for AGD
[2025-12-09T20:15:34.776115] [DEBUG] [LOCAL     ] No optimal features file found for AGD: ./output/feature-sets/AGD.txt
[2025-12-09T20:15:34.776167] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:15:34.776198] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:15:34.776223] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:15:34.776279] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:15:34.833970] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:15:34.834621] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:15:34.834696] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:15:34.834727] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:15:34.960217] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:15:34.960371] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:15:34.960412] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:15:34.960439] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:15:34.963828] [DEBUG] [FORECASTER] AGD: Forecast T+1@11:T+2@11: UP (p=87.71%)
[2025-12-09T20:15:34.964108] [INFO ] [FORECASTER] Completed predict_future for AGD
[2025-12-09T20:15:34.964238] [INFO ] [sig       ] AGD: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:15:35.105133] [INFO ] [LOCAL     ] Saved forecast: AGD	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/AGD.txt
[2025-12-09T20:15:35.105263] [INFO ] [sig       ] [87/3614] Completed AGD in 0.3s | 2.82 sym/s | Total: 30.9s | ETA: 20.9m
[2025-12-09T20:15:35.105302] [INFO ] [sig       ] [88/3614] Forecasting AGEN...
[2025-12-09T20:15:35.105332] [INFO ] [sig       ] Generating forecast for: AGEN
[2025-12-09T20:15:35.105362] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGEN' from 'https://tdm.silogroup.org/data/derivative_storage/AGEN.csv'.
[2025-12-09T20:15:35.117105] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGEN'.
[2025-12-09T20:15:35.117390] [INFO ] [FORECASTER] Starting predict_future for AGEN
[2025-12-09T20:15:35.118232] [DEBUG] [LOCAL     ] No optimal features file found for AGEN: ./output/feature-sets/AGEN.txt
[2025-12-09T20:15:35.118285] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:15:35.118316] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:15:35.118342] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:15:35.118408] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:15:35.177300] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:15:35.177991] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:15:35.178068] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:15:35.178125] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:15:35.300920] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:15:35.301047] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:15:35.301083] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:15:35.301111] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:15:35.304452] [DEBUG] [FORECASTER] AGEN: Forecast T+1@11:T+2@11: DOWN (p=1.45%)
[2025-12-09T20:15:35.304746] [INFO ] [FORECASTER] Completed predict_future for AGEN
[2025-12-09T20:15:35.304872] [INFO ] [sig       ] AGEN: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:15:35.456658] [INFO ] [LOCAL     ] Saved forecast: AGEN	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/AGEN.txt
[2025-12-09T20:15:35.456871] [INFO ] [sig       ] [88/3614] Completed AGEN in 0.4s | 2.82 sym/s | Total: 31.2s | ETA: 20.9m
[2025-12-09T20:15:35.456936] [INFO ] [sig       ] [89/3614] Forecasting AGI...
[2025-12-09T20:15:35.456982] [INFO ] [sig       ] Generating forecast for: AGI
[2025-12-09T20:15:35.457030] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGI' from 'https://tdm.silogroup.org/data/derivative_storage/AGI.csv'.
[2025-12-09T20:15:35.474065] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGI'.
[2025-12-09T20:15:35.474522] [INFO ] [FORECASTER] Starting predict_future for AGI
[2025-12-09T20:15:35.475360] [DEBUG] [LOCAL     ] No optimal features file found for AGI: ./output/feature-sets/AGI.txt
[2025-12-09T20:15:35.475426] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:15:35.475465] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:15:35.475499] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:15:35.475558] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:15:35.532907] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:15:35.533800] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:15:35.533887] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:15:35.533920] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:15:35.665400] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:15:35.665562] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:15:35.665621] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:15:35.665651] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:15:35.669151] [DEBUG] [FORECASTER] AGI: Forecast T+1@11:T+2@11: DOWN (p=28.62%)
[2025-12-09T20:15:35.669432] [INFO ] [FORECASTER] Completed predict_future for AGI
[2025-12-09T20:15:35.669566] [INFO ] [sig       ] AGI: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:15:35.811584] [INFO ] [LOCAL     ] Saved forecast: AGI	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/AGI.txt
[2025-12-09T20:15:35.811915] [INFO ] [sig       ] [89/3614] Completed AGI in 0.4s | 2.82 sym/s | Total: 31.6s | ETA: 20.9m
[2025-12-09T20:15:35.811954] [INFO ] [sig       ] [90/3614] Forecasting AGIO...
[2025-12-09T20:15:35.811984] [INFO ] [sig       ] Generating forecast for: AGIO
[2025-12-09T20:15:35.812013] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGIO' from 'https://tdm.silogroup.org/data/derivative_storage/AGIO.csv'.
[2025-12-09T20:15:35.824501] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGIO'.
[2025-12-09T20:15:35.824779] [INFO ] [FORECASTER] Starting predict_future for AGIO
[2025-12-09T20:15:35.825543] [DEBUG] [LOCAL     ] No optimal features file found for AGIO: ./output/feature-sets/AGIO.txt
[2025-12-09T20:15:35.825632] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:15:35.825666] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:15:35.825693] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:15:35.825748] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:15:35.884365] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:15:35.884981] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:15:35.885066] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:15:35.885098] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:15:36.007368] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:15:36.007544] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:15:36.007603] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:15:36.007634] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:15:36.011021] [DEBUG] [FORECASTER] AGIO: Forecast T+1@11:T+2@11: UP (p=74.97%)
[2025-12-09T20:15:36.011293] [INFO ] [FORECASTER] Completed predict_future for AGIO
[2025-12-09T20:15:36.011418] [INFO ] [sig       ] AGIO: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:15:36.150973] [INFO ] [LOCAL     ] Saved forecast: AGIO	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/AGIO.txt
[2025-12-09T20:15:36.151131] [INFO ] [sig       ] [90/3614] Completed AGIO in 0.3s | 2.82 sym/s | Total: 31.9s | ETA: 20.8m
[2025-12-09T20:15:36.151171] [INFO ] [sig       ] [91/3614] Forecasting AGM...
[2025-12-09T20:15:36.151201] [INFO ] [sig       ] Generating forecast for: AGM
[2025-12-09T20:15:36.151231] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGM' from 'https://tdm.silogroup.org/data/derivative_storage/AGM.csv'.
[2025-12-09T20:15:36.167476] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGM'.
[2025-12-09T20:15:36.167949] [INFO ] [FORECASTER] Starting predict_future for AGM
[2025-12-09T20:15:36.168828] [DEBUG] [LOCAL     ] No optimal features file found for AGM: ./output/feature-sets/AGM.txt
[2025-12-09T20:15:36.168884] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:15:36.168917] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:15:36.168946] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:15:36.169004] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:15:36.227287] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:15:36.228396] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:15:36.228484] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:15:36.228515] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:15:36.355309] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:15:36.355486] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:15:36.355534] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:15:36.355563] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:15:36.359650] [DEBUG] [FORECASTER] AGM: Forecast T+1@11:T+2@11: DOWN (p=48.33%)
[2025-12-09T20:15:36.359993] [INFO ] [FORECASTER] Completed predict_future for AGM
[2025-12-09T20:15:36.360140] [INFO ] [sig       ] AGM: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:15:36.519333] [INFO ] [LOCAL     ] Saved forecast: AGM	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/AGM.txt
[2025-12-09T20:15:36.519561] [INFO ] [sig       ] [91/3614] Completed AGM in 0.4s | 2.82 sym/s | Total: 32.3s | ETA: 20.8m
[2025-12-09T20:15:36.519645] [INFO ] [sig       ] [92/3614] Forecasting AGMH...
[2025-12-09T20:15:36.519686] [INFO ] [sig       ] Generating forecast for: AGMH
[2025-12-09T20:15:36.519729] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGMH' from 'https://tdm.silogroup.org/data/derivative_storage/AGMH.csv'.
[2025-12-09T20:15:36.530799] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGMH'.
[2025-12-09T20:15:36.531186] [INFO ] [FORECASTER] Starting predict_future for AGMH
[2025-12-09T20:15:36.532123] [DEBUG] [LOCAL     ] No optimal features file found for AGMH: ./output/feature-sets/AGMH.txt
[2025-12-09T20:15:36.532177] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:15:36.532211] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:15:36.532238] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:15:36.532295] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:15:36.591560] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:15:36.592441] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:15:36.592523] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:15:36.592555] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:15:36.702760] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:15:36.702913] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:15:36.702953] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:15:36.702981] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:15:36.706372] [DEBUG] [FORECASTER] AGMH: Forecast T+1@11:T+2@11: UP (p=67.49%)
[2025-12-09T20:15:36.706667] [INFO ] [FORECASTER] Completed predict_future for AGMH
[2025-12-09T20:15:36.706799] [INFO ] [sig       ] AGMH: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:15:36.846517] [INFO ] [LOCAL     ] Saved forecast: AGMH	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/AGMH.txt
[2025-12-09T20:15:36.846670] [INFO ] [sig       ] [92/3614] Completed AGMH in 0.3s | 2.82 sym/s | Total: 32.6s | ETA: 20.8m
[2025-12-09T20:15:36.846711] [INFO ] [sig       ] [93/3614] Forecasting AGNC...
[2025-12-09T20:15:36.846741] [INFO ] [sig       ] Generating forecast for: AGNC
[2025-12-09T20:15:36.846771] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGNC' from 'https://tdm.silogroup.org/data/derivative_storage/AGNC.csv'.
[2025-12-09T20:15:36.857931] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGNC'.
[2025-12-09T20:15:36.858228] [INFO ] [FORECASTER] Starting predict_future for AGNC
[2025-12-09T20:15:36.859031] [DEBUG] [LOCAL     ] No optimal features file found for AGNC: ./output/feature-sets/AGNC.txt
[2025-12-09T20:15:36.859083] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:15:36.859116] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:15:36.859143] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:15:36.859199] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:15:36.915757] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:15:36.916438] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:15:36.916523] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:15:36.916555] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:15:37.039342] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:15:37.039491] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:15:37.039531] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:15:37.039560] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:15:37.042955] [DEBUG] [FORECASTER] AGNC: Forecast T+1@11:T+2@11: DOWN (p=41.78%)
[2025-12-09T20:15:37.043227] [INFO ] [FORECASTER] Completed predict_future for AGNC
[2025-12-09T20:15:37.043354] [INFO ] [sig       ] AGNC: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:15:37.184876] [INFO ] [LOCAL     ] Saved forecast: AGNC	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/AGNC.txt
[2025-12-09T20:15:37.185040] [INFO ] [sig       ] [93/3614] Completed AGNC in 0.3s | 2.82 sym/s | Total: 33.0s | ETA: 20.8m
[2025-12-09T20:15:37.185080] [INFO ] [sig       ] [94/3614] Forecasting AGNCL...
[2025-12-09T20:15:37.185110] [INFO ] [sig       ] Generating forecast for: AGNCL
[2025-12-09T20:15:37.185138] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGNCL' from 'https://tdm.silogroup.org/data/derivative_storage/AGNCL.csv'.
[2025-12-09T20:15:37.196511] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGNCL'.
[2025-12-09T20:15:37.197128] [INFO ] [FORECASTER] Starting predict_future for AGNCL
[2025-12-09T20:15:37.198189] [DEBUG] [LOCAL     ] No optimal features file found for AGNCL: ./output/feature-sets/AGNCL.txt
[2025-12-09T20:15:37.198244] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:15:37.198277] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:15:37.198304] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:15:37.198361] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:15:37.256321] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:15:37.257260] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:15:37.257340] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:15:37.257371] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:15:37.363900] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:15:37.364040] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:15:37.364080] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:15:37.364108] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:15:37.367524] [DEBUG] [FORECASTER] AGNCL: Forecast T+1@11:T+2@11: DOWN (p=19.18%)
[2025-12-09T20:15:37.367814] [INFO ] [FORECASTER] Completed predict_future for AGNCL
[2025-12-09T20:15:37.367942] [INFO ] [sig       ] AGNCL: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:15:37.509660] [INFO ] [LOCAL     ] Saved forecast: AGNCL	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/AGNCL.txt
[2025-12-09T20:15:37.509790] [INFO ] [sig       ] [94/3614] Completed AGNCL in 0.3s | 2.82 sym/s | Total: 33.3s | ETA: 20.8m
[2025-12-09T20:15:37.509830] [INFO ] [sig       ] [95/3614] Forecasting AGNCM...
[2025-12-09T20:15:37.509862] [INFO ] [sig       ] Generating forecast for: AGNCM
[2025-12-09T20:15:37.509893] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGNCM' from 'https://tdm.silogroup.org/data/derivative_storage/AGNCM.csv'.
[2025-12-09T20:15:37.521154] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGNCM'.
[2025-12-09T20:15:37.521474] [INFO ] [FORECASTER] Starting predict_future for AGNCM
[2025-12-09T20:15:37.522451] [DEBUG] [LOCAL     ] No optimal features file found for AGNCM: ./output/feature-sets/AGNCM.txt
[2025-12-09T20:15:37.522503] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:15:37.522559] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:15:37.522604] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:15:37.522662] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:15:37.581384] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:15:37.582398] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:15:37.582482] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:15:37.582516] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:15:37.691871] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:15:37.692016] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:15:37.692056] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:15:37.692084] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:15:37.695812] [DEBUG] [FORECASTER] AGNCM: Forecast T+1@11:T+2@11: DOWN (p=14.67%)
[2025-12-09T20:15:37.696100] [INFO ] [FORECASTER] Completed predict_future for AGNCM
[2025-12-09T20:15:37.696227] [INFO ] [sig       ] AGNCM: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:15:37.842032] [INFO ] [LOCAL     ] Saved forecast: AGNCM	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/AGNCM.txt
[2025-12-09T20:15:37.842159] [INFO ] [sig       ] [95/3614] Completed AGNCM in 0.3s | 2.83 sym/s | Total: 33.6s | ETA: 20.8m
[2025-12-09T20:15:37.842198] [INFO ] [sig       ] [96/3614] Forecasting AGNCN...
[2025-12-09T20:15:37.842227] [INFO ] [sig       ] Generating forecast for: AGNCN
[2025-12-09T20:15:37.842256] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGNCN' from 'https://tdm.silogroup.org/data/derivative_storage/AGNCN.csv'.
[2025-12-09T20:15:37.853616] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGNCN'.
[2025-12-09T20:15:37.853940] [INFO ] [FORECASTER] Starting predict_future for AGNCN
[2025-12-09T20:15:37.854735] [DEBUG] [LOCAL     ] No optimal features file found for AGNCN: ./output/feature-sets/AGNCN.txt
[2025-12-09T20:15:37.854786] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:15:37.854818] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:15:37.854845] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:15:37.854901] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:15:37.911363] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:15:37.911979] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:15:37.912056] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:15:37.912087] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:15:38.026024] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:15:38.026169] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:15:38.026209] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:15:38.026237] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:15:38.029817] [DEBUG] [FORECASTER] AGNCN: Forecast T+1@11:T+2@11: UP (p=63.70%)
[2025-12-09T20:15:38.030088] [INFO ] [FORECASTER] Completed predict_future for AGNCN
[2025-12-09T20:15:38.030212] [INFO ] [sig       ] AGNCN: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:15:38.169537] [INFO ] [LOCAL     ] Saved forecast: AGNCN	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/AGNCN.txt
[2025-12-09T20:15:38.169685] [INFO ] [sig       ] [96/3614] Completed AGNCN in 0.3s | 2.83 sym/s | Total: 34.0s | ETA: 20.7m
[2025-12-09T20:15:38.169724] [INFO ] [sig       ] [97/3614] Forecasting AGNCO...
[2025-12-09T20:15:38.169753] [INFO ] [sig       ] Generating forecast for: AGNCO
[2025-12-09T20:15:38.169784] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGNCO' from 'https://tdm.silogroup.org/data/derivative_storage/AGNCO.csv'.
[2025-12-09T20:15:38.180645] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGNCO'.
[2025-12-09T20:15:38.180933] [INFO ] [FORECASTER] Starting predict_future for AGNCO
[2025-12-09T20:15:38.181724] [DEBUG] [LOCAL     ] No optimal features file found for AGNCO: ./output/feature-sets/AGNCO.txt
[2025-12-09T20:15:38.181776] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:15:38.181809] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:15:38.181836] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:15:38.181893] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:15:38.240342] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:15:38.241182] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:15:38.241264] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:15:38.241296] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:15:38.356266] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:15:38.356407] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:15:38.356446] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:15:38.356474] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:15:38.359831] [DEBUG] [FORECASTER] AGNCO: Forecast T+1@11:T+2@11: UP (p=98.12%)
[2025-12-09T20:15:38.360101] [INFO ] [FORECASTER] Completed predict_future for AGNCO
[2025-12-09T20:15:38.360228] [INFO ] [sig       ] AGNCO: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:15:38.500676] [INFO ] [LOCAL     ] Saved forecast: AGNCO	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/AGNCO.txt
[2025-12-09T20:15:38.500825] [INFO ] [sig       ] [97/3614] Completed AGNCO in 0.3s | 2.83 sym/s | Total: 34.3s | ETA: 20.7m
[2025-12-09T20:15:38.500864] [INFO ] [sig       ] [98/3614] Forecasting AGNCP...
[2025-12-09T20:15:38.500895] [INFO ] [sig       ] Generating forecast for: AGNCP
[2025-12-09T20:15:38.500926] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGNCP' from 'https://tdm.silogroup.org/data/derivative_storage/AGNCP.csv'.
[2025-12-09T20:15:38.512709] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGNCP'.
[2025-12-09T20:15:38.513068] [INFO ] [FORECASTER] Starting predict_future for AGNCP
[2025-12-09T20:15:38.513895] [DEBUG] [LOCAL     ] No optimal features file found for AGNCP: ./output/feature-sets/AGNCP.txt
[2025-12-09T20:15:38.513947] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:15:38.513979] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:15:38.514005] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:15:38.514061] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:15:38.571993] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:15:38.572884] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:15:38.572967] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:15:38.573000] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:15:38.691247] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:15:38.691369] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:15:38.691406] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:15:38.691463] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:15:38.694795] [DEBUG] [FORECASTER] AGNCP: Forecast T+1@11:T+2@11: DOWN (p=2.81%)
[2025-12-09T20:15:38.695064] [INFO ] [FORECASTER] Completed predict_future for AGNCP
[2025-12-09T20:15:38.695192] [INFO ] [sig       ] AGNCP: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:15:38.837308] [INFO ] [LOCAL     ] Saved forecast: AGNCP	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/AGNCP.txt
[2025-12-09T20:15:38.837434] [INFO ] [sig       ] [98/3614] Completed AGNCP in 0.3s | 2.83 sym/s | Total: 34.6s | ETA: 20.7m
[2025-12-09T20:15:38.837493] [INFO ] [sig       ] [99/3614] Forecasting AGO...
[2025-12-09T20:15:38.837532] [INFO ] [sig       ] Generating forecast for: AGO
[2025-12-09T20:15:38.837568] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGO' from 'https://tdm.silogroup.org/data/derivative_storage/AGO.csv'.
[2025-12-09T20:15:38.848957] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGO'.
[2025-12-09T20:15:38.849230] [INFO ] [FORECASTER] Starting predict_future for AGO
[2025-12-09T20:15:38.850013] [DEBUG] [LOCAL     ] No optimal features file found for AGO: ./output/feature-sets/AGO.txt
[2025-12-09T20:15:38.850066] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:15:38.850097] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:15:38.850124] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:15:38.850179] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:15:38.907746] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:15:38.908379] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:15:38.908464] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:15:38.908496] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:15:39.021909] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:15:39.022058] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:15:39.022097] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:15:39.022124] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:15:39.025932] [DEBUG] [FORECASTER] AGO: Forecast T+1@11:T+2@11: UP (p=99.51%)
[2025-12-09T20:15:39.026205] [INFO ] [FORECASTER] Completed predict_future for AGO
[2025-12-09T20:15:39.026333] [INFO ] [sig       ] AGO: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:15:39.168816] [INFO ] [LOCAL     ] Saved forecast: AGO	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/AGO.txt
[2025-12-09T20:15:39.168974] [INFO ] [sig       ] [99/3614] Completed AGO in 0.3s | 2.83 sym/s | Total: 35.0s | ETA: 20.7m
[2025-12-09T20:15:39.169015] [INFO ] [sig       ] [100/3614] Forecasting AGRO...
[2025-12-09T20:15:39.169046] [INFO ] [sig       ] Generating forecast for: AGRO
[2025-12-09T20:15:39.169074] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGRO' from 'https://tdm.silogroup.org/data/derivative_storage/AGRO.csv'.
[2025-12-09T20:15:39.181324] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGRO'.
[2025-12-09T20:15:39.181650] [INFO ] [FORECASTER] Starting predict_future for AGRO
[2025-12-09T20:15:39.182438] [DEBUG] [LOCAL     ] No optimal features file found for AGRO: ./output/feature-sets/AGRO.txt
[2025-12-09T20:15:39.182492] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:15:39.182526] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:15:39.182554] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:15:39.182633] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:15:39.239957] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:15:39.240861] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:15:39.240948] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:15:39.240980] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:15:39.365870] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:15:39.366016] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:15:39.366057] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:15:39.366085] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:15:39.369497] [DEBUG] [FORECASTER] AGRO: Forecast T+1@11:T+2@11: DOWN (p=38.93%)
[2025-12-09T20:15:39.369805] [INFO ] [FORECASTER] Completed predict_future for AGRO
[2025-12-09T20:15:39.369936] [INFO ] [sig       ] AGRO: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:15:39.508920] [INFO ] [LOCAL     ] Saved forecast: AGRO	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/AGRO.txt
[2025-12-09T20:15:39.509078] [INFO ] [sig       ] [100/3614] Completed AGRO in 0.3s | 2.83 sym/s | Total: 35.3s | ETA: 20.7m
[2025-12-09T20:15:39.509117] [INFO ] [sig       ] [101/3614] Forecasting AGX...
[2025-12-09T20:15:39.509147] [INFO ] [sig       ] Generating forecast for: AGX
[2025-12-09T20:15:39.509177] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGX' from 'https://tdm.silogroup.org/data/derivative_storage/AGX.csv'.
[2025-12-09T20:15:39.521475] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGX'.
[2025-12-09T20:15:39.521849] [INFO ] [FORECASTER] Starting predict_future for AGX
[2025-12-09T20:15:39.522637] [DEBUG] [LOCAL     ] No optimal features file found for AGX: ./output/feature-sets/AGX.txt
[2025-12-09T20:15:39.522701] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:15:39.522732] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:15:39.522759] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:15:39.522814] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:15:39.580586] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:15:39.581501] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:15:39.581600] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:15:39.581635] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:15:39.699463] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:15:39.699637] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:15:39.699680] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:15:39.699709] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:15:39.703129] [DEBUG] [FORECASTER] AGX: Forecast T+1@11:T+2@11: UP (p=67.45%)
[2025-12-09T20:15:39.703403] [INFO ] [FORECASTER] Completed predict_future for AGX
[2025-12-09T20:15:39.703531] [INFO ] [sig       ] AGX: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:15:39.845435] [INFO ] [LOCAL     ] Saved forecast: AGX	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/AGX.txt
[2025-12-09T20:15:39.845560] [INFO ] [sig       ] [101/3614] Completed AGX in 0.3s | 2.83 sym/s | Total: 35.6s | ETA: 20.7m
[2025-12-09T20:15:39.845616] [INFO ] [sig       ] [102/3614] Forecasting AGYS...
[2025-12-09T20:15:39.845646] [INFO ] [sig       ] Generating forecast for: AGYS
[2025-12-09T20:15:39.845676] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGYS' from 'https://tdm.silogroup.org/data/derivative_storage/AGYS.csv'.
[2025-12-09T20:15:39.857353] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGYS'.
[2025-12-09T20:15:39.857662] [INFO ] [FORECASTER] Starting predict_future for AGYS
[2025-12-09T20:15:39.858432] [DEBUG] [LOCAL     ] No optimal features file found for AGYS: ./output/feature-sets/AGYS.txt
[2025-12-09T20:15:39.858484] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:15:39.858516] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:15:39.858542] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:15:39.858618] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:15:39.915655] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:15:39.916274] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:15:39.916350] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:15:39.916381] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:15:40.034015] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:15:40.034152] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:15:40.034192] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:15:40.034220] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:15:40.037985] [DEBUG] [FORECASTER] AGYS: Forecast T+1@11:T+2@11: DOWN (p=30.75%)
[2025-12-09T20:15:40.038258] [INFO ] [FORECASTER] Completed predict_future for AGYS
[2025-12-09T20:15:40.038387] [INFO ] [sig       ] AGYS: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:15:40.178623] [INFO ] [LOCAL     ] Saved forecast: AGYS	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/AGYS.txt
[2025-12-09T20:15:40.178753] [INFO ] [sig       ] [102/3614] Completed AGYS in 0.3s | 2.84 sym/s | Total: 36.0s | ETA: 20.6m
[2025-12-09T20:15:40.178791] [INFO ] [sig       ] [103/3614] Forecasting AGZD...
[2025-12-09T20:15:40.178820] [INFO ] [sig       ] Generating forecast for: AGZD
[2025-12-09T20:15:40.178849] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGZD' from 'https://tdm.silogroup.org/data/derivative_storage/AGZD.csv'.
[2025-12-09T20:15:40.190028] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGZD'.
[2025-12-09T20:15:40.190314] [INFO ] [FORECASTER] Starting predict_future for AGZD
[2025-12-09T20:15:40.191103] [DEBUG] [LOCAL     ] No optimal features file found for AGZD: ./output/feature-sets/AGZD.txt
[2025-12-09T20:15:40.191156] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:15:40.191188] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:15:40.191215] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:15:40.191271] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:15:40.248247] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:15:40.248887] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:15:40.248963] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:15:40.248994] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:15:40.365247] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:15:40.365402] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:15:40.365443] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:15:40.365472] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:15:40.368922] [DEBUG] [FORECASTER] AGZD: Forecast T+1@11:T+2@11: UP (p=95.34%)
[2025-12-09T20:15:40.369206] [INFO ] [FORECASTER] Completed predict_future for AGZD
[2025-12-09T20:15:40.369341] [INFO ] [sig       ] AGZD: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:15:40.515450] [INFO ] [LOCAL     ] Saved forecast: AGZD	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/AGZD.txt
[2025-12-09T20:15:40.515607] [INFO ] [sig       ] [103/3614] Completed AGZD in 0.3s | 2.84 sym/s | Total: 36.3s | ETA: 20.6m
[2025-12-09T20:15:40.515648] [INFO ] [sig       ] [104/3614] Forecasting AHCO...
[2025-12-09T20:15:40.515677] [INFO ] [sig       ] Generating forecast for: AHCO
[2025-12-09T20:15:40.515707] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AHCO' from 'https://tdm.silogroup.org/data/derivative_storage/AHCO.csv'.
[2025-12-09T20:15:40.526981] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AHCO'.
[2025-12-09T20:15:40.527259] [INFO ] [FORECASTER] Starting predict_future for AHCO
[2025-12-09T20:15:40.528107] [DEBUG] [LOCAL     ] No optimal features file found for AHCO: ./output/feature-sets/AHCO.txt
[2025-12-09T20:15:40.528160] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:15:40.528193] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:15:40.528220] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:15:40.528276] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:15:40.588044] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:15:40.588791] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:15:40.588872] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:15:40.588905] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:15:40.711472] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:15:40.711663] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:15:40.711710] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:15:40.711739] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:15:40.715215] [DEBUG] [FORECASTER] AHCO: Forecast T+1@11:T+2@11: DOWN (p=4.10%)
[2025-12-09T20:15:40.715497] [INFO ] [FORECASTER] Completed predict_future for AHCO
[2025-12-09T20:15:40.715679] [INFO ] [sig       ] AHCO: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:15:40.860720] [INFO ] [LOCAL     ] Saved forecast: AHCO	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/AHCO.txt
[2025-12-09T20:15:40.860854] [INFO ] [sig       ] [104/3614] Completed AHCO in 0.3s | 2.84 sym/s | Total: 36.6s | ETA: 20.6m
[2025-12-09T20:15:40.860899] [INFO ] [sig       ] [105/3614] Forecasting AHH...
[2025-12-09T20:15:40.860930] [INFO ] [sig       ] Generating forecast for: AHH
[2025-12-09T20:15:40.860960] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AHH' from 'https://tdm.silogroup.org/data/derivative_storage/AHH.csv'.
[2025-12-09T20:15:40.873499] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AHH'.
[2025-12-09T20:15:40.873796] [INFO ] [FORECASTER] Starting predict_future for AHH
[2025-12-09T20:15:40.874594] [DEBUG] [LOCAL     ] No optimal features file found for AHH: ./output/feature-sets/AHH.txt
[2025-12-09T20:15:40.874646] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:15:40.874678] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:15:40.874706] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:15:40.874763] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:15:40.935973] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:15:40.936769] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:15:40.936878] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:15:40.936913] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:15:41.074459] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:15:41.074619] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:15:41.074668] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:15:41.074696] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:15:41.078935] [DEBUG] [FORECASTER] AHH: Forecast T+1@11:T+2@11: DOWN (p=1.63%)
[2025-12-09T20:15:41.079210] [INFO ] [FORECASTER] Completed predict_future for AHH
[2025-12-09T20:15:41.079339] [INFO ] [sig       ] AHH: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:15:41.222169] [INFO ] [LOCAL     ] Saved forecast: AHH	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/AHH.txt
[2025-12-09T20:15:41.222313] [INFO ] [sig       ] [105/3614] Completed AHH in 0.4s | 2.84 sym/s | Total: 37.0s | ETA: 20.6m
[2025-12-09T20:15:41.222352] [INFO ] [sig       ] [106/3614] Forecasting AI...
[2025-12-09T20:15:41.222381] [INFO ] [sig       ] Generating forecast for: AI
[2025-12-09T20:15:41.222412] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AI' from 'https://tdm.silogroup.org/data/derivative_storage/AI.csv'.
[2025-12-09T20:15:41.235740] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AI'.
[2025-12-09T20:15:41.236105] [INFO ] [FORECASTER] Starting predict_future for AI
[2025-12-09T20:15:41.236923] [DEBUG] [LOCAL     ] No optimal features file found for AI: ./output/feature-sets/AI.txt
[2025-12-09T20:15:41.236975] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:15:41.237007] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:15:41.237034] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:15:41.237091] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:15:41.295985] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:15:41.296863] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:15:41.296950] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:15:41.296983] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:15:41.423445] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:15:41.423631] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:15:41.423681] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:15:41.423712] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:15:41.427201] [DEBUG] [FORECASTER] AI: Forecast T+1@11:T+2@11: DOWN (p=35.04%)
[2025-12-09T20:15:41.427528] [INFO ] [FORECASTER] Completed predict_future for AI
[2025-12-09T20:15:41.427686] [INFO ] [sig       ] AI: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:15:41.578046] [INFO ] [LOCAL     ] Saved forecast: AI	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/AI.txt
[2025-12-09T20:15:41.578187] [INFO ] [sig       ] [106/3614] Completed AI in 0.4s | 2.84 sym/s | Total: 37.4s | ETA: 20.6m
[2025-12-09T20:15:41.578227] [INFO ] [sig       ] [107/3614] Forecasting AIA...
[2025-12-09T20:15:41.578255] [INFO ] [sig       ] Generating forecast for: AIA
[2025-12-09T20:15:41.578287] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIA' from 'https://tdm.silogroup.org/data/derivative_storage/AIA.csv'.
[2025-12-09T20:15:41.589734] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIA'.
[2025-12-09T20:15:41.590073] [INFO ] [FORECASTER] Starting predict_future for AIA
[2025-12-09T20:15:41.590876] [DEBUG] [LOCAL     ] No optimal features file found for AIA: ./output/feature-sets/AIA.txt
[2025-12-09T20:15:41.590927] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:15:41.590958] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:15:41.590983] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:15:41.591039] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:15:41.648335] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:15:41.649139] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:15:41.649221] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:15:41.649253] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:15:41.771626] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:15:41.771776] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:15:41.771819] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:15:41.771848] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:15:41.775461] [DEBUG] [FORECASTER] AIA: Forecast T+1@11:T+2@11: DOWN (p=48.79%)
[2025-12-09T20:15:41.775774] [INFO ] [FORECASTER] Completed predict_future for AIA
[2025-12-09T20:15:41.775923] [INFO ] [sig       ] AIA: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:15:41.914900] [INFO ] [LOCAL     ] Saved forecast: AIA	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/AIA.txt
[2025-12-09T20:15:41.915043] [INFO ] [sig       ] [107/3614] Completed AIA in 0.3s | 2.84 sym/s | Total: 37.7s | ETA: 20.6m
[2025-12-09T20:15:41.915083] [INFO ] [sig       ] [108/3614] Forecasting AIFF...
[2025-12-09T20:15:41.915113] [INFO ] [sig       ] Generating forecast for: AIFF
[2025-12-09T20:15:41.915142] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIFF' from 'https://tdm.silogroup.org/data/derivative_storage/AIFF.csv'.
[2025-12-09T20:15:41.927064] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIFF'.
[2025-12-09T20:15:41.927399] [INFO ] [FORECASTER] Starting predict_future for AIFF
[2025-12-09T20:15:41.928212] [DEBUG] [LOCAL     ] No optimal features file found for AIFF: ./output/feature-sets/AIFF.txt
[2025-12-09T20:15:41.928264] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:15:41.928294] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:15:41.928320] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:15:41.928375] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:15:41.985019] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:15:41.985814] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:15:41.985893] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:15:41.985924] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:15:42.109377] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:15:42.109525] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:15:42.109601] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:15:42.109635] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:15:42.113487] [DEBUG] [FORECASTER] AIFF: Forecast T+1@11:T+2@11: DOWN (p=9.27%)
[2025-12-09T20:15:42.113989] [INFO ] [FORECASTER] Completed predict_future for AIFF
[2025-12-09T20:15:42.114127] [INFO ] [sig       ] AIFF: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:15:42.257256] [INFO ] [LOCAL     ] Saved forecast: AIFF	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/AIFF.txt
[2025-12-09T20:15:42.257512] [INFO ] [sig       ] [108/3614] Completed AIFF in 0.3s | 2.84 sym/s | Total: 38.0s | ETA: 20.6m
[2025-12-09T20:15:42.257564] [INFO ] [sig       ] [109/3614] Forecasting AIG...
[2025-12-09T20:15:42.257623] [INFO ] [sig       ] Generating forecast for: AIG
[2025-12-09T20:15:42.257660] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIG' from 'https://tdm.silogroup.org/data/derivative_storage/AIG.csv'.
[2025-12-09T20:15:42.269078] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIG'.
[2025-12-09T20:15:42.269351] [INFO ] [FORECASTER] Starting predict_future for AIG
[2025-12-09T20:15:42.270143] [DEBUG] [LOCAL     ] No optimal features file found for AIG: ./output/feature-sets/AIG.txt
[2025-12-09T20:15:42.270195] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:15:42.270226] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:15:42.270253] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:15:42.270310] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:15:42.329659] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:15:42.330665] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:15:42.330749] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:15:42.330782] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:15:42.455690] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:15:42.455841] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:15:42.455882] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:15:42.455910] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:15:42.459442] [DEBUG] [FORECASTER] AIG: Forecast T+1@11:T+2@11: UP (p=71.83%)
[2025-12-09T20:15:42.459741] [INFO ] [FORECASTER] Completed predict_future for AIG
[2025-12-09T20:15:42.459870] [INFO ] [sig       ] AIG: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:15:42.602081] [INFO ] [LOCAL     ] Saved forecast: AIG	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/AIG.txt
[2025-12-09T20:15:42.602237] [INFO ] [sig       ] [109/3614] Completed AIG in 0.3s | 2.84 sym/s | Total: 38.4s | ETA: 20.6m
[2025-12-09T20:15:42.602277] [INFO ] [sig       ] [110/3614] Forecasting AIMD...
[2025-12-09T20:15:42.602307] [INFO ] [sig       ] Generating forecast for: AIMD
[2025-12-09T20:15:42.602337] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIMD' from 'https://tdm.silogroup.org/data/derivative_storage/AIMD.csv'.
[2025-12-09T20:15:42.614802] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIMD'.
[2025-12-09T20:15:42.615200] [INFO ] [FORECASTER] Starting predict_future for AIMD
[2025-12-09T20:15:42.616072] [DEBUG] [LOCAL     ] No optimal features file found for AIMD: ./output/feature-sets/AIMD.txt
[2025-12-09T20:15:42.616125] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:15:42.616156] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:15:42.616183] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:15:42.616239] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:15:42.676845] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:15:42.677737] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:15:42.677817] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:15:42.677851] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:15:42.797520] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:15:42.797703] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:15:42.797749] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:15:42.797777] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:15:42.801305] [DEBUG] [FORECASTER] AIMD: Forecast T+1@11:T+2@11: UP (p=92.84%)
[2025-12-09T20:15:42.801591] [INFO ] [FORECASTER] Completed predict_future for AIMD
[2025-12-09T20:15:42.801719] [INFO ] [sig       ] AIMD: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:15:42.942341] [INFO ] [LOCAL     ] Saved forecast: AIMD	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/AIMD.txt
[2025-12-09T20:15:42.942500] [INFO ] [sig       ] [110/3614] Completed AIMD in 0.3s | 2.84 sym/s | Total: 38.7s | ETA: 20.6m
[2025-12-09T20:15:42.942539] [INFO ] [sig       ] [111/3614] Forecasting AIO...
[2025-12-09T20:15:42.942586] [INFO ] [sig       ] Generating forecast for: AIO
[2025-12-09T20:15:42.942619] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIO' from 'https://tdm.silogroup.org/data/derivative_storage/AIO.csv'.
[2025-12-09T20:15:42.954122] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIO'.
[2025-12-09T20:15:42.954391] [INFO ] [FORECASTER] Starting predict_future for AIO
[2025-12-09T20:15:42.955189] [DEBUG] [LOCAL     ] No optimal features file found for AIO: ./output/feature-sets/AIO.txt
[2025-12-09T20:15:42.955240] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:15:42.955271] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:15:42.955298] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:15:42.955353] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:15:43.014899] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:15:43.015776] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:15:43.015861] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:15:43.015896] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:15:43.133031] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:15:43.133176] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:15:43.133219] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:15:43.133248] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:15:43.136643] [DEBUG] [FORECASTER] AIO: Forecast T+1@11:T+2@11: DOWN (p=30.55%)
[2025-12-09T20:15:43.136914] [INFO ] [FORECASTER] Completed predict_future for AIO
[2025-12-09T20:15:43.137039] [INFO ] [sig       ] AIO: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:15:43.277775] [INFO ] [LOCAL     ] Saved forecast: AIO	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/AIO.txt
[2025-12-09T20:15:43.277905] [INFO ] [sig       ] [111/3614] Completed AIO in 0.3s | 2.84 sym/s | Total: 39.1s | ETA: 20.5m
[2025-12-09T20:15:43.277943] [INFO ] [sig       ] [112/3614] Forecasting AIP...
[2025-12-09T20:15:43.277972] [INFO ] [sig       ] Generating forecast for: AIP
[2025-12-09T20:15:43.278003] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIP' from 'https://tdm.silogroup.org/data/derivative_storage/AIP.csv'.
[2025-12-09T20:15:43.289126] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIP'.
[2025-12-09T20:15:43.289450] [INFO ] [FORECASTER] Starting predict_future for AIP
[2025-12-09T20:15:43.290244] [DEBUG] [LOCAL     ] No optimal features file found for AIP: ./output/feature-sets/AIP.txt
[2025-12-09T20:15:43.290295] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:15:43.290361] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:15:43.290391] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:15:43.290447] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:15:43.350489] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:15:43.351370] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:15:43.351465] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:15:43.351503] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:15:43.471960] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:15:43.472105] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:15:43.472147] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:15:43.472175] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:15:43.475560] [DEBUG] [FORECASTER] AIP: Forecast T+1@11:T+2@11: UP (p=54.84%)
[2025-12-09T20:15:43.475873] [INFO ] [FORECASTER] Completed predict_future for AIP
[2025-12-09T20:15:43.475999] [INFO ] [sig       ] AIP: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:15:43.625262] [INFO ] [LOCAL     ] Saved forecast: AIP	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/AIP.txt
[2025-12-09T20:15:43.625395] [INFO ] [sig       ] [112/3614] Completed AIP in 0.3s | 2.84 sym/s | Total: 39.4s | ETA: 20.5m
[2025-12-09T20:15:43.625435] [INFO ] [sig       ] [113/3614] Forecasting AIPI...
[2025-12-09T20:15:43.625464] [INFO ] [sig       ] Generating forecast for: AIPI
[2025-12-09T20:15:43.625495] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIPI' from 'https://tdm.silogroup.org/data/derivative_storage/AIPI.csv'.
[2025-12-09T20:15:43.636426] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIPI'.
[2025-12-09T20:15:43.636760] [INFO ] [FORECASTER] Starting predict_future for AIPI
[2025-12-09T20:15:43.637550] [DEBUG] [LOCAL     ] No optimal features file found for AIPI: ./output/feature-sets/AIPI.txt
[2025-12-09T20:15:43.637625] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:15:43.637657] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:15:43.637685] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:15:43.637741] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:15:43.696063] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:15:43.696921] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:15:43.696998] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:15:43.697030] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:15:43.821678] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:15:43.821826] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:15:43.821867] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:15:43.821894] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:15:43.825700] [DEBUG] [FORECASTER] AIPI: Forecast T+1@11:T+2@11: UP (p=54.91%)
[2025-12-09T20:15:43.825972] [INFO ] [FORECASTER] Completed predict_future for AIPI
[2025-12-09T20:15:43.826096] [INFO ] [sig       ] AIPI: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:15:43.966975] [INFO ] [LOCAL     ] Saved forecast: AIPI	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/AIPI.txt
[2025-12-09T20:15:43.967107] [INFO ] [sig       ] [113/3614] Completed AIPI in 0.3s | 2.84 sym/s | Total: 39.8s | ETA: 20.5m
[2025-12-09T20:15:43.967145] [INFO ] [sig       ] [114/3614] Forecasting AIQ...
[2025-12-09T20:15:43.967173] [INFO ] [sig       ] Generating forecast for: AIQ
[2025-12-09T20:15:43.967204] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIQ' from 'https://tdm.silogroup.org/data/derivative_storage/AIQ.csv'.
[2025-12-09T20:15:43.978524] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIQ'.
[2025-12-09T20:15:43.978850] [INFO ] [FORECASTER] Starting predict_future for AIQ
[2025-12-09T20:15:43.979639] [DEBUG] [LOCAL     ] No optimal features file found for AIQ: ./output/feature-sets/AIQ.txt
[2025-12-09T20:15:43.979701] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:15:43.979738] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:15:43.979764] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:15:43.979819] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:15:44.038903] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:15:44.039536] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:15:44.039647] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:15:44.039687] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:15:44.159032] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:15:44.159180] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:15:44.159219] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:15:44.159246] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:15:44.162786] [DEBUG] [FORECASTER] AIQ: Forecast T+1@11:T+2@11: DOWN (p=26.50%)
[2025-12-09T20:15:44.163061] [INFO ] [FORECASTER] Completed predict_future for AIQ
[2025-12-09T20:15:44.163197] [INFO ] [sig       ] AIQ: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:15:44.304701] [INFO ] [LOCAL     ] Saved forecast: AIQ	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/AIQ.txt
[2025-12-09T20:15:44.304861] [INFO ] [sig       ] [114/3614] Completed AIQ in 0.3s | 2.84 sym/s | Total: 40.1s | ETA: 20.5m
[2025-12-09T20:15:44.304900] [INFO ] [sig       ] [115/3614] Forecasting AIRG...
[2025-12-09T20:15:44.304929] [INFO ] [sig       ] Generating forecast for: AIRG
[2025-12-09T20:15:44.304967] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIRG' from 'https://tdm.silogroup.org/data/derivative_storage/AIRG.csv'.
[2025-12-09T20:15:44.316016] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIRG'.
[2025-12-09T20:15:44.316352] [INFO ] [FORECASTER] Starting predict_future for AIRG
[2025-12-09T20:15:44.317155] [DEBUG] [LOCAL     ] No optimal features file found for AIRG: ./output/feature-sets/AIRG.txt
[2025-12-09T20:15:44.317207] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:15:44.317238] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:15:44.317265] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:15:44.317320] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:15:44.377199] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:15:44.378293] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:15:44.378378] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:15:44.378410] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:15:44.499246] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:15:44.499420] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:15:44.499474] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:15:44.499552] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:15:44.504003] [DEBUG] [FORECASTER] AIRG: Forecast T+1@11:T+2@11: DOWN (p=42.68%)
[2025-12-09T20:15:44.504351] [INFO ] [FORECASTER] Completed predict_future for AIRG
[2025-12-09T20:15:44.504512] [INFO ] [sig       ] AIRG: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:15:44.650315] [INFO ] [LOCAL     ] Saved forecast: AIRG	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/AIRG.txt
[2025-12-09T20:15:44.650444] [INFO ] [sig       ] [115/3614] Completed AIRG in 0.3s | 2.84 sym/s | Total: 40.4s | ETA: 20.5m
[2025-12-09T20:15:44.650482] [INFO ] [sig       ] [116/3614] Forecasting AIRJ...
[2025-12-09T20:15:44.650516] [INFO ] [sig       ] Generating forecast for: AIRJ
[2025-12-09T20:15:44.650549] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIRJ' from 'https://tdm.silogroup.org/data/derivative_storage/AIRJ.csv'.
[2025-12-09T20:15:44.661095] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIRJ'.
[2025-12-09T20:15:44.661404] [INFO ] [FORECASTER] Starting predict_future for AIRJ
[2025-12-09T20:15:44.662220] [DEBUG] [LOCAL     ] No optimal features file found for AIRJ: ./output/feature-sets/AIRJ.txt
[2025-12-09T20:15:44.662272] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:15:44.662305] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:15:44.662331] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:15:44.662386] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:15:44.722285] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:15:44.723158] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:15:44.723240] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:15:44.723274] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:15:44.848676] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:15:44.848834] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:15:44.848877] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:15:44.848907] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:15:44.852451] [DEBUG] [FORECASTER] AIRJ: Forecast T+1@11:T+2@11: DOWN (p=28.55%)
[2025-12-09T20:15:44.852768] [INFO ] [FORECASTER] Completed predict_future for AIRJ
[2025-12-09T20:15:44.852905] [INFO ] [sig       ] AIRJ: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:15:44.995947] [INFO ] [LOCAL     ] Saved forecast: AIRJ	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/AIRJ.txt
[2025-12-09T20:15:44.996106] [INFO ] [sig       ] [116/3614] Completed AIRJ in 0.3s | 2.84 sym/s | Total: 40.8s | ETA: 20.5m
[2025-12-09T20:15:44.996148] [INFO ] [sig       ] [117/3614] Forecasting AIRS...
[2025-12-09T20:15:44.996180] [INFO ] [sig       ] Generating forecast for: AIRS
[2025-12-09T20:15:44.996211] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIRS' from 'https://tdm.silogroup.org/data/derivative_storage/AIRS.csv'.
[2025-12-09T20:15:45.007793] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIRS'.
[2025-12-09T20:15:45.008138] [INFO ] [FORECASTER] Starting predict_future for AIRS
[2025-12-09T20:15:45.008991] [DEBUG] [LOCAL     ] No optimal features file found for AIRS: ./output/feature-sets/AIRS.txt
[2025-12-09T20:15:45.009044] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:15:45.009080] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:15:45.009113] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:15:45.009186] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:15:45.084501] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:15:45.085356] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:15:45.085439] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:15:45.085471] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:15:45.210106] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:15:45.210257] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:15:45.210298] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:15:45.210328] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:15:45.213802] [DEBUG] [FORECASTER] AIRS: Forecast T+1@11:T+2@11: DOWN (p=47.55%)
[2025-12-09T20:15:45.214079] [INFO ] [FORECASTER] Completed predict_future for AIRS
[2025-12-09T20:15:45.214211] [INFO ] [sig       ] AIRS: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:15:45.357842] [INFO ] [LOCAL     ] Saved forecast: AIRS	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/AIRS.txt
[2025-12-09T20:15:45.358004] [INFO ] [sig       ] [117/3614] Completed AIRS in 0.4s | 2.84 sym/s | Total: 41.1s | ETA: 20.5m
[2025-12-09T20:15:45.358043] [INFO ] [sig       ] [118/3614] Forecasting AISP...
[2025-12-09T20:15:45.358074] [INFO ] [sig       ] Generating forecast for: AISP
[2025-12-09T20:15:45.358105] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AISP' from 'https://tdm.silogroup.org/data/derivative_storage/AISP.csv'.
[2025-12-09T20:15:45.370157] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AISP'.
[2025-12-09T20:15:45.370526] [INFO ] [FORECASTER] Starting predict_future for AISP
[2025-12-09T20:15:45.371332] [DEBUG] [LOCAL     ] No optimal features file found for AISP: ./output/feature-sets/AISP.txt
[2025-12-09T20:15:45.371384] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:15:45.371416] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:15:45.371442] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:15:45.371497] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:15:45.429018] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:15:45.429905] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:15:45.429993] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:15:45.430025] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:15:45.553658] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:15:45.553805] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:15:45.553849] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:15:45.553879] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:15:45.557405] [DEBUG] [FORECASTER] AISP: Forecast T+1@11:T+2@11: DOWN (p=44.42%)
[2025-12-09T20:15:45.557743] [INFO ] [FORECASTER] Completed predict_future for AISP
[2025-12-09T20:15:45.557884] [INFO ] [sig       ] AISP: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:15:45.696292] [INFO ] [LOCAL     ] Saved forecast: AISP	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/AISP.txt
[2025-12-09T20:15:45.696441] [INFO ] [sig       ] [118/3614] Completed AISP in 0.3s | 2.84 sym/s | Total: 41.5s | ETA: 20.5m
[2025-12-09T20:15:45.696481] [INFO ] [sig       ] [119/3614] Forecasting AIZN...
[2025-12-09T20:15:45.696513] [INFO ] [sig       ] Generating forecast for: AIZN
[2025-12-09T20:15:45.696544] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIZN' from 'https://tdm.silogroup.org/data/derivative_storage/AIZN.csv'.
[2025-12-09T20:15:45.707994] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIZN'.
[2025-12-09T20:15:45.708401] [INFO ] [FORECASTER] Starting predict_future for AIZN
[2025-12-09T20:15:45.709240] [DEBUG] [LOCAL     ] No optimal features file found for AIZN: ./output/feature-sets/AIZN.txt
[2025-12-09T20:15:45.709293] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:15:45.709325] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:15:45.709352] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:15:45.709407] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:15:45.766772] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:15:45.767669] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:15:45.767751] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:15:45.767782] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:15:45.879198] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:15:45.879328] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:15:45.879367] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:15:45.879426] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:15:45.882862] [DEBUG] [FORECASTER] AIZN: Forecast T+1@11:T+2@11: UP (p=76.77%)
[2025-12-09T20:15:45.883137] [INFO ] [FORECASTER] Completed predict_future for AIZN
[2025-12-09T20:15:45.883265] [INFO ] [sig       ] AIZN: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:15:46.023302] [INFO ] [LOCAL     ] Saved forecast: AIZN	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/AIZN.txt
[2025-12-09T20:15:46.023454] [INFO ] [sig       ] [119/3614] Completed AIZN in 0.3s | 2.85 sym/s | Total: 41.8s | ETA: 20.5m
[2025-12-09T20:15:46.023493] [INFO ] [sig       ] [120/3614] Forecasting AJG...
[2025-12-09T20:15:46.023522] [INFO ] [sig       ] Generating forecast for: AJG
[2025-12-09T20:15:46.023553] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AJG' from 'https://tdm.silogroup.org/data/derivative_storage/AJG.csv'.
[2025-12-09T20:15:46.035243] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AJG'.
[2025-12-09T20:15:46.035589] [INFO ] [FORECASTER] Starting predict_future for AJG
[2025-12-09T20:15:46.036365] [DEBUG] [LOCAL     ] No optimal features file found for AJG: ./output/feature-sets/AJG.txt
[2025-12-09T20:15:46.036417] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:15:46.036450] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:15:46.036476] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:15:46.036531] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:15:46.092677] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:15:46.093294] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:15:46.093369] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:15:46.093400] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:15:46.212979] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:15:46.213114] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:15:46.213154] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:15:46.213182] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:15:46.216536] [DEBUG] [FORECASTER] AJG: Forecast T+1@11:T+2@11: DOWN (p=12.14%)
[2025-12-09T20:15:46.216828] [INFO ] [FORECASTER] Completed predict_future for AJG
[2025-12-09T20:15:46.216956] [INFO ] [sig       ] AJG: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:15:46.357749] [INFO ] [LOCAL     ] Saved forecast: AJG	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/AJG.txt
[2025-12-09T20:15:46.357911] [INFO ] [sig       ] [120/3614] Completed AJG in 0.3s | 2.85 sym/s | Total: 42.1s | ETA: 20.5m
[2025-12-09T20:15:46.357952] [INFO ] [sig       ] [121/3614] Forecasting AKAM...
[2025-12-09T20:15:46.357981] [INFO ] [sig       ] Generating forecast for: AKAM
[2025-12-09T20:15:46.358013] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AKAM' from 'https://tdm.silogroup.org/data/derivative_storage/AKAM.csv'.
[2025-12-09T20:15:46.369707] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AKAM'.
[2025-12-09T20:15:46.370074] [INFO ] [FORECASTER] Starting predict_future for AKAM
[2025-12-09T20:15:46.370898] [DEBUG] [LOCAL     ] No optimal features file found for AKAM: ./output/feature-sets/AKAM.txt
[2025-12-09T20:15:46.370950] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:15:46.370982] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:15:46.371008] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:15:46.371064] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:15:46.428490] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:15:46.429381] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:15:46.429465] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:15:46.429515] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:15:46.549492] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:15:46.549663] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:15:46.549707] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:15:46.549736] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:15:46.554117] [DEBUG] [FORECASTER] AKAM: Forecast T+1@11:T+2@11: DOWN (p=13.92%)
[2025-12-09T20:15:46.554443] [INFO ] [FORECASTER] Completed predict_future for AKAM
[2025-12-09T20:15:46.554604] [INFO ] [sig       ] AKAM: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:15:46.700072] [INFO ] [LOCAL     ] Saved forecast: AKAM	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/AKAM.txt
[2025-12-09T20:15:46.700207] [INFO ] [sig       ] [121/3614] Completed AKAM in 0.3s | 2.85 sym/s | Total: 42.5s | ETA: 20.4m
[2025-12-09T20:15:46.700247] [INFO ] [sig       ] [122/3614] Forecasting AKBA...
[2025-12-09T20:15:46.700276] [INFO ] [sig       ] Generating forecast for: AKBA
[2025-12-09T20:15:46.700305] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AKBA' from 'https://tdm.silogroup.org/data/derivative_storage/AKBA.csv'.
[2025-12-09T20:15:46.711701] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AKBA'.
[2025-12-09T20:15:46.711994] [INFO ] [FORECASTER] Starting predict_future for AKBA
[2025-12-09T20:15:46.712778] [DEBUG] [LOCAL     ] No optimal features file found for AKBA: ./output/feature-sets/AKBA.txt
[2025-12-09T20:15:46.712830] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:15:46.712861] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:15:46.712888] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:15:46.712943] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:15:46.769949] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:15:46.770607] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:15:46.770711] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:15:46.770744] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:15:46.893636] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:15:46.893775] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:15:46.893817] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:15:46.893846] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:15:46.897291] [DEBUG] [FORECASTER] AKBA: Forecast T+1@11:T+2@11: UP (p=54.54%)
[2025-12-09T20:15:46.897612] [INFO ] [FORECASTER] Completed predict_future for AKBA
[2025-12-09T20:15:46.897747] [INFO ] [sig       ] AKBA: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:15:47.036423] [INFO ] [LOCAL     ] Saved forecast: AKBA	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/AKBA.txt
[2025-12-09T20:15:47.036545] [INFO ] [sig       ] [122/3614] Completed AKBA in 0.3s | 2.85 sym/s | Total: 42.8s | ETA: 20.4m
[2025-12-09T20:15:47.036599] [INFO ] [sig       ] [123/3614] Forecasting AL...
[2025-12-09T20:15:47.036631] [INFO ] [sig       ] Generating forecast for: AL
[2025-12-09T20:15:47.036661] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AL' from 'https://tdm.silogroup.org/data/derivative_storage/AL.csv'.
[2025-12-09T20:15:47.047948] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AL'.
[2025-12-09T20:15:47.048245] [INFO ] [FORECASTER] Starting predict_future for AL
[2025-12-09T20:15:47.049050] [DEBUG] [LOCAL     ] No optimal features file found for AL: ./output/feature-sets/AL.txt
[2025-12-09T20:15:47.049103] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:15:47.049136] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:15:47.049162] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:15:47.049230] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:15:47.107158] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:15:47.107836] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:15:47.107913] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:15:47.107945] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:15:47.232027] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:15:47.232156] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:15:47.232195] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:15:47.232223] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:15:47.235557] [DEBUG] [FORECASTER] AL: Forecast T+1@11:T+2@11: UP (p=76.11%)
[2025-12-09T20:15:47.235848] [INFO ] [FORECASTER] Completed predict_future for AL
[2025-12-09T20:15:47.235977] [INFO ] [sig       ] AL: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:15:47.374477] [INFO ] [LOCAL     ] Saved forecast: AL	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/AL.txt
[2025-12-09T20:15:47.374606] [INFO ] [sig       ] [123/3614] Completed AL in 0.3s | 2.85 sym/s | Total: 43.2s | ETA: 20.4m
[2025-12-09T20:15:47.374647] [INFO ] [sig       ] [124/3614] Forecasting ALAB...
[2025-12-09T20:15:47.374675] [INFO ] [sig       ] Generating forecast for: ALAB
[2025-12-09T20:15:47.374705] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALAB' from 'https://tdm.silogroup.org/data/derivative_storage/ALAB.csv'.
[2025-12-09T20:15:47.388982] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALAB'.
[2025-12-09T20:15:47.389265] [INFO ] [FORECASTER] Starting predict_future for ALAB
[2025-12-09T20:15:47.390057] [DEBUG] [LOCAL     ] No optimal features file found for ALAB: ./output/feature-sets/ALAB.txt
[2025-12-09T20:15:47.390109] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:15:47.390139] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:15:47.390165] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:15:47.390226] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:15:47.447787] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:15:47.448388] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:15:47.448463] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:15:47.448494] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:15:47.571189] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:15:47.571321] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:15:47.571359] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:15:47.571387] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:15:47.574785] [DEBUG] [FORECASTER] ALAB: Forecast T+1@11:T+2@11: UP (p=91.21%)
[2025-12-09T20:15:47.575055] [INFO ] [FORECASTER] Completed predict_future for ALAB
[2025-12-09T20:15:47.575183] [INFO ] [sig       ] ALAB: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:15:47.715031] [INFO ] [LOCAL     ] Saved forecast: ALAB	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/ALAB.txt
[2025-12-09T20:15:47.715149] [INFO ] [sig       ] [124/3614] Completed ALAB in 0.3s | 2.85 sym/s | Total: 43.5s | ETA: 20.4m
[2025-12-09T20:15:47.715187] [INFO ] [sig       ] [125/3614] Forecasting ALB...
[2025-12-09T20:15:47.715216] [INFO ] [sig       ] Generating forecast for: ALB
[2025-12-09T20:15:47.715245] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALB' from 'https://tdm.silogroup.org/data/derivative_storage/ALB.csv'.
[2025-12-09T20:15:47.727160] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALB'.
[2025-12-09T20:15:47.727442] [INFO ] [FORECASTER] Starting predict_future for ALB
[2025-12-09T20:15:47.728251] [DEBUG] [LOCAL     ] No optimal features file found for ALB: ./output/feature-sets/ALB.txt
[2025-12-09T20:15:47.728315] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:15:47.728348] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:15:47.728374] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:15:47.728431] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:15:47.785593] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:15:47.786192] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:15:47.786265] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:15:47.786297] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:15:47.909206] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:15:47.909335] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:15:47.909373] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:15:47.909402] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:15:47.912755] [DEBUG] [FORECASTER] ALB: Forecast T+1@11:T+2@11: DOWN (p=4.54%)
[2025-12-09T20:15:47.913026] [INFO ] [FORECASTER] Completed predict_future for ALB
[2025-12-09T20:15:47.913155] [INFO ] [sig       ] ALB: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:15:48.051149] [INFO ] [LOCAL     ] Saved forecast: ALB	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/ALB.txt
[2025-12-09T20:15:48.051291] [INFO ] [sig       ] [125/3614] Completed ALB in 0.3s | 2.85 sym/s | Total: 43.8s | ETA: 20.4m
[2025-12-09T20:15:48.051332] [INFO ] [sig       ] [126/3614] Forecasting ALC...
[2025-12-09T20:15:48.051362] [INFO ] [sig       ] Generating forecast for: ALC
[2025-12-09T20:15:48.051392] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALC' from 'https://tdm.silogroup.org/data/derivative_storage/ALC.csv'.
[2025-12-09T20:15:48.062472] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALC'.
[2025-12-09T20:15:48.062764] [INFO ] [FORECASTER] Starting predict_future for ALC
[2025-12-09T20:15:48.063532] [DEBUG] [LOCAL     ] No optimal features file found for ALC: ./output/feature-sets/ALC.txt
[2025-12-09T20:15:48.063601] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:15:48.063635] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:15:48.063661] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:15:48.063718] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:15:48.120795] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:15:48.121416] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:15:48.121492] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:15:48.121523] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:15:48.240758] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:15:48.240933] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:15:48.240974] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:15:48.241003] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:15:48.244464] [DEBUG] [FORECASTER] ALC: Forecast T+1@11:T+2@11: DOWN (p=11.74%)
[2025-12-09T20:15:48.244750] [INFO ] [FORECASTER] Completed predict_future for ALC
[2025-12-09T20:15:48.244877] [INFO ] [sig       ] ALC: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:15:48.385316] [INFO ] [LOCAL     ] Saved forecast: ALC	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/ALC.txt
[2025-12-09T20:15:48.385444] [INFO ] [sig       ] [126/3614] Completed ALC in 0.3s | 2.85 sym/s | Total: 44.2s | ETA: 20.4m
[2025-12-09T20:15:48.385483] [INFO ] [sig       ] [127/3614] Forecasting ALCO...
[2025-12-09T20:15:48.385513] [INFO ] [sig       ] Generating forecast for: ALCO
[2025-12-09T20:15:48.385544] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALCO' from 'https://tdm.silogroup.org/data/derivative_storage/ALCO.csv'.
[2025-12-09T20:15:48.396672] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALCO'.
[2025-12-09T20:15:48.396979] [INFO ] [FORECASTER] Starting predict_future for ALCO
[2025-12-09T20:15:48.397806] [DEBUG] [LOCAL     ] No optimal features file found for ALCO: ./output/feature-sets/ALCO.txt
[2025-12-09T20:15:48.397857] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:15:48.397888] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:15:48.397914] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:15:48.397970] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:15:48.460188] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:15:48.461185] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:15:48.461284] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:15:48.461330] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:15:48.589885] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:15:48.590043] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:15:48.590083] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:15:48.590111] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:15:48.593611] [DEBUG] [FORECASTER] ALCO: Forecast T+1@11:T+2@11: DOWN (p=30.37%)
[2025-12-09T20:15:48.593923] [INFO ] [FORECASTER] Completed predict_future for ALCO
[2025-12-09T20:15:48.594063] [INFO ] [sig       ] ALCO: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:15:48.737962] [INFO ] [LOCAL     ] Saved forecast: ALCO	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/ALCO.txt
[2025-12-09T20:15:48.738118] [INFO ] [sig       ] [127/3614] Completed ALCO in 0.4s | 2.85 sym/s | Total: 44.5s | ETA: 20.4m
[2025-12-09T20:15:48.738157] [INFO ] [sig       ] [128/3614] Forecasting ALDX...
[2025-12-09T20:15:48.738186] [INFO ] [sig       ] Generating forecast for: ALDX
[2025-12-09T20:15:48.738217] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALDX' from 'https://tdm.silogroup.org/data/derivative_storage/ALDX.csv'.
[2025-12-09T20:15:48.750270] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALDX'.
[2025-12-09T20:15:48.750646] [INFO ] [FORECASTER] Starting predict_future for ALDX
[2025-12-09T20:15:48.751427] [DEBUG] [LOCAL     ] No optimal features file found for ALDX: ./output/feature-sets/ALDX.txt
[2025-12-09T20:15:48.751478] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:15:48.751510] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:15:48.751536] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:15:48.751611] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:15:48.809707] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:15:48.810537] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:15:48.810637] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:15:48.810670] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:15:48.931608] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:15:48.931747] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:15:48.931786] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:15:48.931815] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:15:48.935154] [DEBUG] [FORECASTER] ALDX: Forecast T+1@11:T+2@11: UP (p=82.63%)
[2025-12-09T20:15:48.935421] [INFO ] [FORECASTER] Completed predict_future for ALDX
[2025-12-09T20:15:48.935548] [INFO ] [sig       ] ALDX: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:15:49.078590] [INFO ] [LOCAL     ] Saved forecast: ALDX	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/ALDX.txt
[2025-12-09T20:15:49.078720] [INFO ] [sig       ] [128/3614] Completed ALDX in 0.3s | 2.85 sym/s | Total: 44.9s | ETA: 20.4m
[2025-12-09T20:15:49.078759] [INFO ] [sig       ] [129/3614] Forecasting ALE...
[2025-12-09T20:15:49.078791] [INFO ] [sig       ] Generating forecast for: ALE
[2025-12-09T20:15:49.078827] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALE' from 'https://tdm.silogroup.org/data/derivative_storage/ALE.csv'.
[2025-12-09T20:15:49.090087] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALE'.
[2025-12-09T20:15:49.090386] [INFO ] [FORECASTER] Starting predict_future for ALE
[2025-12-09T20:15:49.091176] [DEBUG] [LOCAL     ] No optimal features file found for ALE: ./output/feature-sets/ALE.txt
[2025-12-09T20:15:49.091227] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:15:49.091291] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:15:49.091319] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:15:49.091375] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:15:49.149330] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:15:49.149982] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:15:49.150060] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:15:49.150093] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:15:49.272708] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:15:49.272860] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:15:49.272901] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:15:49.272929] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:15:49.276361] [DEBUG] [FORECASTER] ALE: Forecast T+1@11:T+2@11: UP (p=93.76%)
[2025-12-09T20:15:49.276666] [INFO ] [FORECASTER] Completed predict_future for ALE
[2025-12-09T20:15:49.276802] [INFO ] [sig       ] ALE: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:15:49.415922] [INFO ] [LOCAL     ] Saved forecast: ALE	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/ALE.txt
[2025-12-09T20:15:49.416045] [INFO ] [sig       ] [129/3614] Completed ALE in 0.3s | 2.85 sym/s | Total: 45.2s | ETA: 20.4m
[2025-12-09T20:15:49.416084] [INFO ] [sig       ] [130/3614] Forecasting ALEC...
[2025-12-09T20:15:49.416113] [INFO ] [sig       ] Generating forecast for: ALEC
[2025-12-09T20:15:49.416142] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALEC' from 'https://tdm.silogroup.org/data/derivative_storage/ALEC.csv'.
[2025-12-09T20:15:49.427359] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALEC'.
[2025-12-09T20:15:49.427682] [INFO ] [FORECASTER] Starting predict_future for ALEC
[2025-12-09T20:15:49.428441] [DEBUG] [LOCAL     ] No optimal features file found for ALEC: ./output/feature-sets/ALEC.txt
[2025-12-09T20:15:49.428492] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:15:49.428523] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:15:49.428549] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:15:49.428625] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:15:49.485674] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:15:49.486301] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:15:49.486376] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:15:49.486407] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:15:49.611289] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:15:49.611434] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:15:49.611475] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:15:49.611503] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:15:49.614928] [DEBUG] [FORECASTER] ALEC: Forecast T+1@11:T+2@11: DOWN (p=3.48%)
[2025-12-09T20:15:49.615219] [INFO ] [FORECASTER] Completed predict_future for ALEC
[2025-12-09T20:15:49.615346] [INFO ] [sig       ] ALEC: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:15:49.806261] [INFO ] [LOCAL     ] Saved forecast: ALEC	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/ALEC.txt
[2025-12-09T20:15:49.806401] [INFO ] [sig       ] [130/3614] Completed ALEC in 0.4s | 2.85 sym/s | Total: 45.6s | ETA: 20.4m
[2025-12-09T20:15:49.806440] [INFO ] [sig       ] [131/3614] Forecasting ALEX...
[2025-12-09T20:15:49.806469] [INFO ] [sig       ] Generating forecast for: ALEX
[2025-12-09T20:15:49.806497] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALEX' from 'https://tdm.silogroup.org/data/derivative_storage/ALEX.csv'.
[2025-12-09T20:15:49.819105] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALEX'.
[2025-12-09T20:15:49.819518] [INFO ] [FORECASTER] Starting predict_future for ALEX
[2025-12-09T20:15:49.820420] [DEBUG] [LOCAL     ] No optimal features file found for ALEX: ./output/feature-sets/ALEX.txt
[2025-12-09T20:15:49.820474] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:15:49.820508] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:15:49.820535] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:15:49.820617] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:15:49.878703] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:15:49.879616] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:15:49.879699] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:15:49.879731] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:15:50.000346] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:15:50.000515] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:15:50.000557] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:15:50.000605] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:15:50.004075] [DEBUG] [FORECASTER] ALEX: Forecast T+1@11:T+2@11: UP (p=90.90%)
[2025-12-09T20:15:50.004360] [INFO ] [FORECASTER] Completed predict_future for ALEX
[2025-12-09T20:15:50.004494] [INFO ] [sig       ] ALEX: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:15:50.146135] [INFO ] [LOCAL     ] Saved forecast: ALEX	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/ALEX.txt
[2025-12-09T20:15:50.146292] [INFO ] [sig       ] [131/3614] Completed ALEX in 0.3s | 2.85 sym/s | Total: 45.9s | ETA: 20.4m
[2025-12-09T20:15:50.146332] [INFO ] [sig       ] [132/3614] Forecasting ALG...
[2025-12-09T20:15:50.146362] [INFO ] [sig       ] Generating forecast for: ALG
[2025-12-09T20:15:50.146392] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALG' from 'https://tdm.silogroup.org/data/derivative_storage/ALG.csv'.
[2025-12-09T20:15:50.157878] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALG'.
[2025-12-09T20:15:50.158244] [INFO ] [FORECASTER] Starting predict_future for ALG
[2025-12-09T20:15:50.159059] [DEBUG] [LOCAL     ] No optimal features file found for ALG: ./output/feature-sets/ALG.txt
[2025-12-09T20:15:50.159111] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:15:50.159143] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:15:50.159168] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:15:50.159224] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:15:50.215750] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:15:50.216641] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:15:50.216724] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:15:50.216758] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:15:50.336050] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:15:50.336222] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:15:50.336263] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:15:50.336337] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:15:50.339939] [DEBUG] [FORECASTER] ALG: Forecast T+1@11:T+2@11: UP (p=58.08%)
[2025-12-09T20:15:50.340227] [INFO ] [FORECASTER] Completed predict_future for ALG
[2025-12-09T20:15:50.340356] [INFO ] [sig       ] ALG: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:15:50.480696] [INFO ] [LOCAL     ] Saved forecast: ALG	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/ALG.txt
[2025-12-09T20:15:50.480854] [INFO ] [sig       ] [132/3614] Completed ALG in 0.3s | 2.85 sym/s | Total: 46.3s | ETA: 20.3m
[2025-12-09T20:15:50.480900] [INFO ] [sig       ] [133/3614] Forecasting ALGM...
[2025-12-09T20:15:50.480935] [INFO ] [sig       ] Generating forecast for: ALGM
[2025-12-09T20:15:50.480972] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALGM' from 'https://tdm.silogroup.org/data/derivative_storage/ALGM.csv'.
[2025-12-09T20:15:50.492449] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALGM'.
[2025-12-09T20:15:50.492779] [INFO ] [FORECASTER] Starting predict_future for ALGM
[2025-12-09T20:15:50.493614] [DEBUG] [LOCAL     ] No optimal features file found for ALGM: ./output/feature-sets/ALGM.txt
[2025-12-09T20:15:50.493667] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:15:50.493699] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:15:50.493727] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:15:50.493784] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:15:50.550932] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:15:50.551546] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:15:50.551640] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:15:50.551672] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:15:50.673160] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:15:50.673308] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:15:50.673349] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:15:50.673378] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:15:50.676758] [DEBUG] [FORECASTER] ALGM: Forecast T+1@11:T+2@11: DOWN (p=13.29%)
[2025-12-09T20:15:50.677028] [INFO ] [FORECASTER] Completed predict_future for ALGM
[2025-12-09T20:15:50.677157] [INFO ] [sig       ] ALGM: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:15:50.818464] [INFO ] [LOCAL     ] Saved forecast: ALGM	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/ALGM.txt
[2025-12-09T20:15:50.818623] [INFO ] [sig       ] [133/3614] Completed ALGM in 0.3s | 2.85 sym/s | Total: 46.6s | ETA: 20.3m
[2025-12-09T20:15:50.818669] [INFO ] [sig       ] [134/3614] Forecasting ALGN...
[2025-12-09T20:15:50.818701] [INFO ] [sig       ] Generating forecast for: ALGN
[2025-12-09T20:15:50.818736] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALGN' from 'https://tdm.silogroup.org/data/derivative_storage/ALGN.csv'.
[2025-12-09T20:15:50.831138] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALGN'.
[2025-12-09T20:15:50.831445] [INFO ] [FORECASTER] Starting predict_future for ALGN
[2025-12-09T20:15:50.832281] [DEBUG] [LOCAL     ] No optimal features file found for ALGN: ./output/feature-sets/ALGN.txt
[2025-12-09T20:15:50.832335] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:15:50.832367] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:15:50.832394] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:15:50.832453] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:15:50.891848] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:15:50.892508] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:15:50.892604] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:15:50.892641] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:15:51.009805] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:15:51.009957] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:15:51.009998] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:15:51.010029] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:15:51.013900] [DEBUG] [FORECASTER] ALGN: Forecast T+1@11:T+2@11: DOWN (p=2.61%)
[2025-12-09T20:15:51.014180] [INFO ] [FORECASTER] Completed predict_future for ALGN
[2025-12-09T20:15:51.014315] [INFO ] [sig       ] ALGN: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:15:51.151055] [INFO ] [LOCAL     ] Saved forecast: ALGN	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/ALGN.txt
[2025-12-09T20:15:51.151179] [INFO ] [sig       ] [134/3614] Completed ALGN in 0.3s | 2.85 sym/s | Total: 46.9s | ETA: 20.3m
[2025-12-09T20:15:51.151218] [INFO ] [sig       ] [135/3614] Forecasting ALGS...
[2025-12-09T20:15:51.151247] [INFO ] [sig       ] Generating forecast for: ALGS
[2025-12-09T20:15:51.151276] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALGS' from 'https://tdm.silogroup.org/data/derivative_storage/ALGS.csv'.
[2025-12-09T20:15:51.162808] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALGS'.
[2025-12-09T20:15:51.163097] [INFO ] [FORECASTER] Starting predict_future for ALGS
[2025-12-09T20:15:51.163964] [DEBUG] [LOCAL     ] No optimal features file found for ALGS: ./output/feature-sets/ALGS.txt
[2025-12-09T20:15:51.164017] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:15:51.164049] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:15:51.164077] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:15:51.164133] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:15:51.221226] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:15:51.221860] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:15:51.221938] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:15:51.221971] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:15:51.343485] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:15:51.343669] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:15:51.343739] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:15:51.343773] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:15:51.347226] [DEBUG] [FORECASTER] ALGS: Forecast T+1@11:T+2@11: DOWN (p=0.36%)
[2025-12-09T20:15:51.347533] [INFO ] [FORECASTER] Completed predict_future for ALGS
[2025-12-09T20:15:51.347683] [INFO ] [sig       ] ALGS: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:15:51.498310] [INFO ] [LOCAL     ] Saved forecast: ALGS	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/ALGS.txt
[2025-12-09T20:15:51.498475] [INFO ] [sig       ] [135/3614] Completed ALGS in 0.3s | 2.86 sym/s | Total: 47.3s | ETA: 20.3m
[2025-12-09T20:15:51.498516] [INFO ] [sig       ] [136/3614] Forecasting ALHC...
[2025-12-09T20:15:51.498548] [INFO ] [sig       ] Generating forecast for: ALHC
[2025-12-09T20:15:51.498597] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALHC' from 'https://tdm.silogroup.org/data/derivative_storage/ALHC.csv'.
[2025-12-09T20:15:51.509903] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALHC'.
[2025-12-09T20:15:51.510196] [INFO ] [FORECASTER] Starting predict_future for ALHC
[2025-12-09T20:15:51.510999] [DEBUG] [LOCAL     ] No optimal features file found for ALHC: ./output/feature-sets/ALHC.txt
[2025-12-09T20:15:51.511052] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:15:51.511094] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:15:51.511123] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:15:51.511178] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:15:51.570240] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:15:51.571037] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:15:51.571118] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:15:51.571150] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:15:51.689592] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:15:51.689740] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:15:51.689788] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:15:51.689824] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:15:51.693326] [DEBUG] [FORECASTER] ALHC: Forecast T+1@11:T+2@11: DOWN (p=13.90%)
[2025-12-09T20:15:51.693630] [INFO ] [FORECASTER] Completed predict_future for ALHC
[2025-12-09T20:15:51.693767] [INFO ] [sig       ] ALHC: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:15:51.837755] [INFO ] [LOCAL     ] Saved forecast: ALHC	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/ALHC.txt
[2025-12-09T20:15:51.837902] [INFO ] [sig       ] [136/3614] Completed ALHC in 0.3s | 2.86 sym/s | Total: 47.6s | ETA: 20.3m
[2025-12-09T20:15:51.837943] [INFO ] [sig       ] [137/3614] Forecasting ALK...
[2025-12-09T20:15:51.837974] [INFO ] [sig       ] Generating forecast for: ALK
[2025-12-09T20:15:51.838003] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALK' from 'https://tdm.silogroup.org/data/derivative_storage/ALK.csv'.
[2025-12-09T20:15:51.849248] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALK'.
[2025-12-09T20:15:51.849550] [INFO ] [FORECASTER] Starting predict_future for ALK
[2025-12-09T20:15:51.850342] [DEBUG] [LOCAL     ] No optimal features file found for ALK: ./output/feature-sets/ALK.txt
[2025-12-09T20:15:51.850393] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:15:51.850424] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:15:51.850451] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:15:51.850506] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:15:51.909288] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:15:51.910032] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:15:51.910112] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:15:51.910144] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:15:52.035503] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:15:52.035665] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:15:52.035709] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:15:52.035741] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:15:52.039397] [DEBUG] [FORECASTER] ALK: Forecast T+1@11:T+2@11: UP (p=73.49%)
[2025-12-09T20:15:52.039716] [INFO ] [FORECASTER] Completed predict_future for ALK
[2025-12-09T20:15:52.039875] [INFO ] [sig       ] ALK: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:15:52.177704] [INFO ] [LOCAL     ] Saved forecast: ALK	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/ALK.txt
[2025-12-09T20:15:52.177829] [INFO ] [sig       ] [137/3614] Completed ALK in 0.3s | 2.86 sym/s | Total: 48.0s | ETA: 20.3m
[2025-12-09T20:15:52.177868] [INFO ] [sig       ] [138/3614] Forecasting ALKS...
[2025-12-09T20:15:52.177896] [INFO ] [sig       ] Generating forecast for: ALKS
[2025-12-09T20:15:52.177926] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALKS' from 'https://tdm.silogroup.org/data/derivative_storage/ALKS.csv'.
[2025-12-09T20:15:52.188706] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALKS'.
[2025-12-09T20:15:52.188990] [INFO ] [FORECASTER] Starting predict_future for ALKS
[2025-12-09T20:15:52.189788] [DEBUG] [LOCAL     ] No optimal features file found for ALKS: ./output/feature-sets/ALKS.txt
[2025-12-09T20:15:52.189839] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:15:52.189871] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:15:52.189897] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:15:52.189952] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:15:52.246504] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:15:52.247135] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:15:52.247211] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:15:52.247242] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:15:52.365599] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:15:52.365726] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:15:52.365765] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:15:52.365793] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:15:52.369140] [DEBUG] [FORECASTER] ALKS: Forecast T+1@11:T+2@11: UP (p=74.80%)
[2025-12-09T20:15:52.369428] [INFO ] [FORECASTER] Completed predict_future for ALKS
[2025-12-09T20:15:52.369563] [INFO ] [sig       ] ALKS: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:15:52.513308] [INFO ] [LOCAL     ] Saved forecast: ALKS	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/ALKS.txt
[2025-12-09T20:15:52.513472] [INFO ] [sig       ] [138/3614] Completed ALKS in 0.3s | 2.86 sym/s | Total: 48.3s | ETA: 20.3m
[2025-12-09T20:15:52.513513] [INFO ] [sig       ] [139/3614] Forecasting ALL...
[2025-12-09T20:15:52.513541] [INFO ] [sig       ] Generating forecast for: ALL
[2025-12-09T20:15:52.513590] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALL' from 'https://tdm.silogroup.org/data/derivative_storage/ALL.csv'.
[2025-12-09T20:15:52.524805] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALL'.
[2025-12-09T20:15:52.525161] [INFO ] [FORECASTER] Starting predict_future for ALL
[2025-12-09T20:15:52.525988] [DEBUG] [LOCAL     ] No optimal features file found for ALL: ./output/feature-sets/ALL.txt
[2025-12-09T20:15:52.526039] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:15:52.526071] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:15:52.526098] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:15:52.526154] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:15:52.585858] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:15:52.586740] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:15:52.586867] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:15:52.586902] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:15:52.705385] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:15:52.705528] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:15:52.705585] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:15:52.705617] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:15:52.709053] [DEBUG] [FORECASTER] ALL: Forecast T+1@11:T+2@11: UP (p=75.73%)
[2025-12-09T20:15:52.709330] [INFO ] [FORECASTER] Completed predict_future for ALL
[2025-12-09T20:15:52.709460] [INFO ] [sig       ] ALL: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:15:52.852477] [INFO ] [LOCAL     ] Saved forecast: ALL	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/ALL.txt
[2025-12-09T20:15:52.852647] [INFO ] [sig       ] [139/3614] Completed ALL in 0.3s | 2.86 sym/s | Total: 48.6s | ETA: 20.3m
[2025-12-09T20:15:52.852697] [INFO ] [sig       ] [140/3614] Forecasting ALLE...
[2025-12-09T20:15:52.852730] [INFO ] [sig       ] Generating forecast for: ALLE
[2025-12-09T20:15:52.852760] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALLE' from 'https://tdm.silogroup.org/data/derivative_storage/ALLE.csv'.
[2025-12-09T20:15:52.864844] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALLE'.
[2025-12-09T20:15:52.865158] [INFO ] [FORECASTER] Starting predict_future for ALLE
[2025-12-09T20:15:52.866018] [DEBUG] [LOCAL     ] No optimal features file found for ALLE: ./output/feature-sets/ALLE.txt
[2025-12-09T20:15:52.866070] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:15:52.866103] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:15:52.866130] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:15:52.866186] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:15:52.925960] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:15:52.926777] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:15:52.926859] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:15:52.926893] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:15:53.050566] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:15:53.050722] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:15:53.050766] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:15:53.050794] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:15:53.054228] [DEBUG] [FORECASTER] ALLE: Forecast T+1@11:T+2@11: UP (p=88.68%)
[2025-12-09T20:15:53.054503] [INFO ] [FORECASTER] Completed predict_future for ALLE
[2025-12-09T20:15:53.054655] [INFO ] [sig       ] ALLE: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:15:53.199863] [INFO ] [LOCAL     ] Saved forecast: ALLE	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/ALLE.txt
[2025-12-09T20:15:53.200012] [INFO ] [sig       ] [140/3614] Completed ALLE in 0.3s | 2.86 sym/s | Total: 49.0s | ETA: 20.3m
[2025-12-09T20:15:53.200052] [INFO ] [sig       ] [141/3614] Forecasting ALLO...
[2025-12-09T20:15:53.200082] [INFO ] [sig       ] Generating forecast for: ALLO
[2025-12-09T20:15:53.200119] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALLO' from 'https://tdm.silogroup.org/data/derivative_storage/ALLO.csv'.
[2025-12-09T20:15:53.211614] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALLO'.
[2025-12-09T20:15:53.211918] [INFO ] [FORECASTER] Starting predict_future for ALLO
[2025-12-09T20:15:53.212723] [DEBUG] [LOCAL     ] No optimal features file found for ALLO: ./output/feature-sets/ALLO.txt
[2025-12-09T20:15:53.212774] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:15:53.212808] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:15:53.212836] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:15:53.212892] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:15:53.270321] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:15:53.270979] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:15:53.271059] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:15:53.271091] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:15:53.390824] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:15:53.390973] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:15:53.391013] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:15:53.391041] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:15:53.394417] [DEBUG] [FORECASTER] ALLO: Forecast T+1@11:T+2@11: DOWN (p=32.66%)
[2025-12-09T20:15:53.394706] [INFO ] [FORECASTER] Completed predict_future for ALLO
[2025-12-09T20:15:53.394855] [INFO ] [sig       ] ALLO: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:15:53.536246] [INFO ] [LOCAL     ] Saved forecast: ALLO	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/ALLO.txt
[2025-12-09T20:15:53.536395] [INFO ] [sig       ] [141/3614] Completed ALLO in 0.3s | 2.86 sym/s | Total: 49.3s | ETA: 20.2m
[2025-12-09T20:15:53.536435] [INFO ] [sig       ] [142/3614] Forecasting ALLY...
[2025-12-09T20:15:53.536464] [INFO ] [sig       ] Generating forecast for: ALLY
[2025-12-09T20:15:53.536494] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALLY' from 'https://tdm.silogroup.org/data/derivative_storage/ALLY.csv'.
[2025-12-09T20:15:53.547388] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALLY'.
[2025-12-09T20:15:53.547740] [INFO ] [FORECASTER] Starting predict_future for ALLY
[2025-12-09T20:15:53.548545] [DEBUG] [LOCAL     ] No optimal features file found for ALLY: ./output/feature-sets/ALLY.txt
[2025-12-09T20:15:53.548617] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:15:53.548652] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:15:53.548678] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:15:53.548735] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:15:53.611342] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:15:53.612472] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:15:53.612604] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:15:53.612657] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:15:53.744333] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:15:53.744489] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:15:53.744529] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:15:53.744558] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:15:53.747999] [DEBUG] [FORECASTER] ALLY: Forecast T+1@11:T+2@11: UP (p=80.83%)
[2025-12-09T20:15:53.748271] [INFO ] [FORECASTER] Completed predict_future for ALLY
[2025-12-09T20:15:53.748401] [INFO ] [sig       ] ALLY: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:15:53.888052] [INFO ] [LOCAL     ] Saved forecast: ALLY	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/ALLY.txt
[2025-12-09T20:15:53.888210] [INFO ] [sig       ] [142/3614] Completed ALLY in 0.4s | 2.86 sym/s | Total: 49.7s | ETA: 20.2m
[2025-12-09T20:15:53.888255] [INFO ] [sig       ] [143/3614] Forecasting ALMS...
[2025-12-09T20:15:53.888299] [INFO ] [sig       ] Generating forecast for: ALMS
[2025-12-09T20:15:53.888336] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALMS' from 'https://tdm.silogroup.org/data/derivative_storage/ALMS.csv'.
[2025-12-09T20:15:53.899114] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALMS'.
[2025-12-09T20:15:53.899391] [INFO ] [FORECASTER] Starting predict_future for ALMS
[2025-12-09T20:15:53.900184] [DEBUG] [LOCAL     ] No optimal features file found for ALMS: ./output/feature-sets/ALMS.txt
[2025-12-09T20:15:53.900235] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:15:53.900267] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:15:53.900294] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:15:53.900350] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:15:53.960050] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:15:53.960927] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:15:53.961010] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:15:53.961044] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:15:54.084612] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:15:54.084757] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:15:54.084814] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:15:54.084844] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:15:54.088294] [DEBUG] [FORECASTER] ALMS: Forecast T+1@11:T+2@11: DOWN (p=0.69%)
[2025-12-09T20:15:54.088587] [INFO ] [FORECASTER] Completed predict_future for ALMS
[2025-12-09T20:15:54.088719] [INFO ] [sig       ] ALMS: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:15:54.228263] [INFO ] [LOCAL     ] Saved forecast: ALMS	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/ALMS.txt
[2025-12-09T20:15:54.228390] [INFO ] [sig       ] [143/3614] Completed ALMS in 0.3s | 2.86 sym/s | Total: 50.0s | ETA: 20.2m
[2025-12-09T20:15:54.228430] [INFO ] [sig       ] [144/3614] Forecasting ALNY...
[2025-12-09T20:15:54.228460] [INFO ] [sig       ] Generating forecast for: ALNY
[2025-12-09T20:15:54.228488] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALNY' from 'https://tdm.silogroup.org/data/derivative_storage/ALNY.csv'.
[2025-12-09T20:15:54.239651] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALNY'.
[2025-12-09T20:15:54.239935] [INFO ] [FORECASTER] Starting predict_future for ALNY
[2025-12-09T20:15:54.240920] [DEBUG] [LOCAL     ] No optimal features file found for ALNY: ./output/feature-sets/ALNY.txt
[2025-12-09T20:15:54.240971] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:15:54.241003] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:15:54.241215] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:15:54.241270] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:15:54.304322] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:15:54.305086] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:15:54.305168] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:15:54.305202] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:15:54.423016] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:15:54.423186] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:15:54.423231] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:15:54.423260] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:15:54.426839] [DEBUG] [FORECASTER] ALNY: Forecast T+1@11:T+2@11: UP (p=56.98%)
[2025-12-09T20:15:54.427152] [INFO ] [FORECASTER] Completed predict_future for ALNY
[2025-12-09T20:15:54.427289] [INFO ] [sig       ] ALNY: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:15:54.567700] [INFO ] [LOCAL     ] Saved forecast: ALNY	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/ALNY.txt
[2025-12-09T20:15:54.567867] [INFO ] [sig       ] [144/3614] Completed ALNY in 0.3s | 2.86 sym/s | Total: 50.4s | ETA: 20.2m
[2025-12-09T20:15:54.567915] [INFO ] [sig       ] [145/3614] Forecasting ALRM...
[2025-12-09T20:15:54.567951] [INFO ] [sig       ] Generating forecast for: ALRM
[2025-12-09T20:15:54.567987] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALRM' from 'https://tdm.silogroup.org/data/derivative_storage/ALRM.csv'.
[2025-12-09T20:15:54.579036] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALRM'.
[2025-12-09T20:15:54.579360] [INFO ] [FORECASTER] Starting predict_future for ALRM
[2025-12-09T20:15:54.580171] [DEBUG] [LOCAL     ] No optimal features file found for ALRM: ./output/feature-sets/ALRM.txt
[2025-12-09T20:15:54.580223] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:15:54.580256] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:15:54.580283] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:15:54.580339] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:15:54.637280] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:15:54.638054] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:15:54.638150] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:15:54.638185] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:15:54.764511] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:15:54.764678] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:15:54.764718] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:15:54.764747] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:15:54.768179] [DEBUG] [FORECASTER] ALRM: Forecast T+1@11:T+2@11: UP (p=90.25%)
[2025-12-09T20:15:54.768446] [INFO ] [FORECASTER] Completed predict_future for ALRM
[2025-12-09T20:15:54.768589] [INFO ] [sig       ] ALRM: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:15:54.910098] [INFO ] [LOCAL     ] Saved forecast: ALRM	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/ALRM.txt
[2025-12-09T20:15:54.910228] [INFO ] [sig       ] [145/3614] Completed ALRM in 0.3s | 2.86 sym/s | Total: 50.7s | ETA: 20.2m
[2025-12-09T20:15:54.910267] [INFO ] [sig       ] [146/3614] Forecasting ALRS...
[2025-12-09T20:15:54.910295] [INFO ] [sig       ] Generating forecast for: ALRS
[2025-12-09T20:15:54.910326] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALRS' from 'https://tdm.silogroup.org/data/derivative_storage/ALRS.csv'.
[2025-12-09T20:15:54.921447] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALRS'.
[2025-12-09T20:15:54.921738] [INFO ] [FORECASTER] Starting predict_future for ALRS
[2025-12-09T20:15:54.922505] [DEBUG] [LOCAL     ] No optimal features file found for ALRS: ./output/feature-sets/ALRS.txt
[2025-12-09T20:15:54.922557] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:15:54.922631] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:15:54.922660] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:15:54.922718] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:15:54.981139] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:15:54.981971] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:15:54.982052] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:15:54.982085] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:15:55.112403] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:15:55.112547] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:15:55.112610] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:15:55.112641] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:15:55.116079] [DEBUG] [FORECASTER] ALRS: Forecast T+1@11:T+2@11: UP (p=90.84%)
[2025-12-09T20:15:55.116351] [INFO ] [FORECASTER] Completed predict_future for ALRS
[2025-12-09T20:15:55.116477] [INFO ] [sig       ] ALRS: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:15:55.257476] [INFO ] [LOCAL     ] Saved forecast: ALRS	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/ALRS.txt
[2025-12-09T20:15:55.257628] [INFO ] [sig       ] [146/3614] Completed ALRS in 0.3s | 2.86 sym/s | Total: 51.0s | ETA: 20.2m
[2025-12-09T20:15:55.257670] [INFO ] [sig       ] [147/3614] Forecasting ALSN...
[2025-12-09T20:15:55.257698] [INFO ] [sig       ] Generating forecast for: ALSN
[2025-12-09T20:15:55.257726] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALSN' from 'https://tdm.silogroup.org/data/derivative_storage/ALSN.csv'.
[2025-12-09T20:15:55.270430] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALSN'.
[2025-12-09T20:15:55.270843] [INFO ] [FORECASTER] Starting predict_future for ALSN
[2025-12-09T20:15:55.271699] [DEBUG] [LOCAL     ] No optimal features file found for ALSN: ./output/feature-sets/ALSN.txt
[2025-12-09T20:15:55.271752] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:15:55.271796] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:15:55.271826] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:15:55.271884] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:15:55.332853] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:15:55.333529] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:15:55.333626] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:15:55.333661] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:15:55.446826] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:15:55.446963] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:15:55.447004] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:15:55.447033] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:15:55.450454] [DEBUG] [FORECASTER] ALSN: Forecast T+1@11:T+2@11: UP (p=72.04%)
[2025-12-09T20:15:55.450779] [INFO ] [FORECASTER] Completed predict_future for ALSN
[2025-12-09T20:15:55.450924] [INFO ] [sig       ] ALSN: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:15:55.590596] [INFO ] [LOCAL     ] Saved forecast: ALSN	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/ALSN.txt
[2025-12-09T20:15:55.590747] [INFO ] [sig       ] [147/3614] Completed ALSN in 0.3s | 2.86 sym/s | Total: 51.4s | ETA: 20.2m
[2025-12-09T20:15:55.590787] [INFO ] [sig       ] [148/3614] Forecasting ALTS...
[2025-12-09T20:15:55.590817] [INFO ] [sig       ] Generating forecast for: ALTS
[2025-12-09T20:15:55.590847] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALTS' from 'https://tdm.silogroup.org/data/derivative_storage/ALTS.csv'.
[2025-12-09T20:15:55.602201] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALTS'.
[2025-12-09T20:15:55.602487] [INFO ] [FORECASTER] Starting predict_future for ALTS
[2025-12-09T20:15:55.603359] [DEBUG] [LOCAL     ] No optimal features file found for ALTS: ./output/feature-sets/ALTS.txt
[2025-12-09T20:15:55.603413] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:15:55.603448] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:15:55.603476] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:15:55.603534] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:15:55.662069] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:15:55.662724] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:15:55.662803] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:15:55.662835] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:15:55.786437] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:15:55.786602] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:15:55.786646] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:15:55.786676] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:15:55.790262] [DEBUG] [FORECASTER] ALTS: Forecast T+1@11:T+2@11: DOWN (p=15.93%)
[2025-12-09T20:15:55.790552] [INFO ] [FORECASTER] Completed predict_future for ALTS
[2025-12-09T20:15:55.790701] [INFO ] [sig       ] ALTS: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:15:55.935123] [INFO ] [LOCAL     ] Saved forecast: ALTS	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/ALTS.txt
[2025-12-09T20:15:55.935282] [INFO ] [sig       ] [148/3614] Completed ALTS in 0.3s | 2.86 sym/s | Total: 51.7s | ETA: 20.2m
[2025-12-09T20:15:55.935321] [INFO ] [sig       ] [149/3614] Forecasting ALTY...
[2025-12-09T20:15:55.935351] [INFO ] [sig       ] Generating forecast for: ALTY
[2025-12-09T20:15:55.935382] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALTY' from 'https://tdm.silogroup.org/data/derivative_storage/ALTY.csv'.
[2025-12-09T20:15:55.946273] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALTY'.
[2025-12-09T20:15:55.946619] [INFO ] [FORECASTER] Starting predict_future for ALTY
[2025-12-09T20:15:55.947432] [DEBUG] [LOCAL     ] No optimal features file found for ALTY: ./output/feature-sets/ALTY.txt
[2025-12-09T20:15:55.947513] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:15:55.947547] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:15:55.947592] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:15:55.947652] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:15:56.006960] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:15:56.007643] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:15:56.007729] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:15:56.007763] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:15:56.112344] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:15:56.112498] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:15:56.112541] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:15:56.112617] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:15:56.116194] [DEBUG] [FORECASTER] ALTY: Forecast T+1@11:T+2@11: UP (p=85.26%)
[2025-12-09T20:15:56.116476] [INFO ] [FORECASTER] Completed predict_future for ALTY
[2025-12-09T20:15:56.116628] [INFO ] [sig       ] ALTY: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:15:56.256337] [INFO ] [LOCAL     ] Saved forecast: ALTY	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/ALTY.txt
[2025-12-09T20:15:56.256468] [INFO ] [sig       ] [149/3614] Completed ALTY in 0.3s | 2.86 sym/s | Total: 52.0s | ETA: 20.2m
[2025-12-09T20:15:56.256508] [INFO ] [sig       ] [150/3614] Forecasting ALVO...
[2025-12-09T20:15:56.256538] [INFO ] [sig       ] Generating forecast for: ALVO
[2025-12-09T20:15:56.256568] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALVO' from 'https://tdm.silogroup.org/data/derivative_storage/ALVO.csv'.
[2025-12-09T20:15:56.267558] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALVO'.
[2025-12-09T20:15:56.267874] [INFO ] [FORECASTER] Starting predict_future for ALVO
[2025-12-09T20:15:56.268672] [DEBUG] [LOCAL     ] No optimal features file found for ALVO: ./output/feature-sets/ALVO.txt
[2025-12-09T20:15:56.268724] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:15:56.268755] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:15:56.268782] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:15:56.268838] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:15:56.325608] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:15:56.326240] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:15:56.326318] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:15:56.326349] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:15:56.445215] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:15:56.445351] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:15:56.445391] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:15:56.445419] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:15:56.448959] [DEBUG] [FORECASTER] ALVO: Forecast T+1@11:T+2@11: UP (p=53.52%)
[2025-12-09T20:15:56.449229] [INFO ] [FORECASTER] Completed predict_future for ALVO
[2025-12-09T20:15:56.449356] [INFO ] [sig       ] ALVO: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:15:56.592649] [INFO ] [LOCAL     ] Saved forecast: ALVO	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/ALVO.txt
[2025-12-09T20:15:56.592789] [INFO ] [sig       ] [150/3614] Completed ALVO in 0.3s | 2.86 sym/s | Total: 52.4s | ETA: 20.2m
[2025-12-09T20:15:56.592827] [INFO ] [sig       ] [151/3614] Forecasting ALX...
[2025-12-09T20:15:56.592863] [INFO ] [sig       ] Generating forecast for: ALX
[2025-12-09T20:15:56.592893] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALX' from 'https://tdm.silogroup.org/data/derivative_storage/ALX.csv'.
[2025-12-09T20:15:56.605369] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALX'.
[2025-12-09T20:15:56.605740] [INFO ] [FORECASTER] Starting predict_future for ALX
[2025-12-09T20:15:56.606528] [DEBUG] [LOCAL     ] No optimal features file found for ALX: ./output/feature-sets/ALX.txt
[2025-12-09T20:15:56.606602] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:15:56.606638] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:15:56.606666] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:15:56.606722] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:15:56.665464] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:15:56.666288] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:15:56.666369] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:15:56.666402] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:15:56.781042] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:15:56.781190] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:15:56.781234] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:15:56.781263] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:15:56.784815] [DEBUG] [FORECASTER] ALX: Forecast T+1@11:T+2@11: DOWN (p=33.75%)
[2025-12-09T20:15:56.785098] [INFO ] [FORECASTER] Completed predict_future for ALX
[2025-12-09T20:15:56.785230] [INFO ] [sig       ] ALX: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:15:56.924701] [INFO ] [LOCAL     ] Saved forecast: ALX	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/ALX.txt
[2025-12-09T20:15:56.924843] [INFO ] [sig       ] [151/3614] Completed ALX in 0.3s | 2.86 sym/s | Total: 52.7s | ETA: 20.1m
[2025-12-09T20:15:56.924882] [INFO ] [sig       ] [152/3614] Forecasting ALXO...
[2025-12-09T20:15:56.924912] [INFO ] [sig       ] Generating forecast for: ALXO
[2025-12-09T20:15:56.924943] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALXO' from 'https://tdm.silogroup.org/data/derivative_storage/ALXO.csv'.
[2025-12-09T20:15:56.940066] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALXO'.
[2025-12-09T20:15:56.940506] [INFO ] [FORECASTER] Starting predict_future for ALXO
[2025-12-09T20:15:56.941492] [DEBUG] [LOCAL     ] No optimal features file found for ALXO: ./output/feature-sets/ALXO.txt
[2025-12-09T20:15:56.941555] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:15:56.941622] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:15:56.941657] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:15:56.941735] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:15:57.001393] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:15:57.002237] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:15:57.002319] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:15:57.002352] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:15:57.121660] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:15:57.121813] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:15:57.121853] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:15:57.121880] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:15:57.125339] [DEBUG] [FORECASTER] ALXO: Forecast T+1@11:T+2@11: DOWN (p=34.05%)
[2025-12-09T20:15:57.125660] [INFO ] [FORECASTER] Completed predict_future for ALXO
[2025-12-09T20:15:57.125793] [INFO ] [sig       ] ALXO: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:15:57.265886] [INFO ] [LOCAL     ] Saved forecast: ALXO	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/ALXO.txt
[2025-12-09T20:15:57.266052] [INFO ] [sig       ] [152/3614] Completed ALXO in 0.3s | 2.87 sym/s | Total: 53.1s | ETA: 20.1m
[2025-12-09T20:15:57.266091] [INFO ] [sig       ] [153/3614] Forecasting ALZN...
[2025-12-09T20:15:57.266120] [INFO ] [sig       ] Generating forecast for: ALZN
[2025-12-09T20:15:57.266151] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALZN' from 'https://tdm.silogroup.org/data/derivative_storage/ALZN.csv'.
[2025-12-09T20:15:57.277019] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALZN'.
[2025-12-09T20:15:57.277364] [INFO ] [FORECASTER] Starting predict_future for ALZN
[2025-12-09T20:15:57.278188] [DEBUG] [LOCAL     ] No optimal features file found for ALZN: ./output/feature-sets/ALZN.txt
[2025-12-09T20:15:57.278240] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:15:57.278271] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:15:57.278298] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:15:57.278352] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:15:57.338518] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:15:57.339412] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:15:57.339497] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:15:57.339531] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:15:57.457725] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:15:57.457882] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:15:57.457930] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:15:57.457964] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:15:57.461350] [DEBUG] [FORECASTER] ALZN: Forecast T+1@11:T+2@11: UP (p=55.41%)
[2025-12-09T20:15:57.461645] [INFO ] [FORECASTER] Completed predict_future for ALZN
[2025-12-09T20:15:57.461777] [INFO ] [sig       ] ALZN: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:15:57.600952] [INFO ] [LOCAL     ] Saved forecast: ALZN	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/ALZN.txt
[2025-12-09T20:15:57.601112] [INFO ] [sig       ] [153/3614] Completed ALZN in 0.3s | 2.87 sym/s | Total: 53.4s | ETA: 20.1m
[2025-12-09T20:15:57.601153] [INFO ] [sig       ] [154/3614] Forecasting AM...
[2025-12-09T20:15:57.601184] [INFO ] [sig       ] Generating forecast for: AM
[2025-12-09T20:15:57.601214] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AM' from 'https://tdm.silogroup.org/data/derivative_storage/AM.csv'.
[2025-12-09T20:15:57.613526] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AM'.
[2025-12-09T20:15:57.613959] [INFO ] [FORECASTER] Starting predict_future for AM
[2025-12-09T20:15:57.614880] [DEBUG] [LOCAL     ] No optimal features file found for AM: ./output/feature-sets/AM.txt
[2025-12-09T20:15:57.614942] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:15:57.614974] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:15:57.615001] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:15:57.615058] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:15:57.671129] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:15:57.672003] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:15:57.672090] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:15:57.672123] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:15:57.789232] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:15:57.789384] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:15:57.789424] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:15:57.789469] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:15:57.792928] [DEBUG] [FORECASTER] AM: Forecast T+1@11:T+2@11: DOWN (p=10.83%)
[2025-12-09T20:15:57.793210] [INFO ] [FORECASTER] Completed predict_future for AM
[2025-12-09T20:15:57.793342] [INFO ] [sig       ] AM: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:15:57.933233] [INFO ] [LOCAL     ] Saved forecast: AM	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/AM.txt
[2025-12-09T20:15:57.933391] [INFO ] [sig       ] [154/3614] Completed AM in 0.3s | 2.87 sym/s | Total: 53.7s | ETA: 20.1m
[2025-12-09T20:15:57.933431] [INFO ] [sig       ] [155/3614] Forecasting AMAL...
[2025-12-09T20:15:57.933461] [INFO ] [sig       ] Generating forecast for: AMAL
[2025-12-09T20:15:57.933491] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMAL' from 'https://tdm.silogroup.org/data/derivative_storage/AMAL.csv'.
[2025-12-09T20:15:57.945080] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMAL'.
[2025-12-09T20:15:57.945445] [INFO ] [FORECASTER] Starting predict_future for AMAL
[2025-12-09T20:15:57.946238] [DEBUG] [LOCAL     ] No optimal features file found for AMAL: ./output/feature-sets/AMAL.txt
[2025-12-09T20:15:57.946290] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:15:57.946322] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:15:57.946348] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:15:57.946404] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:15:58.003292] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:15:58.004147] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:15:58.004235] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:15:58.004268] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:15:58.119098] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:15:58.119254] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:15:58.119296] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:15:58.119323] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:15:58.122713] [DEBUG] [FORECASTER] AMAL: Forecast T+1@11:T+2@11: DOWN (p=7.27%)
[2025-12-09T20:15:58.122988] [INFO ] [FORECASTER] Completed predict_future for AMAL
[2025-12-09T20:15:58.123119] [INFO ] [sig       ] AMAL: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:15:58.263967] [INFO ] [LOCAL     ] Saved forecast: AMAL	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/AMAL.txt
[2025-12-09T20:15:58.264124] [INFO ] [sig       ] [155/3614] Completed AMAL in 0.3s | 2.87 sym/s | Total: 54.0s | ETA: 20.1m
[2025-12-09T20:15:58.264165] [INFO ] [sig       ] [156/3614] Forecasting AMBA...
[2025-12-09T20:15:58.264195] [INFO ] [sig       ] Generating forecast for: AMBA
[2025-12-09T20:15:58.264225] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMBA' from 'https://tdm.silogroup.org/data/derivative_storage/AMBA.csv'.
[2025-12-09T20:15:58.275564] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMBA'.
[2025-12-09T20:15:58.275961] [INFO ] [FORECASTER] Starting predict_future for AMBA
[2025-12-09T20:15:58.276763] [DEBUG] [LOCAL     ] No optimal features file found for AMBA: ./output/feature-sets/AMBA.txt
[2025-12-09T20:15:58.276816] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:15:58.276848] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:15:58.276877] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:15:58.276932] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:15:58.334229] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:15:58.335106] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:15:58.335241] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:15:58.335299] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:15:58.462340] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:15:58.462493] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:15:58.462542] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:15:58.462589] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:15:58.466048] [DEBUG] [FORECASTER] AMBA: Forecast T+1@11:T+2@11: UP (p=77.52%)
[2025-12-09T20:15:58.466317] [INFO ] [FORECASTER] Completed predict_future for AMBA
[2025-12-09T20:15:58.466445] [INFO ] [sig       ] AMBA: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:15:58.605380] [INFO ] [LOCAL     ] Saved forecast: AMBA	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/AMBA.txt
[2025-12-09T20:15:58.605538] [INFO ] [sig       ] [156/3614] Completed AMBA in 0.3s | 2.87 sym/s | Total: 54.4s | ETA: 20.1m
[2025-12-09T20:15:58.605597] [INFO ] [sig       ] [157/3614] Forecasting AMBP...
[2025-12-09T20:15:58.605629] [INFO ] [sig       ] Generating forecast for: AMBP
[2025-12-09T20:15:58.605659] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMBP' from 'https://tdm.silogroup.org/data/derivative_storage/AMBP.csv'.
[2025-12-09T20:15:58.616914] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMBP'.
[2025-12-09T20:15:58.617197] [INFO ] [FORECASTER] Starting predict_future for AMBP
[2025-12-09T20:15:58.618020] [DEBUG] [LOCAL     ] No optimal features file found for AMBP: ./output/feature-sets/AMBP.txt
[2025-12-09T20:15:58.618071] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:15:58.618104] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:15:58.618130] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:15:58.618187] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:15:58.674655] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:15:58.675477] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:15:58.675556] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:15:58.675608] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:15:58.793376] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:15:58.793520] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:15:58.793561] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:15:58.793607] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:15:58.796961] [DEBUG] [FORECASTER] AMBP: Forecast T+1@11:T+2@11: DOWN (p=14.92%)
[2025-12-09T20:15:58.797229] [INFO ] [FORECASTER] Completed predict_future for AMBP
[2025-12-09T20:15:58.797354] [INFO ] [sig       ] AMBP: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:15:58.936003] [INFO ] [LOCAL     ] Saved forecast: AMBP	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/AMBP.txt
[2025-12-09T20:15:58.936130] [INFO ] [sig       ] [157/3614] Completed AMBP in 0.3s | 2.87 sym/s | Total: 54.7s | ETA: 20.1m
[2025-12-09T20:15:58.936168] [INFO ] [sig       ] [158/3614] Forecasting AMC...
[2025-12-09T20:15:58.936196] [INFO ] [sig       ] Generating forecast for: AMC
[2025-12-09T20:15:58.936228] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMC' from 'https://tdm.silogroup.org/data/derivative_storage/AMC.csv'.
[2025-12-09T20:15:58.947219] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMC'.
[2025-12-09T20:15:58.947507] [INFO ] [FORECASTER] Starting predict_future for AMC
[2025-12-09T20:15:58.948291] [DEBUG] [LOCAL     ] No optimal features file found for AMC: ./output/feature-sets/AMC.txt
[2025-12-09T20:15:58.948343] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:15:58.948375] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:15:58.948402] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:15:58.948469] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:15:59.004680] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:15:59.005302] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:15:59.005384] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:15:59.005416] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:15:59.123524] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:15:59.123673] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:15:59.123713] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:15:59.123741] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:15:59.127074] [DEBUG] [FORECASTER] AMC: Forecast T+1@11:T+2@11: DOWN (p=14.94%)
[2025-12-09T20:15:59.127340] [INFO ] [FORECASTER] Completed predict_future for AMC
[2025-12-09T20:15:59.127485] [INFO ] [sig       ] AMC: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:15:59.274737] [INFO ] [LOCAL     ] Saved forecast: AMC	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/AMC.txt
[2025-12-09T20:15:59.274926] [INFO ] [sig       ] [158/3614] Completed AMC in 0.3s | 2.87 sym/s | Total: 55.1s | ETA: 20.1m
[2025-12-09T20:15:59.274967] [INFO ] [sig       ] [159/3614] Forecasting AMCX...
[2025-12-09T20:15:59.275000] [INFO ] [sig       ] Generating forecast for: AMCX
[2025-12-09T20:15:59.275032] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMCX' from 'https://tdm.silogroup.org/data/derivative_storage/AMCX.csv'.
[2025-12-09T20:15:59.286708] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMCX'.
[2025-12-09T20:15:59.287082] [INFO ] [FORECASTER] Starting predict_future for AMCX
[2025-12-09T20:15:59.287965] [DEBUG] [LOCAL     ] No optimal features file found for AMCX: ./output/feature-sets/AMCX.txt
[2025-12-09T20:15:59.288020] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:15:59.288052] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:15:59.288079] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:15:59.288135] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:15:59.346008] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:15:59.346867] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:15:59.346953] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:15:59.346987] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:15:59.466196] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:15:59.466351] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:15:59.466394] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:15:59.466424] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:15:59.470148] [DEBUG] [FORECASTER] AMCX: Forecast T+1@11:T+2@11: UP (p=93.74%)
[2025-12-09T20:15:59.470565] [INFO ] [FORECASTER] Completed predict_future for AMCX
[2025-12-09T20:15:59.470767] [INFO ] [sig       ] AMCX: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:15:59.613618] [INFO ] [LOCAL     ] Saved forecast: AMCX	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/AMCX.txt
[2025-12-09T20:15:59.613845] [INFO ] [sig       ] [159/3614] Completed AMCX in 0.3s | 2.87 sym/s | Total: 55.4s | ETA: 20.1m
[2025-12-09T20:15:59.613903] [INFO ] [sig       ] [160/3614] Forecasting AMD...
[2025-12-09T20:15:59.613950] [INFO ] [sig       ] Generating forecast for: AMD
[2025-12-09T20:15:59.613997] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMD' from 'https://tdm.silogroup.org/data/derivative_storage/AMD.csv'.
[2025-12-09T20:15:59.627057] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMD'.
[2025-12-09T20:15:59.627636] [INFO ] [FORECASTER] Starting predict_future for AMD
[2025-12-09T20:15:59.628644] [DEBUG] [LOCAL     ] No optimal features file found for AMD: ./output/feature-sets/AMD.txt
[2025-12-09T20:15:59.628710] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:15:59.628744] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:15:59.628771] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:15:59.628829] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:15:59.689924] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:15:59.690837] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:15:59.690923] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:15:59.690957] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:15:59.834510] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:15:59.834692] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:15:59.834734] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:15:59.834763] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:15:59.838468] [DEBUG] [FORECASTER] AMD: Forecast T+1@11:T+2@11: DOWN (p=8.98%)
[2025-12-09T20:15:59.838814] [INFO ] [FORECASTER] Completed predict_future for AMD
[2025-12-09T20:15:59.838962] [INFO ] [sig       ] AMD: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:15:59.995759] [INFO ] [LOCAL     ] Saved forecast: AMD	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/AMD.txt
[2025-12-09T20:15:59.995930] [INFO ] [sig       ] [160/3614] Completed AMD in 0.4s | 2.87 sym/s | Total: 55.8s | ETA: 20.1m
[2025-12-09T20:15:59.995972] [INFO ] [sig       ] [161/3614] Forecasting AMDL...
[2025-12-09T20:15:59.996003] [INFO ] [sig       ] Generating forecast for: AMDL
[2025-12-09T20:15:59.996036] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMDL' from 'https://tdm.silogroup.org/data/derivative_storage/AMDL.csv'.
[2025-12-09T20:16:00.008179] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMDL'.
[2025-12-09T20:16:00.008593] [INFO ] [FORECASTER] Starting predict_future for AMDL
[2025-12-09T20:16:00.009486] [DEBUG] [LOCAL     ] No optimal features file found for AMDL: ./output/feature-sets/AMDL.txt
[2025-12-09T20:16:00.009542] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:00.009596] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:00.009638] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:00.009698] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:00.067690] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:00.068812] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:00.068900] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:00.068935] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:00.197666] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:00.197823] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:00.197865] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:00.197892] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:00.201355] [DEBUG] [FORECASTER] AMDL: Forecast T+1@11:T+2@11: DOWN (p=22.25%)
[2025-12-09T20:16:00.201666] [INFO ] [FORECASTER] Completed predict_future for AMDL
[2025-12-09T20:16:00.201799] [INFO ] [sig       ] AMDL: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:16:00.347689] [INFO ] [LOCAL     ] Saved forecast: AMDL	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/AMDL.txt
[2025-12-09T20:16:00.348726] [INFO ] [sig       ] [161/3614] Completed AMDL in 0.4s | 2.87 sym/s | Total: 56.1s | ETA: 20.1m
[2025-12-09T20:16:00.348773] [INFO ] [sig       ] [162/3614] Forecasting AME...
[2025-12-09T20:16:00.348805] [INFO ] [sig       ] Generating forecast for: AME
[2025-12-09T20:16:00.348835] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AME' from 'https://tdm.silogroup.org/data/derivative_storage/AME.csv'.
[2025-12-09T20:16:00.362000] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AME'.
[2025-12-09T20:16:00.362515] [INFO ] [FORECASTER] Starting predict_future for AME
[2025-12-09T20:16:00.363469] [DEBUG] [LOCAL     ] No optimal features file found for AME: ./output/feature-sets/AME.txt
[2025-12-09T20:16:00.363522] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:00.363555] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:00.363603] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:00.363661] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:00.421532] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:00.422442] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:00.422531] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:00.422565] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:00.548036] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:00.548192] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:00.548238] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:00.548273] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:00.551723] [DEBUG] [FORECASTER] AME: Forecast T+1@11:T+2@11: DOWN (p=41.89%)
[2025-12-09T20:16:00.552011] [INFO ] [FORECASTER] Completed predict_future for AME
[2025-12-09T20:16:00.552142] [INFO ] [sig       ] AME: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:16:00.699105] [INFO ] [LOCAL     ] Saved forecast: AME	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/AME.txt
[2025-12-09T20:16:00.699254] [INFO ] [sig       ] [162/3614] Completed AME in 0.4s | 2.87 sym/s | Total: 56.5s | ETA: 20.1m
[2025-12-09T20:16:00.699294] [INFO ] [sig       ] [163/3614] Forecasting AMG...
[2025-12-09T20:16:00.699324] [INFO ] [sig       ] Generating forecast for: AMG
[2025-12-09T20:16:00.699355] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMG' from 'https://tdm.silogroup.org/data/derivative_storage/AMG.csv'.
[2025-12-09T20:16:00.714826] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMG'.
[2025-12-09T20:16:00.715461] [INFO ] [FORECASTER] Starting predict_future for AMG
[2025-12-09T20:16:00.716276] [DEBUG] [LOCAL     ] No optimal features file found for AMG: ./output/feature-sets/AMG.txt
[2025-12-09T20:16:00.716328] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:00.719693] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:00.719737] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:00.719803] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:00.782014] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:00.782921] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:00.783012] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:00.783046] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:00.900210] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:00.900380] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:00.900422] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:00.900450] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:00.903865] [DEBUG] [FORECASTER] AMG: Forecast T+1@11:T+2@11: DOWN (p=13.92%)
[2025-12-09T20:16:00.904144] [INFO ] [FORECASTER] Completed predict_future for AMG
[2025-12-09T20:16:00.904274] [INFO ] [sig       ] AMG: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:16:01.043296] [INFO ] [LOCAL     ] Saved forecast: AMG	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/AMG.txt
[2025-12-09T20:16:01.043445] [INFO ] [sig       ] [163/3614] Completed AMG in 0.3s | 2.87 sym/s | Total: 56.8s | ETA: 20.1m
[2025-12-09T20:16:01.043487] [INFO ] [sig       ] [164/3614] Forecasting AMGN...
[2025-12-09T20:16:01.043517] [INFO ] [sig       ] Generating forecast for: AMGN
[2025-12-09T20:16:01.043547] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMGN' from 'https://tdm.silogroup.org/data/derivative_storage/AMGN.csv'.
[2025-12-09T20:16:01.055294] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMGN'.
[2025-12-09T20:16:01.055606] [INFO ] [FORECASTER] Starting predict_future for AMGN
[2025-12-09T20:16:01.056385] [DEBUG] [LOCAL     ] No optimal features file found for AMGN: ./output/feature-sets/AMGN.txt
[2025-12-09T20:16:01.056436] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:01.056467] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:01.056492] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:01.056548] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:01.115620] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:01.116773] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:01.116870] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:01.116914] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:01.241719] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:01.241874] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:01.241917] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:01.241946] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:01.245870] [DEBUG] [FORECASTER] AMGN: Forecast T+1@11:T+2@11: UP (p=96.06%)
[2025-12-09T20:16:01.246148] [INFO ] [FORECASTER] Completed predict_future for AMGN
[2025-12-09T20:16:01.246285] [INFO ] [sig       ] AMGN: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:16:01.397868] [INFO ] [LOCAL     ] Saved forecast: AMGN	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/AMGN.txt
[2025-12-09T20:16:01.398021] [INFO ] [sig       ] [164/3614] Completed AMGN in 0.4s | 2.87 sym/s | Total: 57.2s | ETA: 20.0m
[2025-12-09T20:16:01.398063] [INFO ] [sig       ] [165/3614] Forecasting AMH...
[2025-12-09T20:16:01.398094] [INFO ] [sig       ] Generating forecast for: AMH
[2025-12-09T20:16:01.398123] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMH' from 'https://tdm.silogroup.org/data/derivative_storage/AMH.csv'.
[2025-12-09T20:16:01.410256] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMH'.
[2025-12-09T20:16:01.410613] [INFO ] [FORECASTER] Starting predict_future for AMH
[2025-12-09T20:16:01.411392] [DEBUG] [LOCAL     ] No optimal features file found for AMH: ./output/feature-sets/AMH.txt
[2025-12-09T20:16:01.411444] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:01.411476] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:01.411503] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:01.411558] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:01.469620] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:01.470460] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:01.470542] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:01.470594] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:01.598629] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:01.598785] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:01.598833] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:01.598863] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:01.602456] [DEBUG] [FORECASTER] AMH: Forecast T+1@11:T+2@11: DOWN (p=47.21%)
[2025-12-09T20:16:01.602802] [INFO ] [FORECASTER] Completed predict_future for AMH
[2025-12-09T20:16:01.602966] [INFO ] [sig       ] AMH: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:16:01.757286] [INFO ] [LOCAL     ] Saved forecast: AMH	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/AMH.txt
[2025-12-09T20:16:01.757484] [INFO ] [sig       ] [165/3614] Completed AMH in 0.4s | 2.87 sym/s | Total: 57.5s | ETA: 20.0m
[2025-12-09T20:16:01.757537] [INFO ] [sig       ] [166/3614] Forecasting AMLX...
[2025-12-09T20:16:01.757584] [INFO ] [sig       ] Generating forecast for: AMLX
[2025-12-09T20:16:01.757620] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMLX' from 'https://tdm.silogroup.org/data/derivative_storage/AMLX.csv'.
[2025-12-09T20:16:01.769824] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMLX'.
[2025-12-09T20:16:01.770191] [INFO ] [FORECASTER] Starting predict_future for AMLX
[2025-12-09T20:16:01.771049] [DEBUG] [LOCAL     ] No optimal features file found for AMLX: ./output/feature-sets/AMLX.txt
[2025-12-09T20:16:01.771103] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:01.771134] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:01.771160] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:01.771215] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:01.829979] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:01.830868] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:01.830953] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:01.830986] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:01.952381] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:01.952550] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:01.952613] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:01.952678] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:01.957768] [DEBUG] [FORECASTER] AMLX: Forecast T+1@11:T+2@11: UP (p=72.04%)
[2025-12-09T20:16:01.958060] [INFO ] [FORECASTER] Completed predict_future for AMLX
[2025-12-09T20:16:01.958390] [INFO ] [sig       ] AMLX: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:16:02.113697] [INFO ] [LOCAL     ] Saved forecast: AMLX	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/AMLX.txt
[2025-12-09T20:16:02.113872] [INFO ] [sig       ] [166/3614] Completed AMLX in 0.4s | 2.87 sym/s | Total: 57.9s | ETA: 20.0m
[2025-12-09T20:16:02.113921] [INFO ] [sig       ] [167/3614] Forecasting AMN...
[2025-12-09T20:16:02.113952] [INFO ] [sig       ] Generating forecast for: AMN
[2025-12-09T20:16:02.113985] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMN' from 'https://tdm.silogroup.org/data/derivative_storage/AMN.csv'.
[2025-12-09T20:16:02.127246] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMN'.
[2025-12-09T20:16:02.127931] [INFO ] [FORECASTER] Starting predict_future for AMN
[2025-12-09T20:16:02.129016] [DEBUG] [LOCAL     ] No optimal features file found for AMN: ./output/feature-sets/AMN.txt
[2025-12-09T20:16:02.129075] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:02.129109] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:02.129137] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:02.129196] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:02.194910] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:02.196083] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:02.196171] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:02.196206] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:02.332746] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:02.332946] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:02.332992] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:02.333025] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:02.337030] [DEBUG] [FORECASTER] AMN: Forecast T+1@11:T+2@11: UP (p=91.38%)
[2025-12-09T20:16:02.337392] [INFO ] [FORECASTER] Completed predict_future for AMN
[2025-12-09T20:16:02.337599] [INFO ] [sig       ] AMN: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:16:02.491990] [INFO ] [LOCAL     ] Saved forecast: AMN	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/AMN.txt
[2025-12-09T20:16:02.492153] [INFO ] [sig       ] [167/3614] Completed AMN in 0.4s | 2.87 sym/s | Total: 58.3s | ETA: 20.0m
[2025-12-09T20:16:02.492193] [INFO ] [sig       ] [168/3614] Forecasting AMP...
[2025-12-09T20:16:02.492223] [INFO ] [sig       ] Generating forecast for: AMP
[2025-12-09T20:16:02.492254] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMP' from 'https://tdm.silogroup.org/data/derivative_storage/AMP.csv'.
[2025-12-09T20:16:02.504039] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMP'.
[2025-12-09T20:16:02.504421] [INFO ] [FORECASTER] Starting predict_future for AMP
[2025-12-09T20:16:02.505254] [DEBUG] [LOCAL     ] No optimal features file found for AMP: ./output/feature-sets/AMP.txt
[2025-12-09T20:16:02.505307] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:02.505339] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:02.505366] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:02.505422] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:02.562036] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:02.562919] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:02.563009] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:02.563046] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:02.691017] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:02.691171] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:02.691213] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:02.691243] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:02.695479] [DEBUG] [FORECASTER] AMP: Forecast T+1@11:T+2@11: DOWN (p=45.66%)
[2025-12-09T20:16:02.695784] [INFO ] [FORECASTER] Completed predict_future for AMP
[2025-12-09T20:16:02.695919] [INFO ] [sig       ] AMP: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:16:02.842618] [INFO ] [LOCAL     ] Saved forecast: AMP	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/AMP.txt
[2025-12-09T20:16:02.842776] [INFO ] [sig       ] [168/3614] Completed AMP in 0.4s | 2.87 sym/s | Total: 58.6s | ETA: 20.0m
[2025-12-09T20:16:02.842816] [INFO ] [sig       ] [169/3614] Forecasting AMPG...
[2025-12-09T20:16:02.842846] [INFO ] [sig       ] Generating forecast for: AMPG
[2025-12-09T20:16:02.842876] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMPG' from 'https://tdm.silogroup.org/data/derivative_storage/AMPG.csv'.
[2025-12-09T20:16:02.855165] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMPG'.
[2025-12-09T20:16:02.855727] [INFO ] [FORECASTER] Starting predict_future for AMPG
[2025-12-09T20:16:02.856547] [DEBUG] [LOCAL     ] No optimal features file found for AMPG: ./output/feature-sets/AMPG.txt
[2025-12-09T20:16:02.856621] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:02.856655] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:02.856682] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:02.856739] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:02.915686] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:02.916625] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:02.916711] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:02.916745] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:03.040432] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:03.040605] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:03.040649] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:03.040678] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:03.044211] [DEBUG] [FORECASTER] AMPG: Forecast T+1@11:T+2@11: DOWN (p=47.24%)
[2025-12-09T20:16:03.044506] [INFO ] [FORECASTER] Completed predict_future for AMPG
[2025-12-09T20:16:03.044669] [INFO ] [sig       ] AMPG: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:16:03.194883] [INFO ] [LOCAL     ] Saved forecast: AMPG	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/AMPG.txt
[2025-12-09T20:16:03.195065] [INFO ] [sig       ] [169/3614] Completed AMPG in 0.4s | 2.87 sym/s | Total: 59.0s | ETA: 20.0m
[2025-12-09T20:16:03.195107] [INFO ] [sig       ] [170/3614] Forecasting AMPH...
[2025-12-09T20:16:03.195137] [INFO ] [sig       ] Generating forecast for: AMPH
[2025-12-09T20:16:03.195167] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMPH' from 'https://tdm.silogroup.org/data/derivative_storage/AMPH.csv'.
[2025-12-09T20:16:03.207227] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMPH'.
[2025-12-09T20:16:03.207643] [INFO ] [FORECASTER] Starting predict_future for AMPH
[2025-12-09T20:16:03.208440] [DEBUG] [LOCAL     ] No optimal features file found for AMPH: ./output/feature-sets/AMPH.txt
[2025-12-09T20:16:03.208493] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:03.208525] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:03.208551] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:03.208626] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:03.268262] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:03.269158] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:03.269242] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:03.269275] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:03.396318] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:03.396472] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:03.396516] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:03.396545] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:03.400106] [DEBUG] [FORECASTER] AMPH: Forecast T+1@11:T+2@11: DOWN (p=13.69%)
[2025-12-09T20:16:03.400414] [INFO ] [FORECASTER] Completed predict_future for AMPH
[2025-12-09T20:16:03.400557] [INFO ] [sig       ] AMPH: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:16:03.549105] [INFO ] [LOCAL     ] Saved forecast: AMPH	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/AMPH.txt
[2025-12-09T20:16:03.549262] [INFO ] [sig       ] [170/3614] Completed AMPH in 0.4s | 2.87 sym/s | Total: 59.3s | ETA: 20.0m
[2025-12-09T20:16:03.549302] [INFO ] [sig       ] [171/3614] Forecasting AMPL...
[2025-12-09T20:16:03.549332] [INFO ] [sig       ] Generating forecast for: AMPL
[2025-12-09T20:16:03.549363] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMPL' from 'https://tdm.silogroup.org/data/derivative_storage/AMPL.csv'.
[2025-12-09T20:16:03.561182] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMPL'.
[2025-12-09T20:16:03.561788] [INFO ] [FORECASTER] Starting predict_future for AMPL
[2025-12-09T20:16:03.562790] [DEBUG] [LOCAL     ] No optimal features file found for AMPL: ./output/feature-sets/AMPL.txt
[2025-12-09T20:16:03.562841] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:03.562886] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:03.562914] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:03.562973] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:03.623396] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:03.624315] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:03.624405] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:03.624440] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:03.745358] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:03.745520] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:03.745562] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:03.745613] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:03.749586] [DEBUG] [FORECASTER] AMPL: Forecast T+1@11:T+2@11: UP (p=51.74%)
[2025-12-09T20:16:03.749899] [INFO ] [FORECASTER] Completed predict_future for AMPL
[2025-12-09T20:16:03.750042] [INFO ] [sig       ] AMPL: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:16:03.898840] [INFO ] [LOCAL     ] Saved forecast: AMPL	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/AMPL.txt
[2025-12-09T20:16:03.899029] [INFO ] [sig       ] [171/3614] Completed AMPL in 0.3s | 2.87 sym/s | Total: 59.7s | ETA: 20.0m
[2025-12-09T20:16:03.899072] [INFO ] [sig       ] [172/3614] Forecasting AMPX...
[2025-12-09T20:16:03.899102] [INFO ] [sig       ] Generating forecast for: AMPX
[2025-12-09T20:16:03.899135] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMPX' from 'https://tdm.silogroup.org/data/derivative_storage/AMPX.csv'.
[2025-12-09T20:16:03.911777] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMPX'.
[2025-12-09T20:16:03.912189] [INFO ] [FORECASTER] Starting predict_future for AMPX
[2025-12-09T20:16:03.913084] [DEBUG] [LOCAL     ] No optimal features file found for AMPX: ./output/feature-sets/AMPX.txt
[2025-12-09T20:16:03.913137] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:03.913169] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:03.913194] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:03.913258] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:03.971204] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:03.972127] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:03.972223] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:03.972257] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:04.098666] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:04.098825] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:04.098866] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:04.098895] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:04.103078] [DEBUG] [FORECASTER] AMPX: Forecast T+1@11:T+2@11: DOWN (p=33.22%)
[2025-12-09T20:16:04.103555] [INFO ] [FORECASTER] Completed predict_future for AMPX
[2025-12-09T20:16:04.103714] [INFO ] [sig       ] AMPX: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:16:04.250093] [INFO ] [LOCAL     ] Saved forecast: AMPX	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/AMPX.txt
[2025-12-09T20:16:04.250242] [INFO ] [sig       ] [172/3614] Completed AMPX in 0.4s | 2.86 sym/s | Total: 1.0m | ETA: 20.0m
[2025-12-09T20:16:04.250282] [INFO ] [sig       ] [173/3614] Forecasting AMRC...
[2025-12-09T20:16:04.250312] [INFO ] [sig       ] Generating forecast for: AMRC
[2025-12-09T20:16:04.250341] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMRC' from 'https://tdm.silogroup.org/data/derivative_storage/AMRC.csv'.
[2025-12-09T20:16:04.263270] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMRC'.
[2025-12-09T20:16:04.263674] [INFO ] [FORECASTER] Starting predict_future for AMRC
[2025-12-09T20:16:04.264496] [DEBUG] [LOCAL     ] No optimal features file found for AMRC: ./output/feature-sets/AMRC.txt
[2025-12-09T20:16:04.264549] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:04.264601] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:04.264630] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:04.264687] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:04.326163] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:04.326996] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:04.327115] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:04.327150] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:04.457083] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:04.457237] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:04.457279] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:04.457308] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:04.461114] [DEBUG] [FORECASTER] AMRC: Forecast T+1@11:T+2@11: DOWN (p=22.55%)
[2025-12-09T20:16:04.461420] [INFO ] [FORECASTER] Completed predict_future for AMRC
[2025-12-09T20:16:04.461558] [INFO ] [sig       ] AMRC: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:16:04.608138] [INFO ] [LOCAL     ] Saved forecast: AMRC	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/AMRC.txt
[2025-12-09T20:16:04.608317] [INFO ] [sig       ] [173/3614] Completed AMRC in 0.4s | 2.86 sym/s | Total: 1.0m | ETA: 20.0m
[2025-12-09T20:16:04.608357] [INFO ] [sig       ] [174/3614] Forecasting AMRN...
[2025-12-09T20:16:04.608389] [INFO ] [sig       ] Generating forecast for: AMRN
[2025-12-09T20:16:04.608420] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMRN' from 'https://tdm.silogroup.org/data/derivative_storage/AMRN.csv'.
[2025-12-09T20:16:04.621168] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMRN'.
[2025-12-09T20:16:04.621509] [INFO ] [FORECASTER] Starting predict_future for AMRN
[2025-12-09T20:16:04.622309] [DEBUG] [LOCAL     ] No optimal features file found for AMRN: ./output/feature-sets/AMRN.txt
[2025-12-09T20:16:04.622361] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:04.622393] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:04.622419] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:04.622475] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:04.679203] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:04.679838] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:04.679914] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:04.679945] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:04.803464] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:04.803627] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:04.803669] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:04.803697] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:04.807050] [DEBUG] [FORECASTER] AMRN: Forecast T+1@11:T+2@11: UP (p=50.40%)
[2025-12-09T20:16:04.807537] [INFO ] [FORECASTER] Completed predict_future for AMRN
[2025-12-09T20:16:04.807685] [INFO ] [sig       ] AMRN: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:16:04.955476] [INFO ] [LOCAL     ] Saved forecast: AMRN	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/AMRN.txt
[2025-12-09T20:16:04.955655] [INFO ] [sig       ] [174/3614] Completed AMRN in 0.3s | 2.86 sym/s | Total: 1.0m | ETA: 20.0m
[2025-12-09T20:16:04.955705] [INFO ] [sig       ] [175/3614] Forecasting AMRX...
[2025-12-09T20:16:04.955736] [INFO ] [sig       ] Generating forecast for: AMRX
[2025-12-09T20:16:04.955765] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMRX' from 'https://tdm.silogroup.org/data/derivative_storage/AMRX.csv'.
[2025-12-09T20:16:04.967705] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMRX'.
[2025-12-09T20:16:04.968092] [INFO ] [FORECASTER] Starting predict_future for AMRX
[2025-12-09T20:16:04.968905] [DEBUG] [LOCAL     ] No optimal features file found for AMRX: ./output/feature-sets/AMRX.txt
[2025-12-09T20:16:04.968957] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:04.968988] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:04.969014] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:04.969073] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:05.028057] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:05.028921] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:05.029003] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:05.029034] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:05.151996] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:05.152157] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:05.152197] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:05.152225] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:05.155823] [DEBUG] [FORECASTER] AMRX: Forecast T+1@11:T+2@11: UP (p=70.81%)
[2025-12-09T20:16:05.156116] [INFO ] [FORECASTER] Completed predict_future for AMRX
[2025-12-09T20:16:05.156245] [INFO ] [sig       ] AMRX: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:16:05.314431] [INFO ] [LOCAL     ] Saved forecast: AMRX	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/AMRX.txt
[2025-12-09T20:16:05.314611] [INFO ] [sig       ] [175/3614] Completed AMRX in 0.4s | 2.86 sym/s | Total: 1.0m | ETA: 20.0m
[2025-12-09T20:16:05.314653] [INFO ] [sig       ] [176/3614] Forecasting AMSC...
[2025-12-09T20:16:05.314681] [INFO ] [sig       ] Generating forecast for: AMSC
[2025-12-09T20:16:05.314711] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMSC' from 'https://tdm.silogroup.org/data/derivative_storage/AMSC.csv'.
[2025-12-09T20:16:05.328929] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMSC'.
[2025-12-09T20:16:05.329324] [INFO ] [FORECASTER] Starting predict_future for AMSC
[2025-12-09T20:16:05.330129] [DEBUG] [LOCAL     ] No optimal features file found for AMSC: ./output/feature-sets/AMSC.txt
[2025-12-09T20:16:05.330182] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:05.330215] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:05.330241] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:05.330298] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:05.391231] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:05.392112] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:05.392195] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:05.392228] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:05.520755] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:05.520917] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:05.520960] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:05.520991] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:05.524950] [DEBUG] [FORECASTER] AMSC: Forecast T+1@11:T+2@11: UP (p=84.72%)
[2025-12-09T20:16:05.525418] [INFO ] [FORECASTER] Completed predict_future for AMSC
[2025-12-09T20:16:05.525589] [INFO ] [sig       ] AMSC: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:16:05.681986] [INFO ] [LOCAL     ] Saved forecast: AMSC	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/AMSC.txt
[2025-12-09T20:16:05.682182] [INFO ] [sig       ] [176/3614] Completed AMSC in 0.4s | 2.86 sym/s | Total: 1.0m | ETA: 20.0m
[2025-12-09T20:16:05.682223] [INFO ] [sig       ] [177/3614] Forecasting AMSF...
[2025-12-09T20:16:05.682442] [INFO ] [sig       ] Generating forecast for: AMSF
[2025-12-09T20:16:05.682471] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMSF' from 'https://tdm.silogroup.org/data/derivative_storage/AMSF.csv'.
[2025-12-09T20:16:05.695026] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMSF'.
[2025-12-09T20:16:05.695394] [INFO ] [FORECASTER] Starting predict_future for AMSF
[2025-12-09T20:16:05.696237] [DEBUG] [LOCAL     ] No optimal features file found for AMSF: ./output/feature-sets/AMSF.txt
[2025-12-09T20:16:05.696292] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:05.696325] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:05.696352] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:05.696409] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:05.757275] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:05.758163] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:05.758245] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:05.758277] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:05.882379] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:05.882532] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:05.882590] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:05.882622] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:05.886183] [DEBUG] [FORECASTER] AMSF: Forecast T+1@11:T+2@11: DOWN (p=20.25%)
[2025-12-09T20:16:05.886458] [INFO ] [FORECASTER] Completed predict_future for AMSF
[2025-12-09T20:16:05.886607] [INFO ] [sig       ] AMSF: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:16:06.043464] [INFO ] [LOCAL     ] Saved forecast: AMSF	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/AMSF.txt
[2025-12-09T20:16:06.043661] [INFO ] [sig       ] [177/3614] Completed AMSF in 0.4s | 2.86 sym/s | Total: 1.0m | ETA: 20.0m
[2025-12-09T20:16:06.043713] [INFO ] [sig       ] [178/3614] Forecasting AMTB...
[2025-12-09T20:16:06.043747] [INFO ] [sig       ] Generating forecast for: AMTB
[2025-12-09T20:16:06.043778] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMTB' from 'https://tdm.silogroup.org/data/derivative_storage/AMTB.csv'.
[2025-12-09T20:16:06.061849] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMTB'.
[2025-12-09T20:16:06.062330] [INFO ] [FORECASTER] Starting predict_future for AMTB
[2025-12-09T20:16:06.063802] [DEBUG] [LOCAL     ] No optimal features file found for AMTB: ./output/feature-sets/AMTB.txt
[2025-12-09T20:16:06.063875] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:06.063930] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:06.063978] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:06.064073] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:06.129106] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:06.130125] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:06.130219] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:06.130253] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:06.265302] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:06.265457] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:06.265515] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:06.265547] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:06.269308] [DEBUG] [FORECASTER] AMTB: Forecast T+1@11:T+2@11: UP (p=65.17%)
[2025-12-09T20:16:06.269692] [INFO ] [FORECASTER] Completed predict_future for AMTB
[2025-12-09T20:16:06.269841] [INFO ] [sig       ] AMTB: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:16:06.413422] [INFO ] [LOCAL     ] Saved forecast: AMTB	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/AMTB.txt
[2025-12-09T20:16:06.413596] [INFO ] [sig       ] [178/3614] Completed AMTB in 0.4s | 2.86 sym/s | Total: 1.0m | ETA: 20.0m
[2025-12-09T20:16:06.413638] [INFO ] [sig       ] [179/3614] Forecasting AMTX...
[2025-12-09T20:16:06.413668] [INFO ] [sig       ] Generating forecast for: AMTX
[2025-12-09T20:16:06.413698] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMTX' from 'https://tdm.silogroup.org/data/derivative_storage/AMTX.csv'.
[2025-12-09T20:16:06.426682] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMTX'.
[2025-12-09T20:16:06.427085] [INFO ] [FORECASTER] Starting predict_future for AMTX
[2025-12-09T20:16:06.427940] [DEBUG] [LOCAL     ] No optimal features file found for AMTX: ./output/feature-sets/AMTX.txt
[2025-12-09T20:16:06.427993] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:06.428025] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:06.428052] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:06.428108] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:06.485286] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:06.486158] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:06.486244] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:06.486277] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:06.610614] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:06.610761] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:06.610801] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:06.610831] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:06.614225] [DEBUG] [FORECASTER] AMTX: Forecast T+1@11:T+2@11: UP (p=98.64%)
[2025-12-09T20:16:06.614499] [INFO ] [FORECASTER] Completed predict_future for AMTX
[2025-12-09T20:16:06.614647] [INFO ] [sig       ] AMTX: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:16:06.753844] [INFO ] [LOCAL     ] Saved forecast: AMTX	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/AMTX.txt
[2025-12-09T20:16:06.753976] [INFO ] [sig       ] [179/3614] Completed AMTX in 0.3s | 2.86 sym/s | Total: 1.0m | ETA: 20.0m
[2025-12-09T20:16:06.754016] [INFO ] [sig       ] [180/3614] Forecasting AMWD...
[2025-12-09T20:16:06.754046] [INFO ] [sig       ] Generating forecast for: AMWD
[2025-12-09T20:16:06.754077] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMWD' from 'https://tdm.silogroup.org/data/derivative_storage/AMWD.csv'.
[2025-12-09T20:16:06.765480] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMWD'.
[2025-12-09T20:16:06.765811] [INFO ] [FORECASTER] Starting predict_future for AMWD
[2025-12-09T20:16:06.766608] [DEBUG] [LOCAL     ] No optimal features file found for AMWD: ./output/feature-sets/AMWD.txt
[2025-12-09T20:16:06.766660] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:06.766717] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:06.766745] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:06.766802] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:06.824691] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:06.825341] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:06.825432] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:06.825465] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:06.949151] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:06.949513] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:06.949556] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:06.949601] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:06.953078] [DEBUG] [FORECASTER] AMWD: Forecast T+1@11:T+2@11: UP (p=83.08%)
[2025-12-09T20:16:06.953351] [INFO ] [FORECASTER] Completed predict_future for AMWD
[2025-12-09T20:16:06.953491] [INFO ] [sig       ] AMWD: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:16:07.094837] [INFO ] [LOCAL     ] Saved forecast: AMWD	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/AMWD.txt
[2025-12-09T20:16:07.094967] [INFO ] [sig       ] [180/3614] Completed AMWD in 0.3s | 2.86 sym/s | Total: 1.0m | ETA: 20.0m
[2025-12-09T20:16:07.095006] [INFO ] [sig       ] [181/3614] Forecasting AMWL...
[2025-12-09T20:16:07.095036] [INFO ] [sig       ] Generating forecast for: AMWL
[2025-12-09T20:16:07.095065] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMWL' from 'https://tdm.silogroup.org/data/derivative_storage/AMWL.csv'.
[2025-12-09T20:16:07.106349] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMWL'.
[2025-12-09T20:16:07.106696] [INFO ] [FORECASTER] Starting predict_future for AMWL
[2025-12-09T20:16:07.107495] [DEBUG] [LOCAL     ] No optimal features file found for AMWL: ./output/feature-sets/AMWL.txt
[2025-12-09T20:16:07.107548] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:07.107597] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:07.107625] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:07.107681] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:07.164099] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:07.164782] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:07.164860] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:07.164893] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:07.289896] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:07.290048] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:07.290088] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:07.290117] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:07.293632] [DEBUG] [FORECASTER] AMWL: Forecast T+1@11:T+2@11: UP (p=84.42%)
[2025-12-09T20:16:07.293920] [INFO ] [FORECASTER] Completed predict_future for AMWL
[2025-12-09T20:16:07.294056] [INFO ] [sig       ] AMWL: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:16:07.433531] [INFO ] [LOCAL     ] Saved forecast: AMWL	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/AMWL.txt
[2025-12-09T20:16:07.433684] [INFO ] [sig       ] [181/3614] Completed AMWL in 0.3s | 2.86 sym/s | Total: 1.1m | ETA: 20.0m
[2025-12-09T20:16:07.433725] [INFO ] [sig       ] [182/3614] Forecasting AMX...
[2025-12-09T20:16:07.433755] [INFO ] [sig       ] Generating forecast for: AMX
[2025-12-09T20:16:07.433785] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMX' from 'https://tdm.silogroup.org/data/derivative_storage/AMX.csv'.
[2025-12-09T20:16:07.445317] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMX'.
[2025-12-09T20:16:07.445645] [INFO ] [FORECASTER] Starting predict_future for AMX
[2025-12-09T20:16:07.446421] [DEBUG] [LOCAL     ] No optimal features file found for AMX: ./output/feature-sets/AMX.txt
[2025-12-09T20:16:07.446473] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:07.446517] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:07.446544] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:07.446620] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:07.504058] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:07.504976] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:07.505075] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:07.505107] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:07.623366] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:07.623510] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:07.623550] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:07.623598] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:07.626986] [DEBUG] [FORECASTER] AMX: Forecast T+1@11:T+2@11: UP (p=89.53%)
[2025-12-09T20:16:07.627263] [INFO ] [FORECASTER] Completed predict_future for AMX
[2025-12-09T20:16:07.627391] [INFO ] [sig       ] AMX: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:16:07.769683] [INFO ] [LOCAL     ] Saved forecast: AMX	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/AMX.txt
[2025-12-09T20:16:07.769826] [INFO ] [sig       ] [182/3614] Completed AMX in 0.3s | 2.86 sym/s | Total: 1.1m | ETA: 20.0m
[2025-12-09T20:16:07.769866] [INFO ] [sig       ] [183/3614] Forecasting AMZD...
[2025-12-09T20:16:07.769894] [INFO ] [sig       ] Generating forecast for: AMZD
[2025-12-09T20:16:07.769925] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMZD' from 'https://tdm.silogroup.org/data/derivative_storage/AMZD.csv'.
[2025-12-09T20:16:07.782356] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMZD'.
[2025-12-09T20:16:07.782689] [INFO ] [FORECASTER] Starting predict_future for AMZD
[2025-12-09T20:16:07.783807] [DEBUG] [LOCAL     ] No optimal features file found for AMZD: ./output/feature-sets/AMZD.txt
[2025-12-09T20:16:07.783866] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:07.783908] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:07.783943] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:07.784016] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:07.844996] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:07.845733] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:07.845816] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:07.845850] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:07.961218] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:07.961352] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:07.961391] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:07.961451] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:07.964835] [DEBUG] [FORECASTER] AMZD: Forecast T+1@11:T+2@11: DOWN (p=42.54%)
[2025-12-09T20:16:07.965108] [INFO ] [FORECASTER] Completed predict_future for AMZD
[2025-12-09T20:16:07.965238] [INFO ] [sig       ] AMZD: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:16:08.103193] [INFO ] [LOCAL     ] Saved forecast: AMZD	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/AMZD.txt
[2025-12-09T20:16:08.103497] [INFO ] [sig       ] [183/3614] Completed AMZD in 0.3s | 2.86 sym/s | Total: 1.1m | ETA: 20.0m
[2025-12-09T20:16:08.103534] [INFO ] [sig       ] [184/3614] Forecasting AMZN...
[2025-12-09T20:16:08.103562] [INFO ] [sig       ] Generating forecast for: AMZN
[2025-12-09T20:16:08.103616] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMZN' from 'https://tdm.silogroup.org/data/derivative_storage/AMZN.csv'.
[2025-12-09T20:16:08.115780] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMZN'.
[2025-12-09T20:16:08.116067] [INFO ] [FORECASTER] Starting predict_future for AMZN
[2025-12-09T20:16:08.116851] [DEBUG] [LOCAL     ] No optimal features file found for AMZN: ./output/feature-sets/AMZN.txt
[2025-12-09T20:16:08.116903] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:08.116935] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:08.116961] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:08.117017] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:08.175396] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:08.176020] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:08.176096] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:08.176128] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:08.297977] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:08.298086] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:08.298123] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:08.298151] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:08.301366] [DEBUG] [FORECASTER] AMZN: Forecast T+1@11:T+2@11: DOWN (p=6.59%)
[2025-12-09T20:16:08.301656] [INFO ] [FORECASTER] Completed predict_future for AMZN
[2025-12-09T20:16:08.301787] [INFO ] [sig       ] AMZN: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:16:08.446293] [INFO ] [LOCAL     ] Saved forecast: AMZN	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/AMZN.txt
[2025-12-09T20:16:08.446446] [INFO ] [sig       ] [184/3614] Completed AMZN in 0.3s | 2.86 sym/s | Total: 1.1m | ETA: 20.0m
[2025-12-09T20:16:08.446485] [INFO ] [sig       ] [185/3614] Forecasting AMZZ...
[2025-12-09T20:16:08.446515] [INFO ] [sig       ] Generating forecast for: AMZZ
[2025-12-09T20:16:08.446544] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMZZ' from 'https://tdm.silogroup.org/data/derivative_storage/AMZZ.csv'.
[2025-12-09T20:16:08.459554] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMZZ'.
[2025-12-09T20:16:08.459861] [INFO ] [FORECASTER] Starting predict_future for AMZZ
[2025-12-09T20:16:08.460712] [DEBUG] [LOCAL     ] No optimal features file found for AMZZ: ./output/feature-sets/AMZZ.txt
[2025-12-09T20:16:08.460767] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:08.460799] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:08.460828] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:08.460887] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:08.522140] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:08.523055] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:08.523152] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:08.523185] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:08.647592] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:08.647740] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:08.647792] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:08.647825] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:08.651407] [DEBUG] [FORECASTER] AMZZ: Forecast T+1@11:T+2@11: UP (p=99.05%)
[2025-12-09T20:16:08.651733] [INFO ] [FORECASTER] Completed predict_future for AMZZ
[2025-12-09T20:16:08.651872] [INFO ] [sig       ] AMZZ: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:16:08.795835] [INFO ] [LOCAL     ] Saved forecast: AMZZ	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/AMZZ.txt
[2025-12-09T20:16:08.795975] [INFO ] [sig       ] [185/3614] Completed AMZZ in 0.3s | 2.86 sym/s | Total: 1.1m | ETA: 20.0m
[2025-12-09T20:16:08.796020] [INFO ] [sig       ] [186/3614] Forecasting AN...
[2025-12-09T20:16:08.796058] [INFO ] [sig       ] Generating forecast for: AN
[2025-12-09T20:16:08.796090] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AN' from 'https://tdm.silogroup.org/data/derivative_storage/AN.csv'.
[2025-12-09T20:16:08.807883] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AN'.
[2025-12-09T20:16:08.808167] [INFO ] [FORECASTER] Starting predict_future for AN
[2025-12-09T20:16:08.809004] [DEBUG] [LOCAL     ] No optimal features file found for AN: ./output/feature-sets/AN.txt
[2025-12-09T20:16:08.809061] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:08.809096] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:08.809129] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:08.809192] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:08.869517] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:08.870177] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:08.870256] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:08.870289] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:08.997008] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:08.997160] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:08.997201] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:08.997232] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:09.000848] [DEBUG] [FORECASTER] AN: Forecast T+1@11:T+2@11: UP (p=90.44%)
[2025-12-09T20:16:09.001128] [INFO ] [FORECASTER] Completed predict_future for AN
[2025-12-09T20:16:09.001264] [INFO ] [sig       ] AN: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:16:09.145321] [INFO ] [LOCAL     ] Saved forecast: AN	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/AN.txt
[2025-12-09T20:16:09.145457] [INFO ] [sig       ] [186/3614] Completed AN in 0.3s | 2.86 sym/s | Total: 1.1m | ETA: 19.9m
[2025-12-09T20:16:09.145496] [INFO ] [sig       ] [187/3614] Forecasting ANAB...
[2025-12-09T20:16:09.145527] [INFO ] [sig       ] Generating forecast for: ANAB
[2025-12-09T20:16:09.145557] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANAB' from 'https://tdm.silogroup.org/data/derivative_storage/ANAB.csv'.
[2025-12-09T20:16:09.163045] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANAB'.
[2025-12-09T20:16:09.163371] [INFO ] [FORECASTER] Starting predict_future for ANAB
[2025-12-09T20:16:09.164219] [DEBUG] [LOCAL     ] No optimal features file found for ANAB: ./output/feature-sets/ANAB.txt
[2025-12-09T20:16:09.164273] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:09.164306] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:09.164332] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:09.164389] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:09.227987] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:09.228910] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:09.229000] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:09.229037] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:09.351183] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:09.351332] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:09.351373] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:09.351402] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:09.354839] [DEBUG] [FORECASTER] ANAB: Forecast T+1@11:T+2@11: DOWN (p=1.83%)
[2025-12-09T20:16:09.355119] [INFO ] [FORECASTER] Completed predict_future for ANAB
[2025-12-09T20:16:09.355251] [INFO ] [sig       ] ANAB: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:16:09.496115] [INFO ] [LOCAL     ] Saved forecast: ANAB	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/ANAB.txt
[2025-12-09T20:16:09.496246] [INFO ] [sig       ] [187/3614] Completed ANAB in 0.4s | 2.86 sym/s | Total: 1.1m | ETA: 19.9m
[2025-12-09T20:16:09.496285] [INFO ] [sig       ] [188/3614] Forecasting ANDE...
[2025-12-09T20:16:09.496314] [INFO ] [sig       ] Generating forecast for: ANDE
[2025-12-09T20:16:09.496344] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANDE' from 'https://tdm.silogroup.org/data/derivative_storage/ANDE.csv'.
[2025-12-09T20:16:09.508459] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANDE'.
[2025-12-09T20:16:09.508795] [INFO ] [FORECASTER] Starting predict_future for ANDE
[2025-12-09T20:16:09.509594] [DEBUG] [LOCAL     ] No optimal features file found for ANDE: ./output/feature-sets/ANDE.txt
[2025-12-09T20:16:09.509646] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:09.509677] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:09.509703] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:09.509758] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:09.566908] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:09.567852] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:09.567949] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:09.567982] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:09.693275] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:09.693438] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:09.693479] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:09.693507] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:09.697967] [DEBUG] [FORECASTER] ANDE: Forecast T+1@11:T+2@11: UP (p=71.20%)
[2025-12-09T20:16:09.698242] [INFO ] [FORECASTER] Completed predict_future for ANDE
[2025-12-09T20:16:09.698371] [INFO ] [sig       ] ANDE: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:16:09.840027] [INFO ] [LOCAL     ] Saved forecast: ANDE	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/ANDE.txt
[2025-12-09T20:16:09.840166] [INFO ] [sig       ] [188/3614] Completed ANDE in 0.3s | 2.86 sym/s | Total: 1.1m | ETA: 19.9m
[2025-12-09T20:16:09.840205] [INFO ] [sig       ] [189/3614] Forecasting ANF...
[2025-12-09T20:16:09.840235] [INFO ] [sig       ] Generating forecast for: ANF
[2025-12-09T20:16:09.840265] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANF' from 'https://tdm.silogroup.org/data/derivative_storage/ANF.csv'.
[2025-12-09T20:16:09.851826] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANF'.
[2025-12-09T20:16:09.852145] [INFO ] [FORECASTER] Starting predict_future for ANF
[2025-12-09T20:16:09.852949] [DEBUG] [LOCAL     ] No optimal features file found for ANF: ./output/feature-sets/ANF.txt
[2025-12-09T20:16:09.853001] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:09.853034] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:09.853061] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:09.853117] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:09.910965] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:09.911646] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:09.911725] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:09.911757] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:10.032632] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:10.032804] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:10.032852] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:10.032897] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:10.036444] [DEBUG] [FORECASTER] ANF: Forecast T+1@11:T+2@11: UP (p=57.20%)
[2025-12-09T20:16:10.036745] [INFO ] [FORECASTER] Completed predict_future for ANF
[2025-12-09T20:16:10.036879] [INFO ] [sig       ] ANF: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:16:10.177171] [INFO ] [LOCAL     ] Saved forecast: ANF	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/ANF.txt
[2025-12-09T20:16:10.177334] [INFO ] [sig       ] [189/3614] Completed ANF in 0.3s | 2.87 sym/s | Total: 1.1m | ETA: 19.9m
[2025-12-09T20:16:10.177375] [INFO ] [sig       ] [190/3614] Forecasting ANGI...
[2025-12-09T20:16:10.177404] [INFO ] [sig       ] Generating forecast for: ANGI
[2025-12-09T20:16:10.177434] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANGI' from 'https://tdm.silogroup.org/data/derivative_storage/ANGI.csv'.
[2025-12-09T20:16:10.189597] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANGI'.
[2025-12-09T20:16:10.189948] [INFO ] [FORECASTER] Starting predict_future for ANGI
[2025-12-09T20:16:10.190752] [DEBUG] [LOCAL     ] No optimal features file found for ANGI: ./output/feature-sets/ANGI.txt
[2025-12-09T20:16:10.190806] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:10.190837] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:10.190864] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:10.190920] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:10.246653] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:10.247368] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:10.247495] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:10.247529] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:10.362495] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:10.362660] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:10.362704] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:10.362733] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:10.366137] [DEBUG] [FORECASTER] ANGI: Forecast T+1@11:T+2@11: UP (p=95.78%)
[2025-12-09T20:16:10.366415] [INFO ] [FORECASTER] Completed predict_future for ANGI
[2025-12-09T20:16:10.366544] [INFO ] [sig       ] ANGI: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:16:10.509002] [INFO ] [LOCAL     ] Saved forecast: ANGI	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/ANGI.txt
[2025-12-09T20:16:10.509144] [INFO ] [sig       ] [190/3614] Completed ANGI in 0.3s | 2.87 sym/s | Total: 1.1m | ETA: 19.9m
[2025-12-09T20:16:10.509184] [INFO ] [sig       ] [191/3614] Forecasting ANGL...
[2025-12-09T20:16:10.509214] [INFO ] [sig       ] Generating forecast for: ANGL
[2025-12-09T20:16:10.509244] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANGL' from 'https://tdm.silogroup.org/data/derivative_storage/ANGL.csv'.
[2025-12-09T20:16:10.522047] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANGL'.
[2025-12-09T20:16:10.522374] [INFO ] [FORECASTER] Starting predict_future for ANGL
[2025-12-09T20:16:10.523177] [DEBUG] [LOCAL     ] No optimal features file found for ANGL: ./output/feature-sets/ANGL.txt
[2025-12-09T20:16:10.523241] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:10.523280] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:10.523312] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:10.523372] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:10.580605] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:10.581290] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:10.581369] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:10.581401] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:10.706028] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:10.706186] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:10.706235] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:10.706269] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:10.709783] [DEBUG] [FORECASTER] ANGL: Forecast T+1@11:T+2@11: UP (p=76.06%)
[2025-12-09T20:16:10.710062] [INFO ] [FORECASTER] Completed predict_future for ANGL
[2025-12-09T20:16:10.710192] [INFO ] [sig       ] ANGL: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:16:10.853375] [INFO ] [LOCAL     ] Saved forecast: ANGL	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/ANGL.txt
[2025-12-09T20:16:10.853735] [INFO ] [sig       ] [191/3614] Completed ANGL in 0.3s | 2.87 sym/s | Total: 1.1m | ETA: 19.9m
[2025-12-09T20:16:10.853778] [INFO ] [sig       ] [192/3614] Forecasting ANGO...
[2025-12-09T20:16:10.853807] [INFO ] [sig       ] Generating forecast for: ANGO
[2025-12-09T20:16:10.853845] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANGO' from 'https://tdm.silogroup.org/data/derivative_storage/ANGO.csv'.
[2025-12-09T20:16:10.865745] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANGO'.
[2025-12-09T20:16:10.866064] [INFO ] [FORECASTER] Starting predict_future for ANGO
[2025-12-09T20:16:10.866872] [DEBUG] [LOCAL     ] No optimal features file found for ANGO: ./output/feature-sets/ANGO.txt
[2025-12-09T20:16:10.866924] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:10.866955] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:10.866981] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:10.867037] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:10.923727] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:10.924467] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:10.924547] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:10.924603] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:11.041141] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:11.041293] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:11.041335] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:11.041363] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:11.044816] [DEBUG] [FORECASTER] ANGO: Forecast T+1@11:T+2@11: UP (p=51.87%)
[2025-12-09T20:16:11.045094] [INFO ] [FORECASTER] Completed predict_future for ANGO
[2025-12-09T20:16:11.045225] [INFO ] [sig       ] ANGO: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:16:11.182923] [INFO ] [LOCAL     ] Saved forecast: ANGO	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/ANGO.txt
[2025-12-09T20:16:11.183053] [INFO ] [sig       ] [192/3614] Completed ANGO in 0.3s | 2.87 sym/s | Total: 1.1m | ETA: 19.9m
[2025-12-09T20:16:11.183091] [INFO ] [sig       ] [193/3614] Forecasting ANIK...
[2025-12-09T20:16:11.183120] [INFO ] [sig       ] Generating forecast for: ANIK
[2025-12-09T20:16:11.183151] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANIK' from 'https://tdm.silogroup.org/data/derivative_storage/ANIK.csv'.
[2025-12-09T20:16:11.194665] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANIK'.
[2025-12-09T20:16:11.194994] [INFO ] [FORECASTER] Starting predict_future for ANIK
[2025-12-09T20:16:11.195799] [DEBUG] [LOCAL     ] No optimal features file found for ANIK: ./output/feature-sets/ANIK.txt
[2025-12-09T20:16:11.195851] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:11.195883] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:11.195909] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:11.195978] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:11.253182] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:11.253846] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:11.253925] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:11.253957] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:11.371200] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:11.371350] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:11.371390] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:11.371419] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:11.374812] [DEBUG] [FORECASTER] ANIK: Forecast T+1@11:T+2@11: DOWN (p=2.53%)
[2025-12-09T20:16:11.375084] [INFO ] [FORECASTER] Completed predict_future for ANIK
[2025-12-09T20:16:11.375210] [INFO ] [sig       ] ANIK: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:16:11.514898] [INFO ] [LOCAL     ] Saved forecast: ANIK	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/ANIK.txt
[2025-12-09T20:16:11.515092] [INFO ] [sig       ] [193/3614] Completed ANIK in 0.3s | 2.87 sym/s | Total: 1.1m | ETA: 19.9m
[2025-12-09T20:16:11.515133] [INFO ] [sig       ] [194/3614] Forecasting ANIP...
[2025-12-09T20:16:11.515162] [INFO ] [sig       ] Generating forecast for: ANIP
[2025-12-09T20:16:11.515193] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANIP' from 'https://tdm.silogroup.org/data/derivative_storage/ANIP.csv'.
[2025-12-09T20:16:11.527215] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANIP'.
[2025-12-09T20:16:11.527624] [INFO ] [FORECASTER] Starting predict_future for ANIP
[2025-12-09T20:16:11.528451] [DEBUG] [LOCAL     ] No optimal features file found for ANIP: ./output/feature-sets/ANIP.txt
[2025-12-09T20:16:11.528503] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:11.528535] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:11.528560] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:11.528644] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:11.587051] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:11.587946] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:11.588029] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:11.588063] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:11.717769] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:11.717937] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:11.717979] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:11.718008] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:11.721943] [DEBUG] [FORECASTER] ANIP: Forecast T+1@11:T+2@11: UP (p=82.36%)
[2025-12-09T20:16:11.722248] [INFO ] [FORECASTER] Completed predict_future for ANIP
[2025-12-09T20:16:11.722399] [INFO ] [sig       ] ANIP: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:16:11.872949] [INFO ] [LOCAL     ] Saved forecast: ANIP	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/ANIP.txt
[2025-12-09T20:16:11.873110] [INFO ] [sig       ] [194/3614] Completed ANIP in 0.4s | 2.87 sym/s | Total: 1.1m | ETA: 19.9m
[2025-12-09T20:16:11.873150] [INFO ] [sig       ] [195/3614] Forecasting ANIX...
[2025-12-09T20:16:11.873178] [INFO ] [sig       ] Generating forecast for: ANIX
[2025-12-09T20:16:11.873210] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANIX' from 'https://tdm.silogroup.org/data/derivative_storage/ANIX.csv'.
[2025-12-09T20:16:11.884745] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANIX'.
[2025-12-09T20:16:11.885109] [INFO ] [FORECASTER] Starting predict_future for ANIX
[2025-12-09T20:16:11.885929] [DEBUG] [LOCAL     ] No optimal features file found for ANIX: ./output/feature-sets/ANIX.txt
[2025-12-09T20:16:11.885992] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:11.886025] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:11.886052] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:11.886107] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:11.945304] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:11.946207] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:11.946294] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:11.946327] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:12.074898] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:12.075051] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:12.075094] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:12.075123] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:12.078791] [DEBUG] [FORECASTER] ANIX: Forecast T+1@11:T+2@11: UP (p=84.17%)
[2025-12-09T20:16:12.079099] [INFO ] [FORECASTER] Completed predict_future for ANIX
[2025-12-09T20:16:12.079238] [INFO ] [sig       ] ANIX: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:16:12.223505] [INFO ] [LOCAL     ] Saved forecast: ANIX	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/ANIX.txt
[2025-12-09T20:16:12.223707] [INFO ] [sig       ] [195/3614] Completed ANIX in 0.4s | 2.87 sym/s | Total: 1.1m | ETA: 19.9m
[2025-12-09T20:16:12.223748] [INFO ] [sig       ] [196/3614] Forecasting ANNX...
[2025-12-09T20:16:12.223777] [INFO ] [sig       ] Generating forecast for: ANNX
[2025-12-09T20:16:12.223806] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANNX' from 'https://tdm.silogroup.org/data/derivative_storage/ANNX.csv'.
[2025-12-09T20:16:12.236395] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANNX'.
[2025-12-09T20:16:12.236898] [INFO ] [FORECASTER] Starting predict_future for ANNX
[2025-12-09T20:16:12.237724] [DEBUG] [LOCAL     ] No optimal features file found for ANNX: ./output/feature-sets/ANNX.txt
[2025-12-09T20:16:12.237776] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:12.237808] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:12.237834] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:12.237891] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:12.296395] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:12.297140] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:12.297221] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:12.297252] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:12.418248] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:12.418399] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:12.418442] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:12.418471] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:12.421867] [DEBUG] [FORECASTER] ANNX: Forecast T+1@11:T+2@11: UP (p=90.20%)
[2025-12-09T20:16:12.422140] [INFO ] [FORECASTER] Completed predict_future for ANNX
[2025-12-09T20:16:12.422268] [INFO ] [sig       ] ANNX: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:16:12.569304] [INFO ] [LOCAL     ] Saved forecast: ANNX	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/ANNX.txt
[2025-12-09T20:16:12.569464] [INFO ] [sig       ] [196/3614] Completed ANNX in 0.3s | 2.87 sym/s | Total: 1.1m | ETA: 19.9m
[2025-12-09T20:16:12.569504] [INFO ] [sig       ] [197/3614] Forecasting ANTX...
[2025-12-09T20:16:12.569532] [INFO ] [sig       ] Generating forecast for: ANTX
[2025-12-09T20:16:12.569562] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANTX' from 'https://tdm.silogroup.org/data/derivative_storage/ANTX.csv'.
[2025-12-09T20:16:12.581026] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANTX'.
[2025-12-09T20:16:12.581443] [INFO ] [FORECASTER] Starting predict_future for ANTX
[2025-12-09T20:16:12.582361] [DEBUG] [LOCAL     ] No optimal features file found for ANTX: ./output/feature-sets/ANTX.txt
[2025-12-09T20:16:12.582418] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:12.582479] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:12.582510] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:12.582607] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:12.642944] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:12.643860] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:12.643954] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:12.643986] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:12.764064] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:12.764227] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:12.764269] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:12.764297] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:12.768341] [DEBUG] [FORECASTER] ANTX: Forecast T+1@11:T+2@11: UP (p=93.77%)
[2025-12-09T20:16:12.768745] [INFO ] [FORECASTER] Completed predict_future for ANTX
[2025-12-09T20:16:12.768899] [INFO ] [sig       ] ANTX: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:16:12.918265] [INFO ] [LOCAL     ] Saved forecast: ANTX	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/ANTX.txt
[2025-12-09T20:16:12.918625] [INFO ] [sig       ] [197/3614] Completed ANTX in 0.3s | 2.87 sym/s | Total: 1.1m | ETA: 19.9m
[2025-12-09T20:16:12.918668] [INFO ] [sig       ] [198/3614] Forecasting ANVS...
[2025-12-09T20:16:12.918697] [INFO ] [sig       ] Generating forecast for: ANVS
[2025-12-09T20:16:12.918728] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANVS' from 'https://tdm.silogroup.org/data/derivative_storage/ANVS.csv'.
[2025-12-09T20:16:12.931043] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANVS'.
[2025-12-09T20:16:12.931650] [INFO ] [FORECASTER] Starting predict_future for ANVS
[2025-12-09T20:16:12.932563] [DEBUG] [LOCAL     ] No optimal features file found for ANVS: ./output/feature-sets/ANVS.txt
[2025-12-09T20:16:12.932653] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:12.932686] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:12.932716] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:12.932792] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:12.991522] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:12.992453] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:12.992543] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:12.992599] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:13.122549] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:13.122739] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:13.122790] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:13.122820] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:13.126375] [DEBUG] [FORECASTER] ANVS: Forecast T+1@11:T+2@11: DOWN (p=34.44%)
[2025-12-09T20:16:13.126669] [INFO ] [FORECASTER] Completed predict_future for ANVS
[2025-12-09T20:16:13.126798] [INFO ] [sig       ] ANVS: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:16:13.265659] [INFO ] [LOCAL     ] Saved forecast: ANVS	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/ANVS.txt
[2025-12-09T20:16:13.265818] [INFO ] [sig       ] [198/3614] Completed ANVS in 0.3s | 2.87 sym/s | Total: 1.2m | ETA: 19.9m
[2025-12-09T20:16:13.265858] [INFO ] [sig       ] [199/3614] Forecasting AOD...
[2025-12-09T20:16:13.265887] [INFO ] [sig       ] Generating forecast for: AOD
[2025-12-09T20:16:13.265918] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AOD' from 'https://tdm.silogroup.org/data/derivative_storage/AOD.csv'.
[2025-12-09T20:16:13.278233] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AOD'.
[2025-12-09T20:16:13.278593] [INFO ] [FORECASTER] Starting predict_future for AOD
[2025-12-09T20:16:13.279391] [DEBUG] [LOCAL     ] No optimal features file found for AOD: ./output/feature-sets/AOD.txt
[2025-12-09T20:16:13.279444] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:13.279477] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:13.279505] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:13.279560] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:13.336543] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:13.337422] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:13.337558] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:13.337612] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:13.459338] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:13.459700] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:13.459741] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:13.459768] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:13.463196] [DEBUG] [FORECASTER] AOD: Forecast T+1@11:T+2@11: DOWN (p=12.77%)
[2025-12-09T20:16:13.463489] [INFO ] [FORECASTER] Completed predict_future for AOD
[2025-12-09T20:16:13.463647] [INFO ] [sig       ] AOD: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:16:13.606534] [INFO ] [LOCAL     ] Saved forecast: AOD	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/AOD.txt
[2025-12-09T20:16:13.606710] [INFO ] [sig       ] [199/3614] Completed AOD in 0.3s | 2.87 sym/s | Total: 1.2m | ETA: 19.8m
[2025-12-09T20:16:13.606751] [INFO ] [sig       ] [200/3614] Forecasting AOHY...
[2025-12-09T20:16:13.606780] [INFO ] [sig       ] Generating forecast for: AOHY
[2025-12-09T20:16:13.606813] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AOHY' from 'https://tdm.silogroup.org/data/derivative_storage/AOHY.csv'.
[2025-12-09T20:16:13.618297] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AOHY'.
[2025-12-09T20:16:13.618756] [INFO ] [FORECASTER] Starting predict_future for AOHY
[2025-12-09T20:16:13.619542] [DEBUG] [LOCAL     ] No optimal features file found for AOHY: ./output/feature-sets/AOHY.txt
[2025-12-09T20:16:13.619622] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:13.619655] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:13.619681] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:13.619737] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:13.679588] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:13.680412] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:13.680492] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:13.680524] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:13.799187] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:13.799337] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:13.799377] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:13.799436] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:13.803186] [DEBUG] [FORECASTER] AOHY: Forecast T+1@11:T+2@11: DOWN (p=27.26%)
[2025-12-09T20:16:13.803482] [INFO ] [FORECASTER] Completed predict_future for AOHY
[2025-12-09T20:16:13.803823] [INFO ] [sig       ] AOHY: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:16:13.951673] [INFO ] [LOCAL     ] Saved forecast: AOHY	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/AOHY.txt
[2025-12-09T20:16:13.951833] [INFO ] [sig       ] [200/3614] Completed AOHY in 0.3s | 2.87 sym/s | Total: 1.2m | ETA: 19.8m
[2025-12-09T20:16:13.951872] [INFO ] [sig       ] [201/3614] Forecasting AON...
[2025-12-09T20:16:13.951902] [INFO ] [sig       ] Generating forecast for: AON
[2025-12-09T20:16:13.951935] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AON' from 'https://tdm.silogroup.org/data/derivative_storage/AON.csv'.
[2025-12-09T20:16:13.964453] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AON'.
[2025-12-09T20:16:13.964807] [INFO ] [FORECASTER] Starting predict_future for AON
[2025-12-09T20:16:13.965873] [DEBUG] [LOCAL     ] No optimal features file found for AON: ./output/feature-sets/AON.txt
[2025-12-09T20:16:13.965928] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:13.965961] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:13.965989] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:13.966047] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:14.025790] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:14.026634] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:14.026719] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:14.026752] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:14.156946] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:14.157099] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:14.157140] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:14.157168] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:14.160809] [DEBUG] [FORECASTER] AON: Forecast T+1@11:T+2@11: UP (p=92.71%)
[2025-12-09T20:16:14.161083] [INFO ] [FORECASTER] Completed predict_future for AON
[2025-12-09T20:16:14.161215] [INFO ] [sig       ] AON: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:16:14.307375] [INFO ] [LOCAL     ] Saved forecast: AON	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/AON.txt
[2025-12-09T20:16:14.307544] [INFO ] [sig       ] [201/3614] Completed AON in 0.4s | 2.87 sym/s | Total: 1.2m | ETA: 19.8m
[2025-12-09T20:16:14.307606] [INFO ] [sig       ] [202/3614] Forecasting AOS...
[2025-12-09T20:16:14.307649] [INFO ] [sig       ] Generating forecast for: AOS
[2025-12-09T20:16:14.307688] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AOS' from 'https://tdm.silogroup.org/data/derivative_storage/AOS.csv'.
[2025-12-09T20:16:14.320623] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AOS'.
[2025-12-09T20:16:14.320932] [INFO ] [FORECASTER] Starting predict_future for AOS
[2025-12-09T20:16:14.321753] [DEBUG] [LOCAL     ] No optimal features file found for AOS: ./output/feature-sets/AOS.txt
[2025-12-09T20:16:14.321807] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:14.321841] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:14.321869] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:14.321928] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:14.382536] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:14.383245] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:14.383338] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:14.383378] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:14.506035] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:14.506190] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:14.506233] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:14.506264] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:14.509768] [DEBUG] [FORECASTER] AOS: Forecast T+1@11:T+2@11: DOWN (p=34.99%)
[2025-12-09T20:16:14.510044] [INFO ] [FORECASTER] Completed predict_future for AOS
[2025-12-09T20:16:14.510172] [INFO ] [sig       ] AOS: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:16:14.653929] [INFO ] [LOCAL     ] Saved forecast: AOS	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/AOS.txt
[2025-12-09T20:16:14.654051] [INFO ] [sig       ] [202/3614] Completed AOS in 0.3s | 2.87 sym/s | Total: 1.2m | ETA: 19.8m
[2025-12-09T20:16:14.654090] [INFO ] [sig       ] [203/3614] Forecasting AOSL...
[2025-12-09T20:16:14.654120] [INFO ] [sig       ] Generating forecast for: AOSL
[2025-12-09T20:16:14.654149] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AOSL' from 'https://tdm.silogroup.org/data/derivative_storage/AOSL.csv'.
[2025-12-09T20:16:14.666125] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AOSL'.
[2025-12-09T20:16:14.666420] [INFO ] [FORECASTER] Starting predict_future for AOSL
[2025-12-09T20:16:14.667444] [DEBUG] [LOCAL     ] No optimal features file found for AOSL: ./output/feature-sets/AOSL.txt
[2025-12-09T20:16:14.667527] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:14.667560] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:14.667605] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:14.667667] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:14.727361] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:14.728207] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:14.728291] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:14.728325] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:14.851472] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:14.851836] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:14.851878] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:14.851904] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:14.855908] [DEBUG] [FORECASTER] AOSL: Forecast T+1@11:T+2@11: UP (p=93.20%)
[2025-12-09T20:16:14.856210] [INFO ] [FORECASTER] Completed predict_future for AOSL
[2025-12-09T20:16:14.856351] [INFO ] [sig       ] AOSL: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:16:15.007634] [INFO ] [LOCAL     ] Saved forecast: AOSL	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/AOSL.txt
[2025-12-09T20:16:15.007812] [INFO ] [sig       ] [203/3614] Completed AOSL in 0.4s | 2.87 sym/s | Total: 1.2m | ETA: 19.8m
[2025-12-09T20:16:15.007854] [INFO ] [sig       ] [204/3614] Forecasting AP...
[2025-12-09T20:16:15.007885] [INFO ] [sig       ] Generating forecast for: AP
[2025-12-09T20:16:15.007914] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AP' from 'https://tdm.silogroup.org/data/derivative_storage/AP.csv'.
[2025-12-09T20:16:15.020037] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AP'.
[2025-12-09T20:16:15.020438] [INFO ] [FORECASTER] Starting predict_future for AP
[2025-12-09T20:16:15.021297] [DEBUG] [LOCAL     ] No optimal features file found for AP: ./output/feature-sets/AP.txt
[2025-12-09T20:16:15.021351] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:15.021383] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:15.021409] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:15.021465] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:15.083005] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:15.083899] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:15.083983] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:15.084015] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:15.210514] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:15.210697] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:15.210740] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:15.210770] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:15.215191] [DEBUG] [FORECASTER] AP: Forecast T+1@11:T+2@11: UP (p=89.43%)
[2025-12-09T20:16:15.215654] [INFO ] [FORECASTER] Completed predict_future for AP
[2025-12-09T20:16:15.215843] [INFO ] [sig       ] AP: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:16:15.418400] [INFO ] [LOCAL     ] Saved forecast: AP	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/AP.txt
[2025-12-09T20:16:15.418647] [INFO ] [sig       ] [204/3614] Completed AP in 0.4s | 2.87 sym/s | Total: 1.2m | ETA: 19.8m
[2025-12-09T20:16:15.418718] [INFO ] [sig       ] [205/3614] Forecasting APA...
[2025-12-09T20:16:15.418767] [INFO ] [sig       ] Generating forecast for: APA
[2025-12-09T20:16:15.418815] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APA' from 'https://tdm.silogroup.org/data/derivative_storage/APA.csv'.
[2025-12-09T20:16:15.436428] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APA'.
[2025-12-09T20:16:15.437011] [INFO ] [FORECASTER] Starting predict_future for APA
[2025-12-09T20:16:15.438376] [DEBUG] [LOCAL     ] No optimal features file found for APA: ./output/feature-sets/APA.txt
[2025-12-09T20:16:15.438454] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:15.438508] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:15.438555] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:15.438669] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:15.516833] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:15.518015] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:15.518133] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:15.518167] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:15.693933] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:15.694099] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:15.694144] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:15.694172] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:15.697926] [DEBUG] [FORECASTER] APA: Forecast T+1@11:T+2@11: DOWN (p=7.95%)
[2025-12-09T20:16:15.698303] [INFO ] [FORECASTER] Completed predict_future for APA
[2025-12-09T20:16:15.698493] [INFO ] [sig       ] APA: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:16:15.925335] [INFO ] [LOCAL     ] Saved forecast: APA	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/APA.txt
[2025-12-09T20:16:15.925566] [INFO ] [sig       ] [205/3614] Completed APA in 0.5s | 2.86 sym/s | Total: 1.2m | ETA: 19.9m
[2025-12-09T20:16:15.925641] [INFO ] [sig       ] [206/3614] Forecasting APAM...
[2025-12-09T20:16:15.925678] [INFO ] [sig       ] Generating forecast for: APAM
[2025-12-09T20:16:15.925712] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APAM' from 'https://tdm.silogroup.org/data/derivative_storage/APAM.csv'.
[2025-12-09T20:16:15.960632] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APAM'.
[2025-12-09T20:16:15.961131] [INFO ] [FORECASTER] Starting predict_future for APAM
[2025-12-09T20:16:15.962242] [DEBUG] [LOCAL     ] No optimal features file found for APAM: ./output/feature-sets/APAM.txt
[2025-12-09T20:16:15.962308] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:15.962361] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:15.962394] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:15.962464] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:16.055111] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:16.056358] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:16.056488] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:16.056543] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:16.222948] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:16.223109] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:16.223154] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:16.223183] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:16.227699] [DEBUG] [FORECASTER] APAM: Forecast T+1@11:T+2@11: UP (p=91.13%)
[2025-12-09T20:16:16.228116] [INFO ] [FORECASTER] Completed predict_future for APAM
[2025-12-09T20:16:16.228289] [INFO ] [sig       ] APAM: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:16:16.399162] [INFO ] [LOCAL     ] Saved forecast: APAM	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/APAM.txt
[2025-12-09T20:16:16.399392] [INFO ] [sig       ] [206/3614] Completed APAM in 0.5s | 2.85 sym/s | Total: 1.2m | ETA: 19.9m
[2025-12-09T20:16:16.399460] [INFO ] [sig       ] [207/3614] Forecasting APD...
[2025-12-09T20:16:16.399510] [INFO ] [sig       ] Generating forecast for: APD
[2025-12-09T20:16:16.399562] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APD' from 'https://tdm.silogroup.org/data/derivative_storage/APD.csv'.
[2025-12-09T20:16:16.415797] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APD'.
[2025-12-09T20:16:16.416299] [INFO ] [FORECASTER] Starting predict_future for APD
[2025-12-09T20:16:16.417563] [DEBUG] [LOCAL     ] No optimal features file found for APD: ./output/feature-sets/APD.txt
[2025-12-09T20:16:16.417663] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:16.417715] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:16.417764] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:16.417857] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:16.498749] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:16.499692] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:16.499780] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:16.499853] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:16.632464] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:16.632650] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:16.632705] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:16.632749] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:16.636388] [DEBUG] [FORECASTER] APD: Forecast T+1@11:T+2@11: DOWN (p=6.63%)
[2025-12-09T20:16:16.636764] [INFO ] [FORECASTER] Completed predict_future for APD
[2025-12-09T20:16:16.636936] [INFO ] [sig       ] APD: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:16:16.798432] [INFO ] [LOCAL     ] Saved forecast: APD	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/APD.txt
[2025-12-09T20:16:16.798618] [INFO ] [sig       ] [207/3614] Completed APD in 0.4s | 2.85 sym/s | Total: 1.2m | ETA: 19.9m
[2025-12-09T20:16:16.798663] [INFO ] [sig       ] [208/3614] Forecasting APEI...
[2025-12-09T20:16:16.798696] [INFO ] [sig       ] Generating forecast for: APEI
[2025-12-09T20:16:16.798728] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APEI' from 'https://tdm.silogroup.org/data/derivative_storage/APEI.csv'.
[2025-12-09T20:16:16.811944] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APEI'.
[2025-12-09T20:16:16.812316] [INFO ] [FORECASTER] Starting predict_future for APEI
[2025-12-09T20:16:16.813352] [DEBUG] [LOCAL     ] No optimal features file found for APEI: ./output/feature-sets/APEI.txt
[2025-12-09T20:16:16.813408] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:16.813441] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:16.813468] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:16.813541] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:16.876599] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:16.877434] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:16.877542] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:16.877593] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:17.004950] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:17.005102] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:17.005144] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:17.005173] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:17.008812] [DEBUG] [FORECASTER] APEI: Forecast T+1@11:T+2@11: UP (p=77.86%)
[2025-12-09T20:16:17.009096] [INFO ] [FORECASTER] Completed predict_future for APEI
[2025-12-09T20:16:17.009240] [INFO ] [sig       ] APEI: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:16:17.166446] [INFO ] [LOCAL     ] Saved forecast: APEI	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/APEI.txt
[2025-12-09T20:16:17.166843] [INFO ] [sig       ] [208/3614] Completed APEI in 0.4s | 2.85 sym/s | Total: 1.2m | ETA: 19.9m
[2025-12-09T20:16:17.166890] [INFO ] [sig       ] [209/3614] Forecasting APG...
[2025-12-09T20:16:17.166921] [INFO ] [sig       ] Generating forecast for: APG
[2025-12-09T20:16:17.166955] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APG' from 'https://tdm.silogroup.org/data/derivative_storage/APG.csv'.
[2025-12-09T20:16:17.179287] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APG'.
[2025-12-09T20:16:17.179651] [INFO ] [FORECASTER] Starting predict_future for APG
[2025-12-09T20:16:17.180734] [DEBUG] [LOCAL     ] No optimal features file found for APG: ./output/feature-sets/APG.txt
[2025-12-09T20:16:17.180789] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:17.180822] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:17.180848] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:17.180904] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:17.244894] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:17.245946] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:17.246039] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:17.246080] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:17.377502] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:17.377901] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:17.377951] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:17.377980] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:17.382413] [DEBUG] [FORECASTER] APG: Forecast T+1@11:T+2@11: UP (p=54.13%)
[2025-12-09T20:16:17.383063] [INFO ] [FORECASTER] Completed predict_future for APG
[2025-12-09T20:16:17.383226] [INFO ] [sig       ] APG: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:16:17.540752] [INFO ] [LOCAL     ] Saved forecast: APG	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/APG.txt
[2025-12-09T20:16:17.540897] [INFO ] [sig       ] [209/3614] Completed APG in 0.4s | 2.85 sym/s | Total: 1.2m | ETA: 19.9m
[2025-12-09T20:16:17.540936] [INFO ] [sig       ] [210/3614] Forecasting APGE...
[2025-12-09T20:16:17.540989] [INFO ] [sig       ] Generating forecast for: APGE
[2025-12-09T20:16:17.541022] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APGE' from 'https://tdm.silogroup.org/data/derivative_storage/APGE.csv'.
[2025-12-09T20:16:17.552850] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APGE'.
[2025-12-09T20:16:17.553167] [INFO ] [FORECASTER] Starting predict_future for APGE
[2025-12-09T20:16:17.553977] [DEBUG] [LOCAL     ] No optimal features file found for APGE: ./output/feature-sets/APGE.txt
[2025-12-09T20:16:17.554030] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:17.554062] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:17.554090] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:17.554145] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:17.611785] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:17.612514] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:17.612610] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:17.612645] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:17.736760] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:17.736906] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:17.736946] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:17.736974] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:17.740396] [DEBUG] [FORECASTER] APGE: Forecast T+1@11:T+2@11: UP (p=91.20%)
[2025-12-09T20:16:17.740699] [INFO ] [FORECASTER] Completed predict_future for APGE
[2025-12-09T20:16:17.740831] [INFO ] [sig       ] APGE: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:16:17.894351] [INFO ] [LOCAL     ] Saved forecast: APGE	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/APGE.txt
[2025-12-09T20:16:17.894522] [INFO ] [sig       ] [210/3614] Completed APGE in 0.4s | 2.85 sym/s | Total: 1.2m | ETA: 19.9m
[2025-12-09T20:16:17.894565] [INFO ] [sig       ] [211/3614] Forecasting APH...
[2025-12-09T20:16:17.894621] [INFO ] [sig       ] Generating forecast for: APH
[2025-12-09T20:16:17.894656] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APH' from 'https://tdm.silogroup.org/data/derivative_storage/APH.csv'.
[2025-12-09T20:16:17.907392] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APH'.
[2025-12-09T20:16:17.907741] [INFO ] [FORECASTER] Starting predict_future for APH
[2025-12-09T20:16:17.908557] [DEBUG] [LOCAL     ] No optimal features file found for APH: ./output/feature-sets/APH.txt
[2025-12-09T20:16:17.908816] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:17.908851] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:17.908879] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:17.908936] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:17.975887] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:17.976795] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:17.976882] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:17.976916] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:18.101300] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:18.101447] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:18.101488] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:18.101516] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:18.105115] [DEBUG] [FORECASTER] APH: Forecast T+1@11:T+2@11: UP (p=57.57%)
[2025-12-09T20:16:18.105391] [INFO ] [FORECASTER] Completed predict_future for APH
[2025-12-09T20:16:18.105516] [INFO ] [sig       ] APH: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:16:18.249650] [INFO ] [LOCAL     ] Saved forecast: APH	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/APH.txt
[2025-12-09T20:16:18.249789] [INFO ] [sig       ] [211/3614] Completed APH in 0.4s | 2.85 sym/s | Total: 1.2m | ETA: 19.9m
[2025-12-09T20:16:18.249828] [INFO ] [sig       ] [212/3614] Forecasting API...
[2025-12-09T20:16:18.249859] [INFO ] [sig       ] Generating forecast for: API
[2025-12-09T20:16:18.249889] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'API' from 'https://tdm.silogroup.org/data/derivative_storage/API.csv'.
[2025-12-09T20:16:18.260778] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'API'.
[2025-12-09T20:16:18.261080] [INFO ] [FORECASTER] Starting predict_future for API
[2025-12-09T20:16:18.262079] [DEBUG] [LOCAL     ] No optimal features file found for API: ./output/feature-sets/API.txt
[2025-12-09T20:16:18.262131] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:18.262161] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:18.262188] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:18.262242] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:18.319432] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:18.320281] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:18.320364] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:18.320396] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:18.442451] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:18.442619] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:18.442663] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:18.442692] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:18.446178] [DEBUG] [FORECASTER] API: Forecast T+1@11:T+2@11: DOWN (p=10.06%)
[2025-12-09T20:16:18.446461] [INFO ] [FORECASTER] Completed predict_future for API
[2025-12-09T20:16:18.446637] [INFO ] [sig       ] API: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:16:18.596604] [INFO ] [LOCAL     ] Saved forecast: API	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/API.txt
[2025-12-09T20:16:18.596757] [INFO ] [sig       ] [212/3614] Completed API in 0.3s | 2.85 sym/s | Total: 1.2m | ETA: 19.9m
[2025-12-09T20:16:18.596797] [INFO ] [sig       ] [213/3614] Forecasting APLD...
[2025-12-09T20:16:18.596827] [INFO ] [sig       ] Generating forecast for: APLD
[2025-12-09T20:16:18.596857] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APLD' from 'https://tdm.silogroup.org/data/derivative_storage/APLD.csv'.
[2025-12-09T20:16:18.608719] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APLD'.
[2025-12-09T20:16:18.609086] [INFO ] [FORECASTER] Starting predict_future for APLD
[2025-12-09T20:16:18.609941] [DEBUG] [LOCAL     ] No optimal features file found for APLD: ./output/feature-sets/APLD.txt
[2025-12-09T20:16:18.609994] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:18.610027] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:18.610053] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:18.610109] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:18.669683] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:18.670531] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:18.670634] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:18.670668] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:18.792334] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:18.792491] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:18.792532] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:18.792595] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:18.796094] [DEBUG] [FORECASTER] APLD: Forecast T+1@11:T+2@11: DOWN (p=38.76%)
[2025-12-09T20:16:18.796386] [INFO ] [FORECASTER] Completed predict_future for APLD
[2025-12-09T20:16:18.796543] [INFO ] [sig       ] APLD: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:16:18.952551] [INFO ] [LOCAL     ] Saved forecast: APLD	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/APLD.txt
[2025-12-09T20:16:18.952726] [INFO ] [sig       ] [213/3614] Completed APLD in 0.4s | 2.85 sym/s | Total: 1.2m | ETA: 19.9m
[2025-12-09T20:16:18.952766] [INFO ] [sig       ] [214/3614] Forecasting APLE...
[2025-12-09T20:16:18.952794] [INFO ] [sig       ] Generating forecast for: APLE
[2025-12-09T20:16:18.952827] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APLE' from 'https://tdm.silogroup.org/data/derivative_storage/APLE.csv'.
[2025-12-09T20:16:18.965831] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APLE'.
[2025-12-09T20:16:18.966150] [INFO ] [FORECASTER] Starting predict_future for APLE
[2025-12-09T20:16:18.967170] [DEBUG] [LOCAL     ] No optimal features file found for APLE: ./output/feature-sets/APLE.txt
[2025-12-09T20:16:18.967224] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:18.967284] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:18.967314] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:18.967372] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:19.030551] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:19.031342] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:19.031420] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:19.031453] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:19.151985] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:19.152133] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:19.152174] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:19.152202] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:19.156183] [DEBUG] [FORECASTER] APLE: Forecast T+1@11:T+2@11: UP (p=94.98%)
[2025-12-09T20:16:19.156483] [INFO ] [FORECASTER] Completed predict_future for APLE
[2025-12-09T20:16:19.156638] [INFO ] [sig       ] APLE: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:16:19.304710] [INFO ] [LOCAL     ] Saved forecast: APLE	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/APLE.txt
[2025-12-09T20:16:19.304839] [INFO ] [sig       ] [214/3614] Completed APLE in 0.4s | 2.85 sym/s | Total: 1.3m | ETA: 19.9m
[2025-12-09T20:16:19.304877] [INFO ] [sig       ] [215/3614] Forecasting APLS...
[2025-12-09T20:16:19.304907] [INFO ] [sig       ] Generating forecast for: APLS
[2025-12-09T20:16:19.304936] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APLS' from 'https://tdm.silogroup.org/data/derivative_storage/APLS.csv'.
[2025-12-09T20:16:19.317028] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APLS'.
[2025-12-09T20:16:19.317384] [INFO ] [FORECASTER] Starting predict_future for APLS
[2025-12-09T20:16:19.318232] [DEBUG] [LOCAL     ] No optimal features file found for APLS: ./output/feature-sets/APLS.txt
[2025-12-09T20:16:19.318286] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:19.318318] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:19.318345] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:19.318403] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:19.380282] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:19.381023] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:19.381105] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:19.381151] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:19.509464] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:19.509815] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:19.509861] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:19.509889] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:19.513496] [DEBUG] [FORECASTER] APLS: Forecast T+1@11:T+2@11: UP (p=99.12%)
[2025-12-09T20:16:19.513835] [INFO ] [FORECASTER] Completed predict_future for APLS
[2025-12-09T20:16:19.513978] [INFO ] [sig       ] APLS: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:16:19.664863] [INFO ] [LOCAL     ] Saved forecast: APLS	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/APLS.txt
[2025-12-09T20:16:19.665027] [INFO ] [sig       ] [215/3614] Completed APLS in 0.4s | 2.85 sym/s | Total: 1.3m | ETA: 19.9m
[2025-12-09T20:16:19.665069] [INFO ] [sig       ] [216/3614] Forecasting APM...
[2025-12-09T20:16:19.665099] [INFO ] [sig       ] Generating forecast for: APM
[2025-12-09T20:16:19.665131] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APM' from 'https://tdm.silogroup.org/data/derivative_storage/APM.csv'.
[2025-12-09T20:16:19.681531] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APM'.
[2025-12-09T20:16:19.681985] [INFO ] [FORECASTER] Starting predict_future for APM
[2025-12-09T20:16:19.682996] [DEBUG] [LOCAL     ] No optimal features file found for APM: ./output/feature-sets/APM.txt
[2025-12-09T20:16:19.683062] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:19.683097] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:19.683126] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:19.683188] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:19.745813] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:19.746808] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:19.746902] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:19.746936] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:19.872288] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:19.872444] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:19.872485] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:19.872514] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:19.876150] [DEBUG] [FORECASTER] APM: Forecast T+1@11:T+2@11: DOWN (p=15.33%)
[2025-12-09T20:16:19.876497] [INFO ] [FORECASTER] Completed predict_future for APM
[2025-12-09T20:16:19.876663] [INFO ] [sig       ] APM: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:16:20.023290] [INFO ] [LOCAL     ] Saved forecast: APM	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/APM.txt
[2025-12-09T20:16:20.023446] [INFO ] [sig       ] [216/3614] Completed APM in 0.4s | 2.85 sym/s | Total: 1.3m | ETA: 19.9m
[2025-12-09T20:16:20.023487] [INFO ] [sig       ] [217/3614] Forecasting APO...
[2025-12-09T20:16:20.023515] [INFO ] [sig       ] Generating forecast for: APO
[2025-12-09T20:16:20.023546] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APO' from 'https://tdm.silogroup.org/data/derivative_storage/APO.csv'.
[2025-12-09T20:16:20.035635] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APO'.
[2025-12-09T20:16:20.036009] [INFO ] [FORECASTER] Starting predict_future for APO
[2025-12-09T20:16:20.036908] [DEBUG] [LOCAL     ] No optimal features file found for APO: ./output/feature-sets/APO.txt
[2025-12-09T20:16:20.036962] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:20.036995] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:20.037023] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:20.037091] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:20.099989] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:20.101086] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:20.101193] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:20.101232] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:20.232873] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:20.233028] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:20.233071] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:20.233136] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:20.236714] [DEBUG] [FORECASTER] APO: Forecast T+1@11:T+2@11: UP (p=68.69%)
[2025-12-09T20:16:20.237002] [INFO ] [FORECASTER] Completed predict_future for APO
[2025-12-09T20:16:20.237149] [INFO ] [sig       ] APO: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:16:20.378103] [INFO ] [LOCAL     ] Saved forecast: APO	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/APO.txt
[2025-12-09T20:16:20.378268] [INFO ] [sig       ] [217/3614] Completed APO in 0.4s | 2.85 sym/s | Total: 1.3m | ETA: 19.9m
[2025-12-09T20:16:20.378310] [INFO ] [sig       ] [218/3614] Forecasting APOG...
[2025-12-09T20:16:20.378339] [INFO ] [sig       ] Generating forecast for: APOG
[2025-12-09T20:16:20.378368] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APOG' from 'https://tdm.silogroup.org/data/derivative_storage/APOG.csv'.
[2025-12-09T20:16:20.389896] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APOG'.
[2025-12-09T20:16:20.390283] [INFO ] [FORECASTER] Starting predict_future for APOG
[2025-12-09T20:16:20.391138] [DEBUG] [LOCAL     ] No optimal features file found for APOG: ./output/feature-sets/APOG.txt
[2025-12-09T20:16:20.391194] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:20.391227] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:20.391255] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:20.391312] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:20.448805] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:20.449706] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:20.449787] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:20.449820] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:20.573135] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:20.573290] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:20.573331] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:20.573360] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:20.576971] [DEBUG] [FORECASTER] APOG: Forecast T+1@11:T+2@11: UP (p=56.40%)
[2025-12-09T20:16:20.577242] [INFO ] [FORECASTER] Completed predict_future for APOG
[2025-12-09T20:16:20.577368] [INFO ] [sig       ] APOG: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:16:20.718167] [INFO ] [LOCAL     ] Saved forecast: APOG	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/APOG.txt
[2025-12-09T20:16:20.718277] [INFO ] [sig       ] [218/3614] Completed APOG in 0.3s | 2.85 sym/s | Total: 1.3m | ETA: 19.9m
[2025-12-09T20:16:20.718315] [INFO ] [sig       ] [219/3614] Forecasting APOS...
[2025-12-09T20:16:20.718343] [INFO ] [sig       ] Generating forecast for: APOS
[2025-12-09T20:16:20.718373] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APOS' from 'https://tdm.silogroup.org/data/derivative_storage/APOS.csv'.
[2025-12-09T20:16:20.732097] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APOS'.
[2025-12-09T20:16:20.732710] [INFO ] [FORECASTER] Starting predict_future for APOS
[2025-12-09T20:16:20.733774] [DEBUG] [LOCAL     ] No optimal features file found for APOS: ./output/feature-sets/APOS.txt
[2025-12-09T20:16:20.733857] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:20.733894] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:20.733923] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:20.733984] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:20.796374] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:20.797952] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:20.798118] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:20.798153] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:20.940927] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:20.941167] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:20.941216] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:20.941247] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:20.946831] [DEBUG] [FORECASTER] APOS: Forecast T+1@11:T+2@11: DOWN (p=6.24%)
[2025-12-09T20:16:20.947500] [INFO ] [FORECASTER] Completed predict_future for APOS
[2025-12-09T20:16:20.947772] [INFO ] [sig       ] APOS: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:16:21.113235] [INFO ] [LOCAL     ] Saved forecast: APOS	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/APOS.txt
[2025-12-09T20:16:21.113443] [INFO ] [sig       ] [219/3614] Completed APOS in 0.4s | 2.85 sym/s | Total: 1.3m | ETA: 19.9m
[2025-12-09T20:16:21.113485] [INFO ] [sig       ] [220/3614] Forecasting APP...
[2025-12-09T20:16:21.113518] [INFO ] [sig       ] Generating forecast for: APP
[2025-12-09T20:16:21.113552] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APP' from 'https://tdm.silogroup.org/data/derivative_storage/APP.csv'.
[2025-12-09T20:16:21.130497] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APP'.
[2025-12-09T20:16:21.131263] [INFO ] [FORECASTER] Starting predict_future for APP
[2025-12-09T20:16:21.133149] [DEBUG] [LOCAL     ] No optimal features file found for APP: ./output/feature-sets/APP.txt
[2025-12-09T20:16:21.133319] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:21.133362] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:21.133390] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:21.133465] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:21.198512] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:21.199777] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:21.199884] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:21.199918] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:21.343658] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:21.343848] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:21.343892] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:21.343921] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:21.348127] [DEBUG] [FORECASTER] APP: Forecast T+1@11:T+2@11: UP (p=64.33%)
[2025-12-09T20:16:21.348470] [INFO ] [FORECASTER] Completed predict_future for APP
[2025-12-09T20:16:21.348651] [INFO ] [sig       ] APP: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:16:21.496524] [INFO ] [LOCAL     ] Saved forecast: APP	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/APP.txt
[2025-12-09T20:16:21.496676] [INFO ] [sig       ] [220/3614] Completed APP in 0.4s | 2.85 sym/s | Total: 1.3m | ETA: 19.9m
[2025-12-09T20:16:21.496717] [INFO ] [sig       ] [221/3614] Forecasting APPF...
[2025-12-09T20:16:21.496745] [INFO ] [sig       ] Generating forecast for: APPF
[2025-12-09T20:16:21.496774] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APPF' from 'https://tdm.silogroup.org/data/derivative_storage/APPF.csv'.
[2025-12-09T20:16:21.509617] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APPF'.
[2025-12-09T20:16:21.510114] [INFO ] [FORECASTER] Starting predict_future for APPF
[2025-12-09T20:16:21.511134] [DEBUG] [LOCAL     ] No optimal features file found for APPF: ./output/feature-sets/APPF.txt
[2025-12-09T20:16:21.511187] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:21.511218] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:21.511244] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:21.511299] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:21.571957] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:21.572654] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:21.572732] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:21.572764] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:21.693795] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:21.693965] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:21.694019] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:21.694048] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:21.697933] [DEBUG] [FORECASTER] APPF: Forecast T+1@11:T+2@11: UP (p=99.92%)
[2025-12-09T20:16:21.698239] [INFO ] [FORECASTER] Completed predict_future for APPF
[2025-12-09T20:16:21.698414] [INFO ] [sig       ] APPF: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:16:21.850855] [INFO ] [LOCAL     ] Saved forecast: APPF	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/APPF.txt
[2025-12-09T20:16:21.851035] [INFO ] [sig       ] [221/3614] Completed APPF in 0.4s | 2.85 sym/s | Total: 1.3m | ETA: 19.9m
[2025-12-09T20:16:21.851092] [INFO ] [sig       ] [222/3614] Forecasting APPN...
[2025-12-09T20:16:21.851130] [INFO ] [sig       ] Generating forecast for: APPN
[2025-12-09T20:16:21.851174] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APPN' from 'https://tdm.silogroup.org/data/derivative_storage/APPN.csv'.
[2025-12-09T20:16:21.864889] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APPN'.
[2025-12-09T20:16:21.865221] [INFO ] [FORECASTER] Starting predict_future for APPN
[2025-12-09T20:16:21.866177] [DEBUG] [LOCAL     ] No optimal features file found for APPN: ./output/feature-sets/APPN.txt
[2025-12-09T20:16:21.866231] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:21.866264] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:21.866290] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:21.866348] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:21.928921] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:21.929930] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:21.930011] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:21.930043] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:22.052420] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:22.052555] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:22.052615] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:22.052645] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:22.056877] [DEBUG] [FORECASTER] APPN: Forecast T+1@11:T+2@11: DOWN (p=14.06%)
[2025-12-09T20:16:22.057148] [INFO ] [FORECASTER] Completed predict_future for APPN
[2025-12-09T20:16:22.057273] [INFO ] [sig       ] APPN: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:16:22.199010] [INFO ] [LOCAL     ] Saved forecast: APPN	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/APPN.txt
[2025-12-09T20:16:22.199141] [INFO ] [sig       ] [222/3614] Completed APPN in 0.3s | 2.85 sym/s | Total: 1.3m | ETA: 19.9m
[2025-12-09T20:16:22.199181] [INFO ] [sig       ] [223/3614] Forecasting APPS...
[2025-12-09T20:16:22.199210] [INFO ] [sig       ] Generating forecast for: APPS
[2025-12-09T20:16:22.199239] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APPS' from 'https://tdm.silogroup.org/data/derivative_storage/APPS.csv'.
[2025-12-09T20:16:22.211504] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APPS'.
[2025-12-09T20:16:22.211950] [INFO ] [FORECASTER] Starting predict_future for APPS
[2025-12-09T20:16:22.213068] [DEBUG] [LOCAL     ] No optimal features file found for APPS: ./output/feature-sets/APPS.txt
[2025-12-09T20:16:22.213127] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:22.213161] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:22.213189] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:22.213247] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:22.274073] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:22.275016] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:22.275103] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:22.275137] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:22.400955] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:22.401112] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:22.401155] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:22.401185] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:22.404961] [DEBUG] [FORECASTER] APPS: Forecast T+1@11:T+2@11: UP (p=94.61%)
[2025-12-09T20:16:22.405274] [INFO ] [FORECASTER] Completed predict_future for APPS
[2025-12-09T20:16:22.405419] [INFO ] [sig       ] APPS: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:16:22.551372] [INFO ] [LOCAL     ] Saved forecast: APPS	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/APPS.txt
[2025-12-09T20:16:22.551535] [INFO ] [sig       ] [223/3614] Completed APPS in 0.4s | 2.85 sym/s | Total: 1.3m | ETA: 19.9m
[2025-12-09T20:16:22.551594] [INFO ] [sig       ] [224/3614] Forecasting APRE...
[2025-12-09T20:16:22.551628] [INFO ] [sig       ] Generating forecast for: APRE
[2025-12-09T20:16:22.551657] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APRE' from 'https://tdm.silogroup.org/data/derivative_storage/APRE.csv'.
[2025-12-09T20:16:22.563085] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APRE'.
[2025-12-09T20:16:22.563436] [INFO ] [FORECASTER] Starting predict_future for APRE
[2025-12-09T20:16:22.564243] [DEBUG] [LOCAL     ] No optimal features file found for APRE: ./output/feature-sets/APRE.txt
[2025-12-09T20:16:22.564297] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:22.564328] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:22.564354] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:22.564410] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:22.620545] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:22.621177] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:22.621283] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:22.621315] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:22.731435] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:22.731596] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:22.731638] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:22.731666] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:22.735119] [DEBUG] [FORECASTER] APRE: Forecast T+1@11:T+2@11: DOWN (p=33.07%)
[2025-12-09T20:16:22.735407] [INFO ] [FORECASTER] Completed predict_future for APRE
[2025-12-09T20:16:22.735538] [INFO ] [sig       ] APRE: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:16:22.875442] [INFO ] [LOCAL     ] Saved forecast: APRE	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/APRE.txt
[2025-12-09T20:16:22.875597] [INFO ] [sig       ] [224/3614] Completed APRE in 0.3s | 2.85 sym/s | Total: 1.3m | ETA: 19.8m
[2025-12-09T20:16:22.875640] [INFO ] [sig       ] [225/3614] Forecasting APVO...
[2025-12-09T20:16:22.875671] [INFO ] [sig       ] Generating forecast for: APVO
[2025-12-09T20:16:22.875701] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APVO' from 'https://tdm.silogroup.org/data/derivative_storage/APVO.csv'.
[2025-12-09T20:16:22.888664] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APVO'.
[2025-12-09T20:16:22.889122] [INFO ] [FORECASTER] Starting predict_future for APVO
[2025-12-09T20:16:22.890039] [DEBUG] [LOCAL     ] No optimal features file found for APVO: ./output/feature-sets/APVO.txt
[2025-12-09T20:16:22.890095] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:22.890130] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:22.890158] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:22.890215] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:22.951343] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:22.952254] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:22.952343] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:22.952377] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:23.072238] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:23.072419] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:23.072480] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:23.072518] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:23.076379] [DEBUG] [FORECASTER] APVO: Forecast T+1@11:T+2@11: UP (p=58.51%)
[2025-12-09T20:16:23.076743] [INFO ] [FORECASTER] Completed predict_future for APVO
[2025-12-09T20:16:23.076892] [INFO ] [sig       ] APVO: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:16:23.225719] [INFO ] [LOCAL     ] Saved forecast: APVO	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/APVO.txt
[2025-12-09T20:16:23.225879] [INFO ] [sig       ] [225/3614] Completed APVO in 0.4s | 2.85 sym/s | Total: 1.3m | ETA: 19.8m
[2025-12-09T20:16:23.225918] [INFO ] [sig       ] [226/3614] Forecasting APYX...
[2025-12-09T20:16:23.225949] [INFO ] [sig       ] Generating forecast for: APYX
[2025-12-09T20:16:23.225979] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APYX' from 'https://tdm.silogroup.org/data/derivative_storage/APYX.csv'.
[2025-12-09T20:16:23.236995] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APYX'.
[2025-12-09T20:16:23.237304] [INFO ] [FORECASTER] Starting predict_future for APYX
[2025-12-09T20:16:23.238128] [DEBUG] [LOCAL     ] No optimal features file found for APYX: ./output/feature-sets/APYX.txt
[2025-12-09T20:16:23.238180] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:23.238212] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:23.238239] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:23.238294] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:23.297178] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:23.298051] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:23.298135] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:23.298170] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:23.414400] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:23.414586] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:23.414631] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:23.414661] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:23.418276] [DEBUG] [FORECASTER] APYX: Forecast T+1@11:T+2@11: UP (p=95.84%)
[2025-12-09T20:16:23.418602] [INFO ] [FORECASTER] Completed predict_future for APYX
[2025-12-09T20:16:23.418746] [INFO ] [sig       ] APYX: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:16:23.563393] [INFO ] [LOCAL     ] Saved forecast: APYX	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/APYX.txt
[2025-12-09T20:16:23.563531] [INFO ] [sig       ] [226/3614] Completed APYX in 0.3s | 2.85 sym/s | Total: 1.3m | ETA: 19.8m
[2025-12-09T20:16:23.563619] [INFO ] [sig       ] [227/3614] Forecasting AQMS...
[2025-12-09T20:16:23.563658] [INFO ] [sig       ] Generating forecast for: AQMS
[2025-12-09T20:16:23.563687] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AQMS' from 'https://tdm.silogroup.org/data/derivative_storage/AQMS.csv'.
[2025-12-09T20:16:23.575376] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AQMS'.
[2025-12-09T20:16:23.575703] [INFO ] [FORECASTER] Starting predict_future for AQMS
[2025-12-09T20:16:23.576494] [DEBUG] [LOCAL     ] No optimal features file found for AQMS: ./output/feature-sets/AQMS.txt
[2025-12-09T20:16:23.576557] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:23.576621] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:23.576654] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:23.576711] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:23.636075] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:23.636960] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:23.637046] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:23.637081] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:23.754419] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:23.754590] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:23.754634] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:23.754666] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:23.758177] [DEBUG] [FORECASTER] AQMS: Forecast T+1@11:T+2@11: UP (p=95.29%)
[2025-12-09T20:16:23.758461] [INFO ] [FORECASTER] Completed predict_future for AQMS
[2025-12-09T20:16:23.758616] [INFO ] [sig       ] AQMS: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:16:23.902324] [INFO ] [LOCAL     ] Saved forecast: AQMS	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/AQMS.txt
[2025-12-09T20:16:23.902497] [INFO ] [sig       ] [227/3614] Completed AQMS in 0.3s | 2.85 sym/s | Total: 1.3m | ETA: 19.8m
[2025-12-09T20:16:23.902537] [INFO ] [sig       ] [228/3614] Forecasting AQN...
[2025-12-09T20:16:23.902584] [INFO ] [sig       ] Generating forecast for: AQN
[2025-12-09T20:16:23.902617] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AQN' from 'https://tdm.silogroup.org/data/derivative_storage/AQN.csv'.
[2025-12-09T20:16:23.914548] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AQN'.
[2025-12-09T20:16:23.914835] [INFO ] [FORECASTER] Starting predict_future for AQN
[2025-12-09T20:16:23.915616] [DEBUG] [LOCAL     ] No optimal features file found for AQN: ./output/feature-sets/AQN.txt
[2025-12-09T20:16:23.915668] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:23.915700] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:23.915727] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:23.915783] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:23.974532] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:23.975386] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:23.975464] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:23.975496] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:24.092956] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:24.093110] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:24.093152] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:24.093182] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:24.097070] [DEBUG] [FORECASTER] AQN: Forecast T+1@11:T+2@11: DOWN (p=15.49%)
[2025-12-09T20:16:24.097372] [INFO ] [FORECASTER] Completed predict_future for AQN
[2025-12-09T20:16:24.097530] [INFO ] [sig       ] AQN: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:16:24.247711] [INFO ] [LOCAL     ] Saved forecast: AQN	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/AQN.txt
[2025-12-09T20:16:24.247880] [INFO ] [sig       ] [228/3614] Completed AQN in 0.3s | 2.85 sym/s | Total: 1.3m | ETA: 19.8m
[2025-12-09T20:16:24.247921] [INFO ] [sig       ] [229/3614] Forecasting AQNB...
[2025-12-09T20:16:24.247951] [INFO ] [sig       ] Generating forecast for: AQNB
[2025-12-09T20:16:24.247985] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AQNB' from 'https://tdm.silogroup.org/data/derivative_storage/AQNB.csv'.
[2025-12-09T20:16:24.259676] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AQNB'.
[2025-12-09T20:16:24.260088] [INFO ] [FORECASTER] Starting predict_future for AQNB
[2025-12-09T20:16:24.260929] [DEBUG] [LOCAL     ] No optimal features file found for AQNB: ./output/feature-sets/AQNB.txt
[2025-12-09T20:16:24.260983] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:24.261017] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:24.261044] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:24.261101] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:24.321407] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:24.322319] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:24.322405] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:24.322439] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:24.435319] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:24.435488] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:24.435539] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:24.435583] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:24.439029] [DEBUG] [FORECASTER] AQNB: Forecast T+1@11:T+2@11: DOWN (p=5.84%)
[2025-12-09T20:16:24.439306] [INFO ] [FORECASTER] Completed predict_future for AQNB
[2025-12-09T20:16:24.439453] [INFO ] [sig       ] AQNB: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:16:24.580523] [INFO ] [LOCAL     ] Saved forecast: AQNB	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/AQNB.txt
[2025-12-09T20:16:24.580850] [INFO ] [sig       ] [229/3614] Completed AQNB in 0.3s | 2.85 sym/s | Total: 1.3m | ETA: 19.8m
[2025-12-09T20:16:24.580890] [INFO ] [sig       ] [230/3614] Forecasting ARBB...
[2025-12-09T20:16:24.580919] [INFO ] [sig       ] Generating forecast for: ARBB
[2025-12-09T20:16:24.580948] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARBB' from 'https://tdm.silogroup.org/data/derivative_storage/ARBB.csv'.
[2025-12-09T20:16:24.592443] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARBB'.
[2025-12-09T20:16:24.592750] [INFO ] [FORECASTER] Starting predict_future for ARBB
[2025-12-09T20:16:24.593509] [DEBUG] [LOCAL     ] No optimal features file found for ARBB: ./output/feature-sets/ARBB.txt
[2025-12-09T20:16:24.593592] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:24.593628] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:24.593655] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:24.593710] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:24.649751] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:24.650358] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:24.650435] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:24.650466] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:24.767661] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:24.767984] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:24.768021] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:24.768049] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:24.771328] [DEBUG] [FORECASTER] ARBB: Forecast T+1@11:T+2@11: DOWN (p=2.02%)
[2025-12-09T20:16:24.771621] [INFO ] [FORECASTER] Completed predict_future for ARBB
[2025-12-09T20:16:24.771750] [INFO ] [sig       ] ARBB: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:16:24.915565] [INFO ] [LOCAL     ] Saved forecast: ARBB	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/ARBB.txt
[2025-12-09T20:16:24.915701] [INFO ] [sig       ] [230/3614] Completed ARBB in 0.3s | 2.85 sym/s | Total: 1.3m | ETA: 19.8m
[2025-12-09T20:16:24.915739] [INFO ] [sig       ] [231/3614] Forecasting ARBE...
[2025-12-09T20:16:24.915768] [INFO ] [sig       ] Generating forecast for: ARBE
[2025-12-09T20:16:24.915797] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARBE' from 'https://tdm.silogroup.org/data/derivative_storage/ARBE.csv'.
[2025-12-09T20:16:24.933442] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARBE'.
[2025-12-09T20:16:24.933938] [INFO ] [FORECASTER] Starting predict_future for ARBE
[2025-12-09T20:16:24.935237] [DEBUG] [LOCAL     ] No optimal features file found for ARBE: ./output/feature-sets/ARBE.txt
[2025-12-09T20:16:24.935313] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:24.935396] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:24.935432] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:24.935512] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:24.998030] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:24.999191] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:24.999281] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:24.999315] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:25.135341] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:25.135508] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:25.135550] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:25.135597] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:25.139240] [DEBUG] [FORECASTER] ARBE: Forecast T+1@11:T+2@11: DOWN (p=46.96%)
[2025-12-09T20:16:25.139546] [INFO ] [FORECASTER] Completed predict_future for ARBE
[2025-12-09T20:16:25.139707] [INFO ] [sig       ] ARBE: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:16:25.297421] [INFO ] [LOCAL     ] Saved forecast: ARBE	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/ARBE.txt
[2025-12-09T20:16:25.297599] [INFO ] [sig       ] [231/3614] Completed ARBE in 0.4s | 2.85 sym/s | Total: 1.4m | ETA: 19.8m
[2025-12-09T20:16:25.297642] [INFO ] [sig       ] [232/3614] Forecasting ARCB...
[2025-12-09T20:16:25.297672] [INFO ] [sig       ] Generating forecast for: ARCB
[2025-12-09T20:16:25.297701] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARCB' from 'https://tdm.silogroup.org/data/derivative_storage/ARCB.csv'.
[2025-12-09T20:16:25.308730] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARCB'.
[2025-12-09T20:16:25.309012] [INFO ] [FORECASTER] Starting predict_future for ARCB
[2025-12-09T20:16:25.309810] [DEBUG] [LOCAL     ] No optimal features file found for ARCB: ./output/feature-sets/ARCB.txt
[2025-12-09T20:16:25.309861] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:25.309892] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:25.309919] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:25.309975] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:25.366982] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:25.367702] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:25.367779] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:25.367811] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:25.489887] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:25.490036] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:25.490080] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:25.490108] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:25.493485] [DEBUG] [FORECASTER] ARCB: Forecast T+1@11:T+2@11: DOWN (p=5.28%)
[2025-12-09T20:16:25.493776] [INFO ] [FORECASTER] Completed predict_future for ARCB
[2025-12-09T20:16:25.493904] [INFO ] [sig       ] ARCB: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:16:25.631731] [INFO ] [LOCAL     ] Saved forecast: ARCB	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/ARCB.txt
[2025-12-09T20:16:25.631883] [INFO ] [sig       ] [232/3614] Completed ARCB in 0.3s | 2.85 sym/s | Total: 1.4m | ETA: 19.8m
[2025-12-09T20:16:25.631922] [INFO ] [sig       ] [233/3614] Forecasting ARCC...
[2025-12-09T20:16:25.631951] [INFO ] [sig       ] Generating forecast for: ARCC
[2025-12-09T20:16:25.631982] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARCC' from 'https://tdm.silogroup.org/data/derivative_storage/ARCC.csv'.
[2025-12-09T20:16:25.644509] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARCC'.
[2025-12-09T20:16:25.644901] [INFO ] [FORECASTER] Starting predict_future for ARCC
[2025-12-09T20:16:25.645745] [DEBUG] [LOCAL     ] No optimal features file found for ARCC: ./output/feature-sets/ARCC.txt
[2025-12-09T20:16:25.645799] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:25.645833] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:25.645861] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:25.645918] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:25.704690] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:25.705616] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:25.705699] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:25.705733] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:25.826304] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:25.826461] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:25.826502] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:25.826529] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:25.829977] [DEBUG] [FORECASTER] ARCC: Forecast T+1@11:T+2@11: DOWN (p=16.25%)
[2025-12-09T20:16:25.830259] [INFO ] [FORECASTER] Completed predict_future for ARCC
[2025-12-09T20:16:25.830393] [INFO ] [sig       ] ARCC: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:16:25.969098] [INFO ] [LOCAL     ] Saved forecast: ARCC	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/ARCC.txt
[2025-12-09T20:16:25.969254] [INFO ] [sig       ] [233/3614] Completed ARCC in 0.3s | 2.85 sym/s | Total: 1.4m | ETA: 19.8m
[2025-12-09T20:16:25.969299] [INFO ] [sig       ] [234/3614] Forecasting ARCO...
[2025-12-09T20:16:25.969331] [INFO ] [sig       ] Generating forecast for: ARCO
[2025-12-09T20:16:25.969361] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARCO' from 'https://tdm.silogroup.org/data/derivative_storage/ARCO.csv'.
[2025-12-09T20:16:25.980932] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARCO'.
[2025-12-09T20:16:25.981285] [INFO ] [FORECASTER] Starting predict_future for ARCO
[2025-12-09T20:16:25.982097] [DEBUG] [LOCAL     ] No optimal features file found for ARCO: ./output/feature-sets/ARCO.txt
[2025-12-09T20:16:25.982148] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:25.982179] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:25.982204] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:25.982259] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:26.039750] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:26.040694] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:26.040777] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:26.040809] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:26.156154] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:26.156268] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:26.156305] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:26.156365] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:26.160438] [DEBUG] [FORECASTER] ARCO: Forecast T+1@11:T+2@11: UP (p=67.69%)
[2025-12-09T20:16:26.160929] [INFO ] [FORECASTER] Completed predict_future for ARCO
[2025-12-09T20:16:26.161059] [INFO ] [sig       ] ARCO: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:16:26.317942] [INFO ] [LOCAL     ] Saved forecast: ARCO	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/ARCO.txt
[2025-12-09T20:16:26.318107] [INFO ] [sig       ] [234/3614] Completed ARCO in 0.3s | 2.85 sym/s | Total: 1.4m | ETA: 19.8m
[2025-12-09T20:16:26.318154] [INFO ] [sig       ] [235/3614] Forecasting ARDC...
[2025-12-09T20:16:26.318186] [INFO ] [sig       ] Generating forecast for: ARDC
[2025-12-09T20:16:26.318216] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARDC' from 'https://tdm.silogroup.org/data/derivative_storage/ARDC.csv'.
[2025-12-09T20:16:26.331130] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARDC'.
[2025-12-09T20:16:26.331456] [INFO ] [FORECASTER] Starting predict_future for ARDC
[2025-12-09T20:16:26.332427] [DEBUG] [LOCAL     ] No optimal features file found for ARDC: ./output/feature-sets/ARDC.txt
[2025-12-09T20:16:26.332480] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:26.332511] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:26.332538] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:26.332618] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:26.390641] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:26.391494] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:26.391609] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:26.391668] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:26.508711] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:26.508871] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:26.508912] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:26.508941] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:26.512780] [DEBUG] [FORECASTER] ARDC: Forecast T+1@11:T+2@11: UP (p=99.21%)
[2025-12-09T20:16:26.513079] [INFO ] [FORECASTER] Completed predict_future for ARDC
[2025-12-09T20:16:26.513208] [INFO ] [sig       ] ARDC: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:16:26.652431] [INFO ] [LOCAL     ] Saved forecast: ARDC	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/ARDC.txt
[2025-12-09T20:16:26.652586] [INFO ] [sig       ] [235/3614] Completed ARDC in 0.3s | 2.85 sym/s | Total: 1.4m | ETA: 19.8m
[2025-12-09T20:16:26.652627] [INFO ] [sig       ] [236/3614] Forecasting ARDX...
[2025-12-09T20:16:26.652655] [INFO ] [sig       ] Generating forecast for: ARDX
[2025-12-09T20:16:26.652684] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARDX' from 'https://tdm.silogroup.org/data/derivative_storage/ARDX.csv'.
[2025-12-09T20:16:26.665437] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARDX'.
[2025-12-09T20:16:26.665766] [INFO ] [FORECASTER] Starting predict_future for ARDX
[2025-12-09T20:16:26.666768] [DEBUG] [LOCAL     ] No optimal features file found for ARDX: ./output/feature-sets/ARDX.txt
[2025-12-09T20:16:26.666820] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:26.666852] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:26.666880] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:26.666936] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:26.724268] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:26.724961] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:26.725038] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:26.725071] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:26.845250] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:26.845403] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:26.845442] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:26.845472] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:26.848842] [DEBUG] [FORECASTER] ARDX: Forecast T+1@11:T+2@11: DOWN (p=32.64%)
[2025-12-09T20:16:26.849110] [INFO ] [FORECASTER] Completed predict_future for ARDX
[2025-12-09T20:16:26.849237] [INFO ] [sig       ] ARDX: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:16:26.987673] [INFO ] [LOCAL     ] Saved forecast: ARDX	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/ARDX.txt
[2025-12-09T20:16:26.987810] [INFO ] [sig       ] [236/3614] Completed ARDX in 0.3s | 2.85 sym/s | Total: 1.4m | ETA: 19.7m
[2025-12-09T20:16:26.987849] [INFO ] [sig       ] [237/3614] Forecasting ARE...
[2025-12-09T20:16:26.987879] [INFO ] [sig       ] Generating forecast for: ARE
[2025-12-09T20:16:26.987909] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARE' from 'https://tdm.silogroup.org/data/derivative_storage/ARE.csv'.
[2025-12-09T20:16:26.999030] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARE'.
[2025-12-09T20:16:26.999348] [INFO ] [FORECASTER] Starting predict_future for ARE
[2025-12-09T20:16:27.000141] [DEBUG] [LOCAL     ] No optimal features file found for ARE: ./output/feature-sets/ARE.txt
[2025-12-09T20:16:27.000193] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:27.000224] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:27.000250] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:27.000306] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:27.056918] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:27.057631] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:27.057710] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:27.057742] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:27.180233] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:27.180387] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:27.180447] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:27.180479] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:27.183915] [DEBUG] [FORECASTER] ARE: Forecast T+1@11:T+2@11: DOWN (p=47.81%)
[2025-12-09T20:16:27.184193] [INFO ] [FORECASTER] Completed predict_future for ARE
[2025-12-09T20:16:27.184327] [INFO ] [sig       ] ARE: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:16:27.324689] [INFO ] [LOCAL     ] Saved forecast: ARE	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/ARE.txt
[2025-12-09T20:16:27.324833] [INFO ] [sig       ] [237/3614] Completed ARE in 0.3s | 2.85 sym/s | Total: 1.4m | ETA: 19.7m
[2025-12-09T20:16:27.324872] [INFO ] [sig       ] [238/3614] Forecasting AREC...
[2025-12-09T20:16:27.324902] [INFO ] [sig       ] Generating forecast for: AREC
[2025-12-09T20:16:27.324932] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AREC' from 'https://tdm.silogroup.org/data/derivative_storage/AREC.csv'.
[2025-12-09T20:16:27.336427] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AREC'.
[2025-12-09T20:16:27.336746] [INFO ] [FORECASTER] Starting predict_future for AREC
[2025-12-09T20:16:27.337955] [DEBUG] [LOCAL     ] No optimal features file found for AREC: ./output/feature-sets/AREC.txt
[2025-12-09T20:16:27.338007] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:27.338039] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:27.338065] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:27.338120] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:27.396775] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:27.397497] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:27.397595] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:27.397630] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:27.521281] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:27.521438] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:27.521479] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:27.521507] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:27.524937] [DEBUG] [FORECASTER] AREC: Forecast T+1@11:T+2@11: UP (p=98.07%)
[2025-12-09T20:16:27.525208] [INFO ] [FORECASTER] Completed predict_future for AREC
[2025-12-09T20:16:27.525336] [INFO ] [sig       ] AREC: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:16:27.662438] [INFO ] [LOCAL     ] Saved forecast: AREC	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/AREC.txt
[2025-12-09T20:16:27.662601] [INFO ] [sig       ] [238/3614] Completed AREC in 0.3s | 2.85 sym/s | Total: 1.4m | ETA: 19.7m
[2025-12-09T20:16:27.662645] [INFO ] [sig       ] [239/3614] Forecasting ARES...
[2025-12-09T20:16:27.662675] [INFO ] [sig       ] Generating forecast for: ARES
[2025-12-09T20:16:27.662704] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARES' from 'https://tdm.silogroup.org/data/derivative_storage/ARES.csv'.
[2025-12-09T20:16:27.674855] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARES'.
[2025-12-09T20:16:27.675172] [INFO ] [FORECASTER] Starting predict_future for ARES
[2025-12-09T20:16:27.675963] [DEBUG] [LOCAL     ] No optimal features file found for ARES: ./output/feature-sets/ARES.txt
[2025-12-09T20:16:27.676014] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:27.676045] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:27.676071] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:27.676126] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:27.734320] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:27.735155] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:27.735239] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:27.735271] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:27.858757] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:27.858906] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:27.858947] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:27.858976] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:27.862473] [DEBUG] [FORECASTER] ARES: Forecast T+1@11:T+2@11: DOWN (p=30.12%)
[2025-12-09T20:16:27.862769] [INFO ] [FORECASTER] Completed predict_future for ARES
[2025-12-09T20:16:27.862903] [INFO ] [sig       ] ARES: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:16:28.013947] [INFO ] [LOCAL     ] Saved forecast: ARES	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/ARES.txt
[2025-12-09T20:16:28.014086] [INFO ] [sig       ] [239/3614] Completed ARES in 0.4s | 2.85 sym/s | Total: 1.4m | ETA: 19.7m
[2025-12-09T20:16:28.014125] [INFO ] [sig       ] [240/3614] Forecasting ARGX...
[2025-12-09T20:16:28.014154] [INFO ] [sig       ] Generating forecast for: ARGX
[2025-12-09T20:16:28.014184] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARGX' from 'https://tdm.silogroup.org/data/derivative_storage/ARGX.csv'.
[2025-12-09T20:16:28.025093] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARGX'.
[2025-12-09T20:16:28.025396] [INFO ] [FORECASTER] Starting predict_future for ARGX
[2025-12-09T20:16:28.026223] [DEBUG] [LOCAL     ] No optimal features file found for ARGX: ./output/feature-sets/ARGX.txt
[2025-12-09T20:16:28.026275] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:28.026306] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:28.026332] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:28.026387] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:28.083120] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:28.083894] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:28.083976] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:28.084008] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:28.210623] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:28.210804] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:28.210845] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:28.210874] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:28.214634] [DEBUG] [FORECASTER] ARGX: Forecast T+1@11:T+2@11: DOWN (p=23.27%)
[2025-12-09T20:16:28.215109] [INFO ] [FORECASTER] Completed predict_future for ARGX
[2025-12-09T20:16:28.215240] [INFO ] [sig       ] ARGX: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:16:28.355044] [INFO ] [LOCAL     ] Saved forecast: ARGX	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/ARGX.txt
[2025-12-09T20:16:28.355183] [INFO ] [sig       ] [240/3614] Completed ARGX in 0.3s | 2.85 sym/s | Total: 1.4m | ETA: 19.7m
[2025-12-09T20:16:28.355222] [INFO ] [sig       ] [241/3614] Forecasting ARHS...
[2025-12-09T20:16:28.355251] [INFO ] [sig       ] Generating forecast for: ARHS
[2025-12-09T20:16:28.355282] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARHS' from 'https://tdm.silogroup.org/data/derivative_storage/ARHS.csv'.
[2025-12-09T20:16:28.366732] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARHS'.
[2025-12-09T20:16:28.367030] [INFO ] [FORECASTER] Starting predict_future for ARHS
[2025-12-09T20:16:28.367886] [DEBUG] [LOCAL     ] No optimal features file found for ARHS: ./output/feature-sets/ARHS.txt
[2025-12-09T20:16:28.367938] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:28.367980] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:28.368008] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:28.368063] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:28.424909] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:28.425605] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:28.425725] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:28.425758] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:28.548433] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:28.548601] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:28.548649] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:28.548684] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:28.552126] [DEBUG] [FORECASTER] ARHS: Forecast T+1@11:T+2@11: DOWN (p=9.17%)
[2025-12-09T20:16:28.552394] [INFO ] [FORECASTER] Completed predict_future for ARHS
[2025-12-09T20:16:28.552518] [INFO ] [sig       ] ARHS: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:16:28.693385] [INFO ] [LOCAL     ] Saved forecast: ARHS	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/ARHS.txt
[2025-12-09T20:16:28.693523] [INFO ] [sig       ] [241/3614] Completed ARHS in 0.3s | 2.85 sym/s | Total: 1.4m | ETA: 19.7m
[2025-12-09T20:16:28.693561] [INFO ] [sig       ] [242/3614] Forecasting ARI...
[2025-12-09T20:16:28.693609] [INFO ] [sig       ] Generating forecast for: ARI
[2025-12-09T20:16:28.693640] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARI' from 'https://tdm.silogroup.org/data/derivative_storage/ARI.csv'.
[2025-12-09T20:16:28.704725] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARI'.
[2025-12-09T20:16:28.705002] [INFO ] [FORECASTER] Starting predict_future for ARI
[2025-12-09T20:16:28.705805] [DEBUG] [LOCAL     ] No optimal features file found for ARI: ./output/feature-sets/ARI.txt
[2025-12-09T20:16:28.705857] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:28.705888] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:28.705915] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:28.705970] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:28.765276] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:28.766145] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:28.766227] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:28.766261] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:28.889388] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:28.889540] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:28.889602] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:28.889640] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:28.893141] [DEBUG] [FORECASTER] ARI: Forecast T+1@11:T+2@11: UP (p=84.02%)
[2025-12-09T20:16:28.893424] [INFO ] [FORECASTER] Completed predict_future for ARI
[2025-12-09T20:16:28.893559] [INFO ] [sig       ] ARI: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:16:29.037788] [INFO ] [LOCAL     ] Saved forecast: ARI	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/ARI.txt
[2025-12-09T20:16:29.037947] [INFO ] [sig       ] [242/3614] Completed ARI in 0.3s | 2.85 sym/s | Total: 1.4m | ETA: 19.7m
[2025-12-09T20:16:29.037988] [INFO ] [sig       ] [243/3614] Forecasting ARKO...
[2025-12-09T20:16:29.038018] [INFO ] [sig       ] Generating forecast for: ARKO
[2025-12-09T20:16:29.038051] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARKO' from 'https://tdm.silogroup.org/data/derivative_storage/ARKO.csv'.
[2025-12-09T20:16:29.049357] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARKO'.
[2025-12-09T20:16:29.049712] [INFO ] [FORECASTER] Starting predict_future for ARKO
[2025-12-09T20:16:29.050495] [DEBUG] [LOCAL     ] No optimal features file found for ARKO: ./output/feature-sets/ARKO.txt
[2025-12-09T20:16:29.050546] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:29.050598] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:29.050626] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:29.050686] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:29.107664] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:29.108335] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:29.108413] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:29.108444] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:29.230179] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:29.230325] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:29.230366] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:29.230394] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:29.233861] [DEBUG] [FORECASTER] ARKO: Forecast T+1@11:T+2@11: UP (p=84.74%)
[2025-12-09T20:16:29.234134] [INFO ] [FORECASTER] Completed predict_future for ARKO
[2025-12-09T20:16:29.234260] [INFO ] [sig       ] ARKO: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:16:29.371748] [INFO ] [LOCAL     ] Saved forecast: ARKO	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/ARKO.txt
[2025-12-09T20:16:29.371883] [INFO ] [sig       ] [243/3614] Completed ARKO in 0.3s | 2.85 sym/s | Total: 1.4m | ETA: 19.7m
[2025-12-09T20:16:29.371921] [INFO ] [sig       ] [244/3614] Forecasting ARLO...
[2025-12-09T20:16:29.371951] [INFO ] [sig       ] Generating forecast for: ARLO
[2025-12-09T20:16:29.371979] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARLO' from 'https://tdm.silogroup.org/data/derivative_storage/ARLO.csv'.
[2025-12-09T20:16:29.383262] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARLO'.
[2025-12-09T20:16:29.383589] [INFO ] [FORECASTER] Starting predict_future for ARLO
[2025-12-09T20:16:29.384415] [DEBUG] [LOCAL     ] No optimal features file found for ARLO: ./output/feature-sets/ARLO.txt
[2025-12-09T20:16:29.384468] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:29.384500] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:29.384528] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:29.384614] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:29.442454] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:29.443168] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:29.443248] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:29.443280] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:29.564248] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:29.564395] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:29.564435] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:29.564463] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:29.567901] [DEBUG] [FORECASTER] ARLO: Forecast T+1@11:T+2@11: UP (p=58.81%)
[2025-12-09T20:16:29.568172] [INFO ] [FORECASTER] Completed predict_future for ARLO
[2025-12-09T20:16:29.568300] [INFO ] [sig       ] ARLO: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:16:29.716173] [INFO ] [LOCAL     ] Saved forecast: ARLO	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/ARLO.txt
[2025-12-09T20:16:29.716394] [INFO ] [sig       ] [244/3614] Completed ARLO in 0.3s | 2.85 sym/s | Total: 1.4m | ETA: 19.7m
[2025-12-09T20:16:29.716439] [INFO ] [sig       ] [245/3614] Forecasting ARLP...
[2025-12-09T20:16:29.716476] [INFO ] [sig       ] Generating forecast for: ARLP
[2025-12-09T20:16:29.716508] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARLP' from 'https://tdm.silogroup.org/data/derivative_storage/ARLP.csv'.
[2025-12-09T20:16:29.729334] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARLP'.
[2025-12-09T20:16:29.729783] [INFO ] [FORECASTER] Starting predict_future for ARLP
[2025-12-09T20:16:29.730797] [DEBUG] [LOCAL     ] No optimal features file found for ARLP: ./output/feature-sets/ARLP.txt
[2025-12-09T20:16:29.730860] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:29.730903] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:29.730940] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:29.731020] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:29.791849] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:29.792604] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:29.792688] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:29.792722] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:29.912662] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:29.912817] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:29.912861] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:29.912890] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:29.916397] [DEBUG] [FORECASTER] ARLP: Forecast T+1@11:T+2@11: UP (p=99.66%)
[2025-12-09T20:16:29.916699] [INFO ] [FORECASTER] Completed predict_future for ARLP
[2025-12-09T20:16:29.916831] [INFO ] [sig       ] ARLP: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:16:30.062119] [INFO ] [LOCAL     ] Saved forecast: ARLP	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/ARLP.txt
[2025-12-09T20:16:30.062273] [INFO ] [sig       ] [245/3614] Completed ARLP in 0.3s | 2.85 sym/s | Total: 1.4m | ETA: 19.7m
[2025-12-09T20:16:30.062314] [INFO ] [sig       ] [246/3614] Forecasting ARM...
[2025-12-09T20:16:30.062346] [INFO ] [sig       ] Generating forecast for: ARM
[2025-12-09T20:16:30.062379] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARM' from 'https://tdm.silogroup.org/data/derivative_storage/ARM.csv'.
[2025-12-09T20:16:30.074908] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARM'.
[2025-12-09T20:16:30.075524] [INFO ] [FORECASTER] Starting predict_future for ARM
[2025-12-09T20:16:30.076412] [DEBUG] [LOCAL     ] No optimal features file found for ARM: ./output/feature-sets/ARM.txt
[2025-12-09T20:16:30.076467] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:30.076501] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:30.076529] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:30.076606] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:30.142041] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:30.142950] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:30.143034] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:30.143069] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:30.264746] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:30.264899] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:30.264941] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:30.264971] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:30.268499] [DEBUG] [FORECASTER] ARM: Forecast T+1@11:T+2@11: UP (p=69.14%)
[2025-12-09T20:16:30.268832] [INFO ] [FORECASTER] Completed predict_future for ARM
[2025-12-09T20:16:30.268964] [INFO ] [sig       ] ARM: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:16:30.409162] [INFO ] [LOCAL     ] Saved forecast: ARM	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/ARM.txt
[2025-12-09T20:16:30.409307] [INFO ] [sig       ] [246/3614] Completed ARM in 0.3s | 2.85 sym/s | Total: 1.4m | ETA: 19.7m
[2025-12-09T20:16:30.409345] [INFO ] [sig       ] [247/3614] Forecasting ARMK...
[2025-12-09T20:16:30.409375] [INFO ] [sig       ] Generating forecast for: ARMK
[2025-12-09T20:16:30.409404] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARMK' from 'https://tdm.silogroup.org/data/derivative_storage/ARMK.csv'.
[2025-12-09T20:16:30.420613] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARMK'.
[2025-12-09T20:16:30.420944] [INFO ] [FORECASTER] Starting predict_future for ARMK
[2025-12-09T20:16:30.421811] [DEBUG] [LOCAL     ] No optimal features file found for ARMK: ./output/feature-sets/ARMK.txt
[2025-12-09T20:16:30.421865] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:30.421899] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:30.421927] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:30.421984] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:30.480962] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:30.481856] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:30.481941] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:30.481975] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:30.611331] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:30.611481] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:30.611523] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:30.611553] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:30.615096] [DEBUG] [FORECASTER] ARMK: Forecast T+1@11:T+2@11: UP (p=67.72%)
[2025-12-09T20:16:30.615378] [INFO ] [FORECASTER] Completed predict_future for ARMK
[2025-12-09T20:16:30.615510] [INFO ] [sig       ] ARMK: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:16:30.756478] [INFO ] [LOCAL     ] Saved forecast: ARMK	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/ARMK.txt
[2025-12-09T20:16:30.756641] [INFO ] [sig       ] [247/3614] Completed ARMK in 0.3s | 2.85 sym/s | Total: 1.4m | ETA: 19.7m
[2025-12-09T20:16:30.756685] [INFO ] [sig       ] [248/3614] Forecasting AROC...
[2025-12-09T20:16:30.756717] [INFO ] [sig       ] Generating forecast for: AROC
[2025-12-09T20:16:30.756747] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AROC' from 'https://tdm.silogroup.org/data/derivative_storage/AROC.csv'.
[2025-12-09T20:16:30.768508] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AROC'.
[2025-12-09T20:16:30.768905] [INFO ] [FORECASTER] Starting predict_future for AROC
[2025-12-09T20:16:30.769779] [DEBUG] [LOCAL     ] No optimal features file found for AROC: ./output/feature-sets/AROC.txt
[2025-12-09T20:16:30.769833] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:30.769893] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:30.769927] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:30.770002] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:30.829756] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:30.830608] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:30.830702] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:30.830741] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:30.946957] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:30.947105] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:30.947146] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:30.947191] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:30.950722] [DEBUG] [FORECASTER] AROC: Forecast T+1@11:T+2@11: DOWN (p=3.62%)
[2025-12-09T20:16:30.951011] [INFO ] [FORECASTER] Completed predict_future for AROC
[2025-12-09T20:16:30.951141] [INFO ] [sig       ] AROC: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:16:31.094706] [INFO ] [LOCAL     ] Saved forecast: AROC	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/AROC.txt
[2025-12-09T20:16:31.094849] [INFO ] [sig       ] [248/3614] Completed AROC in 0.3s | 2.85 sym/s | Total: 1.4m | ETA: 19.7m
[2025-12-09T20:16:31.094889] [INFO ] [sig       ] [249/3614] Forecasting ARQ...
[2025-12-09T20:16:31.094920] [INFO ] [sig       ] Generating forecast for: ARQ
[2025-12-09T20:16:31.094949] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARQ' from 'https://tdm.silogroup.org/data/derivative_storage/ARQ.csv'.
[2025-12-09T20:16:31.106509] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARQ'.
[2025-12-09T20:16:31.106826] [INFO ] [FORECASTER] Starting predict_future for ARQ
[2025-12-09T20:16:31.107666] [DEBUG] [LOCAL     ] No optimal features file found for ARQ: ./output/feature-sets/ARQ.txt
[2025-12-09T20:16:31.107723] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:31.107757] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:31.107784] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:31.107839] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:31.165345] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:31.166162] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:31.166247] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:31.166280] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:31.289396] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:31.289555] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:31.289619] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:31.289650] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:31.293369] [DEBUG] [FORECASTER] ARQ: Forecast T+1@11:T+2@11: DOWN (p=44.79%)
[2025-12-09T20:16:31.293710] [INFO ] [FORECASTER] Completed predict_future for ARQ
[2025-12-09T20:16:31.293856] [INFO ] [sig       ] ARQ: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:16:31.452697] [INFO ] [LOCAL     ] Saved forecast: ARQ	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/ARQ.txt
[2025-12-09T20:16:31.452865] [INFO ] [sig       ] [249/3614] Completed ARQ in 0.4s | 2.85 sym/s | Total: 1.5m | ETA: 19.6m
[2025-12-09T20:16:31.452905] [INFO ] [sig       ] [250/3614] Forecasting ARQQ...
[2025-12-09T20:16:31.452936] [INFO ] [sig       ] Generating forecast for: ARQQ
[2025-12-09T20:16:31.452967] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARQQ' from 'https://tdm.silogroup.org/data/derivative_storage/ARQQ.csv'.
[2025-12-09T20:16:31.467169] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARQQ'.
[2025-12-09T20:16:31.467612] [INFO ] [FORECASTER] Starting predict_future for ARQQ
[2025-12-09T20:16:31.468457] [DEBUG] [LOCAL     ] No optimal features file found for ARQQ: ./output/feature-sets/ARQQ.txt
[2025-12-09T20:16:31.468524] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:31.468595] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:31.468643] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:31.468716] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:31.531835] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:31.532781] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:31.532869] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:31.532921] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:31.666182] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:31.666358] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:31.666416] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:31.666457] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:31.670600] [DEBUG] [FORECASTER] ARQQ: Forecast T+1@11:T+2@11: DOWN (p=27.02%)
[2025-12-09T20:16:31.670924] [INFO ] [FORECASTER] Completed predict_future for ARQQ
[2025-12-09T20:16:31.671070] [INFO ] [sig       ] ARQQ: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:16:31.823713] [INFO ] [LOCAL     ] Saved forecast: ARQQ	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/ARQQ.txt
[2025-12-09T20:16:31.823874] [INFO ] [sig       ] [250/3614] Completed ARQQ in 0.4s | 2.85 sym/s | Total: 1.5m | ETA: 19.6m
[2025-12-09T20:16:31.823917] [INFO ] [sig       ] [251/3614] Forecasting ARRY...
[2025-12-09T20:16:31.823949] [INFO ] [sig       ] Generating forecast for: ARRY
[2025-12-09T20:16:31.823980] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARRY' from 'https://tdm.silogroup.org/data/derivative_storage/ARRY.csv'.
[2025-12-09T20:16:31.836690] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARRY'.
[2025-12-09T20:16:31.837013] [INFO ] [FORECASTER] Starting predict_future for ARRY
[2025-12-09T20:16:31.837887] [DEBUG] [LOCAL     ] No optimal features file found for ARRY: ./output/feature-sets/ARRY.txt
[2025-12-09T20:16:31.837941] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:31.837975] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:31.838003] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:31.838077] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:31.905602] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:31.906747] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:31.906849] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:31.906889] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:32.038801] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:32.039135] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:32.039183] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:32.039268] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:32.043018] [DEBUG] [FORECASTER] ARRY: Forecast T+1@11:T+2@11: UP (p=63.88%)
[2025-12-09T20:16:32.043338] [INFO ] [FORECASTER] Completed predict_future for ARRY
[2025-12-09T20:16:32.043482] [INFO ] [sig       ] ARRY: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:16:32.195995] [INFO ] [LOCAL     ] Saved forecast: ARRY	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/ARRY.txt
[2025-12-09T20:16:32.196140] [INFO ] [sig       ] [251/3614] Completed ARRY in 0.4s | 2.85 sym/s | Total: 1.5m | ETA: 19.6m
[2025-12-09T20:16:32.196182] [INFO ] [sig       ] [252/3614] Forecasting ARTL...
[2025-12-09T20:16:32.196213] [INFO ] [sig       ] Generating forecast for: ARTL
[2025-12-09T20:16:32.196243] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARTL' from 'https://tdm.silogroup.org/data/derivative_storage/ARTL.csv'.
[2025-12-09T20:16:32.210990] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARTL'.
[2025-12-09T20:16:32.211427] [INFO ] [FORECASTER] Starting predict_future for ARTL
[2025-12-09T20:16:32.212544] [DEBUG] [LOCAL     ] No optimal features file found for ARTL: ./output/feature-sets/ARTL.txt
[2025-12-09T20:16:32.212619] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:32.212656] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:32.212703] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:32.212779] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:32.275197] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:32.276092] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:32.276173] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:32.276206] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:32.394869] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:32.395210] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:32.395251] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:32.395279] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:32.398894] [DEBUG] [FORECASTER] ARTL: Forecast T+1@11:T+2@11: DOWN (p=35.96%)
[2025-12-09T20:16:32.399346] [INFO ] [FORECASTER] Completed predict_future for ARTL
[2025-12-09T20:16:32.399475] [INFO ] [sig       ] ARTL: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:16:32.544683] [INFO ] [LOCAL     ] Saved forecast: ARTL	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/ARTL.txt
[2025-12-09T20:16:32.544842] [INFO ] [sig       ] [252/3614] Completed ARTL in 0.3s | 2.85 sym/s | Total: 1.5m | ETA: 19.6m
[2025-12-09T20:16:32.544882] [INFO ] [sig       ] [253/3614] Forecasting ARTNA...
[2025-12-09T20:16:32.544913] [INFO ] [sig       ] Generating forecast for: ARTNA
[2025-12-09T20:16:32.544943] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARTNA' from 'https://tdm.silogroup.org/data/derivative_storage/ARTNA.csv'.
[2025-12-09T20:16:32.556944] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARTNA'.
[2025-12-09T20:16:32.557338] [INFO ] [FORECASTER] Starting predict_future for ARTNA
[2025-12-09T20:16:32.558368] [DEBUG] [LOCAL     ] No optimal features file found for ARTNA: ./output/feature-sets/ARTNA.txt
[2025-12-09T20:16:32.558420] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:32.558451] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:32.558478] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:32.558534] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:32.616494] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:32.617527] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:32.617626] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:32.617659] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:32.734512] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:32.734658] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:32.734698] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:32.734727] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:32.738240] [DEBUG] [FORECASTER] ARTNA: Forecast T+1@11:T+2@11: DOWN (p=46.27%)
[2025-12-09T20:16:32.738509] [INFO ] [FORECASTER] Completed predict_future for ARTNA
[2025-12-09T20:16:32.738653] [INFO ] [sig       ] ARTNA: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:16:32.879602] [INFO ] [LOCAL     ] Saved forecast: ARTNA	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/ARTNA.txt
[2025-12-09T20:16:32.879744] [INFO ] [sig       ] [253/3614] Completed ARTNA in 0.3s | 2.85 sym/s | Total: 1.5m | ETA: 19.6m
[2025-12-09T20:16:32.879792] [INFO ] [sig       ] [254/3614] Forecasting ARVN...
[2025-12-09T20:16:32.879821] [INFO ] [sig       ] Generating forecast for: ARVN
[2025-12-09T20:16:32.879850] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARVN' from 'https://tdm.silogroup.org/data/derivative_storage/ARVN.csv'.
[2025-12-09T20:16:32.890954] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARVN'.
[2025-12-09T20:16:32.891231] [INFO ] [FORECASTER] Starting predict_future for ARVN
[2025-12-09T20:16:32.892043] [DEBUG] [LOCAL     ] No optimal features file found for ARVN: ./output/feature-sets/ARVN.txt
[2025-12-09T20:16:32.892094] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:32.892125] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:32.892152] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:32.892207] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:32.950350] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:32.951010] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:32.951086] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:32.951117] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:33.076555] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:33.076717] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:33.076762] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:33.076791] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:33.080258] [DEBUG] [FORECASTER] ARVN: Forecast T+1@11:T+2@11: UP (p=84.22%)
[2025-12-09T20:16:33.080543] [INFO ] [FORECASTER] Completed predict_future for ARVN
[2025-12-09T20:16:33.080688] [INFO ] [sig       ] ARVN: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:16:33.220181] [INFO ] [LOCAL     ] Saved forecast: ARVN	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/ARVN.txt
[2025-12-09T20:16:33.220335] [INFO ] [sig       ] [254/3614] Completed ARVN in 0.3s | 2.85 sym/s | Total: 1.5m | ETA: 19.6m
[2025-12-09T20:16:33.220375] [INFO ] [sig       ] [255/3614] Forecasting ASA...
[2025-12-09T20:16:33.220406] [INFO ] [sig       ] Generating forecast for: ASA
[2025-12-09T20:16:33.220437] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASA' from 'https://tdm.silogroup.org/data/derivative_storage/ASA.csv'.
[2025-12-09T20:16:33.232284] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASA'.
[2025-12-09T20:16:33.232555] [INFO ] [FORECASTER] Starting predict_future for ASA
[2025-12-09T20:16:33.233422] [DEBUG] [LOCAL     ] No optimal features file found for ASA: ./output/feature-sets/ASA.txt
[2025-12-09T20:16:33.233475] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:33.233507] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:33.233535] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:33.233618] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:33.292763] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:33.293641] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:33.293734] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:33.293773] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:33.430270] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:33.430430] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:33.430478] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:33.430512] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:33.435602] [DEBUG] [FORECASTER] ASA: Forecast T+1@11:T+2@11: UP (p=95.29%)
[2025-12-09T20:16:33.435965] [INFO ] [FORECASTER] Completed predict_future for ASA
[2025-12-09T20:16:33.436318] [INFO ] [sig       ] ASA: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:16:33.598064] [INFO ] [LOCAL     ] Saved forecast: ASA	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/ASA.txt
[2025-12-09T20:16:33.598190] [INFO ] [sig       ] [255/3614] Completed ASA in 0.4s | 2.85 sym/s | Total: 1.5m | ETA: 19.6m
[2025-12-09T20:16:33.598229] [INFO ] [sig       ] [256/3614] Forecasting ASB...
[2025-12-09T20:16:33.598259] [INFO ] [sig       ] Generating forecast for: ASB
[2025-12-09T20:16:33.598294] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASB' from 'https://tdm.silogroup.org/data/derivative_storage/ASB.csv'.
[2025-12-09T20:16:33.609229] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASB'.
[2025-12-09T20:16:33.609509] [INFO ] [FORECASTER] Starting predict_future for ASB
[2025-12-09T20:16:33.610282] [DEBUG] [LOCAL     ] No optimal features file found for ASB: ./output/feature-sets/ASB.txt
[2025-12-09T20:16:33.610333] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:33.610364] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:33.610389] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:33.610445] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:33.669542] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:33.670211] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:33.670288] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:33.670319] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:33.796180] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:33.796331] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:33.796379] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:33.796407] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:33.799827] [DEBUG] [FORECASTER] ASB: Forecast T+1@11:T+2@11: DOWN (p=29.75%)
[2025-12-09T20:16:33.800099] [INFO ] [FORECASTER] Completed predict_future for ASB
[2025-12-09T20:16:33.800221] [INFO ] [sig       ] ASB: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:16:33.939761] [INFO ] [LOCAL     ] Saved forecast: ASB	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/ASB.txt
[2025-12-09T20:16:33.940082] [INFO ] [sig       ] [256/3614] Completed ASB in 0.3s | 2.85 sym/s | Total: 1.5m | ETA: 19.6m
[2025-12-09T20:16:33.940120] [INFO ] [sig       ] [257/3614] Forecasting ASBA...
[2025-12-09T20:16:33.940149] [INFO ] [sig       ] Generating forecast for: ASBA
[2025-12-09T20:16:33.940178] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASBA' from 'https://tdm.silogroup.org/data/derivative_storage/ASBA.csv'.
[2025-12-09T20:16:33.950995] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASBA'.
[2025-12-09T20:16:33.951298] [INFO ] [FORECASTER] Starting predict_future for ASBA
[2025-12-09T20:16:33.952082] [DEBUG] [LOCAL     ] No optimal features file found for ASBA: ./output/feature-sets/ASBA.txt
[2025-12-09T20:16:33.952132] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:33.952163] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:33.952189] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:33.952244] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:34.008738] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:34.009542] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:34.009639] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:34.009672] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:34.120489] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:34.120638] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:34.120678] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:34.120705] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:34.123994] [DEBUG] [FORECASTER] ASBA: Forecast T+1@11:T+2@11: UP (p=87.29%)
[2025-12-09T20:16:34.124258] [INFO ] [FORECASTER] Completed predict_future for ASBA
[2025-12-09T20:16:34.124379] [INFO ] [sig       ] ASBA: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:16:34.265296] [INFO ] [LOCAL     ] Saved forecast: ASBA	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/ASBA.txt
[2025-12-09T20:16:34.265428] [INFO ] [sig       ] [257/3614] Completed ASBA in 0.3s | 2.85 sym/s | Total: 1.5m | ETA: 19.6m
[2025-12-09T20:16:34.265467] [INFO ] [sig       ] [258/3614] Forecasting ASC...
[2025-12-09T20:16:34.265498] [INFO ] [sig       ] Generating forecast for: ASC
[2025-12-09T20:16:34.265527] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASC' from 'https://tdm.silogroup.org/data/derivative_storage/ASC.csv'.
[2025-12-09T20:16:34.277228] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASC'.
[2025-12-09T20:16:34.277501] [INFO ] [FORECASTER] Starting predict_future for ASC
[2025-12-09T20:16:34.278271] [DEBUG] [LOCAL     ] No optimal features file found for ASC: ./output/feature-sets/ASC.txt
[2025-12-09T20:16:34.278322] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:34.278353] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:34.278380] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:34.278435] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:34.335330] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:34.335977] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:34.336272] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:34.336304] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:34.452503] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:34.452655] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:34.452697] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:34.452725] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:34.456026] [DEBUG] [FORECASTER] ASC: Forecast T+1@11:T+2@11: UP (p=57.39%)
[2025-12-09T20:16:34.456291] [INFO ] [FORECASTER] Completed predict_future for ASC
[2025-12-09T20:16:34.456414] [INFO ] [sig       ] ASC: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:16:34.600318] [INFO ] [LOCAL     ] Saved forecast: ASC	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/ASC.txt
[2025-12-09T20:16:34.600446] [INFO ] [sig       ] [258/3614] Completed ASC in 0.3s | 2.85 sym/s | Total: 1.5m | ETA: 19.6m
[2025-12-09T20:16:34.600485] [INFO ] [sig       ] [259/3614] Forecasting ASG...
[2025-12-09T20:16:34.600516] [INFO ] [sig       ] Generating forecast for: ASG
[2025-12-09T20:16:34.600545] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASG' from 'https://tdm.silogroup.org/data/derivative_storage/ASG.csv'.
[2025-12-09T20:16:34.612224] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASG'.
[2025-12-09T20:16:34.612503] [INFO ] [FORECASTER] Starting predict_future for ASG
[2025-12-09T20:16:34.613306] [DEBUG] [LOCAL     ] No optimal features file found for ASG: ./output/feature-sets/ASG.txt
[2025-12-09T20:16:34.613357] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:34.613388] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:34.613415] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:34.613472] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:34.672284] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:34.672911] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:34.672986] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:34.673018] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:34.796438] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:34.796584] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:34.796626] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:34.796655] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:34.800013] [DEBUG] [FORECASTER] ASG: Forecast T+1@11:T+2@11: DOWN (p=34.80%)
[2025-12-09T20:16:34.800277] [INFO ] [FORECASTER] Completed predict_future for ASG
[2025-12-09T20:16:34.800403] [INFO ] [sig       ] ASG: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:16:34.940485] [INFO ] [LOCAL     ] Saved forecast: ASG	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/ASG.txt
[2025-12-09T20:16:34.940625] [INFO ] [sig       ] [259/3614] Completed ASG in 0.3s | 2.85 sym/s | Total: 1.5m | ETA: 19.6m
[2025-12-09T20:16:34.940665] [INFO ] [sig       ] [260/3614] Forecasting ASGI...
[2025-12-09T20:16:34.940695] [INFO ] [sig       ] Generating forecast for: ASGI
[2025-12-09T20:16:34.940724] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASGI' from 'https://tdm.silogroup.org/data/derivative_storage/ASGI.csv'.
[2025-12-09T20:16:34.952828] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASGI'.
[2025-12-09T20:16:34.953293] [INFO ] [FORECASTER] Starting predict_future for ASGI
[2025-12-09T20:16:34.954228] [DEBUG] [LOCAL     ] No optimal features file found for ASGI: ./output/feature-sets/ASGI.txt
[2025-12-09T20:16:34.954279] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:34.954309] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:34.954334] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:34.954389] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:35.011171] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:35.011817] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:35.011893] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:35.011924] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:35.134765] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:35.134903] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:35.134941] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:35.134968] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:35.138290] [DEBUG] [FORECASTER] ASGI: Forecast T+1@11:T+2@11: DOWN (p=30.03%)
[2025-12-09T20:16:35.138559] [INFO ] [FORECASTER] Completed predict_future for ASGI
[2025-12-09T20:16:35.138701] [INFO ] [sig       ] ASGI: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:16:35.287538] [INFO ] [LOCAL     ] Saved forecast: ASGI	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/ASGI.txt
[2025-12-09T20:16:35.287713] [INFO ] [sig       ] [260/3614] Completed ASGI in 0.3s | 2.85 sym/s | Total: 1.5m | ETA: 19.6m
[2025-12-09T20:16:35.287753] [INFO ] [sig       ] [261/3614] Forecasting ASGN...
[2025-12-09T20:16:35.287784] [INFO ] [sig       ] Generating forecast for: ASGN
[2025-12-09T20:16:35.287813] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASGN' from 'https://tdm.silogroup.org/data/derivative_storage/ASGN.csv'.
[2025-12-09T20:16:35.299170] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASGN'.
[2025-12-09T20:16:35.299542] [INFO ] [FORECASTER] Starting predict_future for ASGN
[2025-12-09T20:16:35.300353] [DEBUG] [LOCAL     ] No optimal features file found for ASGN: ./output/feature-sets/ASGN.txt
[2025-12-09T20:16:35.300404] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:35.300436] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:35.300462] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:35.300517] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:35.357774] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:35.358646] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:35.358728] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:35.358760] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:35.476351] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:35.476519] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:35.476560] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:35.476609] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:35.480015] [DEBUG] [FORECASTER] ASGN: Forecast T+1@11:T+2@11: UP (p=97.30%)
[2025-12-09T20:16:35.480285] [INFO ] [FORECASTER] Completed predict_future for ASGN
[2025-12-09T20:16:35.480407] [INFO ] [sig       ] ASGN: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:16:35.665919] [INFO ] [LOCAL     ] Saved forecast: ASGN	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/ASGN.txt
[2025-12-09T20:16:35.666110] [INFO ] [sig       ] [261/3614] Completed ASGN in 0.4s | 2.85 sym/s | Total: 1.5m | ETA: 19.6m
[2025-12-09T20:16:35.666151] [INFO ] [sig       ] [262/3614] Forecasting ASH...
[2025-12-09T20:16:35.666182] [INFO ] [sig       ] Generating forecast for: ASH
[2025-12-09T20:16:35.666213] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASH' from 'https://tdm.silogroup.org/data/derivative_storage/ASH.csv'.
[2025-12-09T20:16:35.777262] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASH'.
[2025-12-09T20:16:35.777771] [INFO ] [FORECASTER] Starting predict_future for ASH
[2025-12-09T20:16:35.778680] [DEBUG] [LOCAL     ] No optimal features file found for ASH: ./output/feature-sets/ASH.txt
[2025-12-09T20:16:35.778750] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:35.778803] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:35.778842] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:35.778916] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:35.836335] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:35.837235] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:35.837327] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:35.837363] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:35.967236] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:35.967396] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:35.967438] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:35.967491] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:35.971088] [DEBUG] [FORECASTER] ASH: Forecast T+1@11:T+2@11: DOWN (p=4.19%)
[2025-12-09T20:16:35.971376] [INFO ] [FORECASTER] Completed predict_future for ASH
[2025-12-09T20:16:35.971515] [INFO ] [sig       ] ASH: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:16:36.119478] [INFO ] [LOCAL     ] Saved forecast: ASH	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/ASH.txt
[2025-12-09T20:16:36.119663] [INFO ] [sig       ] [262/3614] Completed ASH in 0.5s | 2.85 sym/s | Total: 1.5m | ETA: 19.6m
[2025-12-09T20:16:36.119712] [INFO ] [sig       ] [263/3614] Forecasting ASIX...
[2025-12-09T20:16:36.119747] [INFO ] [sig       ] Generating forecast for: ASIX
[2025-12-09T20:16:36.119780] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASIX' from 'https://tdm.silogroup.org/data/derivative_storage/ASIX.csv'.
[2025-12-09T20:16:36.131968] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASIX'.
[2025-12-09T20:16:36.132365] [INFO ] [FORECASTER] Starting predict_future for ASIX
[2025-12-09T20:16:36.133223] [DEBUG] [LOCAL     ] No optimal features file found for ASIX: ./output/feature-sets/ASIX.txt
[2025-12-09T20:16:36.133280] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:36.133314] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:36.133343] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:36.133401] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:36.200101] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:36.200994] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:36.201082] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:36.201115] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:36.322896] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:36.323048] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:36.323091] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:36.323121] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:36.326611] [DEBUG] [FORECASTER] ASIX: Forecast T+1@11:T+2@11: DOWN (p=48.32%)
[2025-12-09T20:16:36.326903] [INFO ] [FORECASTER] Completed predict_future for ASIX
[2025-12-09T20:16:36.327039] [INFO ] [sig       ] ASIX: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:16:36.469600] [INFO ] [LOCAL     ] Saved forecast: ASIX	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/ASIX.txt
[2025-12-09T20:16:36.469737] [INFO ] [sig       ] [263/3614] Completed ASIX in 0.3s | 2.85 sym/s | Total: 1.5m | ETA: 19.6m
[2025-12-09T20:16:36.469775] [INFO ] [sig       ] [264/3614] Forecasting ASLE...
[2025-12-09T20:16:36.469805] [INFO ] [sig       ] Generating forecast for: ASLE
[2025-12-09T20:16:36.469837] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASLE' from 'https://tdm.silogroup.org/data/derivative_storage/ASLE.csv'.
[2025-12-09T20:16:36.482156] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASLE'.
[2025-12-09T20:16:36.482469] [INFO ] [FORECASTER] Starting predict_future for ASLE
[2025-12-09T20:16:36.483258] [DEBUG] [LOCAL     ] No optimal features file found for ASLE: ./output/feature-sets/ASLE.txt
[2025-12-09T20:16:36.483312] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:36.483343] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:36.483369] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:36.483424] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:36.540308] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:36.541060] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:36.541139] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:36.541172] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:36.659095] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:36.659241] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:36.659281] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:36.659310] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:36.662673] [DEBUG] [FORECASTER] ASLE: Forecast T+1@11:T+2@11: UP (p=94.19%)
[2025-12-09T20:16:36.662940] [INFO ] [FORECASTER] Completed predict_future for ASLE
[2025-12-09T20:16:36.663065] [INFO ] [sig       ] ASLE: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:16:36.801209] [INFO ] [LOCAL     ] Saved forecast: ASLE	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/ASLE.txt
[2025-12-09T20:16:36.801321] [INFO ] [sig       ] [264/3614] Completed ASLE in 0.3s | 2.85 sym/s | Total: 1.5m | ETA: 19.6m
[2025-12-09T20:16:36.801359] [INFO ] [sig       ] [265/3614] Forecasting ASMB...
[2025-12-09T20:16:36.801387] [INFO ] [sig       ] Generating forecast for: ASMB
[2025-12-09T20:16:36.801417] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASMB' from 'https://tdm.silogroup.org/data/derivative_storage/ASMB.csv'.
[2025-12-09T20:16:36.812415] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASMB'.
[2025-12-09T20:16:36.812731] [INFO ] [FORECASTER] Starting predict_future for ASMB
[2025-12-09T20:16:36.813490] [DEBUG] [LOCAL     ] No optimal features file found for ASMB: ./output/feature-sets/ASMB.txt
[2025-12-09T20:16:36.813552] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:36.813625] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:36.813654] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:36.813711] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:36.869683] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:36.870298] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:36.870373] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:36.870405] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:36.987979] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:36.988111] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:36.988150] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:36.988178] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:36.991437] [DEBUG] [FORECASTER] ASMB: Forecast T+1@11:T+2@11: DOWN (p=17.52%)
[2025-12-09T20:16:36.991721] [INFO ] [FORECASTER] Completed predict_future for ASMB
[2025-12-09T20:16:36.991845] [INFO ] [sig       ] ASMB: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:16:37.131857] [INFO ] [LOCAL     ] Saved forecast: ASMB	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/ASMB.txt
[2025-12-09T20:16:37.131996] [INFO ] [sig       ] [265/3614] Completed ASMB in 0.3s | 2.85 sym/s | Total: 1.5m | ETA: 19.6m
[2025-12-09T20:16:37.132035] [INFO ] [sig       ] [266/3614] Forecasting ASML...
[2025-12-09T20:16:37.132065] [INFO ] [sig       ] Generating forecast for: ASML
[2025-12-09T20:16:37.132095] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASML' from 'https://tdm.silogroup.org/data/derivative_storage/ASML.csv'.
[2025-12-09T20:16:37.143931] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASML'.
[2025-12-09T20:16:37.144243] [INFO ] [FORECASTER] Starting predict_future for ASML
[2025-12-09T20:16:37.145063] [DEBUG] [LOCAL     ] No optimal features file found for ASML: ./output/feature-sets/ASML.txt
[2025-12-09T20:16:37.145114] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:37.145146] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:37.145172] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:37.145227] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:37.201301] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:37.202055] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:37.202135] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:37.202167] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:37.327719] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:37.327881] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:37.327929] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:37.327957] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:37.331416] [DEBUG] [FORECASTER] ASML: Forecast T+1@11:T+2@11: DOWN (p=44.07%)
[2025-12-09T20:16:37.331728] [INFO ] [FORECASTER] Completed predict_future for ASML
[2025-12-09T20:16:37.331857] [INFO ] [sig       ] ASML: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:16:37.469966] [INFO ] [LOCAL     ] Saved forecast: ASML	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/ASML.txt
[2025-12-09T20:16:37.470098] [INFO ] [sig       ] [266/3614] Completed ASML in 0.3s | 2.85 sym/s | Total: 1.6m | ETA: 19.6m
[2025-12-09T20:16:37.470138] [INFO ] [sig       ] [267/3614] Forecasting ASND...
[2025-12-09T20:16:37.470167] [INFO ] [sig       ] Generating forecast for: ASND
[2025-12-09T20:16:37.470196] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASND' from 'https://tdm.silogroup.org/data/derivative_storage/ASND.csv'.
[2025-12-09T20:16:37.481744] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASND'.
[2025-12-09T20:16:37.482029] [INFO ] [FORECASTER] Starting predict_future for ASND
[2025-12-09T20:16:37.482825] [DEBUG] [LOCAL     ] No optimal features file found for ASND: ./output/feature-sets/ASND.txt
[2025-12-09T20:16:37.482881] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:37.482913] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:37.482939] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:37.482994] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:37.541643] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:37.542637] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:37.542719] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:37.542751] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:37.664608] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:37.664755] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:37.664795] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:37.664825] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:37.668391] [DEBUG] [FORECASTER] ASND: Forecast T+1@11:T+2@11: DOWN (p=15.97%)
[2025-12-09T20:16:37.668688] [INFO ] [FORECASTER] Completed predict_future for ASND
[2025-12-09T20:16:37.668816] [INFO ] [sig       ] ASND: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:16:37.809731] [INFO ] [LOCAL     ] Saved forecast: ASND	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/ASND.txt
[2025-12-09T20:16:37.809892] [INFO ] [sig       ] [267/3614] Completed ASND in 0.3s | 2.85 sym/s | Total: 1.6m | ETA: 19.6m
[2025-12-09T20:16:37.809934] [INFO ] [sig       ] [268/3614] Forecasting ASNS...
[2025-12-09T20:16:37.809967] [INFO ] [sig       ] Generating forecast for: ASNS
[2025-12-09T20:16:37.810000] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASNS' from 'https://tdm.silogroup.org/data/derivative_storage/ASNS.csv'.
[2025-12-09T20:16:37.821949] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASNS'.
[2025-12-09T20:16:37.822326] [INFO ] [FORECASTER] Starting predict_future for ASNS
[2025-12-09T20:16:37.823177] [DEBUG] [LOCAL     ] No optimal features file found for ASNS: ./output/feature-sets/ASNS.txt
[2025-12-09T20:16:37.823231] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:37.823264] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:37.823292] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:37.823354] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:37.880037] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:37.880878] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:37.880963] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:37.880998] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:37.998157] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:37.998308] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:37.998350] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:37.998415] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:38.001942] [DEBUG] [FORECASTER] ASNS: Forecast T+1@11:T+2@11: DOWN (p=34.76%)
[2025-12-09T20:16:38.002233] [INFO ] [FORECASTER] Completed predict_future for ASNS
[2025-12-09T20:16:38.002367] [INFO ] [sig       ] ASNS: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:16:38.142174] [INFO ] [LOCAL     ] Saved forecast: ASNS	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/ASNS.txt
[2025-12-09T20:16:38.142307] [INFO ] [sig       ] [268/3614] Completed ASNS in 0.3s | 2.85 sym/s | Total: 1.6m | ETA: 19.5m
[2025-12-09T20:16:38.142352] [INFO ] [sig       ] [269/3614] Forecasting ASO...
[2025-12-09T20:16:38.142383] [INFO ] [sig       ] Generating forecast for: ASO
[2025-12-09T20:16:38.142416] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASO' from 'https://tdm.silogroup.org/data/derivative_storage/ASO.csv'.
[2025-12-09T20:16:38.154188] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASO'.
[2025-12-09T20:16:38.154484] [INFO ] [FORECASTER] Starting predict_future for ASO
[2025-12-09T20:16:38.155264] [DEBUG] [LOCAL     ] No optimal features file found for ASO: ./output/feature-sets/ASO.txt
[2025-12-09T20:16:38.155316] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:38.155347] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:38.155373] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:38.155428] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:38.211270] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:38.211917] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:38.211994] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:38.212025] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:38.335999] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:38.336159] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:38.336201] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:38.336229] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:38.339716] [DEBUG] [FORECASTER] ASO: Forecast T+1@11:T+2@11: DOWN (p=43.51%)
[2025-12-09T20:16:38.340005] [INFO ] [FORECASTER] Completed predict_future for ASO
[2025-12-09T20:16:38.340138] [INFO ] [sig       ] ASO: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:16:38.479531] [INFO ] [LOCAL     ] Saved forecast: ASO	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/ASO.txt
[2025-12-09T20:16:38.479685] [INFO ] [sig       ] [269/3614] Completed ASO in 0.3s | 2.85 sym/s | Total: 1.6m | ETA: 19.5m
[2025-12-09T20:16:38.479725] [INFO ] [sig       ] [270/3614] Forecasting ASPI...
[2025-12-09T20:16:38.479764] [INFO ] [sig       ] Generating forecast for: ASPI
[2025-12-09T20:16:38.479801] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASPI' from 'https://tdm.silogroup.org/data/derivative_storage/ASPI.csv'.
[2025-12-09T20:16:38.491104] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASPI'.
[2025-12-09T20:16:38.491451] [INFO ] [FORECASTER] Starting predict_future for ASPI
[2025-12-09T20:16:38.492256] [DEBUG] [LOCAL     ] No optimal features file found for ASPI: ./output/feature-sets/ASPI.txt
[2025-12-09T20:16:38.492309] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:38.492340] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:38.492366] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:38.492420] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:38.547972] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:38.548822] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:38.548913] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:38.548944] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:38.666428] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:38.666596] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:38.666638] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:38.666668] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:38.670022] [DEBUG] [FORECASTER] ASPI: Forecast T+1@11:T+2@11: UP (p=85.97%)
[2025-12-09T20:16:38.670333] [INFO ] [FORECASTER] Completed predict_future for ASPI
[2025-12-09T20:16:38.670456] [INFO ] [sig       ] ASPI: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:16:38.809521] [INFO ] [LOCAL     ] Saved forecast: ASPI	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/ASPI.txt
[2025-12-09T20:16:38.809674] [INFO ] [sig       ] [270/3614] Completed ASPI in 0.3s | 2.85 sym/s | Total: 1.6m | ETA: 19.5m
[2025-12-09T20:16:38.809714] [INFO ] [sig       ] [271/3614] Forecasting ASPN...
[2025-12-09T20:16:38.809742] [INFO ] [sig       ] Generating forecast for: ASPN
[2025-12-09T20:16:38.809773] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASPN' from 'https://tdm.silogroup.org/data/derivative_storage/ASPN.csv'.
[2025-12-09T20:16:38.821024] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASPN'.
[2025-12-09T20:16:38.821292] [INFO ] [FORECASTER] Starting predict_future for ASPN
[2025-12-09T20:16:38.822066] [DEBUG] [LOCAL     ] No optimal features file found for ASPN: ./output/feature-sets/ASPN.txt
[2025-12-09T20:16:38.822118] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:38.822148] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:38.822174] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:38.822229] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:38.878482] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:38.879290] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:38.879370] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:38.879402] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:39.000166] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:39.000310] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:39.000349] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:39.000377] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:39.003721] [DEBUG] [FORECASTER] ASPN: Forecast T+1@11:T+2@11: UP (p=54.18%)
[2025-12-09T20:16:39.003991] [INFO ] [FORECASTER] Completed predict_future for ASPN
[2025-12-09T20:16:39.004117] [INFO ] [sig       ] ASPN: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:16:39.146128] [INFO ] [LOCAL     ] Saved forecast: ASPN	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/ASPN.txt
[2025-12-09T20:16:39.146264] [INFO ] [sig       ] [271/3614] Completed ASPN in 0.3s | 2.85 sym/s | Total: 1.6m | ETA: 19.5m
[2025-12-09T20:16:39.146305] [INFO ] [sig       ] [272/3614] Forecasting ASPS...
[2025-12-09T20:16:39.146335] [INFO ] [sig       ] Generating forecast for: ASPS
[2025-12-09T20:16:39.146365] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASPS' from 'https://tdm.silogroup.org/data/derivative_storage/ASPS.csv'.
[2025-12-09T20:16:39.157166] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASPS'.
[2025-12-09T20:16:39.157500] [INFO ] [FORECASTER] Starting predict_future for ASPS
[2025-12-09T20:16:39.158337] [DEBUG] [LOCAL     ] No optimal features file found for ASPS: ./output/feature-sets/ASPS.txt
[2025-12-09T20:16:39.158388] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:39.158419] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:39.158445] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:39.158500] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:39.214385] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:39.215011] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:39.215087] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:39.215119] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:39.328842] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:39.328975] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:39.329030] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:39.329059] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:39.332342] [DEBUG] [FORECASTER] ASPS: Forecast T+1@11:T+2@11: DOWN (p=40.00%)
[2025-12-09T20:16:39.332628] [INFO ] [FORECASTER] Completed predict_future for ASPS
[2025-12-09T20:16:39.332755] [INFO ] [sig       ] ASPS: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:16:39.469755] [INFO ] [LOCAL     ] Saved forecast: ASPS	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/ASPS.txt
[2025-12-09T20:16:39.469898] [INFO ] [sig       ] [272/3614] Completed ASPS in 0.3s | 2.86 sym/s | Total: 1.6m | ETA: 19.5m
[2025-12-09T20:16:39.469938] [INFO ] [sig       ] [273/3614] Forecasting ASTE...
[2025-12-09T20:16:39.469968] [INFO ] [sig       ] Generating forecast for: ASTE
[2025-12-09T20:16:39.469997] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASTE' from 'https://tdm.silogroup.org/data/derivative_storage/ASTE.csv'.
[2025-12-09T20:16:39.481139] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASTE'.
[2025-12-09T20:16:39.481420] [INFO ] [FORECASTER] Starting predict_future for ASTE
[2025-12-09T20:16:39.482228] [DEBUG] [LOCAL     ] No optimal features file found for ASTE: ./output/feature-sets/ASTE.txt
[2025-12-09T20:16:39.482283] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:39.482314] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:39.482340] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:39.482396] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:39.537883] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:39.538606] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:39.538682] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:39.538714] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:39.655624] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:39.655773] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:39.655813] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:39.655841] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:39.659287] [DEBUG] [FORECASTER] ASTE: Forecast T+1@11:T+2@11: DOWN (p=42.80%)
[2025-12-09T20:16:39.659567] [INFO ] [FORECASTER] Completed predict_future for ASTE
[2025-12-09T20:16:39.659721] [INFO ] [sig       ] ASTE: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:16:39.802173] [INFO ] [LOCAL     ] Saved forecast: ASTE	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/ASTE.txt
[2025-12-09T20:16:39.802356] [INFO ] [sig       ] [273/3614] Completed ASTE in 0.3s | 2.86 sym/s | Total: 1.6m | ETA: 19.5m
[2025-12-09T20:16:39.802398] [INFO ] [sig       ] [274/3614] Forecasting ASTH...
[2025-12-09T20:16:39.802428] [INFO ] [sig       ] Generating forecast for: ASTH
[2025-12-09T20:16:39.802458] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASTH' from 'https://tdm.silogroup.org/data/derivative_storage/ASTH.csv'.
[2025-12-09T20:16:39.814060] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASTH'.
[2025-12-09T20:16:39.814604] [INFO ] [FORECASTER] Starting predict_future for ASTH
[2025-12-09T20:16:39.815416] [DEBUG] [LOCAL     ] No optimal features file found for ASTH: ./output/feature-sets/ASTH.txt
[2025-12-09T20:16:39.815468] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:39.815497] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:39.815523] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:39.815595] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:39.872369] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:39.873098] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:39.873176] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:39.873209] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:39.995101] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:39.995437] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:39.995478] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:39.995506] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:39.999089] [DEBUG] [FORECASTER] ASTH: Forecast T+1@11:T+2@11: UP (p=57.37%)
[2025-12-09T20:16:39.999537] [INFO ] [FORECASTER] Completed predict_future for ASTH
[2025-12-09T20:16:39.999684] [INFO ] [sig       ] ASTH: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:16:40.139610] [INFO ] [LOCAL     ] Saved forecast: ASTH	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/ASTH.txt
[2025-12-09T20:16:40.139733] [INFO ] [sig       ] [274/3614] Completed ASTH in 0.3s | 2.86 sym/s | Total: 1.6m | ETA: 19.5m
[2025-12-09T20:16:40.139772] [INFO ] [sig       ] [275/3614] Forecasting ASTI...
[2025-12-09T20:16:40.139800] [INFO ] [sig       ] Generating forecast for: ASTI
[2025-12-09T20:16:40.139828] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASTI' from 'https://tdm.silogroup.org/data/derivative_storage/ASTI.csv'.
[2025-12-09T20:16:40.151809] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASTI'.
[2025-12-09T20:16:40.152137] [INFO ] [FORECASTER] Starting predict_future for ASTI
[2025-12-09T20:16:40.152928] [DEBUG] [LOCAL     ] No optimal features file found for ASTI: ./output/feature-sets/ASTI.txt
[2025-12-09T20:16:40.152979] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:40.153010] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:40.153038] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:40.153092] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:40.208776] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:40.209420] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:40.209523] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:40.209556] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:40.329353] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:40.329487] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:40.329525] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:40.329553] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:40.332857] [DEBUG] [FORECASTER] ASTI: Forecast T+1@11:T+2@11: DOWN (p=36.37%)
[2025-12-09T20:16:40.333124] [INFO ] [FORECASTER] Completed predict_future for ASTI
[2025-12-09T20:16:40.333248] [INFO ] [sig       ] ASTI: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:16:40.470934] [INFO ] [LOCAL     ] Saved forecast: ASTI	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/ASTI.txt
[2025-12-09T20:16:40.471067] [INFO ] [sig       ] [275/3614] Completed ASTI in 0.3s | 2.86 sym/s | Total: 1.6m | ETA: 19.5m
[2025-12-09T20:16:40.471106] [INFO ] [sig       ] [276/3614] Forecasting ASTL...
[2025-12-09T20:16:40.471136] [INFO ] [sig       ] Generating forecast for: ASTL
[2025-12-09T20:16:40.471166] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASTL' from 'https://tdm.silogroup.org/data/derivative_storage/ASTL.csv'.
[2025-12-09T20:16:40.483425] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASTL'.
[2025-12-09T20:16:40.483815] [INFO ] [FORECASTER] Starting predict_future for ASTL
[2025-12-09T20:16:40.484621] [DEBUG] [LOCAL     ] No optimal features file found for ASTL: ./output/feature-sets/ASTL.txt
[2025-12-09T20:16:40.484674] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:40.484717] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:40.484745] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:40.484801] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:40.541431] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:40.542295] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:40.542378] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:40.542410] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:40.660276] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:40.660435] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:40.660476] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:40.660505] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:40.663867] [DEBUG] [FORECASTER] ASTL: Forecast T+1@11:T+2@11: UP (p=51.66%)
[2025-12-09T20:16:40.664166] [INFO ] [FORECASTER] Completed predict_future for ASTL
[2025-12-09T20:16:40.664290] [INFO ] [sig       ] ASTL: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:16:40.806322] [INFO ] [LOCAL     ] Saved forecast: ASTL	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/ASTL.txt
[2025-12-09T20:16:40.806475] [INFO ] [sig       ] [276/3614] Completed ASTL in 0.3s | 2.86 sym/s | Total: 1.6m | ETA: 19.5m
[2025-12-09T20:16:40.806516] [INFO ] [sig       ] [277/3614] Forecasting ASTS...
[2025-12-09T20:16:40.806546] [INFO ] [sig       ] Generating forecast for: ASTS
[2025-12-09T20:16:40.806596] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASTS' from 'https://tdm.silogroup.org/data/derivative_storage/ASTS.csv'.
[2025-12-09T20:16:40.818344] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASTS'.
[2025-12-09T20:16:40.818746] [INFO ] [FORECASTER] Starting predict_future for ASTS
[2025-12-09T20:16:40.819513] [DEBUG] [LOCAL     ] No optimal features file found for ASTS: ./output/feature-sets/ASTS.txt
[2025-12-09T20:16:40.819565] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:40.819625] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:40.819652] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:40.819707] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:40.875716] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:40.876555] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:40.876661] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:40.876694] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:41.001613] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:41.001798] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:41.001845] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:41.001875] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:41.006634] [DEBUG] [FORECASTER] ASTS: Forecast T+1@11:T+2@11: DOWN (p=28.00%)
[2025-12-09T20:16:41.007089] [INFO ] [FORECASTER] Completed predict_future for ASTS
[2025-12-09T20:16:41.007269] [INFO ] [sig       ] ASTS: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:16:41.177374] [INFO ] [LOCAL     ] Saved forecast: ASTS	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/ASTS.txt
[2025-12-09T20:16:41.177541] [INFO ] [sig       ] [277/3614] Completed ASTS in 0.4s | 2.86 sym/s | Total: 1.6m | ETA: 19.5m
[2025-12-09T20:16:41.177600] [INFO ] [sig       ] [278/3614] Forecasting ASX...
[2025-12-09T20:16:41.177632] [INFO ] [sig       ] Generating forecast for: ASX
[2025-12-09T20:16:41.177661] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASX' from 'https://tdm.silogroup.org/data/derivative_storage/ASX.csv'.
[2025-12-09T20:16:41.190209] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASX'.
[2025-12-09T20:16:41.190612] [INFO ] [FORECASTER] Starting predict_future for ASX
[2025-12-09T20:16:41.191378] [DEBUG] [LOCAL     ] No optimal features file found for ASX: ./output/feature-sets/ASX.txt
[2025-12-09T20:16:41.191430] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:41.191462] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:41.191488] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:41.191543] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:41.248297] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:41.249166] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:41.249250] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:41.249282] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:41.374771] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:41.374927] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:41.374969] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:41.374998] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:41.378385] [DEBUG] [FORECASTER] ASX: Forecast T+1@11:T+2@11: DOWN (p=19.77%)
[2025-12-09T20:16:41.378687] [INFO ] [FORECASTER] Completed predict_future for ASX
[2025-12-09T20:16:41.378819] [INFO ] [sig       ] ASX: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:16:41.522128] [INFO ] [LOCAL     ] Saved forecast: ASX	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/ASX.txt
[2025-12-09T20:16:41.522316] [INFO ] [sig       ] [278/3614] Completed ASX in 0.3s | 2.86 sym/s | Total: 1.6m | ETA: 19.5m
[2025-12-09T20:16:41.522357] [INFO ] [sig       ] [279/3614] Forecasting ASYS...
[2025-12-09T20:16:41.522388] [INFO ] [sig       ] Generating forecast for: ASYS
[2025-12-09T20:16:41.522418] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASYS' from 'https://tdm.silogroup.org/data/derivative_storage/ASYS.csv'.
[2025-12-09T20:16:41.533549] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASYS'.
[2025-12-09T20:16:41.533951] [INFO ] [FORECASTER] Starting predict_future for ASYS
[2025-12-09T20:16:41.534747] [DEBUG] [LOCAL     ] No optimal features file found for ASYS: ./output/feature-sets/ASYS.txt
[2025-12-09T20:16:41.534799] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:41.534831] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:41.534857] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:41.534919] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:41.591760] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:41.592594] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:41.592677] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:41.592710] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:41.723969] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:41.724124] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:41.724166] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:41.724195] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:41.727760] [DEBUG] [FORECASTER] ASYS: Forecast T+1@11:T+2@11: UP (p=70.38%)
[2025-12-09T20:16:41.728056] [INFO ] [FORECASTER] Completed predict_future for ASYS
[2025-12-09T20:16:41.728192] [INFO ] [sig       ] ASYS: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:16:41.875075] [INFO ] [LOCAL     ] Saved forecast: ASYS	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/ASYS.txt
[2025-12-09T20:16:41.875240] [INFO ] [sig       ] [279/3614] Completed ASYS in 0.4s | 2.86 sym/s | Total: 1.6m | ETA: 19.5m
[2025-12-09T20:16:41.875281] [INFO ] [sig       ] [280/3614] Forecasting ATAI...
[2025-12-09T20:16:41.875338] [INFO ] [sig       ] Generating forecast for: ATAI
[2025-12-09T20:16:41.875371] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATAI' from 'https://tdm.silogroup.org/data/derivative_storage/ATAI.csv'.
[2025-12-09T20:16:41.888084] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATAI'.
[2025-12-09T20:16:41.888484] [INFO ] [FORECASTER] Starting predict_future for ATAI
[2025-12-09T20:16:41.889335] [DEBUG] [LOCAL     ] No optimal features file found for ATAI: ./output/feature-sets/ATAI.txt
[2025-12-09T20:16:41.889388] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:41.889420] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:41.889447] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:41.889502] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:41.946972] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:41.947893] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:41.947988] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:41.948022] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:42.066596] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:42.066750] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:42.066792] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:42.066822] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:42.070375] [DEBUG] [FORECASTER] ATAI: Forecast T+1@11:T+2@11: DOWN (p=40.48%)
[2025-12-09T20:16:42.070709] [INFO ] [FORECASTER] Completed predict_future for ATAI
[2025-12-09T20:16:42.070851] [INFO ] [sig       ] ATAI: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:16:42.235507] [INFO ] [LOCAL     ] Saved forecast: ATAI	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/ATAI.txt
[2025-12-09T20:16:42.235684] [INFO ] [sig       ] [280/3614] Completed ATAI in 0.4s | 2.86 sym/s | Total: 1.6m | ETA: 19.5m
[2025-12-09T20:16:42.235726] [INFO ] [sig       ] [281/3614] Forecasting ATEC...
[2025-12-09T20:16:42.235756] [INFO ] [sig       ] Generating forecast for: ATEC
[2025-12-09T20:16:42.235785] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATEC' from 'https://tdm.silogroup.org/data/derivative_storage/ATEC.csv'.
[2025-12-09T20:16:42.247588] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATEC'.
[2025-12-09T20:16:42.247909] [INFO ] [FORECASTER] Starting predict_future for ATEC
[2025-12-09T20:16:42.248699] [DEBUG] [LOCAL     ] No optimal features file found for ATEC: ./output/feature-sets/ATEC.txt
[2025-12-09T20:16:42.248751] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:42.248784] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:42.248811] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:42.248865] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:42.306552] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:42.307513] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:42.307610] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:42.307643] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:42.430431] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:42.430602] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:42.430647] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:42.430677] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:42.434099] [DEBUG] [FORECASTER] ATEC: Forecast T+1@11:T+2@11: DOWN (p=4.61%)
[2025-12-09T20:16:42.434370] [INFO ] [FORECASTER] Completed predict_future for ATEC
[2025-12-09T20:16:42.434500] [INFO ] [sig       ] ATEC: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:16:42.579141] [INFO ] [LOCAL     ] Saved forecast: ATEC	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/ATEC.txt
[2025-12-09T20:16:42.579294] [INFO ] [sig       ] [281/3614] Completed ATEC in 0.3s | 2.86 sym/s | Total: 1.6m | ETA: 19.4m
[2025-12-09T20:16:42.579335] [INFO ] [sig       ] [282/3614] Forecasting ATEN...
[2025-12-09T20:16:42.579364] [INFO ] [sig       ] Generating forecast for: ATEN
[2025-12-09T20:16:42.579396] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATEN' from 'https://tdm.silogroup.org/data/derivative_storage/ATEN.csv'.
[2025-12-09T20:16:42.591995] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATEN'.
[2025-12-09T20:16:42.592304] [INFO ] [FORECASTER] Starting predict_future for ATEN
[2025-12-09T20:16:42.593140] [DEBUG] [LOCAL     ] No optimal features file found for ATEN: ./output/feature-sets/ATEN.txt
[2025-12-09T20:16:42.593194] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:42.593255] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:42.593285] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:42.593343] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:42.653880] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:42.654592] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:42.654671] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:42.654702] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:42.778709] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:42.778873] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:42.778914] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:42.778941] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:42.782951] [DEBUG] [FORECASTER] ATEN: Forecast T+1@11:T+2@11: DOWN (p=1.53%)
[2025-12-09T20:16:42.783395] [INFO ] [FORECASTER] Completed predict_future for ATEN
[2025-12-09T20:16:42.783526] [INFO ] [sig       ] ATEN: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:16:42.923797] [INFO ] [LOCAL     ] Saved forecast: ATEN	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/ATEN.txt
[2025-12-09T20:16:42.923974] [INFO ] [sig       ] [282/3614] Completed ATEN in 0.3s | 2.86 sym/s | Total: 1.6m | ETA: 19.4m
[2025-12-09T20:16:42.924015] [INFO ] [sig       ] [283/3614] Forecasting ATEX...
[2025-12-09T20:16:42.924044] [INFO ] [sig       ] Generating forecast for: ATEX
[2025-12-09T20:16:42.924073] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATEX' from 'https://tdm.silogroup.org/data/derivative_storage/ATEX.csv'.
[2025-12-09T20:16:42.936448] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATEX'.
[2025-12-09T20:16:42.936846] [INFO ] [FORECASTER] Starting predict_future for ATEX
[2025-12-09T20:16:42.937675] [DEBUG] [LOCAL     ] No optimal features file found for ATEX: ./output/feature-sets/ATEX.txt
[2025-12-09T20:16:42.937726] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:42.937757] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:42.937783] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:42.937838] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:42.993408] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:42.994275] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:42.994354] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:42.994386] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:43.118635] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:43.118797] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:43.118844] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:43.118890] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:43.122522] [DEBUG] [FORECASTER] ATEX: Forecast T+1@11:T+2@11: DOWN (p=13.76%)
[2025-12-09T20:16:43.122826] [INFO ] [FORECASTER] Completed predict_future for ATEX
[2025-12-09T20:16:43.122969] [INFO ] [sig       ] ATEX: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:16:43.260967] [INFO ] [LOCAL     ] Saved forecast: ATEX	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/ATEX.txt
[2025-12-09T20:16:43.261304] [INFO ] [sig       ] [283/3614] Completed ATEX in 0.3s | 2.86 sym/s | Total: 1.7m | ETA: 19.4m
[2025-12-09T20:16:43.261345] [INFO ] [sig       ] [284/3614] Forecasting ATGE...
[2025-12-09T20:16:43.261373] [INFO ] [sig       ] Generating forecast for: ATGE
[2025-12-09T20:16:43.261405] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATGE' from 'https://tdm.silogroup.org/data/derivative_storage/ATGE.csv'.
[2025-12-09T20:16:43.273825] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATGE'.
[2025-12-09T20:16:43.274136] [INFO ] [FORECASTER] Starting predict_future for ATGE
[2025-12-09T20:16:43.274920] [DEBUG] [LOCAL     ] No optimal features file found for ATGE: ./output/feature-sets/ATGE.txt
[2025-12-09T20:16:43.274972] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:43.275004] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:43.275030] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:43.275087] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:43.330566] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:43.331336] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:43.331415] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:43.331447] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:43.446068] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:43.446218] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:43.446258] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:43.446287] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:43.449717] [DEBUG] [FORECASTER] ATGE: Forecast T+1@11:T+2@11: DOWN (p=0.85%)
[2025-12-09T20:16:43.449985] [INFO ] [FORECASTER] Completed predict_future for ATGE
[2025-12-09T20:16:43.450112] [INFO ] [sig       ] ATGE: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:16:43.588510] [INFO ] [LOCAL     ] Saved forecast: ATGE	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/ATGE.txt
[2025-12-09T20:16:43.588681] [INFO ] [sig       ] [284/3614] Completed ATGE in 0.3s | 2.86 sym/s | Total: 1.7m | ETA: 19.4m
[2025-12-09T20:16:43.588722] [INFO ] [sig       ] [285/3614] Forecasting ATHA...
[2025-12-09T20:16:43.588752] [INFO ] [sig       ] Generating forecast for: ATHA
[2025-12-09T20:16:43.588782] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATHA' from 'https://tdm.silogroup.org/data/derivative_storage/ATHA.csv'.
[2025-12-09T20:16:43.599763] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATHA'.
[2025-12-09T20:16:43.600167] [INFO ] [FORECASTER] Starting predict_future for ATHA
[2025-12-09T20:16:43.601232] [DEBUG] [LOCAL     ] No optimal features file found for ATHA: ./output/feature-sets/ATHA.txt
[2025-12-09T20:16:43.601301] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:43.601344] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:43.601380] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:43.601464] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:43.658066] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:43.658851] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:43.658947] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:43.658983] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:43.787132] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:43.787276] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:43.787316] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:43.787378] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:43.790791] [DEBUG] [FORECASTER] ATHA: Forecast T+1@11:T+2@11: UP (p=97.37%)
[2025-12-09T20:16:43.791068] [INFO ] [FORECASTER] Completed predict_future for ATHA
[2025-12-09T20:16:43.791196] [INFO ] [sig       ] ATHA: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:16:43.936588] [INFO ] [LOCAL     ] Saved forecast: ATHA	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/ATHA.txt
[2025-12-09T20:16:43.936749] [INFO ] [sig       ] [285/3614] Completed ATHA in 0.3s | 2.86 sym/s | Total: 1.7m | ETA: 19.4m
[2025-12-09T20:16:43.936789] [INFO ] [sig       ] [286/3614] Forecasting ATHM...
[2025-12-09T20:16:43.936819] [INFO ] [sig       ] Generating forecast for: ATHM
[2025-12-09T20:16:43.936848] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATHM' from 'https://tdm.silogroup.org/data/derivative_storage/ATHM.csv'.
[2025-12-09T20:16:43.950469] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATHM'.
[2025-12-09T20:16:43.950869] [INFO ] [FORECASTER] Starting predict_future for ATHM
[2025-12-09T20:16:43.951867] [DEBUG] [LOCAL     ] No optimal features file found for ATHM: ./output/feature-sets/ATHM.txt
[2025-12-09T20:16:43.951920] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:43.951951] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:43.951976] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:43.952030] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:44.010670] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:44.011813] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:44.011898] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:44.011932] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:44.134914] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:44.135069] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:44.135118] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:44.135152] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:44.138850] [DEBUG] [FORECASTER] ATHM: Forecast T+1@11:T+2@11: DOWN (p=35.57%)
[2025-12-09T20:16:44.139139] [INFO ] [FORECASTER] Completed predict_future for ATHM
[2025-12-09T20:16:44.139277] [INFO ] [sig       ] ATHM: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:16:44.282007] [INFO ] [LOCAL     ] Saved forecast: ATHM	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/ATHM.txt
[2025-12-09T20:16:44.282128] [INFO ] [sig       ] [286/3614] Completed ATHM in 0.3s | 2.86 sym/s | Total: 1.7m | ETA: 19.4m
[2025-12-09T20:16:44.282167] [INFO ] [sig       ] [287/3614] Forecasting ATI...
[2025-12-09T20:16:44.282196] [INFO ] [sig       ] Generating forecast for: ATI
[2025-12-09T20:16:44.282224] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATI' from 'https://tdm.silogroup.org/data/derivative_storage/ATI.csv'.
[2025-12-09T20:16:44.295035] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATI'.
[2025-12-09T20:16:44.295339] [INFO ] [FORECASTER] Starting predict_future for ATI
[2025-12-09T20:16:44.296155] [DEBUG] [LOCAL     ] No optimal features file found for ATI: ./output/feature-sets/ATI.txt
[2025-12-09T20:16:44.296210] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:44.296244] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:44.296282] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:44.296342] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:44.352921] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:44.353494] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:44.353588] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:44.353631] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:44.477192] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:44.477340] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:44.477382] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:44.477412] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:44.480791] [DEBUG] [FORECASTER] ATI: Forecast T+1@11:T+2@11: DOWN (p=40.22%)
[2025-12-09T20:16:44.481055] [INFO ] [FORECASTER] Completed predict_future for ATI
[2025-12-09T20:16:44.481181] [INFO ] [sig       ] ATI: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:16:44.639413] [INFO ] [LOCAL     ] Saved forecast: ATI	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/ATI.txt
[2025-12-09T20:16:44.639609] [INFO ] [sig       ] [287/3614] Completed ATI in 0.4s | 2.86 sym/s | Total: 1.7m | ETA: 19.4m
[2025-12-09T20:16:44.639652] [INFO ] [sig       ] [288/3614] Forecasting ATLC...
[2025-12-09T20:16:44.639682] [INFO ] [sig       ] Generating forecast for: ATLC
[2025-12-09T20:16:44.639712] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATLC' from 'https://tdm.silogroup.org/data/derivative_storage/ATLC.csv'.
[2025-12-09T20:16:44.651208] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATLC'.
[2025-12-09T20:16:44.651592] [INFO ] [FORECASTER] Starting predict_future for ATLC
[2025-12-09T20:16:44.652487] [DEBUG] [LOCAL     ] No optimal features file found for ATLC: ./output/feature-sets/ATLC.txt
[2025-12-09T20:16:44.652539] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:44.652591] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:44.652621] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:44.652676] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:44.711556] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:44.712450] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:44.712534] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:44.712568] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:44.841533] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:44.841697] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:16:44.841738] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:44.841768] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:44.845185] [DEBUG] [FORECASTER] ATLC: Forecast T+1@11:T+2@11: DOWN (p=28.82%)
[2025-12-09T20:16:44.845457] [INFO ] [FORECASTER] Completed predict_future for ATLC
[2025-12-09T20:16:44.845601] [INFO ] [sig       ] ATLC: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:16:44.986155] [INFO ] [LOCAL     ] Saved forecast: ATLC	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/ATLC.txt
[2025-12-09T20:16:44.986322] [INFO ] [sig       ] [288/3614] Completed ATLC in 0.3s | 2.86 sym/s | Total: 1.7m | ETA: 19.4m
[2025-12-09T20:16:44.986363] [INFO ] [sig       ] [289/3614] Forecasting ATLCZ...
[2025-12-09T20:16:44.986395] [INFO ] [sig       ] Generating forecast for: ATLCZ
[2025-12-09T20:16:44.986426] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATLCZ' from 'https://tdm.silogroup.org/data/derivative_storage/ATLCZ.csv'.
[2025-12-09T20:16:44.997154] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATLCZ'.
[2025-12-09T20:16:44.997510] [INFO ] [FORECASTER] Starting predict_future for ATLCZ
[2025-12-09T20:16:44.998374] [DEBUG] [LOCAL     ] No optimal features file found for ATLCZ: ./output/feature-sets/ATLCZ.txt
[2025-12-09T20:16:44.998428] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:44.998460] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:44.998487] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:44.998544] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:45.054251] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:45.055088] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:45.055171] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:45.055203] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:45.168404] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:45.168560] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:45.168622] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:45.168651] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:45.172133] [DEBUG] [FORECASTER] ATLCZ: Forecast T+1@11:T+2@11: DOWN (p=3.92%)
[2025-12-09T20:16:45.172405] [INFO ] [FORECASTER] Completed predict_future for ATLCZ
[2025-12-09T20:16:45.172533] [INFO ] [sig       ] ATLCZ: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:16:45.338240] [INFO ] [LOCAL     ] Saved forecast: ATLCZ	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/ATLCZ.txt
[2025-12-09T20:16:45.338613] [INFO ] [sig       ] [289/3614] Completed ATLCZ in 0.4s | 2.86 sym/s | Total: 1.7m | ETA: 19.4m
[2025-12-09T20:16:45.338655] [INFO ] [sig       ] [290/3614] Forecasting ATLO...
[2025-12-09T20:16:45.338684] [INFO ] [sig       ] Generating forecast for: ATLO
[2025-12-09T20:16:45.338714] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATLO' from 'https://tdm.silogroup.org/data/derivative_storage/ATLO.csv'.
[2025-12-09T20:16:45.349979] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATLO'.
[2025-12-09T20:16:45.350318] [INFO ] [FORECASTER] Starting predict_future for ATLO
[2025-12-09T20:16:45.351102] [DEBUG] [LOCAL     ] No optimal features file found for ATLO: ./output/feature-sets/ATLO.txt
[2025-12-09T20:16:45.351155] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:45.351187] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:45.351214] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:45.351459] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:45.413764] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:45.414617] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:45.414705] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:45.414740] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:45.528709] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:45.528854] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:45.528894] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:45.528921] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:45.532328] [DEBUG] [FORECASTER] ATLO: Forecast T+1@11:T+2@11: UP (p=89.10%)
[2025-12-09T20:16:45.532611] [INFO ] [FORECASTER] Completed predict_future for ATLO
[2025-12-09T20:16:45.532737] [INFO ] [sig       ] ATLO: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:16:45.680122] [INFO ] [LOCAL     ] Saved forecast: ATLO	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/ATLO.txt
[2025-12-09T20:16:45.680254] [INFO ] [sig       ] [290/3614] Completed ATLO in 0.3s | 2.86 sym/s | Total: 1.7m | ETA: 19.4m
[2025-12-09T20:16:45.680293] [INFO ] [sig       ] [291/3614] Forecasting ATNI...
[2025-12-09T20:16:45.680327] [INFO ] [sig       ] Generating forecast for: ATNI
[2025-12-09T20:16:45.680359] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATNI' from 'https://tdm.silogroup.org/data/derivative_storage/ATNI.csv'.
[2025-12-09T20:16:45.692250] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATNI'.
[2025-12-09T20:16:45.692584] [INFO ] [FORECASTER] Starting predict_future for ATNI
[2025-12-09T20:16:45.693393] [DEBUG] [LOCAL     ] No optimal features file found for ATNI: ./output/feature-sets/ATNI.txt
[2025-12-09T20:16:45.693446] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:45.693478] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:45.693504] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:45.693561] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:45.750132] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:45.750886] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:45.750964] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:45.750996] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:45.874157] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:45.874303] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:45.874344] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:45.874373] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:45.877733] [DEBUG] [FORECASTER] ATNI: Forecast T+1@11:T+2@11: DOWN (p=30.92%)
[2025-12-09T20:16:45.878006] [INFO ] [FORECASTER] Completed predict_future for ATNI
[2025-12-09T20:16:45.878136] [INFO ] [sig       ] ATNI: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:16:46.024977] [INFO ] [LOCAL     ] Saved forecast: ATNI	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/ATNI.txt
[2025-12-09T20:16:46.025107] [INFO ] [sig       ] [291/3614] Completed ATNI in 0.3s | 2.86 sym/s | Total: 1.7m | ETA: 19.4m
[2025-12-09T20:16:46.025145] [INFO ] [sig       ] [292/3614] Forecasting ATO...
[2025-12-09T20:16:46.025175] [INFO ] [sig       ] Generating forecast for: ATO
[2025-12-09T20:16:46.025204] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATO' from 'https://tdm.silogroup.org/data/derivative_storage/ATO.csv'.
[2025-12-09T20:16:46.037510] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATO'.
[2025-12-09T20:16:46.037845] [INFO ] [FORECASTER] Starting predict_future for ATO
[2025-12-09T20:16:46.038811] [DEBUG] [LOCAL     ] No optimal features file found for ATO: ./output/feature-sets/ATO.txt
[2025-12-09T20:16:46.038861] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:46.038893] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:46.038920] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:46.038976] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:46.097224] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:46.098006] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:46.098119] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:46.098152] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:46.227261] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:46.227442] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:46.227498] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:46.227528] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:46.230966] [DEBUG] [FORECASTER] ATO: Forecast T+1@11:T+2@11: DOWN (p=36.30%)
[2025-12-09T20:16:46.231243] [INFO ] [FORECASTER] Completed predict_future for ATO
[2025-12-09T20:16:46.231376] [INFO ] [sig       ] ATO: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:16:46.378302] [INFO ] [LOCAL     ] Saved forecast: ATO	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/ATO.txt
[2025-12-09T20:16:46.378458] [INFO ] [sig       ] [292/3614] Completed ATO in 0.4s | 2.86 sym/s | Total: 1.7m | ETA: 19.4m
[2025-12-09T20:16:46.378498] [INFO ] [sig       ] [293/3614] Forecasting ATOM...
[2025-12-09T20:16:46.378528] [INFO ] [sig       ] Generating forecast for: ATOM
[2025-12-09T20:16:46.378559] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATOM' from 'https://tdm.silogroup.org/data/derivative_storage/ATOM.csv'.
[2025-12-09T20:16:46.389864] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATOM'.
[2025-12-09T20:16:46.390155] [INFO ] [FORECASTER] Starting predict_future for ATOM
[2025-12-09T20:16:46.390944] [DEBUG] [LOCAL     ] No optimal features file found for ATOM: ./output/feature-sets/ATOM.txt
[2025-12-09T20:16:46.390997] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:46.391029] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:46.391059] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:46.391115] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:46.447846] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:46.448652] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:46.448733] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:46.448766] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:46.573931] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:46.574099] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:46.574141] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:46.574177] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:46.577837] [DEBUG] [FORECASTER] ATOM: Forecast T+1@11:T+2@11: UP (p=91.03%)
[2025-12-09T20:16:46.578111] [INFO ] [FORECASTER] Completed predict_future for ATOM
[2025-12-09T20:16:46.578426] [INFO ] [sig       ] ATOM: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:16:46.726071] [INFO ] [LOCAL     ] Saved forecast: ATOM	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/ATOM.txt
[2025-12-09T20:16:46.726216] [INFO ] [sig       ] [293/3614] Completed ATOM in 0.3s | 2.86 sym/s | Total: 1.7m | ETA: 19.4m
[2025-12-09T20:16:46.726254] [INFO ] [sig       ] [294/3614] Forecasting ATRA...
[2025-12-09T20:16:46.726283] [INFO ] [sig       ] Generating forecast for: ATRA
[2025-12-09T20:16:46.726313] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATRA' from 'https://tdm.silogroup.org/data/derivative_storage/ATRA.csv'.
[2025-12-09T20:16:46.741711] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATRA'.
[2025-12-09T20:16:46.742025] [INFO ] [FORECASTER] Starting predict_future for ATRA
[2025-12-09T20:16:46.742828] [DEBUG] [LOCAL     ] No optimal features file found for ATRA: ./output/feature-sets/ATRA.txt
[2025-12-09T20:16:46.742879] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:46.742910] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:46.742936] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:46.742991] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:46.798932] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:46.799701] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:46.799785] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:46.799818] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:46.931946] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:46.932115] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:46.932162] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:46.932403] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:46.936032] [DEBUG] [FORECASTER] ATRA: Forecast T+1@11:T+2@11: DOWN (p=1.06%)
[2025-12-09T20:16:46.936319] [INFO ] [FORECASTER] Completed predict_future for ATRA
[2025-12-09T20:16:46.936450] [INFO ] [sig       ] ATRA: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:16:47.096780] [INFO ] [LOCAL     ] Saved forecast: ATRA	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/ATRA.txt
[2025-12-09T20:16:47.096932] [INFO ] [sig       ] [294/3614] Completed ATRA in 0.4s | 2.86 sym/s | Total: 1.7m | ETA: 19.4m
[2025-12-09T20:16:47.096970] [INFO ] [sig       ] [295/3614] Forecasting ATRC...
[2025-12-09T20:16:47.097000] [INFO ] [sig       ] Generating forecast for: ATRC
[2025-12-09T20:16:47.097028] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATRC' from 'https://tdm.silogroup.org/data/derivative_storage/ATRC.csv'.
[2025-12-09T20:16:47.109811] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATRC'.
[2025-12-09T20:16:47.110151] [INFO ] [FORECASTER] Starting predict_future for ATRC
[2025-12-09T20:16:47.110939] [DEBUG] [LOCAL     ] No optimal features file found for ATRC: ./output/feature-sets/ATRC.txt
[2025-12-09T20:16:47.110991] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:47.111023] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:47.111049] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:47.111103] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:47.171865] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:47.172735] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:47.172822] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:47.172854] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:47.296643] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:47.296794] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:47.296836] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:47.296866] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:47.300532] [DEBUG] [FORECASTER] ATRC: Forecast T+1@11:T+2@11: DOWN (p=47.54%)
[2025-12-09T20:16:47.300819] [INFO ] [FORECASTER] Completed predict_future for ATRC
[2025-12-09T20:16:47.300944] [INFO ] [sig       ] ATRC: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:16:47.455428] [INFO ] [LOCAL     ] Saved forecast: ATRC	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/ATRC.txt
[2025-12-09T20:16:47.455617] [INFO ] [sig       ] [295/3614] Completed ATRC in 0.4s | 2.86 sym/s | Total: 1.7m | ETA: 19.4m
[2025-12-09T20:16:47.455660] [INFO ] [sig       ] [296/3614] Forecasting ATRO...
[2025-12-09T20:16:47.455691] [INFO ] [sig       ] Generating forecast for: ATRO
[2025-12-09T20:16:47.455724] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATRO' from 'https://tdm.silogroup.org/data/derivative_storage/ATRO.csv'.
[2025-12-09T20:16:47.467491] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATRO'.
[2025-12-09T20:16:47.467788] [INFO ] [FORECASTER] Starting predict_future for ATRO
[2025-12-09T20:16:47.468559] [DEBUG] [LOCAL     ] No optimal features file found for ATRO: ./output/feature-sets/ATRO.txt
[2025-12-09T20:16:47.468628] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:47.468661] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:47.468688] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:47.468744] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:47.528077] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:47.528721] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:47.528796] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:47.528842] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:47.652548] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:47.652709] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:47.652754] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:47.652783] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:47.656097] [DEBUG] [FORECASTER] ATRO: Forecast T+1@11:T+2@11: DOWN (p=46.58%)
[2025-12-09T20:16:47.656541] [INFO ] [FORECASTER] Completed predict_future for ATRO
[2025-12-09T20:16:47.656681] [INFO ] [sig       ] ATRO: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:16:47.811261] [INFO ] [LOCAL     ] Saved forecast: ATRO	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/ATRO.txt
[2025-12-09T20:16:47.811414] [INFO ] [sig       ] [296/3614] Completed ATRO in 0.4s | 2.86 sym/s | Total: 1.7m | ETA: 19.4m
[2025-12-09T20:16:47.811454] [INFO ] [sig       ] [297/3614] Forecasting ATXS...
[2025-12-09T20:16:47.811485] [INFO ] [sig       ] Generating forecast for: ATXS
[2025-12-09T20:16:47.811520] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATXS' from 'https://tdm.silogroup.org/data/derivative_storage/ATXS.csv'.
[2025-12-09T20:16:47.823408] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATXS'.
[2025-12-09T20:16:47.823707] [INFO ] [FORECASTER] Starting predict_future for ATXS
[2025-12-09T20:16:47.824694] [DEBUG] [LOCAL     ] No optimal features file found for ATXS: ./output/feature-sets/ATXS.txt
[2025-12-09T20:16:47.824746] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:47.824778] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:47.824806] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:47.824864] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:47.884504] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:47.885193] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:47.885269] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:47.885318] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:48.006843] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:48.006986] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:48.007026] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:48.007055] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:48.010867] [DEBUG] [FORECASTER] ATXS: Forecast T+1@11:T+2@11: DOWN (p=39.04%)
[2025-12-09T20:16:48.011146] [INFO ] [FORECASTER] Completed predict_future for ATXS
[2025-12-09T20:16:48.011272] [INFO ] [sig       ] ATXS: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:16:48.159225] [INFO ] [LOCAL     ] Saved forecast: ATXS	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/ATXS.txt
[2025-12-09T20:16:48.159349] [INFO ] [sig       ] [297/3614] Completed ATXS in 0.3s | 2.86 sym/s | Total: 1.7m | ETA: 19.3m
[2025-12-09T20:16:48.159388] [INFO ] [sig       ] [298/3614] Forecasting AUB...
[2025-12-09T20:16:48.159418] [INFO ] [sig       ] Generating forecast for: AUB
[2025-12-09T20:16:48.159449] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AUB' from 'https://tdm.silogroup.org/data/derivative_storage/AUB.csv'.
[2025-12-09T20:16:48.172282] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AUB'.
[2025-12-09T20:16:48.172607] [INFO ] [FORECASTER] Starting predict_future for AUB
[2025-12-09T20:16:48.173461] [DEBUG] [LOCAL     ] No optimal features file found for AUB: ./output/feature-sets/AUB.txt
[2025-12-09T20:16:48.173515] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:48.173548] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:48.173600] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:48.173671] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:48.233436] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:48.234097] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:48.234174] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:48.234208] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:48.352970] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:48.353125] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:48.353168] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:48.353198] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:48.356883] [DEBUG] [FORECASTER] AUB: Forecast T+1@11:T+2@11: UP (p=71.78%)
[2025-12-09T20:16:48.357198] [INFO ] [FORECASTER] Completed predict_future for AUB
[2025-12-09T20:16:48.357336] [INFO ] [sig       ] AUB: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:16:48.508215] [INFO ] [LOCAL     ] Saved forecast: AUB	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/AUB.txt
[2025-12-09T20:16:48.508356] [INFO ] [sig       ] [298/3614] Completed AUB in 0.3s | 2.86 sym/s | Total: 1.7m | ETA: 19.3m
[2025-12-09T20:16:48.508395] [INFO ] [sig       ] [299/3614] Forecasting AUDC...
[2025-12-09T20:16:48.508431] [INFO ] [sig       ] Generating forecast for: AUDC
[2025-12-09T20:16:48.508463] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AUDC' from 'https://tdm.silogroup.org/data/derivative_storage/AUDC.csv'.
[2025-12-09T20:16:48.519863] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AUDC'.
[2025-12-09T20:16:48.520140] [INFO ] [FORECASTER] Starting predict_future for AUDC
[2025-12-09T20:16:48.520912] [DEBUG] [LOCAL     ] No optimal features file found for AUDC: ./output/feature-sets/AUDC.txt
[2025-12-09T20:16:48.520963] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:48.521018] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:48.521046] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:48.521103] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:48.579472] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:48.580201] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:48.580280] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:48.580312] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:48.698973] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:48.699118] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:48.699158] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:48.699185] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:48.702666] [DEBUG] [FORECASTER] AUDC: Forecast T+1@11:T+2@11: UP (p=72.24%)
[2025-12-09T20:16:48.702930] [INFO ] [FORECASTER] Completed predict_future for AUDC
[2025-12-09T20:16:48.703050] [INFO ] [sig       ] AUDC: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:16:48.852919] [INFO ] [LOCAL     ] Saved forecast: AUDC	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/AUDC.txt
[2025-12-09T20:16:48.853052] [INFO ] [sig       ] [299/3614] Completed AUDC in 0.3s | 2.86 sym/s | Total: 1.7m | ETA: 19.3m
[2025-12-09T20:16:48.853092] [INFO ] [sig       ] [300/3614] Forecasting AUID...
[2025-12-09T20:16:48.853121] [INFO ] [sig       ] Generating forecast for: AUID
[2025-12-09T20:16:48.853154] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AUID' from 'https://tdm.silogroup.org/data/derivative_storage/AUID.csv'.
[2025-12-09T20:16:48.865686] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AUID'.
[2025-12-09T20:16:48.866117] [INFO ] [FORECASTER] Starting predict_future for AUID
[2025-12-09T20:16:48.867028] [DEBUG] [LOCAL     ] No optimal features file found for AUID: ./output/feature-sets/AUID.txt
[2025-12-09T20:16:48.867098] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:48.867131] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:48.867158] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:48.867214] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:48.926350] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:48.927222] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:48.927304] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:48.927336] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:49.055396] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:49.055545] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:49.055602] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:49.055633] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:49.059115] [DEBUG] [FORECASTER] AUID: Forecast T+1@11:T+2@11: UP (p=89.71%)
[2025-12-09T20:16:49.059378] [INFO ] [FORECASTER] Completed predict_future for AUID
[2025-12-09T20:16:49.059500] [INFO ] [sig       ] AUID: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:16:49.200885] [INFO ] [LOCAL     ] Saved forecast: AUID	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/AUID.txt
[2025-12-09T20:16:49.201004] [INFO ] [sig       ] [300/3614] Completed AUID in 0.3s | 2.86 sym/s | Total: 1.7m | ETA: 19.3m
[2025-12-09T20:16:49.201042] [INFO ] [sig       ] [301/3614] Forecasting AUPH...
[2025-12-09T20:16:49.201070] [INFO ] [sig       ] Generating forecast for: AUPH
[2025-12-09T20:16:49.201099] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AUPH' from 'https://tdm.silogroup.org/data/derivative_storage/AUPH.csv'.
[2025-12-09T20:16:49.212460] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AUPH'.
[2025-12-09T20:16:49.212762] [INFO ] [FORECASTER] Starting predict_future for AUPH
[2025-12-09T20:16:49.213527] [DEBUG] [LOCAL     ] No optimal features file found for AUPH: ./output/feature-sets/AUPH.txt
[2025-12-09T20:16:49.213599] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:49.213632] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:49.213659] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:49.213714] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:49.271908] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:49.272742] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:49.272816] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:49.272847] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:49.389354] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:49.389470] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:49.389508] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:49.389536] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:49.393082] [DEBUG] [FORECASTER] AUPH: Forecast T+1@11:T+2@11: DOWN (p=5.70%)
[2025-12-09T20:16:49.393537] [INFO ] [FORECASTER] Completed predict_future for AUPH
[2025-12-09T20:16:49.393676] [INFO ] [sig       ] AUPH: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:16:49.537396] [INFO ] [LOCAL     ] Saved forecast: AUPH	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/AUPH.txt
[2025-12-09T20:16:49.537566] [INFO ] [sig       ] [301/3614] Completed AUPH in 0.3s | 2.86 sym/s | Total: 1.8m | ETA: 19.3m
[2025-12-09T20:16:49.537629] [INFO ] [sig       ] [302/3614] Forecasting AURA...
[2025-12-09T20:16:49.537658] [INFO ] [sig       ] Generating forecast for: AURA
[2025-12-09T20:16:49.537690] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AURA' from 'https://tdm.silogroup.org/data/derivative_storage/AURA.csv'.
[2025-12-09T20:16:49.549937] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AURA'.
[2025-12-09T20:16:49.550310] [INFO ] [FORECASTER] Starting predict_future for AURA
[2025-12-09T20:16:49.551236] [DEBUG] [LOCAL     ] No optimal features file found for AURA: ./output/feature-sets/AURA.txt
[2025-12-09T20:16:49.551300] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:49.551346] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:49.551387] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:49.551469] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:49.610730] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:49.611460] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:49.611538] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:49.611570] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:49.735274] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:49.735594] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:49.735634] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:49.735693] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:49.738970] [DEBUG] [FORECASTER] AURA: Forecast T+1@11:T+2@11: DOWN (p=2.25%)
[2025-12-09T20:16:49.739259] [INFO ] [FORECASTER] Completed predict_future for AURA
[2025-12-09T20:16:49.739402] [INFO ] [sig       ] AURA: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:16:49.884793] [INFO ] [LOCAL     ] Saved forecast: AURA	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/AURA.txt
[2025-12-09T20:16:49.884930] [INFO ] [sig       ] [302/3614] Completed AURA in 0.3s | 2.86 sym/s | Total: 1.8m | ETA: 19.3m
[2025-12-09T20:16:49.884970] [INFO ] [sig       ] [303/3614] Forecasting AUTL...
[2025-12-09T20:16:49.884999] [INFO ] [sig       ] Generating forecast for: AUTL
[2025-12-09T20:16:49.885029] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AUTL' from 'https://tdm.silogroup.org/data/derivative_storage/AUTL.csv'.
[2025-12-09T20:16:49.897427] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AUTL'.
[2025-12-09T20:16:49.897780] [INFO ] [FORECASTER] Starting predict_future for AUTL
[2025-12-09T20:16:49.898556] [DEBUG] [LOCAL     ] No optimal features file found for AUTL: ./output/feature-sets/AUTL.txt
[2025-12-09T20:16:49.898624] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:49.898656] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:49.898683] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:49.898737] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:49.958048] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:49.958658] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:49.958743] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:49.958775] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:50.081671] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:50.081825] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:50.081865] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:50.081893] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:50.085232] [DEBUG] [FORECASTER] AUTL: Forecast T+1@11:T+2@11: DOWN (p=14.72%)
[2025-12-09T20:16:50.085509] [INFO ] [FORECASTER] Completed predict_future for AUTL
[2025-12-09T20:16:50.085656] [INFO ] [sig       ] AUTL: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:16:50.225052] [INFO ] [LOCAL     ] Saved forecast: AUTL	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/AUTL.txt
[2025-12-09T20:16:50.225180] [INFO ] [sig       ] [303/3614] Completed AUTL in 0.3s | 2.86 sym/s | Total: 1.8m | ETA: 19.3m
[2025-12-09T20:16:50.225218] [INFO ] [sig       ] [304/3614] Forecasting AVA...
[2025-12-09T20:16:50.225247] [INFO ] [sig       ] Generating forecast for: AVA
[2025-12-09T20:16:50.225276] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVA' from 'https://tdm.silogroup.org/data/derivative_storage/AVA.csv'.
[2025-12-09T20:16:50.237388] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVA'.
[2025-12-09T20:16:50.237728] [INFO ] [FORECASTER] Starting predict_future for AVA
[2025-12-09T20:16:50.238484] [DEBUG] [LOCAL     ] No optimal features file found for AVA: ./output/feature-sets/AVA.txt
[2025-12-09T20:16:50.238535] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:50.238565] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:50.238610] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:50.238666] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:50.295650] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:50.296229] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:50.296302] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:50.296332] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:50.408319] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:50.408427] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:50.408463] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:50.408492] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:50.411642] [DEBUG] [FORECASTER] AVA: Forecast T+1@11:T+2@11: UP (p=61.06%)
[2025-12-09T20:16:50.411907] [INFO ] [FORECASTER] Completed predict_future for AVA
[2025-12-09T20:16:50.412025] [INFO ] [sig       ] AVA: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:16:50.549901] [INFO ] [LOCAL     ] Saved forecast: AVA	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/AVA.txt
[2025-12-09T20:16:50.550015] [INFO ] [sig       ] [304/3614] Completed AVA in 0.3s | 2.86 sym/s | Total: 1.8m | ETA: 19.3m
[2025-12-09T20:16:50.550052] [INFO ] [sig       ] [305/3614] Forecasting AVAH...
[2025-12-09T20:16:50.550080] [INFO ] [sig       ] Generating forecast for: AVAH
[2025-12-09T20:16:50.550111] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVAH' from 'https://tdm.silogroup.org/data/derivative_storage/AVAH.csv'.
[2025-12-09T20:16:50.560776] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVAH'.
[2025-12-09T20:16:50.561048] [INFO ] [FORECASTER] Starting predict_future for AVAH
[2025-12-09T20:16:50.561816] [DEBUG] [LOCAL     ] No optimal features file found for AVAH: ./output/feature-sets/AVAH.txt
[2025-12-09T20:16:50.561867] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:50.561897] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:50.561923] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:50.561979] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:50.620970] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:50.621670] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:50.621746] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:50.621778] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:50.738983] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:50.739086] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:50.739123] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:50.739151] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:50.742702] [DEBUG] [FORECASTER] AVAH: Forecast T+1@11:T+2@11: UP (p=58.39%)
[2025-12-09T20:16:50.742978] [INFO ] [FORECASTER] Completed predict_future for AVAH
[2025-12-09T20:16:50.743102] [INFO ] [sig       ] AVAH: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:16:50.883008] [INFO ] [LOCAL     ] Saved forecast: AVAH	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/AVAH.txt
[2025-12-09T20:16:50.883121] [INFO ] [sig       ] [305/3614] Completed AVAH in 0.3s | 2.86 sym/s | Total: 1.8m | ETA: 19.3m
[2025-12-09T20:16:50.883158] [INFO ] [sig       ] [306/3614] Forecasting AVAL...
[2025-12-09T20:16:50.883186] [INFO ] [sig       ] Generating forecast for: AVAL
[2025-12-09T20:16:50.883217] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVAL' from 'https://tdm.silogroup.org/data/derivative_storage/AVAL.csv'.
[2025-12-09T20:16:50.893919] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVAL'.
[2025-12-09T20:16:50.894201] [INFO ] [FORECASTER] Starting predict_future for AVAL
[2025-12-09T20:16:50.894979] [DEBUG] [LOCAL     ] No optimal features file found for AVAL: ./output/feature-sets/AVAL.txt
[2025-12-09T20:16:50.895031] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:50.895062] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:50.895089] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:50.895145] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:50.951484] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:50.952102] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:50.952182] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:50.952213] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:51.073235] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:51.073355] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:51.073392] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:51.073420] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:51.076648] [DEBUG] [FORECASTER] AVAL: Forecast T+1@11:T+2@11: UP (p=65.25%)
[2025-12-09T20:16:51.076915] [INFO ] [FORECASTER] Completed predict_future for AVAL
[2025-12-09T20:16:51.077033] [INFO ] [sig       ] AVAL: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:16:51.220256] [INFO ] [LOCAL     ] Saved forecast: AVAL	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/AVAL.txt
[2025-12-09T20:16:51.220418] [INFO ] [sig       ] [306/3614] Completed AVAL in 0.3s | 2.86 sym/s | Total: 1.8m | ETA: 19.3m
[2025-12-09T20:16:51.220458] [INFO ] [sig       ] [307/3614] Forecasting AVB...
[2025-12-09T20:16:51.220487] [INFO ] [sig       ] Generating forecast for: AVB
[2025-12-09T20:16:51.220518] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVB' from 'https://tdm.silogroup.org/data/derivative_storage/AVB.csv'.
[2025-12-09T20:16:51.232106] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVB'.
[2025-12-09T20:16:51.232378] [INFO ] [FORECASTER] Starting predict_future for AVB
[2025-12-09T20:16:51.233153] [DEBUG] [LOCAL     ] No optimal features file found for AVB: ./output/feature-sets/AVB.txt
[2025-12-09T20:16:51.233204] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:51.233235] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:51.233262] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:51.233320] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:51.289024] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:51.289641] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:51.289716] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:51.289748] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:51.409926] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:51.410083] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:51.410124] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:51.410155] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:51.413413] [DEBUG] [FORECASTER] AVB: Forecast T+1@11:T+2@11: UP (p=61.62%)
[2025-12-09T20:16:51.413694] [INFO ] [FORECASTER] Completed predict_future for AVB
[2025-12-09T20:16:51.413818] [INFO ] [sig       ] AVB: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:16:51.552921] [INFO ] [LOCAL     ] Saved forecast: AVB	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/AVB.txt
[2025-12-09T20:16:51.553036] [INFO ] [sig       ] [307/3614] Completed AVB in 0.3s | 2.86 sym/s | Total: 1.8m | ETA: 19.3m
[2025-12-09T20:16:51.553073] [INFO ] [sig       ] [308/3614] Forecasting AVBP...
[2025-12-09T20:16:51.553101] [INFO ] [sig       ] Generating forecast for: AVBP
[2025-12-09T20:16:51.553130] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVBP' from 'https://tdm.silogroup.org/data/derivative_storage/AVBP.csv'.
[2025-12-09T20:16:51.564292] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVBP'.
[2025-12-09T20:16:51.564565] [INFO ] [FORECASTER] Starting predict_future for AVBP
[2025-12-09T20:16:51.565336] [DEBUG] [LOCAL     ] No optimal features file found for AVBP: ./output/feature-sets/AVBP.txt
[2025-12-09T20:16:51.565387] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:51.565417] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:51.565444] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:51.565499] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:51.622099] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:51.622722] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:51.622796] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:51.622827] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:51.742256] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:51.742408] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:51.742449] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:51.742478] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:51.745888] [DEBUG] [FORECASTER] AVBP: Forecast T+1@11:T+2@11: UP (p=62.45%)
[2025-12-09T20:16:51.746161] [INFO ] [FORECASTER] Completed predict_future for AVBP
[2025-12-09T20:16:51.746286] [INFO ] [sig       ] AVBP: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:16:51.885977] [INFO ] [LOCAL     ] Saved forecast: AVBP	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/AVBP.txt
[2025-12-09T20:16:51.886084] [INFO ] [sig       ] [308/3614] Completed AVBP in 0.3s | 2.86 sym/s | Total: 1.8m | ETA: 19.3m
[2025-12-09T20:16:51.886120] [INFO ] [sig       ] [309/3614] Forecasting AVD...
[2025-12-09T20:16:51.886149] [INFO ] [sig       ] Generating forecast for: AVD
[2025-12-09T20:16:51.886178] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVD' from 'https://tdm.silogroup.org/data/derivative_storage/AVD.csv'.
[2025-12-09T20:16:51.897565] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVD'.
[2025-12-09T20:16:51.897900] [INFO ] [FORECASTER] Starting predict_future for AVD
[2025-12-09T20:16:51.898721] [DEBUG] [LOCAL     ] No optimal features file found for AVD: ./output/feature-sets/AVD.txt
[2025-12-09T20:16:51.898776] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:51.898810] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:51.898839] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:51.898898] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:51.955654] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:51.956245] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:51.956342] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:51.956375] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:52.072800] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:52.072920] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:52.072959] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:52.072987] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:52.076190] [DEBUG] [FORECASTER] AVD: Forecast T+1@11:T+2@11: UP (p=93.18%)
[2025-12-09T20:16:52.076459] [INFO ] [FORECASTER] Completed predict_future for AVD
[2025-12-09T20:16:52.076598] [INFO ] [sig       ] AVD: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:16:52.214206] [INFO ] [LOCAL     ] Saved forecast: AVD	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/AVD.txt
[2025-12-09T20:16:52.214358] [INFO ] [sig       ] [309/3614] Completed AVD in 0.3s | 2.86 sym/s | Total: 1.8m | ETA: 19.3m
[2025-12-09T20:16:52.214396] [INFO ] [sig       ] [310/3614] Forecasting AVDL...
[2025-12-09T20:16:52.214426] [INFO ] [sig       ] Generating forecast for: AVDL
[2025-12-09T20:16:52.214455] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVDL' from 'https://tdm.silogroup.org/data/derivative_storage/AVDL.csv'.
[2025-12-09T20:16:52.226961] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVDL'.
[2025-12-09T20:16:52.227327] [INFO ] [FORECASTER] Starting predict_future for AVDL
[2025-12-09T20:16:52.228140] [DEBUG] [LOCAL     ] No optimal features file found for AVDL: ./output/feature-sets/AVDL.txt
[2025-12-09T20:16:52.228192] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:52.228223] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:52.228249] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:52.228304] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:52.287796] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:52.288688] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:52.288772] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:52.288803] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:52.413589] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:52.413739] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:52.413779] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:52.413807] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:52.417350] [DEBUG] [FORECASTER] AVDL: Forecast T+1@11:T+2@11: UP (p=59.81%)
[2025-12-09T20:16:52.417656] [INFO ] [FORECASTER] Completed predict_future for AVDL
[2025-12-09T20:16:52.417776] [INFO ] [sig       ] AVDL: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:16:52.558762] [INFO ] [LOCAL     ] Saved forecast: AVDL	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/AVDL.txt
[2025-12-09T20:16:52.558896] [INFO ] [sig       ] [310/3614] Completed AVDL in 0.3s | 2.86 sym/s | Total: 1.8m | ETA: 19.2m
[2025-12-09T20:16:52.558935] [INFO ] [sig       ] [311/3614] Forecasting AVGO...
[2025-12-09T20:16:52.558963] [INFO ] [sig       ] Generating forecast for: AVGO
[2025-12-09T20:16:52.558993] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVGO' from 'https://tdm.silogroup.org/data/derivative_storage/AVGO.csv'.
[2025-12-09T20:16:52.570500] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVGO'.
[2025-12-09T20:16:52.570827] [INFO ] [FORECASTER] Starting predict_future for AVGO
[2025-12-09T20:16:52.571608] [DEBUG] [LOCAL     ] No optimal features file found for AVGO: ./output/feature-sets/AVGO.txt
[2025-12-09T20:16:52.571660] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:52.571702] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:52.571730] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:52.571785] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:52.628887] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:52.629903] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:52.630175] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:52.630207] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:52.755658] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:52.755805] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:52.755845] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:52.755873] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:52.759251] [DEBUG] [FORECASTER] AVGO: Forecast T+1@11:T+2@11: UP (p=94.19%)
[2025-12-09T20:16:52.759516] [INFO ] [FORECASTER] Completed predict_future for AVGO
[2025-12-09T20:16:52.759655] [INFO ] [sig       ] AVGO: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:16:52.900950] [INFO ] [LOCAL     ] Saved forecast: AVGO	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/AVGO.txt
[2025-12-09T20:16:52.901061] [INFO ] [sig       ] [311/3614] Completed AVGO in 0.3s | 2.86 sym/s | Total: 1.8m | ETA: 19.2m
[2025-12-09T20:16:52.901098] [INFO ] [sig       ] [312/3614] Forecasting AVGX...
[2025-12-09T20:16:52.901126] [INFO ] [sig       ] Generating forecast for: AVGX
[2025-12-09T20:16:52.901155] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVGX' from 'https://tdm.silogroup.org/data/derivative_storage/AVGX.csv'.
[2025-12-09T20:16:52.912734] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVGX'.
[2025-12-09T20:16:52.913013] [INFO ] [FORECASTER] Starting predict_future for AVGX
[2025-12-09T20:16:52.913773] [DEBUG] [LOCAL     ] No optimal features file found for AVGX: ./output/feature-sets/AVGX.txt
[2025-12-09T20:16:52.913824] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:52.913856] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:52.913882] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:52.913937] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:52.971271] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:52.972078] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:52.972152] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:52.972184] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:53.094922] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:53.095040] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:53.095077] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:53.095106] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:53.098550] [DEBUG] [FORECASTER] AVGX: Forecast T+1@11:T+2@11: DOWN (p=21.83%)
[2025-12-09T20:16:53.098836] [INFO ] [FORECASTER] Completed predict_future for AVGX
[2025-12-09T20:16:53.098956] [INFO ] [sig       ] AVGX: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:16:53.239499] [INFO ] [LOCAL     ] Saved forecast: AVGX	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/AVGX.txt
[2025-12-09T20:16:53.239650] [INFO ] [sig       ] [312/3614] Completed AVGX in 0.3s | 2.86 sym/s | Total: 1.8m | ETA: 19.2m
[2025-12-09T20:16:53.239691] [INFO ] [sig       ] [313/3614] Forecasting AVK...
[2025-12-09T20:16:53.239721] [INFO ] [sig       ] Generating forecast for: AVK
[2025-12-09T20:16:53.239751] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVK' from 'https://tdm.silogroup.org/data/derivative_storage/AVK.csv'.
[2025-12-09T20:16:53.251943] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVK'.
[2025-12-09T20:16:53.252257] [INFO ] [FORECASTER] Starting predict_future for AVK
[2025-12-09T20:16:53.253032] [DEBUG] [LOCAL     ] No optimal features file found for AVK: ./output/feature-sets/AVK.txt
[2025-12-09T20:16:53.253083] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:53.253115] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:53.253141] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:53.253196] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:53.310303] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:53.310979] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:53.311056] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:53.311088] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:53.429385] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:53.429536] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:53.429601] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:53.429632] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:53.433063] [DEBUG] [FORECASTER] AVK: Forecast T+1@11:T+2@11: DOWN (p=14.09%)
[2025-12-09T20:16:53.433372] [INFO ] [FORECASTER] Completed predict_future for AVK
[2025-12-09T20:16:53.433497] [INFO ] [sig       ] AVK: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:16:53.578283] [INFO ] [LOCAL     ] Saved forecast: AVK	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/AVK.txt
[2025-12-09T20:16:53.578417] [INFO ] [sig       ] [313/3614] Completed AVK in 0.3s | 2.86 sym/s | Total: 1.8m | ETA: 19.2m
[2025-12-09T20:16:53.578456] [INFO ] [sig       ] [314/3614] Forecasting AVNS...
[2025-12-09T20:16:53.578485] [INFO ] [sig       ] Generating forecast for: AVNS
[2025-12-09T20:16:53.578516] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVNS' from 'https://tdm.silogroup.org/data/derivative_storage/AVNS.csv'.
[2025-12-09T20:16:53.590939] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVNS'.
[2025-12-09T20:16:53.591352] [INFO ] [FORECASTER] Starting predict_future for AVNS
[2025-12-09T20:16:53.592160] [DEBUG] [LOCAL     ] No optimal features file found for AVNS: ./output/feature-sets/AVNS.txt
[2025-12-09T20:16:53.592212] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:53.592242] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:53.592269] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:53.592324] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:53.649118] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:53.650026] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:53.650106] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:53.650137] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:53.770412] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:53.770563] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:53.770627] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:53.770656] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:53.774240] [DEBUG] [FORECASTER] AVNS: Forecast T+1@11:T+2@11: UP (p=71.84%)
[2025-12-09T20:16:53.774516] [INFO ] [FORECASTER] Completed predict_future for AVNS
[2025-12-09T20:16:53.774664] [INFO ] [sig       ] AVNS: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:16:53.922075] [INFO ] [LOCAL     ] Saved forecast: AVNS	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/AVNS.txt
[2025-12-09T20:16:53.922232] [INFO ] [sig       ] [314/3614] Completed AVNS in 0.3s | 2.86 sym/s | Total: 1.8m | ETA: 19.2m
[2025-12-09T20:16:53.922281] [INFO ] [sig       ] [315/3614] Forecasting AVO...
[2025-12-09T20:16:53.922314] [INFO ] [sig       ] Generating forecast for: AVO
[2025-12-09T20:16:53.922345] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVO' from 'https://tdm.silogroup.org/data/derivative_storage/AVO.csv'.
[2025-12-09T20:16:53.934274] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVO'.
[2025-12-09T20:16:53.934721] [INFO ] [FORECASTER] Starting predict_future for AVO
[2025-12-09T20:16:53.935726] [DEBUG] [LOCAL     ] No optimal features file found for AVO: ./output/feature-sets/AVO.txt
[2025-12-09T20:16:53.935794] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:53.935832] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:53.935860] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:53.935932] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:53.994457] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:53.995207] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:53.995289] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:53.995320] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:54.114135] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:54.114291] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:54.114331] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:54.114359] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:54.117848] [DEBUG] [FORECASTER] AVO: Forecast T+1@11:T+2@11: UP (p=85.60%)
[2025-12-09T20:16:54.118118] [INFO ] [FORECASTER] Completed predict_future for AVO
[2025-12-09T20:16:54.118238] [INFO ] [sig       ] AVO: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:16:54.265179] [INFO ] [LOCAL     ] Saved forecast: AVO	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/AVO.txt
[2025-12-09T20:16:54.265328] [INFO ] [sig       ] [315/3614] Completed AVO in 0.3s | 2.86 sym/s | Total: 1.8m | ETA: 19.2m
[2025-12-09T20:16:54.265367] [INFO ] [sig       ] [316/3614] Forecasting AVTX...
[2025-12-09T20:16:54.265396] [INFO ] [sig       ] Generating forecast for: AVTX
[2025-12-09T20:16:54.265631] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVTX' from 'https://tdm.silogroup.org/data/derivative_storage/AVTX.csv'.
[2025-12-09T20:16:54.277550] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVTX'.
[2025-12-09T20:16:54.277947] [INFO ] [FORECASTER] Starting predict_future for AVTX
[2025-12-09T20:16:54.278931] [DEBUG] [LOCAL     ] No optimal features file found for AVTX: ./output/feature-sets/AVTX.txt
[2025-12-09T20:16:54.278985] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:54.279046] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:54.279079] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:54.279154] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:54.339288] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:54.340136] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:54.340214] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:54.340246] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:54.464093] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:54.464246] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:16:54.464287] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:54.464315] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:54.468353] [DEBUG] [FORECASTER] AVTX: Forecast T+1@11:T+2@11: DOWN (p=23.60%)
[2025-12-09T20:16:54.468642] [INFO ] [FORECASTER] Completed predict_future for AVTX
[2025-12-09T20:16:54.468783] [INFO ] [sig       ] AVTX: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:16:54.616474] [INFO ] [LOCAL     ] Saved forecast: AVTX	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/AVTX.txt
[2025-12-09T20:16:54.616650] [INFO ] [sig       ] [316/3614] Completed AVTX in 0.4s | 2.86 sym/s | Total: 1.8m | ETA: 19.2m
[2025-12-09T20:16:54.616693] [INFO ] [sig       ] [317/3614] Forecasting AVXL...
[2025-12-09T20:16:54.616722] [INFO ] [sig       ] Generating forecast for: AVXL
[2025-12-09T20:16:54.616752] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVXL' from 'https://tdm.silogroup.org/data/derivative_storage/AVXL.csv'.
[2025-12-09T20:16:54.628702] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVXL'.
[2025-12-09T20:16:54.629019] [INFO ] [FORECASTER] Starting predict_future for AVXL
[2025-12-09T20:16:54.629857] [DEBUG] [LOCAL     ] No optimal features file found for AVXL: ./output/feature-sets/AVXL.txt
[2025-12-09T20:16:54.629907] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:54.629938] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:54.629964] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:54.630020] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:54.687386] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:54.688408] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:54.688497] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:54.688530] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:54.816514] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:54.816702] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:54.816757] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:54.816792] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:54.821032] [DEBUG] [FORECASTER] AVXL: Forecast T+1@11:T+2@11: UP (p=91.96%)
[2025-12-09T20:16:54.821407] [INFO ] [FORECASTER] Completed predict_future for AVXL
[2025-12-09T20:16:54.821757] [INFO ] [sig       ] AVXL: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:16:54.997487] [INFO ] [LOCAL     ] Saved forecast: AVXL	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/AVXL.txt
[2025-12-09T20:16:54.997879] [INFO ] [sig       ] [317/3614] Completed AVXL in 0.4s | 2.86 sym/s | Total: 1.8m | ETA: 19.2m
[2025-12-09T20:16:54.997933] [INFO ] [sig       ] [318/3614] Forecasting AVY...
[2025-12-09T20:16:54.997976] [INFO ] [sig       ] Generating forecast for: AVY
[2025-12-09T20:16:54.998020] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVY' from 'https://tdm.silogroup.org/data/derivative_storage/AVY.csv'.
[2025-12-09T20:16:55.010973] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVY'.
[2025-12-09T20:16:55.011335] [INFO ] [FORECASTER] Starting predict_future for AVY
[2025-12-09T20:16:55.012426] [DEBUG] [LOCAL     ] No optimal features file found for AVY: ./output/feature-sets/AVY.txt
[2025-12-09T20:16:55.012479] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:55.012513] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:55.012542] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:55.012632] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:55.084418] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:55.085436] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:55.085751] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:55.085804] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:55.221454] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:55.221813] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:55.221854] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:55.221899] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:55.225314] [DEBUG] [FORECASTER] AVY: Forecast T+1@11:T+2@11: UP (p=94.55%)
[2025-12-09T20:16:55.225633] [INFO ] [FORECASTER] Completed predict_future for AVY
[2025-12-09T20:16:55.225765] [INFO ] [sig       ] AVY: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:16:55.374101] [INFO ] [LOCAL     ] Saved forecast: AVY	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/AVY.txt
[2025-12-09T20:16:55.374235] [INFO ] [sig       ] [318/3614] Completed AVY in 0.4s | 2.86 sym/s | Total: 1.9m | ETA: 19.2m
[2025-12-09T20:16:55.374274] [INFO ] [sig       ] [319/3614] Forecasting AWF...
[2025-12-09T20:16:55.374301] [INFO ] [sig       ] Generating forecast for: AWF
[2025-12-09T20:16:55.374332] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWF' from 'https://tdm.silogroup.org/data/derivative_storage/AWF.csv'.
[2025-12-09T20:16:55.386730] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AWF'.
[2025-12-09T20:16:55.387017] [INFO ] [FORECASTER] Starting predict_future for AWF
[2025-12-09T20:16:55.388019] [DEBUG] [LOCAL     ] No optimal features file found for AWF: ./output/feature-sets/AWF.txt
[2025-12-09T20:16:55.388070] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:55.388102] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:55.388128] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:55.388183] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:55.445023] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:55.445781] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:55.445859] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:55.445890] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:55.567512] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:55.567670] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:55.567711] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:55.567770] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:55.571117] [DEBUG] [FORECASTER] AWF: Forecast T+1@11:T+2@11: UP (p=83.98%)
[2025-12-09T20:16:55.571400] [INFO ] [FORECASTER] Completed predict_future for AWF
[2025-12-09T20:16:55.571530] [INFO ] [sig       ] AWF: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:16:55.710470] [INFO ] [LOCAL     ] Saved forecast: AWF	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/AWF.txt
[2025-12-09T20:16:55.710615] [INFO ] [sig       ] [319/3614] Completed AWF in 0.3s | 2.86 sym/s | Total: 1.9m | ETA: 19.2m
[2025-12-09T20:16:55.710655] [INFO ] [sig       ] [320/3614] Forecasting AWI...
[2025-12-09T20:16:55.710685] [INFO ] [sig       ] Generating forecast for: AWI
[2025-12-09T20:16:55.710714] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWI' from 'https://tdm.silogroup.org/data/derivative_storage/AWI.csv'.
[2025-12-09T20:16:55.722244] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AWI'.
[2025-12-09T20:16:55.722586] [INFO ] [FORECASTER] Starting predict_future for AWI
[2025-12-09T20:16:55.723363] [DEBUG] [LOCAL     ] No optimal features file found for AWI: ./output/feature-sets/AWI.txt
[2025-12-09T20:16:55.723426] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:55.723458] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:55.723484] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:55.723540] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:55.779943] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:55.780604] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:55.780680] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:55.780726] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:55.904657] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:55.904823] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:55.904866] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:55.904894] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:55.908293] [DEBUG] [FORECASTER] AWI: Forecast T+1@11:T+2@11: DOWN (p=47.80%)
[2025-12-09T20:16:55.908558] [INFO ] [FORECASTER] Completed predict_future for AWI
[2025-12-09T20:16:55.908703] [INFO ] [sig       ] AWI: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:16:56.048267] [INFO ] [LOCAL     ] Saved forecast: AWI	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/AWI.txt
[2025-12-09T20:16:56.048403] [INFO ] [sig       ] [320/3614] Completed AWI in 0.3s | 2.86 sym/s | Total: 1.9m | ETA: 19.2m
[2025-12-09T20:16:56.048443] [INFO ] [sig       ] [321/3614] Forecasting AWK...
[2025-12-09T20:16:56.048473] [INFO ] [sig       ] Generating forecast for: AWK
[2025-12-09T20:16:56.048502] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWK' from 'https://tdm.silogroup.org/data/derivative_storage/AWK.csv'.
[2025-12-09T20:16:56.060798] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AWK'.
[2025-12-09T20:16:56.061192] [INFO ] [FORECASTER] Starting predict_future for AWK
[2025-12-09T20:16:56.062033] [DEBUG] [LOCAL     ] No optimal features file found for AWK: ./output/feature-sets/AWK.txt
[2025-12-09T20:16:56.062085] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:56.062116] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:56.062142] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:56.062199] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:56.118690] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:56.119548] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:56.119649] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:56.119682] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:56.239163] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:56.239336] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:56.239386] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:56.239421] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:56.242993] [DEBUG] [FORECASTER] AWK: Forecast T+1@11:T+2@11: UP (p=96.36%)
[2025-12-09T20:16:56.243293] [INFO ] [FORECASTER] Completed predict_future for AWK
[2025-12-09T20:16:56.243424] [INFO ] [sig       ] AWK: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:16:56.390877] [INFO ] [LOCAL     ] Saved forecast: AWK	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/AWK.txt
[2025-12-09T20:16:56.391027] [INFO ] [sig       ] [321/3614] Completed AWK in 0.3s | 2.86 sym/s | Total: 1.9m | ETA: 19.2m
[2025-12-09T20:16:56.391066] [INFO ] [sig       ] [322/3614] Forecasting AWP...
[2025-12-09T20:16:56.391096] [INFO ] [sig       ] Generating forecast for: AWP
[2025-12-09T20:16:56.391127] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWP' from 'https://tdm.silogroup.org/data/derivative_storage/AWP.csv'.
[2025-12-09T20:16:56.402400] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AWP'.
[2025-12-09T20:16:56.402700] [INFO ] [FORECASTER] Starting predict_future for AWP
[2025-12-09T20:16:56.403450] [DEBUG] [LOCAL     ] No optimal features file found for AWP: ./output/feature-sets/AWP.txt
[2025-12-09T20:16:56.403501] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:56.403532] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:56.403591] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:56.403652] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:56.459983] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:56.460926] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:56.461009] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:56.461043] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:56.580009] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:56.580173] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:56.580215] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:56.580243] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:56.583877] [DEBUG] [FORECASTER] AWP: Forecast T+1@11:T+2@11: DOWN (p=1.13%)
[2025-12-09T20:16:56.584252] [INFO ] [FORECASTER] Completed predict_future for AWP
[2025-12-09T20:16:56.584409] [INFO ] [sig       ] AWP: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:16:56.744905] [INFO ] [LOCAL     ] Saved forecast: AWP	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/AWP.txt
[2025-12-09T20:16:56.745063] [INFO ] [sig       ] [322/3614] Completed AWP in 0.4s | 2.86 sym/s | Total: 1.9m | ETA: 19.2m
[2025-12-09T20:16:56.745105] [INFO ] [sig       ] [323/3614] Forecasting AWRE...
[2025-12-09T20:16:56.745140] [INFO ] [sig       ] Generating forecast for: AWRE
[2025-12-09T20:16:56.745181] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWRE' from 'https://tdm.silogroup.org/data/derivative_storage/AWRE.csv'.
[2025-12-09T20:16:56.757089] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AWRE'.
[2025-12-09T20:16:56.757439] [INFO ] [FORECASTER] Starting predict_future for AWRE
[2025-12-09T20:16:56.758269] [DEBUG] [LOCAL     ] No optimal features file found for AWRE: ./output/feature-sets/AWRE.txt
[2025-12-09T20:16:56.758324] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:56.758355] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:56.758381] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:56.758437] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:56.815392] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:56.816321] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:56.816415] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:56.816448] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:56.925086] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:56.925248] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:56.925290] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:56.925319] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:56.928856] [DEBUG] [FORECASTER] AWRE: Forecast T+1@11:T+2@11: UP (p=61.38%)
[2025-12-09T20:16:56.929145] [INFO ] [FORECASTER] Completed predict_future for AWRE
[2025-12-09T20:16:56.929277] [INFO ] [sig       ] AWRE: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:16:57.079275] [INFO ] [LOCAL     ] Saved forecast: AWRE	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/AWRE.txt
[2025-12-09T20:16:57.079429] [INFO ] [sig       ] [323/3614] Completed AWRE in 0.3s | 2.86 sym/s | Total: 1.9m | ETA: 19.2m
[2025-12-09T20:16:57.079469] [INFO ] [sig       ] [324/3614] Forecasting AXGN...
[2025-12-09T20:16:57.079499] [INFO ] [sig       ] Generating forecast for: AXGN
[2025-12-09T20:16:57.079530] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXGN' from 'https://tdm.silogroup.org/data/derivative_storage/AXGN.csv'.
[2025-12-09T20:16:57.091604] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXGN'.
[2025-12-09T20:16:57.091981] [INFO ] [FORECASTER] Starting predict_future for AXGN
[2025-12-09T20:16:57.092851] [DEBUG] [LOCAL     ] No optimal features file found for AXGN: ./output/feature-sets/AXGN.txt
[2025-12-09T20:16:57.092905] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:57.092937] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:57.092965] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:57.093040] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:57.151540] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:57.152483] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:57.152600] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:57.152646] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:57.277528] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:57.277695] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:57.277737] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:57.277765] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:57.281233] [DEBUG] [FORECASTER] AXGN: Forecast T+1@11:T+2@11: DOWN (p=38.29%)
[2025-12-09T20:16:57.281516] [INFO ] [FORECASTER] Completed predict_future for AXGN
[2025-12-09T20:16:57.281665] [INFO ] [sig       ] AXGN: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:16:57.427931] [INFO ] [LOCAL     ] Saved forecast: AXGN	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/AXGN.txt
[2025-12-09T20:16:57.428082] [INFO ] [sig       ] [324/3614] Completed AXGN in 0.3s | 2.86 sym/s | Total: 1.9m | ETA: 19.2m
[2025-12-09T20:16:57.428121] [INFO ] [sig       ] [325/3614] Forecasting AXL...
[2025-12-09T20:16:57.428150] [INFO ] [sig       ] Generating forecast for: AXL
[2025-12-09T20:16:57.428180] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXL' from 'https://tdm.silogroup.org/data/derivative_storage/AXL.csv'.
[2025-12-09T20:16:57.440260] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXL'.
[2025-12-09T20:16:57.440653] [INFO ] [FORECASTER] Starting predict_future for AXL
[2025-12-09T20:16:57.441511] [DEBUG] [LOCAL     ] No optimal features file found for AXL: ./output/feature-sets/AXL.txt
[2025-12-09T20:16:57.441753] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:57.441788] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:57.441815] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:57.441871] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:57.500068] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:57.500930] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:57.501014] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:57.501046] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:57.627263] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:57.627419] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:57.627474] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:57.627505] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:57.630909] [DEBUG] [FORECASTER] AXL: Forecast T+1@11:T+2@11: DOWN (p=1.83%)
[2025-12-09T20:16:57.631210] [INFO ] [FORECASTER] Completed predict_future for AXL
[2025-12-09T20:16:57.631339] [INFO ] [sig       ] AXL: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:16:57.769946] [INFO ] [LOCAL     ] Saved forecast: AXL	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/AXL.txt
[2025-12-09T20:16:57.770080] [INFO ] [sig       ] [325/3614] Completed AXL in 0.3s | 2.86 sym/s | Total: 1.9m | ETA: 19.2m
[2025-12-09T20:16:57.770118] [INFO ] [sig       ] [326/3614] Forecasting AXON...
[2025-12-09T20:16:57.770147] [INFO ] [sig       ] Generating forecast for: AXON
[2025-12-09T20:16:57.770182] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXON' from 'https://tdm.silogroup.org/data/derivative_storage/AXON.csv'.
[2025-12-09T20:16:57.782872] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXON'.
[2025-12-09T20:16:57.783187] [INFO ] [FORECASTER] Starting predict_future for AXON
[2025-12-09T20:16:57.783960] [DEBUG] [LOCAL     ] No optimal features file found for AXON: ./output/feature-sets/AXON.txt
[2025-12-09T20:16:57.784011] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:57.784042] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:57.784069] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:57.784125] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:57.843118] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:57.843982] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:57.844093] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:57.844126] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:57.959805] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:57.959958] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:57.960001] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:57.960029] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:57.963376] [DEBUG] [FORECASTER] AXON: Forecast T+1@11:T+2@11: DOWN (p=31.05%)
[2025-12-09T20:16:57.963673] [INFO ] [FORECASTER] Completed predict_future for AXON
[2025-12-09T20:16:57.963798] [INFO ] [sig       ] AXON: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:16:58.112020] [INFO ] [LOCAL     ] Saved forecast: AXON	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/AXON.txt
[2025-12-09T20:16:58.112194] [INFO ] [sig       ] [326/3614] Completed AXON in 0.3s | 2.86 sym/s | Total: 1.9m | ETA: 19.1m
[2025-12-09T20:16:58.112242] [INFO ] [sig       ] [327/3614] Forecasting AXP...
[2025-12-09T20:16:58.112281] [INFO ] [sig       ] Generating forecast for: AXP
[2025-12-09T20:16:58.112322] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXP' from 'https://tdm.silogroup.org/data/derivative_storage/AXP.csv'.
[2025-12-09T20:16:58.123592] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXP'.
[2025-12-09T20:16:58.123906] [INFO ] [FORECASTER] Starting predict_future for AXP
[2025-12-09T20:16:58.124884] [DEBUG] [LOCAL     ] No optimal features file found for AXP: ./output/feature-sets/AXP.txt
[2025-12-09T20:16:58.124937] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:58.124970] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:58.124997] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:58.125054] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:58.183589] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:58.184375] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:58.184463] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:58.184496] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:58.309910] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:58.310060] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:58.310102] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:58.310133] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:58.313994] [DEBUG] [FORECASTER] AXP: Forecast T+1@11:T+2@11: UP (p=56.29%)
[2025-12-09T20:16:58.314279] [INFO ] [FORECASTER] Completed predict_future for AXP
[2025-12-09T20:16:58.314413] [INFO ] [sig       ] AXP: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:16:58.454015] [INFO ] [LOCAL     ] Saved forecast: AXP	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/AXP.txt
[2025-12-09T20:16:58.454157] [INFO ] [sig       ] [327/3614] Completed AXP in 0.3s | 2.86 sym/s | Total: 1.9m | ETA: 19.1m
[2025-12-09T20:16:58.454198] [INFO ] [sig       ] [328/3614] Forecasting AXS...
[2025-12-09T20:16:58.454230] [INFO ] [sig       ] Generating forecast for: AXS
[2025-12-09T20:16:58.454261] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXS' from 'https://tdm.silogroup.org/data/derivative_storage/AXS.csv'.
[2025-12-09T20:16:58.465391] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXS'.
[2025-12-09T20:16:58.465720] [INFO ] [FORECASTER] Starting predict_future for AXS
[2025-12-09T20:16:58.466492] [DEBUG] [LOCAL     ] No optimal features file found for AXS: ./output/feature-sets/AXS.txt
[2025-12-09T20:16:58.466545] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:58.466599] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:58.466629] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:58.466686] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:58.524432] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:58.525113] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:58.525189] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:58.525221] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:58.651906] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:58.652054] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:58.652095] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:58.652124] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:58.655857] [DEBUG] [FORECASTER] AXS: Forecast T+1@11:T+2@11: DOWN (p=36.37%)
[2025-12-09T20:16:58.656128] [INFO ] [FORECASTER] Completed predict_future for AXS
[2025-12-09T20:16:58.656257] [INFO ] [sig       ] AXS: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:16:58.802100] [INFO ] [LOCAL     ] Saved forecast: AXS	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/AXS.txt
[2025-12-09T20:16:58.802242] [INFO ] [sig       ] [328/3614] Completed AXS in 0.3s | 2.86 sym/s | Total: 1.9m | ETA: 19.1m
[2025-12-09T20:16:58.802280] [INFO ] [sig       ] [329/3614] Forecasting AXSM...
[2025-12-09T20:16:58.802310] [INFO ] [sig       ] Generating forecast for: AXSM
[2025-12-09T20:16:58.802338] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXSM' from 'https://tdm.silogroup.org/data/derivative_storage/AXSM.csv'.
[2025-12-09T20:16:58.814530] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXSM'.
[2025-12-09T20:16:58.814957] [INFO ] [FORECASTER] Starting predict_future for AXSM
[2025-12-09T20:16:58.815755] [DEBUG] [LOCAL     ] No optimal features file found for AXSM: ./output/feature-sets/AXSM.txt
[2025-12-09T20:16:58.815806] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:58.815838] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:58.815865] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:58.815921] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:58.872731] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:58.873644] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:58.873727] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:58.873760] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:58.994107] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:58.994265] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:58.994305] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:58.994333] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:58.998382] [DEBUG] [FORECASTER] AXSM: Forecast T+1@11:T+2@11: UP (p=91.64%)
[2025-12-09T20:16:58.998705] [INFO ] [FORECASTER] Completed predict_future for AXSM
[2025-12-09T20:16:58.998834] [INFO ] [sig       ] AXSM: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:16:59.141172] [INFO ] [LOCAL     ] Saved forecast: AXSM	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/AXSM.txt
[2025-12-09T20:16:59.141357] [INFO ] [sig       ] [329/3614] Completed AXSM in 0.3s | 2.86 sym/s | Total: 1.9m | ETA: 19.1m
[2025-12-09T20:16:59.141398] [INFO ] [sig       ] [330/3614] Forecasting AXTA...
[2025-12-09T20:16:59.141429] [INFO ] [sig       ] Generating forecast for: AXTA
[2025-12-09T20:16:59.141459] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXTA' from 'https://tdm.silogroup.org/data/derivative_storage/AXTA.csv'.
[2025-12-09T20:16:59.153364] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXTA'.
[2025-12-09T20:16:59.153987] [INFO ] [FORECASTER] Starting predict_future for AXTA
[2025-12-09T20:16:59.154802] [DEBUG] [LOCAL     ] No optimal features file found for AXTA: ./output/feature-sets/AXTA.txt
[2025-12-09T20:16:59.154861] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:59.154894] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:59.154920] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:59.154976] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:59.213743] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:59.214570] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:59.214870] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:59.214903] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:59.337287] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:59.337451] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:59.337519] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:59.337548] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:59.341458] [DEBUG] [FORECASTER] AXTA: Forecast T+1@11:T+2@11: DOWN (p=29.54%)
[2025-12-09T20:16:59.342009] [INFO ] [FORECASTER] Completed predict_future for AXTA
[2025-12-09T20:16:59.342156] [INFO ] [sig       ] AXTA: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:16:59.486277] [INFO ] [LOCAL     ] Saved forecast: AXTA	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/AXTA.txt
[2025-12-09T20:16:59.486434] [INFO ] [sig       ] [330/3614] Completed AXTA in 0.3s | 2.86 sym/s | Total: 1.9m | ETA: 19.1m
[2025-12-09T20:16:59.486473] [INFO ] [sig       ] [331/3614] Forecasting AXTI...
[2025-12-09T20:16:59.486503] [INFO ] [sig       ] Generating forecast for: AXTI
[2025-12-09T20:16:59.486533] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXTI' from 'https://tdm.silogroup.org/data/derivative_storage/AXTI.csv'.
[2025-12-09T20:16:59.498250] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXTI'.
[2025-12-09T20:16:59.498645] [INFO ] [FORECASTER] Starting predict_future for AXTI
[2025-12-09T20:16:59.499405] [DEBUG] [LOCAL     ] No optimal features file found for AXTI: ./output/feature-sets/AXTI.txt
[2025-12-09T20:16:59.499456] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:59.499488] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:59.499515] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:59.499588] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:59.556099] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:59.556932] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:59.557013] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:59.557045] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:16:59.683648] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:16:59.683854] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:16:59.683898] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:16:59.683927] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:16:59.687264] [DEBUG] [FORECASTER] AXTI: Forecast T+1@11:T+2@11: DOWN (p=38.55%)
[2025-12-09T20:16:59.687568] [INFO ] [FORECASTER] Completed predict_future for AXTI
[2025-12-09T20:16:59.687713] [INFO ] [sig       ] AXTI: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:16:59.830063] [INFO ] [LOCAL     ] Saved forecast: AXTI	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/AXTI.txt
[2025-12-09T20:16:59.830218] [INFO ] [sig       ] [331/3614] Completed AXTI in 0.3s | 2.86 sym/s | Total: 1.9m | ETA: 19.1m
[2025-12-09T20:16:59.830257] [INFO ] [sig       ] [332/3614] Forecasting AYI...
[2025-12-09T20:16:59.830286] [INFO ] [sig       ] Generating forecast for: AYI
[2025-12-09T20:16:59.830316] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AYI' from 'https://tdm.silogroup.org/data/derivative_storage/AYI.csv'.
[2025-12-09T20:16:59.843311] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AYI'.
[2025-12-09T20:16:59.843713] [INFO ] [FORECASTER] Starting predict_future for AYI
[2025-12-09T20:16:59.844484] [DEBUG] [LOCAL     ] No optimal features file found for AYI: ./output/feature-sets/AYI.txt
[2025-12-09T20:16:59.844535] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:16:59.844567] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:16:59.844614] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:16:59.844670] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:16:59.903820] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:16:59.904657] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:16:59.904737] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:16:59.904769] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:00.033421] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:00.033596] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:00.033638] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:00.033668] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:00.037186] [DEBUG] [FORECASTER] AYI: Forecast T+1@11:T+2@11: DOWN (p=39.95%)
[2025-12-09T20:17:00.037693] [INFO ] [FORECASTER] Completed predict_future for AYI
[2025-12-09T20:17:00.037828] [INFO ] [sig       ] AYI: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:17:00.181974] [INFO ] [LOCAL     ] Saved forecast: AYI	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/AYI.txt
[2025-12-09T20:17:00.182157] [INFO ] [sig       ] [332/3614] Completed AYI in 0.4s | 2.86 sym/s | Total: 1.9m | ETA: 19.1m
[2025-12-09T20:17:00.182203] [INFO ] [sig       ] [333/3614] Forecasting AZ...
[2025-12-09T20:17:00.182234] [INFO ] [sig       ] Generating forecast for: AZ
[2025-12-09T20:17:00.182265] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AZ' from 'https://tdm.silogroup.org/data/derivative_storage/AZ.csv'.
[2025-12-09T20:17:00.194317] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AZ'.
[2025-12-09T20:17:00.194721] [INFO ] [FORECASTER] Starting predict_future for AZ
[2025-12-09T20:17:00.195486] [DEBUG] [LOCAL     ] No optimal features file found for AZ: ./output/feature-sets/AZ.txt
[2025-12-09T20:17:00.195538] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:00.195617] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:00.195646] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:00.195702] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:00.255392] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:00.256280] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:00.256370] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:00.256409] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:00.376183] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:00.376376] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:00.376419] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:00.376448] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:00.379857] [DEBUG] [FORECASTER] AZ: Forecast T+1@11:T+2@11: UP (p=97.62%)
[2025-12-09T20:17:00.380194] [INFO ] [FORECASTER] Completed predict_future for AZ
[2025-12-09T20:17:00.380332] [INFO ] [sig       ] AZ: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:17:00.527307] [INFO ] [LOCAL     ] Saved forecast: AZ	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/AZ.txt
[2025-12-09T20:17:00.527485] [INFO ] [sig       ] [333/3614] Completed AZ in 0.3s | 2.86 sym/s | Total: 1.9m | ETA: 19.1m
[2025-12-09T20:17:00.527528] [INFO ] [sig       ] [334/3614] Forecasting AZN...
[2025-12-09T20:17:00.527558] [INFO ] [sig       ] Generating forecast for: AZN
[2025-12-09T20:17:00.527607] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AZN' from 'https://tdm.silogroup.org/data/derivative_storage/AZN.csv'.
[2025-12-09T20:17:00.539566] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AZN'.
[2025-12-09T20:17:00.539976] [INFO ] [FORECASTER] Starting predict_future for AZN
[2025-12-09T20:17:00.540806] [DEBUG] [LOCAL     ] No optimal features file found for AZN: ./output/feature-sets/AZN.txt
[2025-12-09T20:17:00.540858] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:00.540890] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:00.540916] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:00.540972] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:00.599151] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:00.600053] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:00.600136] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:00.600169] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:00.724502] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:00.724679] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:00.724721] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:00.724749] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:00.728321] [DEBUG] [FORECASTER] AZN: Forecast T+1@11:T+2@11: DOWN (p=5.71%)
[2025-12-09T20:17:00.728646] [INFO ] [FORECASTER] Completed predict_future for AZN
[2025-12-09T20:17:00.728771] [INFO ] [sig       ] AZN: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:17:00.874659] [INFO ] [LOCAL     ] Saved forecast: AZN	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/AZN.txt
[2025-12-09T20:17:00.874784] [INFO ] [sig       ] [334/3614] Completed AZN in 0.3s | 2.86 sym/s | Total: 1.9m | ETA: 19.1m
[2025-12-09T20:17:00.874822] [INFO ] [sig       ] [335/3614] Forecasting AZO...
[2025-12-09T20:17:00.874852] [INFO ] [sig       ] Generating forecast for: AZO
[2025-12-09T20:17:00.874882] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AZO' from 'https://tdm.silogroup.org/data/derivative_storage/AZO.csv'.
[2025-12-09T20:17:00.886381] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AZO'.
[2025-12-09T20:17:00.886663] [INFO ] [FORECASTER] Starting predict_future for AZO
[2025-12-09T20:17:00.887409] [DEBUG] [LOCAL     ] No optimal features file found for AZO: ./output/feature-sets/AZO.txt
[2025-12-09T20:17:00.887480] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:00.887525] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:00.887553] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:00.887640] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:00.945863] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:00.946521] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:00.946619] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:00.946652] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:01.065701] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:01.065869] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:01.065909] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:01.065936] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:01.069352] [DEBUG] [FORECASTER] AZO: Forecast T+1@11:T+2@11: UP (p=93.76%)
[2025-12-09T20:17:01.069689] [INFO ] [FORECASTER] Completed predict_future for AZO
[2025-12-09T20:17:01.069828] [INFO ] [sig       ] AZO: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:17:01.216123] [INFO ] [LOCAL     ] Saved forecast: AZO	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/AZO.txt
[2025-12-09T20:17:01.216288] [INFO ] [sig       ] [335/3614] Completed AZO in 0.3s | 2.86 sym/s | Total: 2.0m | ETA: 19.1m
[2025-12-09T20:17:01.216327] [INFO ] [sig       ] [336/3614] Forecasting AZTA...
[2025-12-09T20:17:01.216357] [INFO ] [sig       ] Generating forecast for: AZTA
[2025-12-09T20:17:01.216388] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AZTA' from 'https://tdm.silogroup.org/data/derivative_storage/AZTA.csv'.
[2025-12-09T20:17:01.229045] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AZTA'.
[2025-12-09T20:17:01.229395] [INFO ] [FORECASTER] Starting predict_future for AZTA
[2025-12-09T20:17:01.230176] [DEBUG] [LOCAL     ] No optimal features file found for AZTA: ./output/feature-sets/AZTA.txt
[2025-12-09T20:17:01.230228] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:01.230259] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:01.230285] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:01.230340] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:01.290022] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:01.290865] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:01.290948] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:01.290981] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:01.416676] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:01.416829] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:01.416871] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:01.416899] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:01.420408] [DEBUG] [FORECASTER] AZTA: Forecast T+1@11:T+2@11: DOWN (p=23.71%)
[2025-12-09T20:17:01.420694] [INFO ] [FORECASTER] Completed predict_future for AZTA
[2025-12-09T20:17:01.421010] [INFO ] [sig       ] AZTA: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:17:01.565446] [INFO ] [LOCAL     ] Saved forecast: AZTA	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/AZTA.txt
[2025-12-09T20:17:01.565634] [INFO ] [sig       ] [336/3614] Completed AZTA in 0.3s | 2.86 sym/s | Total: 2.0m | ETA: 19.1m
[2025-12-09T20:17:01.565676] [INFO ] [sig       ] [337/3614] Forecasting AZZ...
[2025-12-09T20:17:01.565706] [INFO ] [sig       ] Generating forecast for: AZZ
[2025-12-09T20:17:01.565734] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AZZ' from 'https://tdm.silogroup.org/data/derivative_storage/AZZ.csv'.
[2025-12-09T20:17:01.577038] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AZZ'.
[2025-12-09T20:17:01.577336] [INFO ] [FORECASTER] Starting predict_future for AZZ
[2025-12-09T20:17:01.578130] [DEBUG] [LOCAL     ] No optimal features file found for AZZ: ./output/feature-sets/AZZ.txt
[2025-12-09T20:17:01.578181] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:01.578212] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:01.578238] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:01.578293] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:01.637241] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:01.637974] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:01.638052] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:01.638083] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:01.758687] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:01.758840] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:01.758883] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:01.758912] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:01.762333] [DEBUG] [FORECASTER] AZZ: Forecast T+1@11:T+2@11: DOWN (p=8.40%)
[2025-12-09T20:17:01.762624] [INFO ] [FORECASTER] Completed predict_future for AZZ
[2025-12-09T20:17:01.762749] [INFO ] [sig       ] AZZ: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:17:01.917958] [INFO ] [LOCAL     ] Saved forecast: AZZ	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/AZZ.txt
[2025-12-09T20:17:01.918119] [INFO ] [sig       ] [337/3614] Completed AZZ in 0.4s | 2.86 sym/s | Total: 2.0m | ETA: 19.1m
[2025-12-09T20:17:01.918159] [INFO ] [sig       ] [338/3614] Forecasting BA...
[2025-12-09T20:17:01.918190] [INFO ] [sig       ] Generating forecast for: BA
[2025-12-09T20:17:01.918220] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BA' from 'https://tdm.silogroup.org/data/derivative_storage/BA.csv'.
[2025-12-09T20:17:01.930335] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BA'.
[2025-12-09T20:17:01.930680] [INFO ] [FORECASTER] Starting predict_future for BA
[2025-12-09T20:17:01.931454] [DEBUG] [LOCAL     ] No optimal features file found for BA: ./output/feature-sets/BA.txt
[2025-12-09T20:17:01.931506] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:01.931538] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:01.931565] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:01.931644] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:01.992929] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:01.993837] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:01.993920] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:01.993953] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:02.123647] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:02.123824] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:02.123879] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:02.123910] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:02.128403] [DEBUG] [FORECASTER] BA: Forecast T+1@11:T+2@11: DOWN (p=5.37%)
[2025-12-09T20:17:02.129034] [INFO ] [FORECASTER] Completed predict_future for BA
[2025-12-09T20:17:02.129223] [INFO ] [sig       ] BA: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:17:02.288376] [INFO ] [LOCAL     ] Saved forecast: BA	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/BA.txt
[2025-12-09T20:17:02.288610] [INFO ] [sig       ] [338/3614] Completed BA in 0.4s | 2.86 sym/s | Total: 2.0m | ETA: 19.1m
[2025-12-09T20:17:02.288678] [INFO ] [sig       ] [339/3614] Forecasting BABA...
[2025-12-09T20:17:02.288714] [INFO ] [sig       ] Generating forecast for: BABA
[2025-12-09T20:17:02.288745] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BABA' from 'https://tdm.silogroup.org/data/derivative_storage/BABA.csv'.
[2025-12-09T20:17:02.303431] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BABA'.
[2025-12-09T20:17:02.303857] [INFO ] [FORECASTER] Starting predict_future for BABA
[2025-12-09T20:17:02.304773] [DEBUG] [LOCAL     ] No optimal features file found for BABA: ./output/feature-sets/BABA.txt
[2025-12-09T20:17:02.304827] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:02.304861] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:02.304888] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:02.304956] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:02.369041] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:02.369971] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:02.370064] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:02.370098] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:02.501324] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:02.501492] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:02.501535] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:02.501564] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:02.505526] [DEBUG] [FORECASTER] BABA: Forecast T+1@11:T+2@11: DOWN (p=2.54%)
[2025-12-09T20:17:02.505951] [INFO ] [FORECASTER] Completed predict_future for BABA
[2025-12-09T20:17:02.506141] [INFO ] [sig       ] BABA: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:17:02.691671] [INFO ] [LOCAL     ] Saved forecast: BABA	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/BABA.txt
[2025-12-09T20:17:02.691856] [INFO ] [sig       ] [339/3614] Completed BABA in 0.4s | 2.86 sym/s | Total: 2.0m | ETA: 19.1m
[2025-12-09T20:17:02.691901] [INFO ] [sig       ] [340/3614] Forecasting BABX...
[2025-12-09T20:17:02.691931] [INFO ] [sig       ] Generating forecast for: BABX
[2025-12-09T20:17:02.691961] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BABX' from 'https://tdm.silogroup.org/data/derivative_storage/BABX.csv'.
[2025-12-09T20:17:02.706187] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BABX'.
[2025-12-09T20:17:02.706651] [INFO ] [FORECASTER] Starting predict_future for BABX
[2025-12-09T20:17:02.707753] [DEBUG] [LOCAL     ] No optimal features file found for BABX: ./output/feature-sets/BABX.txt
[2025-12-09T20:17:02.707831] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:02.707884] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:02.707915] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:02.707976] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:02.798764] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:02.800264] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:02.800395] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:02.800444] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:02.969972] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:02.970176] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:02.970243] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:02.970291] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:02.975841] [DEBUG] [FORECASTER] BABX: Forecast T+1@11:T+2@11: DOWN (p=1.59%)
[2025-12-09T20:17:02.976414] [INFO ] [FORECASTER] Completed predict_future for BABX
[2025-12-09T20:17:02.976699] [INFO ] [sig       ] BABX: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:17:03.197042] [INFO ] [LOCAL     ] Saved forecast: BABX	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/BABX.txt
[2025-12-09T20:17:03.197278] [INFO ] [sig       ] [340/3614] Completed BABX in 0.5s | 2.86 sym/s | Total: 2.0m | ETA: 19.1m
[2025-12-09T20:17:03.197347] [INFO ] [sig       ] [341/3614] Forecasting BAC...
[2025-12-09T20:17:03.197401] [INFO ] [sig       ] Generating forecast for: BAC
[2025-12-09T20:17:03.197490] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAC' from 'https://tdm.silogroup.org/data/derivative_storage/BAC.csv'.
[2025-12-09T20:17:03.215695] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAC'.
[2025-12-09T20:17:03.216234] [INFO ] [FORECASTER] Starting predict_future for BAC
[2025-12-09T20:17:03.217742] [DEBUG] [LOCAL     ] No optimal features file found for BAC: ./output/feature-sets/BAC.txt
[2025-12-09T20:17:03.217819] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:03.217870] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:03.217913] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:03.217999] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:03.307868] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:03.309060] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:03.309170] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:03.309225] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:03.443076] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:03.443250] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:03.443301] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:03.443331] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:03.446923] [DEBUG] [FORECASTER] BAC: Forecast T+1@11:T+2@11: DOWN (p=44.74%)
[2025-12-09T20:17:03.447296] [INFO ] [FORECASTER] Completed predict_future for BAC
[2025-12-09T20:17:03.447447] [INFO ] [sig       ] BAC: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:17:03.597565] [INFO ] [LOCAL     ] Saved forecast: BAC	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/BAC.txt
[2025-12-09T20:17:03.597786] [INFO ] [sig       ] [341/3614] Completed BAC in 0.4s | 2.86 sym/s | Total: 2.0m | ETA: 19.1m
[2025-12-09T20:17:03.597833] [INFO ] [sig       ] [342/3614] Forecasting BAH...
[2025-12-09T20:17:03.597865] [INFO ] [sig       ] Generating forecast for: BAH
[2025-12-09T20:17:03.597894] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAH' from 'https://tdm.silogroup.org/data/derivative_storage/BAH.csv'.
[2025-12-09T20:17:03.613935] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAH'.
[2025-12-09T20:17:03.614313] [INFO ] [FORECASTER] Starting predict_future for BAH
[2025-12-09T20:17:03.615136] [DEBUG] [LOCAL     ] No optimal features file found for BAH: ./output/feature-sets/BAH.txt
[2025-12-09T20:17:03.615190] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:03.615222] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:03.615248] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:03.615303] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:03.670906] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:03.671827] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:03.671912] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:03.671946] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:03.798912] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:03.799068] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:03.799110] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:03.799156] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:03.803033] [DEBUG] [FORECASTER] BAH: Forecast T+1@11:T+2@11: DOWN (p=18.81%)
[2025-12-09T20:17:03.803309] [INFO ] [FORECASTER] Completed predict_future for BAH
[2025-12-09T20:17:03.803434] [INFO ] [sig       ] BAH: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:17:03.948607] [INFO ] [LOCAL     ] Saved forecast: BAH	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/BAH.txt
[2025-12-09T20:17:03.948750] [INFO ] [sig       ] [342/3614] Completed BAH in 0.4s | 2.86 sym/s | Total: 2.0m | ETA: 19.1m
[2025-12-09T20:17:03.948791] [INFO ] [sig       ] [343/3614] Forecasting BAK...
[2025-12-09T20:17:03.948821] [INFO ] [sig       ] Generating forecast for: BAK
[2025-12-09T20:17:03.948850] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAK' from 'https://tdm.silogroup.org/data/derivative_storage/BAK.csv'.
[2025-12-09T20:17:03.960652] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAK'.
[2025-12-09T20:17:03.960954] [INFO ] [FORECASTER] Starting predict_future for BAK
[2025-12-09T20:17:03.961771] [DEBUG] [LOCAL     ] No optimal features file found for BAK: ./output/feature-sets/BAK.txt
[2025-12-09T20:17:03.961825] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:03.961857] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:03.961884] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:03.961940] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:04.021925] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:04.022789] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:04.022907] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:04.022940] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:04.148692] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:04.148847] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:04.148888] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:04.148932] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:04.152506] [DEBUG] [FORECASTER] BAK: Forecast T+1@11:T+2@11: DOWN (p=27.38%)
[2025-12-09T20:17:04.152796] [INFO ] [FORECASTER] Completed predict_future for BAK
[2025-12-09T20:17:04.152921] [INFO ] [sig       ] BAK: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:17:04.305156] [INFO ] [LOCAL     ] Saved forecast: BAK	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/BAK.txt
[2025-12-09T20:17:04.305370] [INFO ] [sig       ] [343/3614] Completed BAK in 0.4s | 2.86 sym/s | Total: 2.0m | ETA: 19.1m
[2025-12-09T20:17:04.305439] [INFO ] [sig       ] [344/3614] Forecasting BALL...
[2025-12-09T20:17:04.305494] [INFO ] [sig       ] Generating forecast for: BALL
[2025-12-09T20:17:04.305547] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BALL' from 'https://tdm.silogroup.org/data/derivative_storage/BALL.csv'.
[2025-12-09T20:17:04.321108] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BALL'.
[2025-12-09T20:17:04.321544] [INFO ] [FORECASTER] Starting predict_future for BALL
[2025-12-09T20:17:04.322710] [DEBUG] [LOCAL     ] No optimal features file found for BALL: ./output/feature-sets/BALL.txt
[2025-12-09T20:17:04.322782] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:04.322835] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:04.322883] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:04.322977] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:04.379227] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:04.380249] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:04.380331] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:04.380379] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:04.499683] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:04.499841] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:04.499884] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:04.499913] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:04.503409] [DEBUG] [FORECASTER] BALL: Forecast T+1@11:T+2@11: UP (p=80.31%)
[2025-12-09T20:17:04.503710] [INFO ] [FORECASTER] Completed predict_future for BALL
[2025-12-09T20:17:04.503838] [INFO ] [sig       ] BALL: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:17:04.643688] [INFO ] [LOCAL     ] Saved forecast: BALL	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/BALL.txt
[2025-12-09T20:17:04.643824] [INFO ] [sig       ] [344/3614] Completed BALL in 0.3s | 2.86 sym/s | Total: 2.0m | ETA: 19.1m
[2025-12-09T20:17:04.643862] [INFO ] [sig       ] [345/3614] Forecasting BAM...
[2025-12-09T20:17:04.643891] [INFO ] [sig       ] Generating forecast for: BAM
[2025-12-09T20:17:04.643922] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAM' from 'https://tdm.silogroup.org/data/derivative_storage/BAM.csv'.
[2025-12-09T20:17:04.654820] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAM'.
[2025-12-09T20:17:04.655114] [INFO ] [FORECASTER] Starting predict_future for BAM
[2025-12-09T20:17:04.655933] [DEBUG] [LOCAL     ] No optimal features file found for BAM: ./output/feature-sets/BAM.txt
[2025-12-09T20:17:04.655985] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:04.656018] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:04.656046] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:04.656102] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:04.713010] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:04.713765] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:04.713843] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:04.713875] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:04.833452] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:04.833615] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:04.833657] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:04.833686] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:04.837067] [DEBUG] [FORECASTER] BAM: Forecast T+1@11:T+2@11: DOWN (p=23.00%)
[2025-12-09T20:17:04.837356] [INFO ] [FORECASTER] Completed predict_future for BAM
[2025-12-09T20:17:04.837498] [INFO ] [sig       ] BAM: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:17:04.976669] [INFO ] [LOCAL     ] Saved forecast: BAM	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/BAM.txt
[2025-12-09T20:17:04.976819] [INFO ] [sig       ] [345/3614] Completed BAM in 0.3s | 2.86 sym/s | Total: 2.0m | ETA: 19.1m
[2025-12-09T20:17:04.976858] [INFO ] [sig       ] [346/3614] Forecasting BANC...
[2025-12-09T20:17:04.976889] [INFO ] [sig       ] Generating forecast for: BANC
[2025-12-09T20:17:04.976917] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BANC' from 'https://tdm.silogroup.org/data/derivative_storage/BANC.csv'.
[2025-12-09T20:17:04.988096] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BANC'.
[2025-12-09T20:17:04.988406] [INFO ] [FORECASTER] Starting predict_future for BANC
[2025-12-09T20:17:04.989193] [DEBUG] [LOCAL     ] No optimal features file found for BANC: ./output/feature-sets/BANC.txt
[2025-12-09T20:17:04.989244] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:04.989276] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:04.989312] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:04.989368] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:05.045130] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:05.045801] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:05.045881] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:05.045915] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:05.164054] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:05.164207] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:05.164248] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:05.164279] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:05.167709] [DEBUG] [FORECASTER] BANC: Forecast T+1@11:T+2@11: DOWN (p=47.00%)
[2025-12-09T20:17:05.167984] [INFO ] [FORECASTER] Completed predict_future for BANC
[2025-12-09T20:17:05.168107] [INFO ] [sig       ] BANC: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:17:05.308345] [INFO ] [LOCAL     ] Saved forecast: BANC	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/BANC.txt
[2025-12-09T20:17:05.308518] [INFO ] [sig       ] [346/3614] Completed BANC in 0.3s | 2.86 sym/s | Total: 2.0m | ETA: 19.1m
[2025-12-09T20:17:05.308558] [INFO ] [sig       ] [347/3614] Forecasting BAND...
[2025-12-09T20:17:05.308616] [INFO ] [sig       ] Generating forecast for: BAND
[2025-12-09T20:17:05.308648] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAND' from 'https://tdm.silogroup.org/data/derivative_storage/BAND.csv'.
[2025-12-09T20:17:05.319998] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAND'.
[2025-12-09T20:17:05.320323] [INFO ] [FORECASTER] Starting predict_future for BAND
[2025-12-09T20:17:05.321107] [DEBUG] [LOCAL     ] No optimal features file found for BAND: ./output/feature-sets/BAND.txt
[2025-12-09T20:17:05.321157] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:05.321189] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:05.321215] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:05.321270] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:05.376692] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:05.377375] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:05.377474] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:05.377508] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:05.500034] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:05.500196] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:05.500238] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:05.500267] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:05.504251] [DEBUG] [FORECASTER] BAND: Forecast T+1@11:T+2@11: UP (p=98.20%)
[2025-12-09T20:17:05.504628] [INFO ] [FORECASTER] Completed predict_future for BAND
[2025-12-09T20:17:05.504787] [INFO ] [sig       ] BAND: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:17:05.647305] [INFO ] [LOCAL     ] Saved forecast: BAND	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/BAND.txt
[2025-12-09T20:17:05.647442] [INFO ] [sig       ] [347/3614] Completed BAND in 0.3s | 2.86 sym/s | Total: 2.0m | ETA: 19.1m
[2025-12-09T20:17:05.647514] [INFO ] [sig       ] [348/3614] Forecasting BANF...
[2025-12-09T20:17:05.647547] [INFO ] [sig       ] Generating forecast for: BANF
[2025-12-09T20:17:05.647595] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BANF' from 'https://tdm.silogroup.org/data/derivative_storage/BANF.csv'.
[2025-12-09T20:17:05.659108] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BANF'.
[2025-12-09T20:17:05.659411] [INFO ] [FORECASTER] Starting predict_future for BANF
[2025-12-09T20:17:05.660258] [DEBUG] [LOCAL     ] No optimal features file found for BANF: ./output/feature-sets/BANF.txt
[2025-12-09T20:17:05.660312] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:05.660346] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:05.660375] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:05.660431] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:05.723163] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:05.724051] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:05.724134] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:05.724168] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:05.845722] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:05.845876] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:05.845916] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:05.845944] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:05.849971] [DEBUG] [FORECASTER] BANF: Forecast T+1@11:T+2@11: DOWN (p=40.17%)
[2025-12-09T20:17:05.850238] [INFO ] [FORECASTER] Completed predict_future for BANF
[2025-12-09T20:17:05.850360] [INFO ] [sig       ] BANF: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:17:05.989139] [INFO ] [LOCAL     ] Saved forecast: BANF	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/BANF.txt
[2025-12-09T20:17:05.989309] [INFO ] [sig       ] [348/3614] Completed BANF in 0.3s | 2.86 sym/s | Total: 2.0m | ETA: 19.0m
[2025-12-09T20:17:05.989363] [INFO ] [sig       ] [349/3614] Forecasting BANX...
[2025-12-09T20:17:05.989398] [INFO ] [sig       ] Generating forecast for: BANX
[2025-12-09T20:17:05.989429] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BANX' from 'https://tdm.silogroup.org/data/derivative_storage/BANX.csv'.
[2025-12-09T20:17:06.002119] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BANX'.
[2025-12-09T20:17:06.002470] [INFO ] [FORECASTER] Starting predict_future for BANX
[2025-12-09T20:17:06.003346] [DEBUG] [LOCAL     ] No optimal features file found for BANX: ./output/feature-sets/BANX.txt
[2025-12-09T20:17:06.003401] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:06.003436] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:06.003464] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:06.003526] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:06.063383] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:06.064231] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:06.064315] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:06.064349] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:06.179153] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:06.179308] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:06.179350] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:06.179380] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:06.182910] [DEBUG] [FORECASTER] BANX: Forecast T+1@11:T+2@11: UP (p=80.27%)
[2025-12-09T20:17:06.183194] [INFO ] [FORECASTER] Completed predict_future for BANX
[2025-12-09T20:17:06.183323] [INFO ] [sig       ] BANX: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:17:06.329541] [INFO ] [LOCAL     ] Saved forecast: BANX	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/BANX.txt
[2025-12-09T20:17:06.329719] [INFO ] [sig       ] [349/3614] Completed BANX in 0.3s | 2.86 sym/s | Total: 2.0m | ETA: 19.0m
[2025-12-09T20:17:06.329759] [INFO ] [sig       ] [350/3614] Forecasting BAP...
[2025-12-09T20:17:06.329789] [INFO ] [sig       ] Generating forecast for: BAP
[2025-12-09T20:17:06.329831] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAP' from 'https://tdm.silogroup.org/data/derivative_storage/BAP.csv'.
[2025-12-09T20:17:06.341048] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAP'.
[2025-12-09T20:17:06.341366] [INFO ] [FORECASTER] Starting predict_future for BAP
[2025-12-09T20:17:06.342361] [DEBUG] [LOCAL     ] No optimal features file found for BAP: ./output/feature-sets/BAP.txt
[2025-12-09T20:17:06.342415] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:06.342474] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:06.342504] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:06.342560] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:06.404506] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:06.405383] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:06.405487] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:06.405540] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:06.532334] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:06.532489] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:06.532531] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:06.532561] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:06.536334] [DEBUG] [FORECASTER] BAP: Forecast T+1@11:T+2@11: UP (p=84.54%)
[2025-12-09T20:17:06.536617] [INFO ] [FORECASTER] Completed predict_future for BAP
[2025-12-09T20:17:06.536739] [INFO ] [sig       ] BAP: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:17:06.690645] [INFO ] [LOCAL     ] Saved forecast: BAP	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/BAP.txt
[2025-12-09T20:17:06.690788] [INFO ] [sig       ] [350/3614] Completed BAP in 0.4s | 2.86 sym/s | Total: 2.0m | ETA: 19.0m
[2025-12-09T20:17:06.690828] [INFO ] [sig       ] [351/3614] Forecasting BATRA...
[2025-12-09T20:17:06.690858] [INFO ] [sig       ] Generating forecast for: BATRA
[2025-12-09T20:17:06.690887] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BATRA' from 'https://tdm.silogroup.org/data/derivative_storage/BATRA.csv'.
[2025-12-09T20:17:06.701436] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BATRA'.
[2025-12-09T20:17:06.701718] [INFO ] [FORECASTER] Starting predict_future for BATRA
[2025-12-09T20:17:06.702691] [DEBUG] [LOCAL     ] No optimal features file found for BATRA: ./output/feature-sets/BATRA.txt
[2025-12-09T20:17:06.702742] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:06.702773] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:06.702798] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:06.702852] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:06.767704] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:06.768620] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:06.768706] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:06.768927] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:06.889007] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:06.889157] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:06.889200] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:06.889230] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:06.892688] [DEBUG] [FORECASTER] BATRA: Forecast T+1@11:T+2@11: UP (p=87.02%)
[2025-12-09T20:17:06.893039] [INFO ] [FORECASTER] Completed predict_future for BATRA
[2025-12-09T20:17:06.893203] [INFO ] [sig       ] BATRA: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:17:07.043053] [INFO ] [LOCAL     ] Saved forecast: BATRA	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/BATRA.txt
[2025-12-09T20:17:07.043212] [INFO ] [sig       ] [351/3614] Completed BATRA in 0.4s | 2.86 sym/s | Total: 2.0m | ETA: 19.0m
[2025-12-09T20:17:07.043252] [INFO ] [sig       ] [352/3614] Forecasting BATRK...
[2025-12-09T20:17:07.043282] [INFO ] [sig       ] Generating forecast for: BATRK
[2025-12-09T20:17:07.043311] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BATRK' from 'https://tdm.silogroup.org/data/derivative_storage/BATRK.csv'.
[2025-12-09T20:17:07.055268] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BATRK'.
[2025-12-09T20:17:07.055593] [INFO ] [FORECASTER] Starting predict_future for BATRK
[2025-12-09T20:17:07.056393] [DEBUG] [LOCAL     ] No optimal features file found for BATRK: ./output/feature-sets/BATRK.txt
[2025-12-09T20:17:07.056447] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:07.056481] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:07.056510] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:07.056569] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:07.114534] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:07.115294] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:07.115374] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:07.115409] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:07.236642] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:07.236789] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:07.236829] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:07.236856] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:07.240349] [DEBUG] [FORECASTER] BATRK: Forecast T+1@11:T+2@11: UP (p=95.84%)
[2025-12-09T20:17:07.240632] [INFO ] [FORECASTER] Completed predict_future for BATRK
[2025-12-09T20:17:07.240755] [INFO ] [sig       ] BATRK: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:17:07.384348] [INFO ] [LOCAL     ] Saved forecast: BATRK	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/BATRK.txt
[2025-12-09T20:17:07.384490] [INFO ] [sig       ] [352/3614] Completed BATRK in 0.3s | 2.86 sym/s | Total: 2.1m | ETA: 19.0m
[2025-12-09T20:17:07.384529] [INFO ] [sig       ] [353/3614] Forecasting BAX...
[2025-12-09T20:17:07.384562] [INFO ] [sig       ] Generating forecast for: BAX
[2025-12-09T20:17:07.384614] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAX' from 'https://tdm.silogroup.org/data/derivative_storage/BAX.csv'.
[2025-12-09T20:17:07.396677] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAX'.
[2025-12-09T20:17:07.396995] [INFO ] [FORECASTER] Starting predict_future for BAX
[2025-12-09T20:17:07.397885] [DEBUG] [LOCAL     ] No optimal features file found for BAX: ./output/feature-sets/BAX.txt
[2025-12-09T20:17:07.397938] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:07.397971] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:07.397998] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:07.398054] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:07.456006] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:07.456759] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:07.456843] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:07.456875] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:07.578465] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:07.578641] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:07.578684] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:07.578745] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:07.583855] [DEBUG] [FORECASTER] BAX: Forecast T+1@11:T+2@11: UP (p=90.32%)
[2025-12-09T20:17:07.584236] [INFO ] [FORECASTER] Completed predict_future for BAX
[2025-12-09T20:17:07.584380] [INFO ] [sig       ] BAX: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:17:07.727877] [INFO ] [LOCAL     ] Saved forecast: BAX	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/BAX.txt
[2025-12-09T20:17:07.728031] [INFO ] [sig       ] [353/3614] Completed BAX in 0.3s | 2.86 sym/s | Total: 2.1m | ETA: 19.0m
[2025-12-09T20:17:07.728070] [INFO ] [sig       ] [354/3614] Forecasting BB...
[2025-12-09T20:17:07.728101] [INFO ] [sig       ] Generating forecast for: BB
[2025-12-09T20:17:07.728132] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BB' from 'https://tdm.silogroup.org/data/derivative_storage/BB.csv'.
[2025-12-09T20:17:07.743741] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BB'.
[2025-12-09T20:17:07.744119] [INFO ] [FORECASTER] Starting predict_future for BB
[2025-12-09T20:17:07.744921] [DEBUG] [LOCAL     ] No optimal features file found for BB: ./output/feature-sets/BB.txt
[2025-12-09T20:17:07.744971] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:07.745001] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:07.745026] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:07.745081] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:07.808248] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:07.809117] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:07.809203] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:07.809237] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:07.936715] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:07.936871] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:07.936914] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:07.936950] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:07.940474] [DEBUG] [FORECASTER] BB: Forecast T+1@11:T+2@11: UP (p=96.30%)
[2025-12-09T20:17:07.940772] [INFO ] [FORECASTER] Completed predict_future for BB
[2025-12-09T20:17:07.940900] [INFO ] [sig       ] BB: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:17:08.083995] [INFO ] [LOCAL     ] Saved forecast: BB	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/BB.txt
[2025-12-09T20:17:08.084140] [INFO ] [sig       ] [354/3614] Completed BB in 0.4s | 2.86 sym/s | Total: 2.1m | ETA: 19.0m
[2025-12-09T20:17:08.084181] [INFO ] [sig       ] [355/3614] Forecasting BBAI...
[2025-12-09T20:17:08.084211] [INFO ] [sig       ] Generating forecast for: BBAI
[2025-12-09T20:17:08.084240] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBAI' from 'https://tdm.silogroup.org/data/derivative_storage/BBAI.csv'.
[2025-12-09T20:17:08.095327] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBAI'.
[2025-12-09T20:17:08.095656] [INFO ] [FORECASTER] Starting predict_future for BBAI
[2025-12-09T20:17:08.096617] [DEBUG] [LOCAL     ] No optimal features file found for BBAI: ./output/feature-sets/BBAI.txt
[2025-12-09T20:17:08.096685] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:08.096910] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:08.096937] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:08.096994] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:08.156690] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:08.157875] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:08.157959] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:08.157991] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:08.278908] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:08.279089] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:08.279139] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:08.279170] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:08.282705] [DEBUG] [FORECASTER] BBAI: Forecast T+1@11:T+2@11: UP (p=98.03%)
[2025-12-09T20:17:08.282998] [INFO ] [FORECASTER] Completed predict_future for BBAI
[2025-12-09T20:17:08.283133] [INFO ] [sig       ] BBAI: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:17:08.430550] [INFO ] [LOCAL     ] Saved forecast: BBAI	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/BBAI.txt
[2025-12-09T20:17:08.430731] [INFO ] [sig       ] [355/3614] Completed BBAI in 0.3s | 2.86 sym/s | Total: 2.1m | ETA: 19.0m
[2025-12-09T20:17:08.430772] [INFO ] [sig       ] [356/3614] Forecasting BBCP...
[2025-12-09T20:17:08.430804] [INFO ] [sig       ] Generating forecast for: BBCP
[2025-12-09T20:17:08.430836] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBCP' from 'https://tdm.silogroup.org/data/derivative_storage/BBCP.csv'.
[2025-12-09T20:17:08.442730] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBCP'.
[2025-12-09T20:17:08.443040] [INFO ] [FORECASTER] Starting predict_future for BBCP
[2025-12-09T20:17:08.443847] [DEBUG] [LOCAL     ] No optimal features file found for BBCP: ./output/feature-sets/BBCP.txt
[2025-12-09T20:17:08.443901] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:08.443933] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:08.443960] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:08.444017] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:08.504388] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:08.505224] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:08.505306] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:08.505341] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:08.634408] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:08.634609] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:08.634653] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:08.634681] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:08.638317] [DEBUG] [FORECASTER] BBCP: Forecast T+1@11:T+2@11: UP (p=71.89%)
[2025-12-09T20:17:08.638606] [INFO ] [FORECASTER] Completed predict_future for BBCP
[2025-12-09T20:17:08.638727] [INFO ] [sig       ] BBCP: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:17:08.787719] [INFO ] [LOCAL     ] Saved forecast: BBCP	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/BBCP.txt
[2025-12-09T20:17:08.787887] [INFO ] [sig       ] [356/3614] Completed BBCP in 0.4s | 2.86 sym/s | Total: 2.1m | ETA: 19.0m
[2025-12-09T20:17:08.787926] [INFO ] [sig       ] [357/3614] Forecasting BBD...
[2025-12-09T20:17:08.787955] [INFO ] [sig       ] Generating forecast for: BBD
[2025-12-09T20:17:08.787985] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBD' from 'https://tdm.silogroup.org/data/derivative_storage/BBD.csv'.
[2025-12-09T20:17:08.799410] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBD'.
[2025-12-09T20:17:08.799791] [INFO ] [FORECASTER] Starting predict_future for BBD
[2025-12-09T20:17:08.800616] [DEBUG] [LOCAL     ] No optimal features file found for BBD: ./output/feature-sets/BBD.txt
[2025-12-09T20:17:08.800671] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:08.800705] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:08.800734] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:08.800792] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:08.860025] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:08.860817] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:08.860899] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:08.860933] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:08.988328] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:08.988480] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:08.988522] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:08.988550] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:08.991870] [DEBUG] [FORECASTER] BBD: Forecast T+1@11:T+2@11: UP (p=91.38%)
[2025-12-09T20:17:08.992134] [INFO ] [FORECASTER] Completed predict_future for BBD
[2025-12-09T20:17:08.992255] [INFO ] [sig       ] BBD: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:17:09.135967] [INFO ] [LOCAL     ] Saved forecast: BBD	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/BBD.txt
[2025-12-09T20:17:09.136116] [INFO ] [sig       ] [357/3614] Completed BBD in 0.3s | 2.86 sym/s | Total: 2.1m | ETA: 19.0m
[2025-12-09T20:17:09.136155] [INFO ] [sig       ] [358/3614] Forecasting BBDO...
[2025-12-09T20:17:09.136187] [INFO ] [sig       ] Generating forecast for: BBDO
[2025-12-09T20:17:09.136215] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBDO' from 'https://tdm.silogroup.org/data/derivative_storage/BBDO.csv'.
[2025-12-09T20:17:09.147017] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBDO'.
[2025-12-09T20:17:09.147345] [INFO ] [FORECASTER] Starting predict_future for BBDO
[2025-12-09T20:17:09.148361] [DEBUG] [LOCAL     ] No optimal features file found for BBDO: ./output/feature-sets/BBDO.txt
[2025-12-09T20:17:09.148416] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:09.148449] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:09.148476] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:09.148533] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:09.208989] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:09.209756] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:09.209835] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:09.209868] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:09.328832] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:09.329166] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:09.329206] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:09.329235] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:09.332733] [DEBUG] [FORECASTER] BBDO: Forecast T+1@11:T+2@11: DOWN (p=0.37%)
[2025-12-09T20:17:09.332997] [INFO ] [FORECASTER] Completed predict_future for BBDO
[2025-12-09T20:17:09.333118] [INFO ] [sig       ] BBDO: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:17:09.479085] [INFO ] [LOCAL     ] Saved forecast: BBDO	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/BBDO.txt
[2025-12-09T20:17:09.479274] [INFO ] [sig       ] [358/3614] Completed BBDO in 0.3s | 2.86 sym/s | Total: 2.1m | ETA: 19.0m
[2025-12-09T20:17:09.479340] [INFO ] [sig       ] [359/3614] Forecasting BBH...
[2025-12-09T20:17:09.479375] [INFO ] [sig       ] Generating forecast for: BBH
[2025-12-09T20:17:09.479406] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBH' from 'https://tdm.silogroup.org/data/derivative_storage/BBH.csv'.
[2025-12-09T20:17:09.491408] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBH'.
[2025-12-09T20:17:09.491960] [INFO ] [FORECASTER] Starting predict_future for BBH
[2025-12-09T20:17:09.492865] [DEBUG] [LOCAL     ] No optimal features file found for BBH: ./output/feature-sets/BBH.txt
[2025-12-09T20:17:09.492928] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:09.492961] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:09.492988] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:09.493051] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:09.553989] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:09.554894] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:09.554979] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:09.555013] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:09.661780] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:09.661932] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:17:09.661973] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:09.662000] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:09.665701] [DEBUG] [FORECASTER] BBH: Forecast T+1@11:T+2@11: DOWN (p=7.24%)
[2025-12-09T20:17:09.665977] [INFO ] [FORECASTER] Completed predict_future for BBH
[2025-12-09T20:17:09.666100] [INFO ] [sig       ] BBH: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:17:09.814404] [INFO ] [LOCAL     ] Saved forecast: BBH	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/BBH.txt
[2025-12-09T20:17:09.814557] [INFO ] [sig       ] [359/3614] Completed BBH in 0.3s | 2.86 sym/s | Total: 2.1m | ETA: 19.0m
[2025-12-09T20:17:09.814615] [INFO ] [sig       ] [360/3614] Forecasting BBIO...
[2025-12-09T20:17:09.814645] [INFO ] [sig       ] Generating forecast for: BBIO
[2025-12-09T20:17:09.814675] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBIO' from 'https://tdm.silogroup.org/data/derivative_storage/BBIO.csv'.
[2025-12-09T20:17:09.826521] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBIO'.
[2025-12-09T20:17:09.826892] [INFO ] [FORECASTER] Starting predict_future for BBIO
[2025-12-09T20:17:09.827715] [DEBUG] [LOCAL     ] No optimal features file found for BBIO: ./output/feature-sets/BBIO.txt
[2025-12-09T20:17:09.827767] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:09.827797] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:09.827825] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:09.827880] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:09.888342] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:09.889243] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:09.889368] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:09.889403] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:10.029324] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:10.029508] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:10.029594] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:10.029649] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:10.035306] [DEBUG] [FORECASTER] BBIO: Forecast T+1@11:T+2@11: UP (p=92.44%)
[2025-12-09T20:17:10.035769] [INFO ] [FORECASTER] Completed predict_future for BBIO
[2025-12-09T20:17:10.035937] [INFO ] [sig       ] BBIO: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:17:10.179912] [INFO ] [LOCAL     ] Saved forecast: BBIO	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/BBIO.txt
[2025-12-09T20:17:10.180075] [INFO ] [sig       ] [360/3614] Completed BBIO in 0.4s | 2.86 sym/s | Total: 2.1m | ETA: 19.0m
[2025-12-09T20:17:10.180114] [INFO ] [sig       ] [361/3614] Forecasting BBLG...
[2025-12-09T20:17:10.180145] [INFO ] [sig       ] Generating forecast for: BBLG
[2025-12-09T20:17:10.180175] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBLG' from 'https://tdm.silogroup.org/data/derivative_storage/BBLG.csv'.
[2025-12-09T20:17:10.190952] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBLG'.
[2025-12-09T20:17:10.191329] [INFO ] [FORECASTER] Starting predict_future for BBLG
[2025-12-09T20:17:10.192160] [DEBUG] [LOCAL     ] No optimal features file found for BBLG: ./output/feature-sets/BBLG.txt
[2025-12-09T20:17:10.192213] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:10.192246] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:10.192273] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:10.192331] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:10.256928] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:10.257841] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:10.257925] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:10.257958] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:10.379974] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:10.380128] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:10.380170] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:10.380200] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:10.383693] [DEBUG] [FORECASTER] BBLG: Forecast T+1@11:T+2@11: UP (p=69.42%)
[2025-12-09T20:17:10.383982] [INFO ] [FORECASTER] Completed predict_future for BBLG
[2025-12-09T20:17:10.384107] [INFO ] [sig       ] BBLG: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:17:10.536693] [INFO ] [LOCAL     ] Saved forecast: BBLG	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/BBLG.txt
[2025-12-09T20:17:10.536853] [INFO ] [sig       ] [361/3614] Completed BBLG in 0.4s | 2.86 sym/s | Total: 2.1m | ETA: 19.0m
[2025-12-09T20:17:10.536893] [INFO ] [sig       ] [362/3614] Forecasting BBN...
[2025-12-09T20:17:10.536922] [INFO ] [sig       ] Generating forecast for: BBN
[2025-12-09T20:17:10.536954] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBN' from 'https://tdm.silogroup.org/data/derivative_storage/BBN.csv'.
[2025-12-09T20:17:10.548818] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBN'.
[2025-12-09T20:17:10.549106] [INFO ] [FORECASTER] Starting predict_future for BBN
[2025-12-09T20:17:10.549925] [DEBUG] [LOCAL     ] No optimal features file found for BBN: ./output/feature-sets/BBN.txt
[2025-12-09T20:17:10.549976] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:10.550007] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:10.550034] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:10.550089] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:10.607836] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:10.608595] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:10.608677] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:10.608711] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:10.731717] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:10.731864] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:10.731905] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:10.731932] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:10.735225] [DEBUG] [FORECASTER] BBN: Forecast T+1@11:T+2@11: UP (p=55.68%)
[2025-12-09T20:17:10.735488] [INFO ] [FORECASTER] Completed predict_future for BBN
[2025-12-09T20:17:10.735627] [INFO ] [sig       ] BBN: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:17:10.882691] [INFO ] [LOCAL     ] Saved forecast: BBN	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/BBN.txt
[2025-12-09T20:17:10.882817] [INFO ] [sig       ] [362/3614] Completed BBN in 0.3s | 2.86 sym/s | Total: 2.1m | ETA: 19.0m
[2025-12-09T20:17:10.882861] [INFO ] [sig       ] [363/3614] Forecasting BBSI...
[2025-12-09T20:17:10.882899] [INFO ] [sig       ] Generating forecast for: BBSI
[2025-12-09T20:17:10.882927] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBSI' from 'https://tdm.silogroup.org/data/derivative_storage/BBSI.csv'.
[2025-12-09T20:17:10.894646] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBSI'.
[2025-12-09T20:17:10.894995] [INFO ] [FORECASTER] Starting predict_future for BBSI
[2025-12-09T20:17:10.895866] [DEBUG] [LOCAL     ] No optimal features file found for BBSI: ./output/feature-sets/BBSI.txt
[2025-12-09T20:17:10.895920] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:10.895953] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:10.895980] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:10.896036] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:10.956081] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:10.956969] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:10.957048] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:10.957081] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:11.086175] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:11.086337] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:11.086393] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:11.086426] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:11.090301] [DEBUG] [FORECASTER] BBSI: Forecast T+1@11:T+2@11: DOWN (p=8.42%)
[2025-12-09T20:17:11.090595] [INFO ] [FORECASTER] Completed predict_future for BBSI
[2025-12-09T20:17:11.090728] [INFO ] [sig       ] BBSI: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:17:11.242263] [INFO ] [LOCAL     ] Saved forecast: BBSI	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/BBSI.txt
[2025-12-09T20:17:11.242439] [INFO ] [sig       ] [363/3614] Completed BBSI in 0.4s | 2.86 sym/s | Total: 2.1m | ETA: 19.0m
[2025-12-09T20:17:11.242480] [INFO ] [sig       ] [364/3614] Forecasting BBUC...
[2025-12-09T20:17:11.242510] [INFO ] [sig       ] Generating forecast for: BBUC
[2025-12-09T20:17:11.242540] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBUC' from 'https://tdm.silogroup.org/data/derivative_storage/BBUC.csv'.
[2025-12-09T20:17:11.254539] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBUC'.
[2025-12-09T20:17:11.254881] [INFO ] [FORECASTER] Starting predict_future for BBUC
[2025-12-09T20:17:11.255700] [DEBUG] [LOCAL     ] No optimal features file found for BBUC: ./output/feature-sets/BBUC.txt
[2025-12-09T20:17:11.255755] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:11.255790] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:11.255817] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:11.255875] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:11.315357] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:11.316241] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:11.316335] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:11.316368] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:11.438427] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:11.438600] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:11.438644] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:11.438675] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:11.442471] [DEBUG] [FORECASTER] BBUC: Forecast T+1@11:T+2@11: DOWN (p=12.81%)
[2025-12-09T20:17:11.442771] [INFO ] [FORECASTER] Completed predict_future for BBUC
[2025-12-09T20:17:11.442969] [INFO ] [sig       ] BBUC: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:17:11.586764] [INFO ] [LOCAL     ] Saved forecast: BBUC	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/BBUC.txt
[2025-12-09T20:17:11.586899] [INFO ] [sig       ] [364/3614] Completed BBUC in 0.3s | 2.86 sym/s | Total: 2.1m | ETA: 19.0m
[2025-12-09T20:17:11.586939] [INFO ] [sig       ] [365/3614] Forecasting BBVA...
[2025-12-09T20:17:11.586967] [INFO ] [sig       ] Generating forecast for: BBVA
[2025-12-09T20:17:11.586996] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBVA' from 'https://tdm.silogroup.org/data/derivative_storage/BBVA.csv'.
[2025-12-09T20:17:11.599619] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBVA'.
[2025-12-09T20:17:11.600130] [INFO ] [FORECASTER] Starting predict_future for BBVA
[2025-12-09T20:17:11.601003] [DEBUG] [LOCAL     ] No optimal features file found for BBVA: ./output/feature-sets/BBVA.txt
[2025-12-09T20:17:11.601057] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:11.601089] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:11.601117] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:11.601174] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:11.661731] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:11.662603] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:11.662680] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:11.662717] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:11.786988] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:11.787136] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:11.787177] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:11.787204] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:11.790705] [DEBUG] [FORECASTER] BBVA: Forecast T+1@11:T+2@11: UP (p=99.09%)
[2025-12-09T20:17:11.790978] [INFO ] [FORECASTER] Completed predict_future for BBVA
[2025-12-09T20:17:11.791105] [INFO ] [sig       ] BBVA: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:17:11.936723] [INFO ] [LOCAL     ] Saved forecast: BBVA	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/BBVA.txt
[2025-12-09T20:17:11.936885] [INFO ] [sig       ] [365/3614] Completed BBVA in 0.3s | 2.86 sym/s | Total: 2.1m | ETA: 18.9m
[2025-12-09T20:17:11.936927] [INFO ] [sig       ] [366/3614] Forecasting BBWI...
[2025-12-09T20:17:11.936958] [INFO ] [sig       ] Generating forecast for: BBWI
[2025-12-09T20:17:11.936989] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBWI' from 'https://tdm.silogroup.org/data/derivative_storage/BBWI.csv'.
[2025-12-09T20:17:11.948379] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBWI'.
[2025-12-09T20:17:11.948735] [INFO ] [FORECASTER] Starting predict_future for BBWI
[2025-12-09T20:17:11.949541] [DEBUG] [LOCAL     ] No optimal features file found for BBWI: ./output/feature-sets/BBWI.txt
[2025-12-09T20:17:11.949614] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:11.949650] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:11.949677] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:11.949735] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:12.006405] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:12.007054] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:12.007130] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:12.007162] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:12.133272] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:12.133427] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:12.133487] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:12.133520] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:12.137509] [DEBUG] [FORECASTER] BBWI: Forecast T+1@11:T+2@11: DOWN (p=11.26%)
[2025-12-09T20:17:12.138059] [INFO ] [FORECASTER] Completed predict_future for BBWI
[2025-12-09T20:17:12.138197] [INFO ] [sig       ] BBWI: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:17:12.282915] [INFO ] [LOCAL     ] Saved forecast: BBWI	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/BBWI.txt
[2025-12-09T20:17:12.283061] [INFO ] [sig       ] [366/3614] Completed BBWI in 0.3s | 2.86 sym/s | Total: 2.1m | ETA: 18.9m
[2025-12-09T20:17:12.283100] [INFO ] [sig       ] [367/3614] Forecasting BBY...
[2025-12-09T20:17:12.283129] [INFO ] [sig       ] Generating forecast for: BBY
[2025-12-09T20:17:12.283158] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBY' from 'https://tdm.silogroup.org/data/derivative_storage/BBY.csv'.
[2025-12-09T20:17:12.295481] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBY'.
[2025-12-09T20:17:12.296060] [INFO ] [FORECASTER] Starting predict_future for BBY
[2025-12-09T20:17:12.296856] [DEBUG] [LOCAL     ] No optimal features file found for BBY: ./output/feature-sets/BBY.txt
[2025-12-09T20:17:12.296909] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:12.296966] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:12.296995] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:12.297051] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:12.355307] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:12.356321] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:12.356399] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:12.356431] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:12.480911] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:12.481057] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:12.481098] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:12.481126] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:12.484427] [DEBUG] [FORECASTER] BBY: Forecast T+1@11:T+2@11: UP (p=88.44%)
[2025-12-09T20:17:12.484709] [INFO ] [FORECASTER] Completed predict_future for BBY
[2025-12-09T20:17:12.485023] [INFO ] [sig       ] BBY: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:17:12.635013] [INFO ] [LOCAL     ] Saved forecast: BBY	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/BBY.txt
[2025-12-09T20:17:12.635169] [INFO ] [sig       ] [367/3614] Completed BBY in 0.4s | 2.86 sym/s | Total: 2.1m | ETA: 18.9m
[2025-12-09T20:17:12.635210] [INFO ] [sig       ] [368/3614] Forecasting BC...
[2025-12-09T20:17:12.635240] [INFO ] [sig       ] Generating forecast for: BC
[2025-12-09T20:17:12.635269] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BC' from 'https://tdm.silogroup.org/data/derivative_storage/BC.csv'.
[2025-12-09T20:17:12.647302] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BC'.
[2025-12-09T20:17:12.647616] [INFO ] [FORECASTER] Starting predict_future for BC
[2025-12-09T20:17:12.648379] [DEBUG] [LOCAL     ] No optimal features file found for BC: ./output/feature-sets/BC.txt
[2025-12-09T20:17:12.648430] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:12.648461] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:12.648486] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:12.648542] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:12.707221] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:12.707882] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:12.707971] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:12.708004] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:12.831127] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:12.831275] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:12.831314] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:12.831343] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:12.834681] [DEBUG] [FORECASTER] BC: Forecast T+1@11:T+2@11: DOWN (p=24.48%)
[2025-12-09T20:17:12.834944] [INFO ] [FORECASTER] Completed predict_future for BC
[2025-12-09T20:17:12.835067] [INFO ] [sig       ] BC: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:17:12.976727] [INFO ] [LOCAL     ] Saved forecast: BC	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/BC.txt
[2025-12-09T20:17:12.976850] [INFO ] [sig       ] [368/3614] Completed BC in 0.3s | 2.86 sym/s | Total: 2.1m | ETA: 18.9m
[2025-12-09T20:17:12.976888] [INFO ] [sig       ] [369/3614] Forecasting BCAL...
[2025-12-09T20:17:12.976917] [INFO ] [sig       ] Generating forecast for: BCAL
[2025-12-09T20:17:12.977131] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCAL' from 'https://tdm.silogroup.org/data/derivative_storage/BCAL.csv'.
[2025-12-09T20:17:12.989640] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCAL'.
[2025-12-09T20:17:12.989930] [INFO ] [FORECASTER] Starting predict_future for BCAL
[2025-12-09T20:17:12.990719] [DEBUG] [LOCAL     ] No optimal features file found for BCAL: ./output/feature-sets/BCAL.txt
[2025-12-09T20:17:12.990770] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:12.990992] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:12.991018] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:12.991074] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:13.048774] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:13.049546] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:13.049648] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:13.049681] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:13.168357] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:13.168508] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:13.168549] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:13.168594] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:13.172444] [DEBUG] [FORECASTER] BCAL: Forecast T+1@11:T+2@11: UP (p=97.68%)
[2025-12-09T20:17:13.172734] [INFO ] [FORECASTER] Completed predict_future for BCAL
[2025-12-09T20:17:13.172858] [INFO ] [sig       ] BCAL: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:17:13.313340] [INFO ] [LOCAL     ] Saved forecast: BCAL	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/BCAL.txt
[2025-12-09T20:17:13.313470] [INFO ] [sig       ] [369/3614] Completed BCAL in 0.3s | 2.86 sym/s | Total: 2.2m | ETA: 18.9m
[2025-12-09T20:17:13.313508] [INFO ] [sig       ] [370/3614] Forecasting BCAX...
[2025-12-09T20:17:13.313540] [INFO ] [sig       ] Generating forecast for: BCAX
[2025-12-09T20:17:13.313598] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCAX' from 'https://tdm.silogroup.org/data/derivative_storage/BCAX.csv'.
[2025-12-09T20:17:13.325879] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCAX'.
[2025-12-09T20:17:13.326151] [INFO ] [FORECASTER] Starting predict_future for BCAX
[2025-12-09T20:17:13.326944] [DEBUG] [LOCAL     ] No optimal features file found for BCAX: ./output/feature-sets/BCAX.txt
[2025-12-09T20:17:13.326997] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:13.327041] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:13.327082] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:13.327170] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:13.383983] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:13.384660] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:13.384737] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:13.384769] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:13.506033] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:13.506180] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:13.506219] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:13.506247] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:13.509690] [DEBUG] [FORECASTER] BCAX: Forecast T+1@11:T+2@11: UP (p=85.45%)
[2025-12-09T20:17:13.509960] [INFO ] [FORECASTER] Completed predict_future for BCAX
[2025-12-09T20:17:13.510084] [INFO ] [sig       ] BCAX: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:17:13.652792] [INFO ] [LOCAL     ] Saved forecast: BCAX	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/BCAX.txt
[2025-12-09T20:17:13.652948] [INFO ] [sig       ] [370/3614] Completed BCAX in 0.3s | 2.86 sym/s | Total: 2.2m | ETA: 18.9m
[2025-12-09T20:17:13.652990] [INFO ] [sig       ] [371/3614] Forecasting BCBP...
[2025-12-09T20:17:13.653021] [INFO ] [sig       ] Generating forecast for: BCBP
[2025-12-09T20:17:13.653053] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCBP' from 'https://tdm.silogroup.org/data/derivative_storage/BCBP.csv'.
[2025-12-09T20:17:13.664848] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCBP'.
[2025-12-09T20:17:13.665150] [INFO ] [FORECASTER] Starting predict_future for BCBP
[2025-12-09T20:17:13.665954] [DEBUG] [LOCAL     ] No optimal features file found for BCBP: ./output/feature-sets/BCBP.txt
[2025-12-09T20:17:13.666007] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:13.666040] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:13.666068] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:13.666126] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:13.725044] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:13.725730] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:13.725808] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:13.725841] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:13.851357] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:13.851516] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:13.851561] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:13.851623] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:13.855366] [DEBUG] [FORECASTER] BCBP: Forecast T+1@11:T+2@11: DOWN (p=39.01%)
[2025-12-09T20:17:13.855653] [INFO ] [FORECASTER] Completed predict_future for BCBP
[2025-12-09T20:17:13.855776] [INFO ] [sig       ] BCBP: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:17:14.001240] [INFO ] [LOCAL     ] Saved forecast: BCBP	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/BCBP.txt
[2025-12-09T20:17:14.001382] [INFO ] [sig       ] [371/3614] Completed BCBP in 0.3s | 2.86 sym/s | Total: 2.2m | ETA: 18.9m
[2025-12-09T20:17:14.001423] [INFO ] [sig       ] [372/3614] Forecasting BCC...
[2025-12-09T20:17:14.001454] [INFO ] [sig       ] Generating forecast for: BCC
[2025-12-09T20:17:14.001486] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCC' from 'https://tdm.silogroup.org/data/derivative_storage/BCC.csv'.
[2025-12-09T20:17:14.012970] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCC'.
[2025-12-09T20:17:14.013260] [INFO ] [FORECASTER] Starting predict_future for BCC
[2025-12-09T20:17:14.014248] [DEBUG] [LOCAL     ] No optimal features file found for BCC: ./output/feature-sets/BCC.txt
[2025-12-09T20:17:14.014300] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:14.014331] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:14.014356] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:14.014411] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:14.071989] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:14.072651] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:14.072728] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:14.072761] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:14.192240] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:14.192385] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:14.192425] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:14.192453] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:14.196360] [DEBUG] [FORECASTER] BCC: Forecast T+1@11:T+2@11: DOWN (p=37.86%)
[2025-12-09T20:17:14.196641] [INFO ] [FORECASTER] Completed predict_future for BCC
[2025-12-09T20:17:14.196764] [INFO ] [sig       ] BCC: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:17:14.339802] [INFO ] [LOCAL     ] Saved forecast: BCC	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/BCC.txt
[2025-12-09T20:17:14.339931] [INFO ] [sig       ] [372/3614] Completed BCC in 0.3s | 2.86 sym/s | Total: 2.2m | ETA: 18.9m
[2025-12-09T20:17:14.339969] [INFO ] [sig       ] [373/3614] Forecasting BCDA...
[2025-12-09T20:17:14.339998] [INFO ] [sig       ] Generating forecast for: BCDA
[2025-12-09T20:17:14.340027] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCDA' from 'https://tdm.silogroup.org/data/derivative_storage/BCDA.csv'.
[2025-12-09T20:17:14.352564] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCDA'.
[2025-12-09T20:17:14.352882] [INFO ] [FORECASTER] Starting predict_future for BCDA
[2025-12-09T20:17:14.353886] [DEBUG] [LOCAL     ] No optimal features file found for BCDA: ./output/feature-sets/BCDA.txt
[2025-12-09T20:17:14.353936] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:14.353971] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:14.353997] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:14.354053] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:14.411948] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:14.412568] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:14.412662] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:14.412695] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:14.534618] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:14.534771] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:14.534812] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:14.534841] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:14.538601] [DEBUG] [FORECASTER] BCDA: Forecast T+1@11:T+2@11: DOWN (p=29.47%)
[2025-12-09T20:17:14.538899] [INFO ] [FORECASTER] Completed predict_future for BCDA
[2025-12-09T20:17:14.539181] [INFO ] [sig       ] BCDA: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:17:14.688247] [INFO ] [LOCAL     ] Saved forecast: BCDA	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/BCDA.txt
[2025-12-09T20:17:14.688407] [INFO ] [sig       ] [373/3614] Completed BCDA in 0.3s | 2.86 sym/s | Total: 2.2m | ETA: 18.9m
[2025-12-09T20:17:14.688456] [INFO ] [sig       ] [374/3614] Forecasting BCE...
[2025-12-09T20:17:14.688494] [INFO ] [sig       ] Generating forecast for: BCE
[2025-12-09T20:17:14.688525] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCE' from 'https://tdm.silogroup.org/data/derivative_storage/BCE.csv'.
[2025-12-09T20:17:14.700687] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCE'.
[2025-12-09T20:17:14.700979] [INFO ] [FORECASTER] Starting predict_future for BCE
[2025-12-09T20:17:14.701752] [DEBUG] [LOCAL     ] No optimal features file found for BCE: ./output/feature-sets/BCE.txt
[2025-12-09T20:17:14.701803] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:14.701834] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:14.701861] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:14.701916] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:14.761123] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:14.761787] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:14.761863] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:14.761894] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:14.884411] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:14.884560] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:14.884616] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:14.884646] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:14.887959] [DEBUG] [FORECASTER] BCE: Forecast T+1@11:T+2@11: DOWN (p=8.25%)
[2025-12-09T20:17:14.888222] [INFO ] [FORECASTER] Completed predict_future for BCE
[2025-12-09T20:17:14.888341] [INFO ] [sig       ] BCE: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:17:15.032541] [INFO ] [LOCAL     ] Saved forecast: BCE	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/BCE.txt
[2025-12-09T20:17:15.032708] [INFO ] [sig       ] [374/3614] Completed BCE in 0.3s | 2.86 sym/s | Total: 2.2m | ETA: 18.9m
[2025-12-09T20:17:15.032748] [INFO ] [sig       ] [375/3614] Forecasting BCH...
[2025-12-09T20:17:15.032778] [INFO ] [sig       ] Generating forecast for: BCH
[2025-12-09T20:17:15.032807] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCH' from 'https://tdm.silogroup.org/data/derivative_storage/BCH.csv'.
[2025-12-09T20:17:15.044731] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCH'.
[2025-12-09T20:17:15.045286] [INFO ] [FORECASTER] Starting predict_future for BCH
[2025-12-09T20:17:15.046259] [DEBUG] [LOCAL     ] No optimal features file found for BCH: ./output/feature-sets/BCH.txt
[2025-12-09T20:17:15.046312] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:15.046342] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:15.046367] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:15.046422] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:15.106547] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:15.107438] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:15.107547] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:15.107605] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:15.227225] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:15.227371] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:15.227412] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:15.227440] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:15.230950] [DEBUG] [FORECASTER] BCH: Forecast T+1@11:T+2@11: UP (p=93.94%)
[2025-12-09T20:17:15.231213] [INFO ] [FORECASTER] Completed predict_future for BCH
[2025-12-09T20:17:15.231336] [INFO ] [sig       ] BCH: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:17:15.371302] [INFO ] [LOCAL     ] Saved forecast: BCH	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/BCH.txt
[2025-12-09T20:17:15.371445] [INFO ] [sig       ] [375/3614] Completed BCH in 0.3s | 2.86 sym/s | Total: 2.2m | ETA: 18.9m
[2025-12-09T20:17:15.371485] [INFO ] [sig       ] [376/3614] Forecasting BCML...
[2025-12-09T20:17:15.371514] [INFO ] [sig       ] Generating forecast for: BCML
[2025-12-09T20:17:15.371544] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCML' from 'https://tdm.silogroup.org/data/derivative_storage/BCML.csv'.
[2025-12-09T20:17:15.383172] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCML'.
[2025-12-09T20:17:15.383517] [INFO ] [FORECASTER] Starting predict_future for BCML
[2025-12-09T20:17:15.384497] [DEBUG] [LOCAL     ] No optimal features file found for BCML: ./output/feature-sets/BCML.txt
[2025-12-09T20:17:15.384548] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:15.384604] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:15.384633] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:15.384689] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:15.443051] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:15.443792] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:15.443872] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:15.443903] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:15.560927] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:15.561067] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:15.561105] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:15.561133] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:15.564540] [DEBUG] [FORECASTER] BCML: Forecast T+1@11:T+2@11: DOWN (p=4.84%)
[2025-12-09T20:17:15.564818] [INFO ] [FORECASTER] Completed predict_future for BCML
[2025-12-09T20:17:15.564937] [INFO ] [sig       ] BCML: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:17:15.708262] [INFO ] [LOCAL     ] Saved forecast: BCML	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/BCML.txt
[2025-12-09T20:17:15.708392] [INFO ] [sig       ] [376/3614] Completed BCML in 0.3s | 2.86 sym/s | Total: 2.2m | ETA: 18.9m
[2025-12-09T20:17:15.708430] [INFO ] [sig       ] [377/3614] Forecasting BCO...
[2025-12-09T20:17:15.708458] [INFO ] [sig       ] Generating forecast for: BCO
[2025-12-09T20:17:15.708494] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCO' from 'https://tdm.silogroup.org/data/derivative_storage/BCO.csv'.
[2025-12-09T20:17:15.720362] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCO'.
[2025-12-09T20:17:15.720730] [INFO ] [FORECASTER] Starting predict_future for BCO
[2025-12-09T20:17:15.721530] [DEBUG] [LOCAL     ] No optimal features file found for BCO: ./output/feature-sets/BCO.txt
[2025-12-09T20:17:15.721599] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:15.721632] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:15.721659] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:15.721715] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:15.781686] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:15.782506] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:15.782634] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:15.782670] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:15.908675] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:15.908828] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:15.908868] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:15.908913] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:15.912565] [DEBUG] [FORECASTER] BCO: Forecast T+1@11:T+2@11: DOWN (p=34.61%)
[2025-12-09T20:17:15.912843] [INFO ] [FORECASTER] Completed predict_future for BCO
[2025-12-09T20:17:15.912963] [INFO ] [sig       ] BCO: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:17:16.060650] [INFO ] [LOCAL     ] Saved forecast: BCO	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/BCO.txt
[2025-12-09T20:17:16.060779] [INFO ] [sig       ] [377/3614] Completed BCO in 0.4s | 2.86 sym/s | Total: 2.2m | ETA: 18.9m
[2025-12-09T20:17:16.060817] [INFO ] [sig       ] [378/3614] Forecasting BCPC...
[2025-12-09T20:17:16.060846] [INFO ] [sig       ] Generating forecast for: BCPC
[2025-12-09T20:17:16.060875] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCPC' from 'https://tdm.silogroup.org/data/derivative_storage/BCPC.csv'.
[2025-12-09T20:17:16.073832] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCPC'.
[2025-12-09T20:17:16.074216] [INFO ] [FORECASTER] Starting predict_future for BCPC
[2025-12-09T20:17:16.075162] [DEBUG] [LOCAL     ] No optimal features file found for BCPC: ./output/feature-sets/BCPC.txt
[2025-12-09T20:17:16.075216] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:16.075247] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:16.075272] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:16.075326] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:16.134645] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:16.135605] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:16.135698] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:16.135732] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:16.258877] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:16.259039] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:16.259081] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:16.259109] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:16.262484] [DEBUG] [FORECASTER] BCPC: Forecast T+1@11:T+2@11: UP (p=64.30%)
[2025-12-09T20:17:16.262793] [INFO ] [FORECASTER] Completed predict_future for BCPC
[2025-12-09T20:17:16.262922] [INFO ] [sig       ] BCPC: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:17:16.408525] [INFO ] [LOCAL     ] Saved forecast: BCPC	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/BCPC.txt
[2025-12-09T20:17:16.408702] [INFO ] [sig       ] [378/3614] Completed BCPC in 0.3s | 2.86 sym/s | Total: 2.2m | ETA: 18.9m
[2025-12-09T20:17:16.408743] [INFO ] [sig       ] [379/3614] Forecasting BCRX...
[2025-12-09T20:17:16.408773] [INFO ] [sig       ] Generating forecast for: BCRX
[2025-12-09T20:17:16.408804] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCRX' from 'https://tdm.silogroup.org/data/derivative_storage/BCRX.csv'.
[2025-12-09T20:17:16.420442] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCRX'.
[2025-12-09T20:17:16.420862] [INFO ] [FORECASTER] Starting predict_future for BCRX
[2025-12-09T20:17:16.421736] [DEBUG] [LOCAL     ] No optimal features file found for BCRX: ./output/feature-sets/BCRX.txt
[2025-12-09T20:17:16.421790] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:16.421822] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:16.421849] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:16.421906] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:16.485146] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:16.486199] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:16.486288] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:16.486320] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:16.609835] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:16.610193] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:16.610234] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:16.610262] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:16.613829] [DEBUG] [FORECASTER] BCRX: Forecast T+1@11:T+2@11: DOWN (p=32.77%)
[2025-12-09T20:17:16.614094] [INFO ] [FORECASTER] Completed predict_future for BCRX
[2025-12-09T20:17:16.614217] [INFO ] [sig       ] BCRX: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:17:16.776178] [INFO ] [LOCAL     ] Saved forecast: BCRX	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/BCRX.txt
[2025-12-09T20:17:16.776337] [INFO ] [sig       ] [379/3614] Completed BCRX in 0.4s | 2.86 sym/s | Total: 2.2m | ETA: 18.9m
[2025-12-09T20:17:16.776375] [INFO ] [sig       ] [380/3614] Forecasting BCS...
[2025-12-09T20:17:16.776403] [INFO ] [sig       ] Generating forecast for: BCS
[2025-12-09T20:17:16.776433] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCS' from 'https://tdm.silogroup.org/data/derivative_storage/BCS.csv'.
[2025-12-09T20:17:16.790322] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCS'.
[2025-12-09T20:17:16.790819] [INFO ] [FORECASTER] Starting predict_future for BCS
[2025-12-09T20:17:16.791871] [DEBUG] [LOCAL     ] No optimal features file found for BCS: ./output/feature-sets/BCS.txt
[2025-12-09T20:17:16.791940] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:16.792181] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:16.792223] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:16.792309] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:16.860257] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:16.861127] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:16.861208] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:16.861242] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:16.980897] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:16.981242] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:16.981284] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:16.981314] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:16.984874] [DEBUG] [FORECASTER] BCS: Forecast T+1@11:T+2@11: DOWN (p=10.72%)
[2025-12-09T20:17:16.985144] [INFO ] [FORECASTER] Completed predict_future for BCS
[2025-12-09T20:17:16.985266] [INFO ] [sig       ] BCS: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:17:17.130204] [INFO ] [LOCAL     ] Saved forecast: BCS	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/BCS.txt
[2025-12-09T20:17:17.130387] [INFO ] [sig       ] [380/3614] Completed BCS in 0.4s | 2.86 sym/s | Total: 2.2m | ETA: 18.9m
[2025-12-09T20:17:17.130428] [INFO ] [sig       ] [381/3614] Forecasting BCSF...
[2025-12-09T20:17:17.130458] [INFO ] [sig       ] Generating forecast for: BCSF
[2025-12-09T20:17:17.130489] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCSF' from 'https://tdm.silogroup.org/data/derivative_storage/BCSF.csv'.
[2025-12-09T20:17:17.142135] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCSF'.
[2025-12-09T20:17:17.142511] [INFO ] [FORECASTER] Starting predict_future for BCSF
[2025-12-09T20:17:17.143301] [DEBUG] [LOCAL     ] No optimal features file found for BCSF: ./output/feature-sets/BCSF.txt
[2025-12-09T20:17:17.143353] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:17.143384] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:17.143410] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:17.143478] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:17.199443] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:17.200285] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:17.200365] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:17.200397] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:17.321836] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:17.321992] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:17.322034] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:17.322063] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:17.325373] [DEBUG] [FORECASTER] BCSF: Forecast T+1@11:T+2@11: DOWN (p=43.49%)
[2025-12-09T20:17:17.325662] [INFO ] [FORECASTER] Completed predict_future for BCSF
[2025-12-09T20:17:17.325791] [INFO ] [sig       ] BCSF: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:17:17.471004] [INFO ] [LOCAL     ] Saved forecast: BCSF	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/BCSF.txt
[2025-12-09T20:17:17.471181] [INFO ] [sig       ] [381/3614] Completed BCSF in 0.3s | 2.86 sym/s | Total: 2.2m | ETA: 18.8m
[2025-12-09T20:17:17.471221] [INFO ] [sig       ] [382/3614] Forecasting BCTX...
[2025-12-09T20:17:17.471250] [INFO ] [sig       ] Generating forecast for: BCTX
[2025-12-09T20:17:17.471281] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCTX' from 'https://tdm.silogroup.org/data/derivative_storage/BCTX.csv'.
[2025-12-09T20:17:17.482725] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCTX'.
[2025-12-09T20:17:17.483059] [INFO ] [FORECASTER] Starting predict_future for BCTX
[2025-12-09T20:17:17.483859] [DEBUG] [LOCAL     ] No optimal features file found for BCTX: ./output/feature-sets/BCTX.txt
[2025-12-09T20:17:17.483911] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:17.483942] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:17.483969] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:17.484024] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:17.540318] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:17.541171] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:17.541252] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:17.541285] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:17.660137] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:17.660301] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:17.660351] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:17.660386] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:17.663781] [DEBUG] [FORECASTER] BCTX: Forecast T+1@11:T+2@11: DOWN (p=12.82%)
[2025-12-09T20:17:17.664088] [INFO ] [FORECASTER] Completed predict_future for BCTX
[2025-12-09T20:17:17.664214] [INFO ] [sig       ] BCTX: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:17:17.806090] [INFO ] [LOCAL     ] Saved forecast: BCTX	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/BCTX.txt
[2025-12-09T20:17:17.806243] [INFO ] [sig       ] [382/3614] Completed BCTX in 0.3s | 2.86 sym/s | Total: 2.2m | ETA: 18.8m
[2025-12-09T20:17:17.806281] [INFO ] [sig       ] [383/3614] Forecasting BCX...
[2025-12-09T20:17:17.806311] [INFO ] [sig       ] Generating forecast for: BCX
[2025-12-09T20:17:17.806341] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCX' from 'https://tdm.silogroup.org/data/derivative_storage/BCX.csv'.
[2025-12-09T20:17:17.818542] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCX'.
[2025-12-09T20:17:17.818953] [INFO ] [FORECASTER] Starting predict_future for BCX
[2025-12-09T20:17:17.819730] [DEBUG] [LOCAL     ] No optimal features file found for BCX: ./output/feature-sets/BCX.txt
[2025-12-09T20:17:17.819796] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:17.819829] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:17.819856] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:17.819912] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:17.876177] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:17.877080] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:17.877176] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:17.877208] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:17.998674] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:17.998832] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:17.998874] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:17.998902] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:18.002258] [DEBUG] [FORECASTER] BCX: Forecast T+1@11:T+2@11: DOWN (p=39.28%)
[2025-12-09T20:17:18.002537] [INFO ] [FORECASTER] Completed predict_future for BCX
[2025-12-09T20:17:18.002679] [INFO ] [sig       ] BCX: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:17:18.141975] [INFO ] [LOCAL     ] Saved forecast: BCX	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/BCX.txt
[2025-12-09T20:17:18.142327] [INFO ] [sig       ] [383/3614] Completed BCX in 0.3s | 2.86 sym/s | Total: 2.2m | ETA: 18.8m
[2025-12-09T20:17:18.142367] [INFO ] [sig       ] [384/3614] Forecasting BCYC...
[2025-12-09T20:17:18.142395] [INFO ] [sig       ] Generating forecast for: BCYC
[2025-12-09T20:17:18.142423] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCYC' from 'https://tdm.silogroup.org/data/derivative_storage/BCYC.csv'.
[2025-12-09T20:17:18.155366] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCYC'.
[2025-12-09T20:17:18.155751] [INFO ] [FORECASTER] Starting predict_future for BCYC
[2025-12-09T20:17:18.156511] [DEBUG] [LOCAL     ] No optimal features file found for BCYC: ./output/feature-sets/BCYC.txt
[2025-12-09T20:17:18.156562] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:18.156657] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:18.156686] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:18.156742] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:18.218184] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:18.219108] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:18.219191] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:18.219224] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:18.341400] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:18.341558] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:18.341616] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:18.341646] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:18.344977] [DEBUG] [FORECASTER] BCYC: Forecast T+1@11:T+2@11: UP (p=99.27%)
[2025-12-09T20:17:18.345241] [INFO ] [FORECASTER] Completed predict_future for BCYC
[2025-12-09T20:17:18.345360] [INFO ] [sig       ] BCYC: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:17:18.488045] [INFO ] [LOCAL     ] Saved forecast: BCYC	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/BCYC.txt
[2025-12-09T20:17:18.488196] [INFO ] [sig       ] [384/3614] Completed BCYC in 0.3s | 2.86 sym/s | Total: 2.2m | ETA: 18.8m
[2025-12-09T20:17:18.488235] [INFO ] [sig       ] [385/3614] Forecasting BDC...
[2025-12-09T20:17:18.488265] [INFO ] [sig       ] Generating forecast for: BDC
[2025-12-09T20:17:18.488297] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDC' from 'https://tdm.silogroup.org/data/derivative_storage/BDC.csv'.
[2025-12-09T20:17:18.500194] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDC'.
[2025-12-09T20:17:18.500556] [INFO ] [FORECASTER] Starting predict_future for BDC
[2025-12-09T20:17:18.501522] [DEBUG] [LOCAL     ] No optimal features file found for BDC: ./output/feature-sets/BDC.txt
[2025-12-09T20:17:18.501589] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:18.501622] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:18.501648] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:18.501704] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:18.560191] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:18.561235] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:18.561321] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:18.561353] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:18.685413] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:18.685601] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:18.685644] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:18.685673] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:18.689133] [DEBUG] [FORECASTER] BDC: Forecast T+1@11:T+2@11: DOWN (p=26.74%)
[2025-12-09T20:17:18.689398] [INFO ] [FORECASTER] Completed predict_future for BDC
[2025-12-09T20:17:18.689519] [INFO ] [sig       ] BDC: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:17:18.833128] [INFO ] [LOCAL     ] Saved forecast: BDC	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/BDC.txt
[2025-12-09T20:17:18.833285] [INFO ] [sig       ] [385/3614] Completed BDC in 0.3s | 2.86 sym/s | Total: 2.2m | ETA: 18.8m
[2025-12-09T20:17:18.833326] [INFO ] [sig       ] [386/3614] Forecasting BDJ...
[2025-12-09T20:17:18.833356] [INFO ] [sig       ] Generating forecast for: BDJ
[2025-12-09T20:17:18.833387] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDJ' from 'https://tdm.silogroup.org/data/derivative_storage/BDJ.csv'.
[2025-12-09T20:17:18.847156] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDJ'.
[2025-12-09T20:17:18.847791] [INFO ] [FORECASTER] Starting predict_future for BDJ
[2025-12-09T20:17:18.848785] [DEBUG] [LOCAL     ] No optimal features file found for BDJ: ./output/feature-sets/BDJ.txt
[2025-12-09T20:17:18.848840] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:18.848874] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:18.848901] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:18.848966] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:18.912504] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:18.913827] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:18.913936] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:18.913970] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:19.046697] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:19.046946] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:19.047001] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:19.047032] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:19.051198] [DEBUG] [FORECASTER] BDJ: Forecast T+1@11:T+2@11: UP (p=71.94%)
[2025-12-09T20:17:19.051611] [INFO ] [FORECASTER] Completed predict_future for BDJ
[2025-12-09T20:17:19.051766] [INFO ] [sig       ] BDJ: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:17:19.197865] [INFO ] [LOCAL     ] Saved forecast: BDJ	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/BDJ.txt
[2025-12-09T20:17:19.198058] [INFO ] [sig       ] [386/3614] Completed BDJ in 0.4s | 2.86 sym/s | Total: 2.2m | ETA: 18.8m
[2025-12-09T20:17:19.198109] [INFO ] [sig       ] [387/3614] Forecasting BDN...
[2025-12-09T20:17:19.198140] [INFO ] [sig       ] Generating forecast for: BDN
[2025-12-09T20:17:19.198173] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDN' from 'https://tdm.silogroup.org/data/derivative_storage/BDN.csv'.
[2025-12-09T20:17:19.211972] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDN'.
[2025-12-09T20:17:19.212421] [INFO ] [FORECASTER] Starting predict_future for BDN
[2025-12-09T20:17:19.213290] [DEBUG] [LOCAL     ] No optimal features file found for BDN: ./output/feature-sets/BDN.txt
[2025-12-09T20:17:19.213343] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:19.213374] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:19.213400] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:19.213455] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:19.270208] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:19.271115] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:19.271203] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:19.271235] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:19.391978] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:19.392142] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:19.392184] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:19.392213] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:19.395699] [DEBUG] [FORECASTER] BDN: Forecast T+1@11:T+2@11: DOWN (p=15.30%)
[2025-12-09T20:17:19.395971] [INFO ] [FORECASTER] Completed predict_future for BDN
[2025-12-09T20:17:19.396093] [INFO ] [sig       ] BDN: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:17:19.537407] [INFO ] [LOCAL     ] Saved forecast: BDN	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/BDN.txt
[2025-12-09T20:17:19.537600] [INFO ] [sig       ] [387/3614] Completed BDN in 0.3s | 2.86 sym/s | Total: 2.3m | ETA: 18.8m
[2025-12-09T20:17:19.537642] [INFO ] [sig       ] [388/3614] Forecasting BDRX...
[2025-12-09T20:17:19.537673] [INFO ] [sig       ] Generating forecast for: BDRX
[2025-12-09T20:17:19.537702] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDRX' from 'https://tdm.silogroup.org/data/derivative_storage/BDRX.csv'.
[2025-12-09T20:17:19.548832] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDRX'.
[2025-12-09T20:17:19.549399] [INFO ] [FORECASTER] Starting predict_future for BDRX
[2025-12-09T20:17:19.550216] [DEBUG] [LOCAL     ] No optimal features file found for BDRX: ./output/feature-sets/BDRX.txt
[2025-12-09T20:17:19.550267] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:19.550299] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:19.550325] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:19.550381] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:19.608621] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:19.609445] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:19.609527] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:19.609559] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:19.733441] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:19.733620] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:19.733662] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:19.733689] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:19.737216] [DEBUG] [FORECASTER] BDRX: Forecast T+1@11:T+2@11: DOWN (p=17.37%)
[2025-12-09T20:17:19.737523] [INFO ] [FORECASTER] Completed predict_future for BDRX
[2025-12-09T20:17:19.737667] [INFO ] [sig       ] BDRX: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:17:19.883347] [INFO ] [LOCAL     ] Saved forecast: BDRX	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/BDRX.txt
[2025-12-09T20:17:19.883501] [INFO ] [sig       ] [388/3614] Completed BDRX in 0.3s | 2.86 sym/s | Total: 2.3m | ETA: 18.8m
[2025-12-09T20:17:19.883542] [INFO ] [sig       ] [389/3614] Forecasting BDSX...
[2025-12-09T20:17:19.883593] [INFO ] [sig       ] Generating forecast for: BDSX
[2025-12-09T20:17:19.883626] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDSX' from 'https://tdm.silogroup.org/data/derivative_storage/BDSX.csv'.
[2025-12-09T20:17:19.895649] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDSX'.
[2025-12-09T20:17:19.896017] [INFO ] [FORECASTER] Starting predict_future for BDSX
[2025-12-09T20:17:19.896803] [DEBUG] [LOCAL     ] No optimal features file found for BDSX: ./output/feature-sets/BDSX.txt
[2025-12-09T20:17:19.896854] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:19.896885] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:19.896911] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:19.896966] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:19.954879] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:19.955772] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:19.955869] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:19.955902] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:20.073549] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:20.073736] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:20.073779] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:20.073809] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:20.077540] [DEBUG] [FORECASTER] BDSX: Forecast T+1@11:T+2@11: UP (p=90.59%)
[2025-12-09T20:17:20.077892] [INFO ] [FORECASTER] Completed predict_future for BDSX
[2025-12-09T20:17:20.078027] [INFO ] [sig       ] BDSX: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:17:20.234911] [INFO ] [LOCAL     ] Saved forecast: BDSX	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/BDSX.txt
[2025-12-09T20:17:20.235093] [INFO ] [sig       ] [389/3614] Completed BDSX in 0.4s | 2.86 sym/s | Total: 2.3m | ETA: 18.8m
[2025-12-09T20:17:20.235153] [INFO ] [sig       ] [390/3614] Forecasting BDTX...
[2025-12-09T20:17:20.235183] [INFO ] [sig       ] Generating forecast for: BDTX
[2025-12-09T20:17:20.235213] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDTX' from 'https://tdm.silogroup.org/data/derivative_storage/BDTX.csv'.
[2025-12-09T20:17:20.247690] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDTX'.
[2025-12-09T20:17:20.248078] [INFO ] [FORECASTER] Starting predict_future for BDTX
[2025-12-09T20:17:20.248887] [DEBUG] [LOCAL     ] No optimal features file found for BDTX: ./output/feature-sets/BDTX.txt
[2025-12-09T20:17:20.248950] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:20.248984] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:20.249011] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:20.249068] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:20.310441] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:20.311320] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:20.311429] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:20.311462] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:20.438057] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:20.438214] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:20.438297] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:20.438329] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:20.442228] [DEBUG] [FORECASTER] BDTX: Forecast T+1@11:T+2@11: DOWN (p=14.13%)
[2025-12-09T20:17:20.442546] [INFO ] [FORECASTER] Completed predict_future for BDTX
[2025-12-09T20:17:20.442705] [INFO ] [sig       ] BDTX: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:17:20.600791] [INFO ] [LOCAL     ] Saved forecast: BDTX	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/BDTX.txt
[2025-12-09T20:17:20.600947] [INFO ] [sig       ] [390/3614] Completed BDTX in 0.4s | 2.86 sym/s | Total: 2.3m | ETA: 18.8m
[2025-12-09T20:17:20.600989] [INFO ] [sig       ] [391/3614] Forecasting BDX...
[2025-12-09T20:17:20.601018] [INFO ] [sig       ] Generating forecast for: BDX
[2025-12-09T20:17:20.601048] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDX' from 'https://tdm.silogroup.org/data/derivative_storage/BDX.csv'.
[2025-12-09T20:17:20.615184] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDX'.
[2025-12-09T20:17:20.615636] [INFO ] [FORECASTER] Starting predict_future for BDX
[2025-12-09T20:17:20.616476] [DEBUG] [LOCAL     ] No optimal features file found for BDX: ./output/feature-sets/BDX.txt
[2025-12-09T20:17:20.616533] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:20.616621] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:20.616661] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:20.616720] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:20.683739] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:20.684682] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:20.684784] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:20.684822] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:20.818342] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:20.818516] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:20.818593] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:20.818644] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:20.823029] [DEBUG] [FORECASTER] BDX: Forecast T+1@11:T+2@11: DOWN (p=3.09%)
[2025-12-09T20:17:20.823364] [INFO ] [FORECASTER] Completed predict_future for BDX
[2025-12-09T20:17:20.823518] [INFO ] [sig       ] BDX: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:17:20.970001] [INFO ] [LOCAL     ] Saved forecast: BDX	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/BDX.txt
[2025-12-09T20:17:20.970138] [INFO ] [sig       ] [391/3614] Completed BDX in 0.4s | 2.86 sym/s | Total: 2.3m | ETA: 18.8m
[2025-12-09T20:17:20.970177] [INFO ] [sig       ] [392/3614] Forecasting BE...
[2025-12-09T20:17:20.970206] [INFO ] [sig       ] Generating forecast for: BE
[2025-12-09T20:17:20.970236] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BE' from 'https://tdm.silogroup.org/data/derivative_storage/BE.csv'.
[2025-12-09T20:17:20.984431] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BE'.
[2025-12-09T20:17:20.984713] [INFO ] [FORECASTER] Starting predict_future for BE
[2025-12-09T20:17:20.985478] [DEBUG] [LOCAL     ] No optimal features file found for BE: ./output/feature-sets/BE.txt
[2025-12-09T20:17:20.985529] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:20.985559] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:20.985606] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:20.985662] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:21.043507] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:21.044304] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:21.044383] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:21.044414] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:21.164348] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:21.164492] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:21.164539] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:21.164583] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:21.168061] [DEBUG] [FORECASTER] BE: Forecast T+1@11:T+2@11: UP (p=97.89%)
[2025-12-09T20:17:21.168325] [INFO ] [FORECASTER] Completed predict_future for BE
[2025-12-09T20:17:21.168444] [INFO ] [sig       ] BE: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:17:21.358086] [INFO ] [LOCAL     ] Saved forecast: BE	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/BE.txt
[2025-12-09T20:17:21.358413] [INFO ] [sig       ] [392/3614] Completed BE in 0.4s | 2.86 sym/s | Total: 2.3m | ETA: 18.8m
[2025-12-09T20:17:21.358452] [INFO ] [sig       ] [393/3614] Forecasting BEAM...
[2025-12-09T20:17:21.358482] [INFO ] [sig       ] Generating forecast for: BEAM
[2025-12-09T20:17:21.358510] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEAM' from 'https://tdm.silogroup.org/data/derivative_storage/BEAM.csv'.
[2025-12-09T20:17:21.370636] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEAM'.
[2025-12-09T20:17:21.370907] [INFO ] [FORECASTER] Starting predict_future for BEAM
[2025-12-09T20:17:21.371676] [DEBUG] [LOCAL     ] No optimal features file found for BEAM: ./output/feature-sets/BEAM.txt
[2025-12-09T20:17:21.371727] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:21.371758] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:21.371784] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:21.371839] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:21.428095] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:21.428707] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:21.428782] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:21.428813] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:21.543741] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:21.543860] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:21.543897] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:21.543925] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:21.547299] [DEBUG] [FORECASTER] BEAM: Forecast T+1@11:T+2@11: DOWN (p=18.87%)
[2025-12-09T20:17:21.547613] [INFO ] [FORECASTER] Completed predict_future for BEAM
[2025-12-09T20:17:21.547738] [INFO ] [sig       ] BEAM: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:17:21.690308] [INFO ] [LOCAL     ] Saved forecast: BEAM	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/BEAM.txt
[2025-12-09T20:17:21.690432] [INFO ] [sig       ] [393/3614] Completed BEAM in 0.3s | 2.86 sym/s | Total: 2.3m | ETA: 18.8m
[2025-12-09T20:17:21.690470] [INFO ] [sig       ] [394/3614] Forecasting BEEM...
[2025-12-09T20:17:21.690499] [INFO ] [sig       ] Generating forecast for: BEEM
[2025-12-09T20:17:21.690528] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEEM' from 'https://tdm.silogroup.org/data/derivative_storage/BEEM.csv'.
[2025-12-09T20:17:21.701810] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEEM'.
[2025-12-09T20:17:21.702058] [INFO ] [FORECASTER] Starting predict_future for BEEM
[2025-12-09T20:17:21.702826] [DEBUG] [LOCAL     ] No optimal features file found for BEEM: ./output/feature-sets/BEEM.txt
[2025-12-09T20:17:21.702877] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:21.702918] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:21.702946] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:21.703002] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:21.759744] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:21.760365] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:21.760470] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:21.760503] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:21.878152] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:21.878273] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:21.878311] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:21.878339] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:21.881533] [DEBUG] [FORECASTER] BEEM: Forecast T+1@11:T+2@11: DOWN (p=2.44%)
[2025-12-09T20:17:21.881816] [INFO ] [FORECASTER] Completed predict_future for BEEM
[2025-12-09T20:17:21.881940] [INFO ] [sig       ] BEEM: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:17:22.021456] [INFO ] [LOCAL     ] Saved forecast: BEEM	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/BEEM.txt
[2025-12-09T20:17:22.021565] [INFO ] [sig       ] [394/3614] Completed BEEM in 0.3s | 2.86 sym/s | Total: 2.3m | ETA: 18.8m
[2025-12-09T20:17:22.021621] [INFO ] [sig       ] [395/3614] Forecasting BEEP...
[2025-12-09T20:17:22.021651] [INFO ] [sig       ] Generating forecast for: BEEP
[2025-12-09T20:17:22.021680] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEEP' from 'https://tdm.silogroup.org/data/derivative_storage/BEEP.csv'.
[2025-12-09T20:17:22.034300] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEEP'.
[2025-12-09T20:17:22.034728] [INFO ] [FORECASTER] Starting predict_future for BEEP
[2025-12-09T20:17:22.035929] [DEBUG] [LOCAL     ] No optimal features file found for BEEP: ./output/feature-sets/BEEP.txt
[2025-12-09T20:17:22.035994] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:22.036036] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:22.036064] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:22.036121] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:22.099365] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:22.100285] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:22.100373] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:22.100407] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:22.223875] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:22.224037] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:22.224079] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:22.224109] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:22.228095] [DEBUG] [FORECASTER] BEEP: Forecast T+1@11:T+2@11: UP (p=81.90%)
[2025-12-09T20:17:22.228428] [INFO ] [FORECASTER] Completed predict_future for BEEP
[2025-12-09T20:17:22.228566] [INFO ] [sig       ] BEEP: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:17:22.381690] [INFO ] [LOCAL     ] Saved forecast: BEEP	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/BEEP.txt
[2025-12-09T20:17:22.381867] [INFO ] [sig       ] [395/3614] Completed BEEP in 0.4s | 2.86 sym/s | Total: 2.3m | ETA: 18.8m
[2025-12-09T20:17:22.381925] [INFO ] [sig       ] [396/3614] Forecasting BEKE...
[2025-12-09T20:17:22.381970] [INFO ] [sig       ] Generating forecast for: BEKE
[2025-12-09T20:17:22.382006] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEKE' from 'https://tdm.silogroup.org/data/derivative_storage/BEKE.csv'.
[2025-12-09T20:17:22.395208] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEKE'.
[2025-12-09T20:17:22.395651] [INFO ] [FORECASTER] Starting predict_future for BEKE
[2025-12-09T20:17:22.396452] [DEBUG] [LOCAL     ] No optimal features file found for BEKE: ./output/feature-sets/BEKE.txt
[2025-12-09T20:17:22.396507] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:22.396545] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:22.396607] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:22.396670] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:22.462884] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:22.464017] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:22.464295] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:22.464346] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:22.591295] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:22.591469] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:22.591511] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:22.591539] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:22.595263] [DEBUG] [FORECASTER] BEKE: Forecast T+1@11:T+2@11: UP (p=99.56%)
[2025-12-09T20:17:22.595549] [INFO ] [FORECASTER] Completed predict_future for BEKE
[2025-12-09T20:17:22.595699] [INFO ] [sig       ] BEKE: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:17:22.740444] [INFO ] [LOCAL     ] Saved forecast: BEKE	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/BEKE.txt
[2025-12-09T20:17:22.740618] [INFO ] [sig       ] [396/3614] Completed BEKE in 0.4s | 2.86 sym/s | Total: 2.3m | ETA: 18.8m
[2025-12-09T20:17:22.740659] [INFO ] [sig       ] [397/3614] Forecasting BELFA...
[2025-12-09T20:17:22.740689] [INFO ] [sig       ] Generating forecast for: BELFA
[2025-12-09T20:17:22.740718] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BELFA' from 'https://tdm.silogroup.org/data/derivative_storage/BELFA.csv'.
[2025-12-09T20:17:22.752289] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BELFA'.
[2025-12-09T20:17:22.752699] [INFO ] [FORECASTER] Starting predict_future for BELFA
[2025-12-09T20:17:22.753459] [DEBUG] [LOCAL     ] No optimal features file found for BELFA: ./output/feature-sets/BELFA.txt
[2025-12-09T20:17:22.753510] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:22.753555] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:22.753603] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:22.753661] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:22.811334] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:22.812210] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:22.812295] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:22.812327] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:22.916360] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:22.916511] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:22.916553] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:22.916601] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:22.919991] [DEBUG] [FORECASTER] BELFA: Forecast T+1@11:T+2@11: DOWN (p=15.26%)
[2025-12-09T20:17:22.920255] [INFO ] [FORECASTER] Completed predict_future for BELFA
[2025-12-09T20:17:22.920377] [INFO ] [sig       ] BELFA: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:17:23.062196] [INFO ] [LOCAL     ] Saved forecast: BELFA	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/BELFA.txt
[2025-12-09T20:17:23.062392] [INFO ] [sig       ] [397/3614] Completed BELFA in 0.3s | 2.86 sym/s | Total: 2.3m | ETA: 18.8m
[2025-12-09T20:17:23.062440] [INFO ] [sig       ] [398/3614] Forecasting BELFB...
[2025-12-09T20:17:23.062472] [INFO ] [sig       ] Generating forecast for: BELFB
[2025-12-09T20:17:23.062502] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BELFB' from 'https://tdm.silogroup.org/data/derivative_storage/BELFB.csv'.
[2025-12-09T20:17:23.074429] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BELFB'.
[2025-12-09T20:17:23.074844] [INFO ] [FORECASTER] Starting predict_future for BELFB
[2025-12-09T20:17:23.075632] [DEBUG] [LOCAL     ] No optimal features file found for BELFB: ./output/feature-sets/BELFB.txt
[2025-12-09T20:17:23.075683] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:23.075714] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:23.075741] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:23.075797] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:23.133403] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:23.134230] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:23.134313] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:23.134345] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:23.252915] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:23.253067] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:23.253109] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:23.253138] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:23.256439] [DEBUG] [FORECASTER] BELFB: Forecast T+1@11:T+2@11: DOWN (p=26.74%)
[2025-12-09T20:17:23.256745] [INFO ] [FORECASTER] Completed predict_future for BELFB
[2025-12-09T20:17:23.256872] [INFO ] [sig       ] BELFB: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:17:23.396485] [INFO ] [LOCAL     ] Saved forecast: BELFB	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/BELFB.txt
[2025-12-09T20:17:23.396657] [INFO ] [sig       ] [398/3614] Completed BELFB in 0.3s | 2.86 sym/s | Total: 2.3m | ETA: 18.7m
[2025-12-09T20:17:23.396699] [INFO ] [sig       ] [399/3614] Forecasting BEN...
[2025-12-09T20:17:23.396731] [INFO ] [sig       ] Generating forecast for: BEN
[2025-12-09T20:17:23.396762] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEN' from 'https://tdm.silogroup.org/data/derivative_storage/BEN.csv'.
[2025-12-09T20:17:23.412236] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEN'.
[2025-12-09T20:17:23.412645] [INFO ] [FORECASTER] Starting predict_future for BEN
[2025-12-09T20:17:23.413434] [DEBUG] [LOCAL     ] No optimal features file found for BEN: ./output/feature-sets/BEN.txt
[2025-12-09T20:17:23.413485] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:23.413515] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:23.413541] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:23.413612] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:23.470797] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:23.471658] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:23.471741] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:23.471778] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:23.591254] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:23.591409] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:23.591450] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:23.591479] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:23.594834] [DEBUG] [FORECASTER] BEN: Forecast T+1@11:T+2@11: DOWN (p=35.68%)
[2025-12-09T20:17:23.595103] [INFO ] [FORECASTER] Completed predict_future for BEN
[2025-12-09T20:17:23.595242] [INFO ] [sig       ] BEN: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:17:23.736708] [INFO ] [LOCAL     ] Saved forecast: BEN	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/BEN.txt
[2025-12-09T20:17:23.736862] [INFO ] [sig       ] [399/3614] Completed BEN in 0.3s | 2.86 sym/s | Total: 2.3m | ETA: 18.7m
[2025-12-09T20:17:23.736902] [INFO ] [sig       ] [400/3614] Forecasting BEP...
[2025-12-09T20:17:23.736936] [INFO ] [sig       ] Generating forecast for: BEP
[2025-12-09T20:17:23.736965] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEP' from 'https://tdm.silogroup.org/data/derivative_storage/BEP.csv'.
[2025-12-09T20:17:23.749143] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEP'.
[2025-12-09T20:17:23.749512] [INFO ] [FORECASTER] Starting predict_future for BEP
[2025-12-09T20:17:23.750293] [DEBUG] [LOCAL     ] No optimal features file found for BEP: ./output/feature-sets/BEP.txt
[2025-12-09T20:17:23.750345] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:23.750376] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:23.750402] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:23.750457] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:23.807312] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:23.808189] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:23.808273] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:23.808305] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:23.926522] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:23.926696] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:23.926737] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:23.926765] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:23.930121] [DEBUG] [FORECASTER] BEP: Forecast T+1@11:T+2@11: UP (p=91.13%)
[2025-12-09T20:17:23.930388] [INFO ] [FORECASTER] Completed predict_future for BEP
[2025-12-09T20:17:23.930509] [INFO ] [sig       ] BEP: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:17:24.072679] [INFO ] [LOCAL     ] Saved forecast: BEP	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/BEP.txt
[2025-12-09T20:17:24.072832] [INFO ] [sig       ] [400/3614] Completed BEP in 0.3s | 2.86 sym/s | Total: 2.3m | ETA: 18.7m
[2025-12-09T20:17:24.072872] [INFO ] [sig       ] [401/3614] Forecasting BEPH...
[2025-12-09T20:17:24.072902] [INFO ] [sig       ] Generating forecast for: BEPH
[2025-12-09T20:17:24.072932] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEPH' from 'https://tdm.silogroup.org/data/derivative_storage/BEPH.csv'.
[2025-12-09T20:17:24.083996] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEPH'.
[2025-12-09T20:17:24.084365] [INFO ] [FORECASTER] Starting predict_future for BEPH
[2025-12-09T20:17:24.085150] [DEBUG] [LOCAL     ] No optimal features file found for BEPH: ./output/feature-sets/BEPH.txt
[2025-12-09T20:17:24.085203] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:24.085263] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:24.085290] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:24.085347] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:24.142071] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:24.142948] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:24.143029] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:24.143061] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:24.265095] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:24.265283] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:24.265348] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:24.265408] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:24.269107] [DEBUG] [FORECASTER] BEPH: Forecast T+1@11:T+2@11: UP (p=78.90%)
[2025-12-09T20:17:24.269418] [INFO ] [FORECASTER] Completed predict_future for BEPH
[2025-12-09T20:17:24.269563] [INFO ] [sig       ] BEPH: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:17:24.413685] [INFO ] [LOCAL     ] Saved forecast: BEPH	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/BEPH.txt
[2025-12-09T20:17:24.413840] [INFO ] [sig       ] [401/3614] Completed BEPH in 0.3s | 2.86 sym/s | Total: 2.3m | ETA: 18.7m
[2025-12-09T20:17:24.413880] [INFO ] [sig       ] [402/3614] Forecasting BEPI...
[2025-12-09T20:17:24.413909] [INFO ] [sig       ] Generating forecast for: BEPI
[2025-12-09T20:17:24.413940] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEPI' from 'https://tdm.silogroup.org/data/derivative_storage/BEPI.csv'.
[2025-12-09T20:17:24.425818] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEPI'.
[2025-12-09T20:17:24.426220] [INFO ] [FORECASTER] Starting predict_future for BEPI
[2025-12-09T20:17:24.427040] [DEBUG] [LOCAL     ] No optimal features file found for BEPI: ./output/feature-sets/BEPI.txt
[2025-12-09T20:17:24.427092] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:24.427123] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:24.427149] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:24.427204] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:24.483968] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:24.484843] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:24.484936] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:24.484969] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:24.586258] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:24.586415] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:24.586457] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:24.586486] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:24.590215] [DEBUG] [FORECASTER] BEPI: Forecast T+1@11:T+2@11: DOWN (p=23.76%)
[2025-12-09T20:17:24.590486] [INFO ] [FORECASTER] Completed predict_future for BEPI
[2025-12-09T20:17:24.590629] [INFO ] [sig       ] BEPI: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:17:24.737303] [INFO ] [LOCAL     ] Saved forecast: BEPI	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/BEPI.txt
[2025-12-09T20:17:24.737476] [INFO ] [sig       ] [402/3614] Completed BEPI in 0.3s | 2.86 sym/s | Total: 2.3m | ETA: 18.7m
[2025-12-09T20:17:24.737516] [INFO ] [sig       ] [403/3614] Forecasting BFAM...
[2025-12-09T20:17:24.737546] [INFO ] [sig       ] Generating forecast for: BFAM
[2025-12-09T20:17:24.737592] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFAM' from 'https://tdm.silogroup.org/data/derivative_storage/BFAM.csv'.
[2025-12-09T20:17:24.750090] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFAM'.
[2025-12-09T20:17:24.750637] [INFO ] [FORECASTER] Starting predict_future for BFAM
[2025-12-09T20:17:24.751565] [DEBUG] [LOCAL     ] No optimal features file found for BFAM: ./output/feature-sets/BFAM.txt
[2025-12-09T20:17:24.751631] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:24.751662] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:24.751688] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:24.751743] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:24.811890] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:24.812927] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:24.813028] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:24.813250] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:24.937352] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:24.937530] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:24.937585] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:24.937616] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:24.941118] [DEBUG] [FORECASTER] BFAM: Forecast T+1@11:T+2@11: DOWN (p=3.65%)
[2025-12-09T20:17:24.941381] [INFO ] [FORECASTER] Completed predict_future for BFAM
[2025-12-09T20:17:24.941501] [INFO ] [sig       ] BFAM: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:17:25.090323] [INFO ] [LOCAL     ] Saved forecast: BFAM	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/BFAM.txt
[2025-12-09T20:17:25.090489] [INFO ] [sig       ] [403/3614] Completed BFAM in 0.4s | 2.86 sym/s | Total: 2.3m | ETA: 18.7m
[2025-12-09T20:17:25.090538] [INFO ] [sig       ] [404/3614] Forecasting BFC...
[2025-12-09T20:17:25.090586] [INFO ] [sig       ] Generating forecast for: BFC
[2025-12-09T20:17:25.090621] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFC' from 'https://tdm.silogroup.org/data/derivative_storage/BFC.csv'.
[2025-12-09T20:17:25.104271] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFC'.
[2025-12-09T20:17:25.104655] [INFO ] [FORECASTER] Starting predict_future for BFC
[2025-12-09T20:17:25.105432] [DEBUG] [LOCAL     ] No optimal features file found for BFC: ./output/feature-sets/BFC.txt
[2025-12-09T20:17:25.105483] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:25.105514] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:25.105540] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:25.105616] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:25.164309] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:25.165257] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:25.165343] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:25.165375] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:25.280738] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:25.280893] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:25.280933] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:25.280998] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:25.284923] [DEBUG] [FORECASTER] BFC: Forecast T+1@11:T+2@11: DOWN (p=7.12%)
[2025-12-09T20:17:25.285382] [INFO ] [FORECASTER] Completed predict_future for BFC
[2025-12-09T20:17:25.285504] [INFO ] [sig       ] BFC: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:17:25.427772] [INFO ] [LOCAL     ] Saved forecast: BFC	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/BFC.txt
[2025-12-09T20:17:25.427921] [INFO ] [sig       ] [404/3614] Completed BFC in 0.3s | 2.86 sym/s | Total: 2.4m | ETA: 18.7m
[2025-12-09T20:17:25.427962] [INFO ] [sig       ] [405/3614] Forecasting BFH...
[2025-12-09T20:17:25.427995] [INFO ] [sig       ] Generating forecast for: BFH
[2025-12-09T20:17:25.428028] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFH' from 'https://tdm.silogroup.org/data/derivative_storage/BFH.csv'.
[2025-12-09T20:17:25.440183] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFH'.
[2025-12-09T20:17:25.440523] [INFO ] [FORECASTER] Starting predict_future for BFH
[2025-12-09T20:17:25.441301] [DEBUG] [LOCAL     ] No optimal features file found for BFH: ./output/feature-sets/BFH.txt
[2025-12-09T20:17:25.441353] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:25.441384] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:25.441422] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:25.441479] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:25.499471] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:25.500310] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:25.500395] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:25.500427] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:25.623959] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:25.624113] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:25.624152] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:25.624180] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:25.627900] [DEBUG] [FORECASTER] BFH: Forecast T+1@11:T+2@11: DOWN (p=28.08%)
[2025-12-09T20:17:25.628197] [INFO ] [FORECASTER] Completed predict_future for BFH
[2025-12-09T20:17:25.628318] [INFO ] [sig       ] BFH: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:17:25.771764] [INFO ] [LOCAL     ] Saved forecast: BFH	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/BFH.txt
[2025-12-09T20:17:25.771918] [INFO ] [sig       ] [405/3614] Completed BFH in 0.3s | 2.86 sym/s | Total: 2.4m | ETA: 18.7m
[2025-12-09T20:17:25.771959] [INFO ] [sig       ] [406/3614] Forecasting BFIN...
[2025-12-09T20:17:25.771988] [INFO ] [sig       ] Generating forecast for: BFIN
[2025-12-09T20:17:25.772018] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFIN' from 'https://tdm.silogroup.org/data/derivative_storage/BFIN.csv'.
[2025-12-09T20:17:25.783433] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFIN'.
[2025-12-09T20:17:25.783791] [INFO ] [FORECASTER] Starting predict_future for BFIN
[2025-12-09T20:17:25.784697] [DEBUG] [LOCAL     ] No optimal features file found for BFIN: ./output/feature-sets/BFIN.txt
[2025-12-09T20:17:25.784749] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:25.784780] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:25.784807] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:25.784867] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:25.841540] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:25.842387] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:25.842468] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:25.842500] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:25.957042] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:25.957317] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:17:25.957359] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:25.957388] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:25.961260] [DEBUG] [FORECASTER] BFIN: Forecast T+1@11:T+2@11: DOWN (p=6.51%)
[2025-12-09T20:17:25.961528] [INFO ] [FORECASTER] Completed predict_future for BFIN
[2025-12-09T20:17:25.961677] [INFO ] [sig       ] BFIN: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:17:26.102725] [INFO ] [LOCAL     ] Saved forecast: BFIN	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/BFIN.txt
[2025-12-09T20:17:26.102891] [INFO ] [sig       ] [406/3614] Completed BFIN in 0.3s | 2.86 sym/s | Total: 2.4m | ETA: 18.7m
[2025-12-09T20:17:26.102933] [INFO ] [sig       ] [407/3614] Forecasting BFK...
[2025-12-09T20:17:26.102963] [INFO ] [sig       ] Generating forecast for: BFK
[2025-12-09T20:17:26.102994] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFK' from 'https://tdm.silogroup.org/data/derivative_storage/BFK.csv'.
[2025-12-09T20:17:26.114966] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFK'.
[2025-12-09T20:17:26.115347] [INFO ] [FORECASTER] Starting predict_future for BFK
[2025-12-09T20:17:26.116145] [DEBUG] [LOCAL     ] No optimal features file found for BFK: ./output/feature-sets/BFK.txt
[2025-12-09T20:17:26.116386] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:26.116417] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:26.116443] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:26.116498] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:26.175121] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:26.176390] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:26.176482] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:26.176514] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:26.300848] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:26.301005] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:26.301045] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:26.301074] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:26.304585] [DEBUG] [FORECASTER] BFK: Forecast T+1@11:T+2@11: DOWN (p=0.40%)
[2025-12-09T20:17:26.304868] [INFO ] [FORECASTER] Completed predict_future for BFK
[2025-12-09T20:17:26.304997] [INFO ] [sig       ] BFK: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:17:26.448160] [INFO ] [LOCAL     ] Saved forecast: BFK	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/BFK.txt
[2025-12-09T20:17:26.448311] [INFO ] [sig       ] [407/3614] Completed BFK in 0.3s | 2.86 sym/s | Total: 2.4m | ETA: 18.7m
[2025-12-09T20:17:26.448351] [INFO ] [sig       ] [408/3614] Forecasting BFLY...
[2025-12-09T20:17:26.448381] [INFO ] [sig       ] Generating forecast for: BFLY
[2025-12-09T20:17:26.448411] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFLY' from 'https://tdm.silogroup.org/data/derivative_storage/BFLY.csv'.
[2025-12-09T20:17:26.461251] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFLY'.
[2025-12-09T20:17:26.461696] [INFO ] [FORECASTER] Starting predict_future for BFLY
[2025-12-09T20:17:26.462491] [DEBUG] [LOCAL     ] No optimal features file found for BFLY: ./output/feature-sets/BFLY.txt
[2025-12-09T20:17:26.462545] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:26.462603] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:26.462633] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:26.462690] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:26.524935] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:26.525817] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:26.525899] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:26.525933] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:26.654877] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:26.655032] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:26.655074] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:26.655102] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:26.658543] [DEBUG] [FORECASTER] BFLY: Forecast T+1@11:T+2@11: UP (p=98.48%)
[2025-12-09T20:17:26.658882] [INFO ] [FORECASTER] Completed predict_future for BFLY
[2025-12-09T20:17:26.659015] [INFO ] [sig       ] BFLY: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:17:26.812859] [INFO ] [LOCAL     ] Saved forecast: BFLY	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/BFLY.txt
[2025-12-09T20:17:26.813028] [INFO ] [sig       ] [408/3614] Completed BFLY in 0.4s | 2.86 sym/s | Total: 2.4m | ETA: 18.7m
[2025-12-09T20:17:26.813070] [INFO ] [sig       ] [409/3614] Forecasting BFS...
[2025-12-09T20:17:26.813101] [INFO ] [sig       ] Generating forecast for: BFS
[2025-12-09T20:17:26.813137] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFS' from 'https://tdm.silogroup.org/data/derivative_storage/BFS.csv'.
[2025-12-09T20:17:26.826051] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFS'.
[2025-12-09T20:17:26.826443] [INFO ] [FORECASTER] Starting predict_future for BFS
[2025-12-09T20:17:26.827245] [DEBUG] [LOCAL     ] No optimal features file found for BFS: ./output/feature-sets/BFS.txt
[2025-12-09T20:17:26.827298] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:26.827330] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:26.827357] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:26.827414] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:26.890831] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:26.891852] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:26.891978] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:26.892015] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:27.014355] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:27.014511] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:27.014551] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:27.014600] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:27.018460] [DEBUG] [FORECASTER] BFS: Forecast T+1@11:T+2@11: DOWN (p=14.23%)
[2025-12-09T20:17:27.018793] [INFO ] [FORECASTER] Completed predict_future for BFS
[2025-12-09T20:17:27.018924] [INFO ] [sig       ] BFS: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:17:27.162811] [INFO ] [LOCAL     ] Saved forecast: BFS	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/BFS.txt
[2025-12-09T20:17:27.162951] [INFO ] [sig       ] [409/3614] Completed BFS in 0.3s | 2.86 sym/s | Total: 2.4m | ETA: 18.7m
[2025-12-09T20:17:27.162990] [INFO ] [sig       ] [410/3614] Forecasting BFZ...
[2025-12-09T20:17:27.163021] [INFO ] [sig       ] Generating forecast for: BFZ
[2025-12-09T20:17:27.163051] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFZ' from 'https://tdm.silogroup.org/data/derivative_storage/BFZ.csv'.
[2025-12-09T20:17:27.174503] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFZ'.
[2025-12-09T20:17:27.174797] [INFO ] [FORECASTER] Starting predict_future for BFZ
[2025-12-09T20:17:27.175768] [DEBUG] [LOCAL     ] No optimal features file found for BFZ: ./output/feature-sets/BFZ.txt
[2025-12-09T20:17:27.175820] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:27.175850] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:27.175877] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:27.175931] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:27.232018] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:27.232702] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:27.232776] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:27.232808] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:27.349930] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:27.350075] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:27.350115] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:27.350144] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:27.353475] [DEBUG] [FORECASTER] BFZ: Forecast T+1@11:T+2@11: DOWN (p=4.65%)
[2025-12-09T20:17:27.353761] [INFO ] [FORECASTER] Completed predict_future for BFZ
[2025-12-09T20:17:27.353882] [INFO ] [sig       ] BFZ: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:17:27.492173] [INFO ] [LOCAL     ] Saved forecast: BFZ	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/BFZ.txt
[2025-12-09T20:17:27.492302] [INFO ] [sig       ] [410/3614] Completed BFZ in 0.3s | 2.86 sym/s | Total: 2.4m | ETA: 18.7m
[2025-12-09T20:17:27.492342] [INFO ] [sig       ] [411/3614] Forecasting BG...
[2025-12-09T20:17:27.492371] [INFO ] [sig       ] Generating forecast for: BG
[2025-12-09T20:17:27.492400] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BG' from 'https://tdm.silogroup.org/data/derivative_storage/BG.csv'.
[2025-12-09T20:17:27.503784] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BG'.
[2025-12-09T20:17:27.504062] [INFO ] [FORECASTER] Starting predict_future for BG
[2025-12-09T20:17:27.504857] [DEBUG] [LOCAL     ] No optimal features file found for BG: ./output/feature-sets/BG.txt
[2025-12-09T20:17:27.504907] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:27.504938] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:27.504965] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:27.505021] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:27.561909] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:27.562566] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:27.562660] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:27.562718] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:27.682120] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:27.682267] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:27.682308] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:27.682337] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:27.686037] [DEBUG] [FORECASTER] BG: Forecast T+1@11:T+2@11: DOWN (p=0.75%)
[2025-12-09T20:17:27.686448] [INFO ] [FORECASTER] Completed predict_future for BG
[2025-12-09T20:17:27.686587] [INFO ] [sig       ] BG: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:17:27.830732] [INFO ] [LOCAL     ] Saved forecast: BG	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/BG.txt
[2025-12-09T20:17:27.830861] [INFO ] [sig       ] [411/3614] Completed BG in 0.3s | 2.86 sym/s | Total: 2.4m | ETA: 18.7m
[2025-12-09T20:17:27.830899] [INFO ] [sig       ] [412/3614] Forecasting BGB...
[2025-12-09T20:17:27.830928] [INFO ] [sig       ] Generating forecast for: BGB
[2025-12-09T20:17:27.830959] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGB' from 'https://tdm.silogroup.org/data/derivative_storage/BGB.csv'.
[2025-12-09T20:17:27.842311] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGB'.
[2025-12-09T20:17:27.842616] [INFO ] [FORECASTER] Starting predict_future for BGB
[2025-12-09T20:17:27.843368] [DEBUG] [LOCAL     ] No optimal features file found for BGB: ./output/feature-sets/BGB.txt
[2025-12-09T20:17:27.843419] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:27.843450] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:27.843477] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:27.843533] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:27.899911] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:27.900627] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:27.900703] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:27.900735] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:28.018711] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:28.018865] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:28.018906] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:28.018935] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:28.022267] [DEBUG] [FORECASTER] BGB: Forecast T+1@11:T+2@11: UP (p=84.54%)
[2025-12-09T20:17:28.022548] [INFO ] [FORECASTER] Completed predict_future for BGB
[2025-12-09T20:17:28.022687] [INFO ] [sig       ] BGB: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:17:28.166080] [INFO ] [LOCAL     ] Saved forecast: BGB	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/BGB.txt
[2025-12-09T20:17:28.166214] [INFO ] [sig       ] [412/3614] Completed BGB in 0.3s | 2.86 sym/s | Total: 2.4m | ETA: 18.6m
[2025-12-09T20:17:28.166252] [INFO ] [sig       ] [413/3614] Forecasting BGC...
[2025-12-09T20:17:28.166282] [INFO ] [sig       ] Generating forecast for: BGC
[2025-12-09T20:17:28.166311] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGC' from 'https://tdm.silogroup.org/data/derivative_storage/BGC.csv'.
[2025-12-09T20:17:28.178474] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGC'.
[2025-12-09T20:17:28.178765] [INFO ] [FORECASTER] Starting predict_future for BGC
[2025-12-09T20:17:28.179526] [DEBUG] [LOCAL     ] No optimal features file found for BGC: ./output/feature-sets/BGC.txt
[2025-12-09T20:17:28.179600] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:28.179633] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:28.179659] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:28.179714] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:28.236441] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:28.237109] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:28.237185] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:28.237219] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:28.360825] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:28.360973] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:28.361015] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:28.361043] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:28.364856] [DEBUG] [FORECASTER] BGC: Forecast T+1@11:T+2@11: UP (p=72.72%)
[2025-12-09T20:17:28.365144] [INFO ] [FORECASTER] Completed predict_future for BGC
[2025-12-09T20:17:28.365273] [INFO ] [sig       ] BGC: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:17:28.505231] [INFO ] [LOCAL     ] Saved forecast: BGC	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/BGC.txt
[2025-12-09T20:17:28.505348] [INFO ] [sig       ] [413/3614] Completed BGC in 0.3s | 2.86 sym/s | Total: 2.4m | ETA: 18.6m
[2025-12-09T20:17:28.505387] [INFO ] [sig       ] [414/3614] Forecasting BGH...
[2025-12-09T20:17:28.505416] [INFO ] [sig       ] Generating forecast for: BGH
[2025-12-09T20:17:28.505445] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGH' from 'https://tdm.silogroup.org/data/derivative_storage/BGH.csv'.
[2025-12-09T20:17:28.517521] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGH'.
[2025-12-09T20:17:28.517885] [INFO ] [FORECASTER] Starting predict_future for BGH
[2025-12-09T20:17:28.518687] [DEBUG] [LOCAL     ] No optimal features file found for BGH: ./output/feature-sets/BGH.txt
[2025-12-09T20:17:28.518740] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:28.518771] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:28.518798] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:28.518853] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:28.577728] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:28.578558] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:28.578659] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:28.578692] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:28.701396] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:28.701567] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:28.701627] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:28.701656] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:28.704987] [DEBUG] [FORECASTER] BGH: Forecast T+1@11:T+2@11: UP (p=98.17%)
[2025-12-09T20:17:28.705259] [INFO ] [FORECASTER] Completed predict_future for BGH
[2025-12-09T20:17:28.705380] [INFO ] [sig       ] BGH: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:17:28.856199] [INFO ] [LOCAL     ] Saved forecast: BGH	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/BGH.txt
[2025-12-09T20:17:28.856359] [INFO ] [sig       ] [414/3614] Completed BGH in 0.4s | 2.86 sym/s | Total: 2.4m | ETA: 18.6m
[2025-12-09T20:17:28.856429] [INFO ] [sig       ] [415/3614] Forecasting BGLC...
[2025-12-09T20:17:28.856460] [INFO ] [sig       ] Generating forecast for: BGLC
[2025-12-09T20:17:28.856490] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGLC' from 'https://tdm.silogroup.org/data/derivative_storage/BGLC.csv'.
[2025-12-09T20:17:28.867866] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGLC'.
[2025-12-09T20:17:28.868246] [INFO ] [FORECASTER] Starting predict_future for BGLC
[2025-12-09T20:17:28.869040] [DEBUG] [LOCAL     ] No optimal features file found for BGLC: ./output/feature-sets/BGLC.txt
[2025-12-09T20:17:28.869104] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:28.869141] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:28.869173] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:28.869229] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:28.928906] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:28.929789] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:28.929872] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:28.929904] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:29.048048] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:29.048203] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:29.048245] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:29.048273] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:29.051786] [DEBUG] [FORECASTER] BGLC: Forecast T+1@11:T+2@11: DOWN (p=29.66%)
[2025-12-09T20:17:29.052071] [INFO ] [FORECASTER] Completed predict_future for BGLC
[2025-12-09T20:17:29.052198] [INFO ] [sig       ] BGLC: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:17:29.202404] [INFO ] [LOCAL     ] Saved forecast: BGLC	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/BGLC.txt
[2025-12-09T20:17:29.202562] [INFO ] [sig       ] [415/3614] Completed BGLC in 0.3s | 2.86 sym/s | Total: 2.4m | ETA: 18.6m
[2025-12-09T20:17:29.202620] [INFO ] [sig       ] [416/3614] Forecasting BGRN...
[2025-12-09T20:17:29.202649] [INFO ] [sig       ] Generating forecast for: BGRN
[2025-12-09T20:17:29.202680] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGRN' from 'https://tdm.silogroup.org/data/derivative_storage/BGRN.csv'.
[2025-12-09T20:17:29.214059] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGRN'.
[2025-12-09T20:17:29.214631] [INFO ] [FORECASTER] Starting predict_future for BGRN
[2025-12-09T20:17:29.215392] [DEBUG] [LOCAL     ] No optimal features file found for BGRN: ./output/feature-sets/BGRN.txt
[2025-12-09T20:17:29.215442] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:29.215473] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:29.215499] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:29.215554] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:29.275071] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:29.275966] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:29.276064] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:29.276095] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:29.410516] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:29.410697] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:29.410748] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:29.410788] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:29.414859] [DEBUG] [FORECASTER] BGRN: Forecast T+1@11:T+2@11: UP (p=61.82%)
[2025-12-09T20:17:29.415178] [INFO ] [FORECASTER] Completed predict_future for BGRN
[2025-12-09T20:17:29.415498] [INFO ] [sig       ] BGRN: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:17:29.563777] [INFO ] [LOCAL     ] Saved forecast: BGRN	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/BGRN.txt
[2025-12-09T20:17:29.563936] [INFO ] [sig       ] [416/3614] Completed BGRN in 0.4s | 2.86 sym/s | Total: 2.4m | ETA: 18.6m
[2025-12-09T20:17:29.563976] [INFO ] [sig       ] [417/3614] Forecasting BGS...
[2025-12-09T20:17:29.564006] [INFO ] [sig       ] Generating forecast for: BGS
[2025-12-09T20:17:29.564035] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGS' from 'https://tdm.silogroup.org/data/derivative_storage/BGS.csv'.
[2025-12-09T20:17:29.575851] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGS'.
[2025-12-09T20:17:29.576194] [INFO ] [FORECASTER] Starting predict_future for BGS
[2025-12-09T20:17:29.576995] [DEBUG] [LOCAL     ] No optimal features file found for BGS: ./output/feature-sets/BGS.txt
[2025-12-09T20:17:29.577057] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:29.577095] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:29.577128] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:29.577196] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:29.635064] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:29.635907] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:29.635985] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:29.636017] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:29.761654] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:29.761815] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:29.761854] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:29.761883] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:29.765302] [DEBUG] [FORECASTER] BGS: Forecast T+1@11:T+2@11: UP (p=88.34%)
[2025-12-09T20:17:29.765569] [INFO ] [FORECASTER] Completed predict_future for BGS
[2025-12-09T20:17:29.765709] [INFO ] [sig       ] BGS: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:17:29.911834] [INFO ] [LOCAL     ] Saved forecast: BGS	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/BGS.txt
[2025-12-09T20:17:29.911988] [INFO ] [sig       ] [417/3614] Completed BGS in 0.3s | 2.86 sym/s | Total: 2.4m | ETA: 18.6m
[2025-12-09T20:17:29.912026] [INFO ] [sig       ] [418/3614] Forecasting BGSF...
[2025-12-09T20:17:29.912056] [INFO ] [sig       ] Generating forecast for: BGSF
[2025-12-09T20:17:29.912085] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGSF' from 'https://tdm.silogroup.org/data/derivative_storage/BGSF.csv'.
[2025-12-09T20:17:29.924714] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGSF'.
[2025-12-09T20:17:29.925108] [INFO ] [FORECASTER] Starting predict_future for BGSF
[2025-12-09T20:17:29.925993] [DEBUG] [LOCAL     ] No optimal features file found for BGSF: ./output/feature-sets/BGSF.txt
[2025-12-09T20:17:29.926050] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:29.926098] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:29.926162] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:29.926233] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:29.986831] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:29.987712] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:29.987792] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:29.987824] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:30.104323] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:30.104487] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:30.104529] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:30.104558] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:30.108272] [DEBUG] [FORECASTER] BGSF: Forecast T+1@11:T+2@11: DOWN (p=6.62%)
[2025-12-09T20:17:30.108536] [INFO ] [FORECASTER] Completed predict_future for BGSF
[2025-12-09T20:17:30.108675] [INFO ] [sig       ] BGSF: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:17:30.249684] [INFO ] [LOCAL     ] Saved forecast: BGSF	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/BGSF.txt
[2025-12-09T20:17:30.249813] [INFO ] [sig       ] [418/3614] Completed BGSF in 0.3s | 2.86 sym/s | Total: 2.4m | ETA: 18.6m
[2025-12-09T20:17:30.249853] [INFO ] [sig       ] [419/3614] Forecasting BGX...
[2025-12-09T20:17:30.249889] [INFO ] [sig       ] Generating forecast for: BGX
[2025-12-09T20:17:30.249917] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGX' from 'https://tdm.silogroup.org/data/derivative_storage/BGX.csv'.
[2025-12-09T20:17:30.262833] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGX'.
[2025-12-09T20:17:30.263266] [INFO ] [FORECASTER] Starting predict_future for BGX
[2025-12-09T20:17:30.264177] [DEBUG] [LOCAL     ] No optimal features file found for BGX: ./output/feature-sets/BGX.txt
[2025-12-09T20:17:30.264423] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:30.264463] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:30.264503] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:30.264609] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:30.332753] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:30.333629] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:30.333722] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:30.333768] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:30.468300] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:30.468452] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:30.468491] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:30.468520] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:30.471887] [DEBUG] [FORECASTER] BGX: Forecast T+1@11:T+2@11: UP (p=50.81%)
[2025-12-09T20:17:30.472158] [INFO ] [FORECASTER] Completed predict_future for BGX
[2025-12-09T20:17:30.472280] [INFO ] [sig       ] BGX: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:17:30.613114] [INFO ] [LOCAL     ] Saved forecast: BGX	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/BGX.txt
[2025-12-09T20:17:30.613255] [INFO ] [sig       ] [419/3614] Completed BGX in 0.4s | 2.86 sym/s | Total: 2.4m | ETA: 18.6m
[2025-12-09T20:17:30.613294] [INFO ] [sig       ] [420/3614] Forecasting BGY...
[2025-12-09T20:17:30.613323] [INFO ] [sig       ] Generating forecast for: BGY
[2025-12-09T20:17:30.613353] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGY' from 'https://tdm.silogroup.org/data/derivative_storage/BGY.csv'.
[2025-12-09T20:17:30.625209] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGY'.
[2025-12-09T20:17:30.625530] [INFO ] [FORECASTER] Starting predict_future for BGY
[2025-12-09T20:17:30.626332] [DEBUG] [LOCAL     ] No optimal features file found for BGY: ./output/feature-sets/BGY.txt
[2025-12-09T20:17:30.626384] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:30.626415] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:30.626441] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:30.626497] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:30.682593] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:30.683297] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:30.683376] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:30.683406] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:30.808962] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:30.809139] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:30.809207] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:30.809251] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:30.813472] [DEBUG] [FORECASTER] BGY: Forecast T+1@11:T+2@11: DOWN (p=3.04%)
[2025-12-09T20:17:30.813803] [INFO ] [FORECASTER] Completed predict_future for BGY
[2025-12-09T20:17:30.813940] [INFO ] [sig       ] BGY: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:17:30.968385] [INFO ] [LOCAL     ] Saved forecast: BGY	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/BGY.txt
[2025-12-09T20:17:30.968542] [INFO ] [sig       ] [420/3614] Completed BGY in 0.4s | 2.86 sym/s | Total: 2.4m | ETA: 18.6m
[2025-12-09T20:17:30.968603] [INFO ] [sig       ] [421/3614] Forecasting BHC...
[2025-12-09T20:17:30.968636] [INFO ] [sig       ] Generating forecast for: BHC
[2025-12-09T20:17:30.968674] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHC' from 'https://tdm.silogroup.org/data/derivative_storage/BHC.csv'.
[2025-12-09T20:17:30.981442] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHC'.
[2025-12-09T20:17:30.981816] [INFO ] [FORECASTER] Starting predict_future for BHC
[2025-12-09T20:17:30.982734] [DEBUG] [LOCAL     ] No optimal features file found for BHC: ./output/feature-sets/BHC.txt
[2025-12-09T20:17:30.982790] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:30.982824] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:30.982852] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:30.982913] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:31.045013] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:31.045963] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:31.046052] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:31.046096] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:31.175238] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:31.175390] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:31.175433] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:31.175464] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:31.178968] [DEBUG] [FORECASTER] BHC: Forecast T+1@11:T+2@11: DOWN (p=8.35%)
[2025-12-09T20:17:31.179279] [INFO ] [FORECASTER] Completed predict_future for BHC
[2025-12-09T20:17:31.179408] [INFO ] [sig       ] BHC: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:17:31.333431] [INFO ] [LOCAL     ] Saved forecast: BHC	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/BHC.txt
[2025-12-09T20:17:31.333591] [INFO ] [sig       ] [421/3614] Completed BHC in 0.4s | 2.86 sym/s | Total: 2.5m | ETA: 18.6m
[2025-12-09T20:17:31.333635] [INFO ] [sig       ] [422/3614] Forecasting BHE...
[2025-12-09T20:17:31.333690] [INFO ] [sig       ] Generating forecast for: BHE
[2025-12-09T20:17:31.333724] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHE' from 'https://tdm.silogroup.org/data/derivative_storage/BHE.csv'.
[2025-12-09T20:17:31.346338] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHE'.
[2025-12-09T20:17:31.346687] [INFO ] [FORECASTER] Starting predict_future for BHE
[2025-12-09T20:17:31.347505] [DEBUG] [LOCAL     ] No optimal features file found for BHE: ./output/feature-sets/BHE.txt
[2025-12-09T20:17:31.347559] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:31.347612] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:31.347640] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:31.347697] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:31.414260] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:31.415107] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:31.415206] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:31.415246] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:31.548262] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:31.548415] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:31.548458] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:31.548487] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:31.552181] [DEBUG] [FORECASTER] BHE: Forecast T+1@11:T+2@11: DOWN (p=2.55%)
[2025-12-09T20:17:31.552472] [INFO ] [FORECASTER] Completed predict_future for BHE
[2025-12-09T20:17:31.552627] [INFO ] [sig       ] BHE: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:17:31.705212] [INFO ] [LOCAL     ] Saved forecast: BHE	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/BHE.txt
[2025-12-09T20:17:31.705364] [INFO ] [sig       ] [422/3614] Completed BHE in 0.4s | 2.86 sym/s | Total: 2.5m | ETA: 18.6m
[2025-12-09T20:17:31.705410] [INFO ] [sig       ] [423/3614] Forecasting BHF...
[2025-12-09T20:17:31.705440] [INFO ] [sig       ] Generating forecast for: BHF
[2025-12-09T20:17:31.705473] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHF' from 'https://tdm.silogroup.org/data/derivative_storage/BHF.csv'.
[2025-12-09T20:17:31.718688] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHF'.
[2025-12-09T20:17:31.719022] [INFO ] [FORECASTER] Starting predict_future for BHF
[2025-12-09T20:17:31.719838] [DEBUG] [LOCAL     ] No optimal features file found for BHF: ./output/feature-sets/BHF.txt
[2025-12-09T20:17:31.719890] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:31.719923] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:31.719950] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:31.720007] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:31.785013] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:31.786092] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:31.786180] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:31.786214] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:31.919517] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:31.919692] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:31.919737] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:31.919771] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:31.923952] [DEBUG] [FORECASTER] BHF: Forecast T+1@11:T+2@11: DOWN (p=1.96%)
[2025-12-09T20:17:31.924461] [INFO ] [FORECASTER] Completed predict_future for BHF
[2025-12-09T20:17:31.924638] [INFO ] [sig       ] BHF: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:17:32.082468] [INFO ] [LOCAL     ] Saved forecast: BHF	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/BHF.txt
[2025-12-09T20:17:32.082649] [INFO ] [sig       ] [423/3614] Completed BHF in 0.4s | 2.86 sym/s | Total: 2.5m | ETA: 18.6m
[2025-12-09T20:17:32.082709] [INFO ] [sig       ] [424/3614] Forecasting BHFAL...
[2025-12-09T20:17:32.082753] [INFO ] [sig       ] Generating forecast for: BHFAL
[2025-12-09T20:17:32.082787] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHFAL' from 'https://tdm.silogroup.org/data/derivative_storage/BHFAL.csv'.
[2025-12-09T20:17:32.096072] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHFAL'.
[2025-12-09T20:17:32.096638] [INFO ] [FORECASTER] Starting predict_future for BHFAL
[2025-12-09T20:17:32.097690] [DEBUG] [LOCAL     ] No optimal features file found for BHFAL: ./output/feature-sets/BHFAL.txt
[2025-12-09T20:17:32.097743] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:32.097775] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:32.097801] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:32.097857] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:32.162320] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:32.163202] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:32.163288] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:32.163321] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:32.291654] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:32.291839] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:32.291883] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:32.291912] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:32.295690] [DEBUG] [FORECASTER] BHFAL: Forecast T+1@11:T+2@11: DOWN (p=4.85%)
[2025-12-09T20:17:32.296002] [INFO ] [FORECASTER] Completed predict_future for BHFAL
[2025-12-09T20:17:32.296150] [INFO ] [sig       ] BHFAL: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:17:32.437982] [INFO ] [LOCAL     ] Saved forecast: BHFAL	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/BHFAL.txt
[2025-12-09T20:17:32.438112] [INFO ] [sig       ] [424/3614] Completed BHFAL in 0.4s | 2.86 sym/s | Total: 2.5m | ETA: 18.6m
[2025-12-09T20:17:32.438151] [INFO ] [sig       ] [425/3614] Forecasting BHFAM...
[2025-12-09T20:17:32.438191] [INFO ] [sig       ] Generating forecast for: BHFAM
[2025-12-09T20:17:32.438221] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHFAM' from 'https://tdm.silogroup.org/data/derivative_storage/BHFAM.csv'.
[2025-12-09T20:17:32.450526] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHFAM'.
[2025-12-09T20:17:32.450893] [INFO ] [FORECASTER] Starting predict_future for BHFAM
[2025-12-09T20:17:32.451785] [DEBUG] [LOCAL     ] No optimal features file found for BHFAM: ./output/feature-sets/BHFAM.txt
[2025-12-09T20:17:32.451845] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:32.451878] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:32.451904] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:32.451960] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:32.516034] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:32.516878] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:32.516962] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:32.516996] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:32.642687] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:32.642844] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:32.642884] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:32.642929] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:32.646677] [DEBUG] [FORECASTER] BHFAM: Forecast T+1@11:T+2@11: UP (p=97.76%)
[2025-12-09T20:17:32.646981] [INFO ] [FORECASTER] Completed predict_future for BHFAM
[2025-12-09T20:17:32.647115] [INFO ] [sig       ] BHFAM: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:17:32.804427] [INFO ] [LOCAL     ] Saved forecast: BHFAM	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/BHFAM.txt
[2025-12-09T20:17:32.804594] [INFO ] [sig       ] [425/3614] Completed BHFAM in 0.4s | 2.86 sym/s | Total: 2.5m | ETA: 18.6m
[2025-12-09T20:17:32.804648] [INFO ] [sig       ] [426/3614] Forecasting BHFAN...
[2025-12-09T20:17:32.804681] [INFO ] [sig       ] Generating forecast for: BHFAN
[2025-12-09T20:17:32.804712] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHFAN' from 'https://tdm.silogroup.org/data/derivative_storage/BHFAN.csv'.
[2025-12-09T20:17:32.817170] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHFAN'.
[2025-12-09T20:17:32.817503] [INFO ] [FORECASTER] Starting predict_future for BHFAN
[2025-12-09T20:17:32.818317] [DEBUG] [LOCAL     ] No optimal features file found for BHFAN: ./output/feature-sets/BHFAN.txt
[2025-12-09T20:17:32.818369] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:32.818401] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:32.818428] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:32.818483] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:32.881854] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:32.882552] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:32.882649] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:32.882681] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:33.013461] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:33.013661] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:33.013711] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:33.013741] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:33.017873] [DEBUG] [FORECASTER] BHFAN: Forecast T+1@11:T+2@11: DOWN (p=13.65%)
[2025-12-09T20:17:33.018203] [INFO ] [FORECASTER] Completed predict_future for BHFAN
[2025-12-09T20:17:33.018338] [INFO ] [sig       ] BHFAN: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:17:33.168814] [INFO ] [LOCAL     ] Saved forecast: BHFAN	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/BHFAN.txt
[2025-12-09T20:17:33.168964] [INFO ] [sig       ] [426/3614] Completed BHFAN in 0.4s | 2.86 sym/s | Total: 2.5m | ETA: 18.6m
[2025-12-09T20:17:33.169005] [INFO ] [sig       ] [427/3614] Forecasting BHFAO...
[2025-12-09T20:17:33.169037] [INFO ] [sig       ] Generating forecast for: BHFAO
[2025-12-09T20:17:33.169067] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHFAO' from 'https://tdm.silogroup.org/data/derivative_storage/BHFAO.csv'.
[2025-12-09T20:17:33.182445] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHFAO'.
[2025-12-09T20:17:33.182817] [INFO ] [FORECASTER] Starting predict_future for BHFAO
[2025-12-09T20:17:33.183744] [DEBUG] [LOCAL     ] No optimal features file found for BHFAO: ./output/feature-sets/BHFAO.txt
[2025-12-09T20:17:33.183810] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:33.183843] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:33.183869] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:33.183942] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:33.247160] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:33.247999] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:33.248114] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:33.248151] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:33.376996] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:33.377143] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:33.377183] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:33.377212] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:33.380817] [DEBUG] [FORECASTER] BHFAO: Forecast T+1@11:T+2@11: DOWN (p=10.32%)
[2025-12-09T20:17:33.381098] [INFO ] [FORECASTER] Completed predict_future for BHFAO
[2025-12-09T20:17:33.381240] [INFO ] [sig       ] BHFAO: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:17:33.532923] [INFO ] [LOCAL     ] Saved forecast: BHFAO	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/BHFAO.txt
[2025-12-09T20:17:33.533096] [INFO ] [sig       ] [427/3614] Completed BHFAO in 0.4s | 2.86 sym/s | Total: 2.5m | ETA: 18.6m
[2025-12-09T20:17:33.533142] [INFO ] [sig       ] [428/3614] Forecasting BHFAP...
[2025-12-09T20:17:33.533173] [INFO ] [sig       ] Generating forecast for: BHFAP
[2025-12-09T20:17:33.533204] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHFAP' from 'https://tdm.silogroup.org/data/derivative_storage/BHFAP.csv'.
[2025-12-09T20:17:33.545511] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHFAP'.
[2025-12-09T20:17:33.545897] [INFO ] [FORECASTER] Starting predict_future for BHFAP
[2025-12-09T20:17:33.546890] [DEBUG] [LOCAL     ] No optimal features file found for BHFAP: ./output/feature-sets/BHFAP.txt
[2025-12-09T20:17:33.546955] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:33.546992] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:33.547019] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:33.547078] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:33.604914] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:33.605668] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:33.605746] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:33.605809] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:33.727948] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:33.728104] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:33.728145] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:33.728174] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:33.731479] [DEBUG] [FORECASTER] BHFAP: Forecast T+1@11:T+2@11: DOWN (p=49.49%)
[2025-12-09T20:17:33.731775] [INFO ] [FORECASTER] Completed predict_future for BHFAP
[2025-12-09T20:17:33.731901] [INFO ] [sig       ] BHFAP: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:17:33.874773] [INFO ] [LOCAL     ] Saved forecast: BHFAP	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/BHFAP.txt
[2025-12-09T20:17:33.874928] [INFO ] [sig       ] [428/3614] Completed BHFAP in 0.3s | 2.86 sym/s | Total: 2.5m | ETA: 18.6m
[2025-12-09T20:17:33.874975] [INFO ] [sig       ] [429/3614] Forecasting BHK...
[2025-12-09T20:17:33.875006] [INFO ] [sig       ] Generating forecast for: BHK
[2025-12-09T20:17:33.875039] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHK' from 'https://tdm.silogroup.org/data/derivative_storage/BHK.csv'.
[2025-12-09T20:17:33.886963] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHK'.
[2025-12-09T20:17:33.887302] [INFO ] [FORECASTER] Starting predict_future for BHK
[2025-12-09T20:17:33.888236] [DEBUG] [LOCAL     ] No optimal features file found for BHK: ./output/feature-sets/BHK.txt
[2025-12-09T20:17:33.888291] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:33.888335] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:33.888364] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:33.888422] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:33.950759] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:33.951635] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:33.951725] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:33.951762] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:34.084045] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:34.084197] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:34.084239] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:34.084269] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:34.088303] [DEBUG] [FORECASTER] BHK: Forecast T+1@11:T+2@11: UP (p=90.88%)
[2025-12-09T20:17:34.088778] [INFO ] [FORECASTER] Completed predict_future for BHK
[2025-12-09T20:17:34.088913] [INFO ] [sig       ] BHK: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:17:34.248853] [INFO ] [LOCAL     ] Saved forecast: BHK	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/BHK.txt
[2025-12-09T20:17:34.249050] [INFO ] [sig       ] [429/3614] Completed BHK in 0.4s | 2.86 sym/s | Total: 2.5m | ETA: 18.6m
[2025-12-09T20:17:34.249108] [INFO ] [sig       ] [430/3614] Forecasting BHP...
[2025-12-09T20:17:34.249153] [INFO ] [sig       ] Generating forecast for: BHP
[2025-12-09T20:17:34.249198] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHP' from 'https://tdm.silogroup.org/data/derivative_storage/BHP.csv'.
[2025-12-09T20:17:34.262562] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHP'.
[2025-12-09T20:17:34.262996] [INFO ] [FORECASTER] Starting predict_future for BHP
[2025-12-09T20:17:34.263834] [DEBUG] [LOCAL     ] No optimal features file found for BHP: ./output/feature-sets/BHP.txt
[2025-12-09T20:17:34.263895] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:34.263934] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:34.263963] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:34.264032] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:34.329323] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:34.330277] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:34.330368] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:34.330410] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:34.462850] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:34.462980] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:34.463021] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:34.463048] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:34.466354] [DEBUG] [FORECASTER] BHP: Forecast T+1@11:T+2@11: DOWN (p=18.70%)
[2025-12-09T20:17:34.466643] [INFO ] [FORECASTER] Completed predict_future for BHP
[2025-12-09T20:17:34.466765] [INFO ] [sig       ] BHP: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:17:34.607033] [INFO ] [LOCAL     ] Saved forecast: BHP	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/BHP.txt
[2025-12-09T20:17:34.607158] [INFO ] [sig       ] [430/3614] Completed BHP in 0.4s | 2.86 sym/s | Total: 2.5m | ETA: 18.6m
[2025-12-09T20:17:34.607197] [INFO ] [sig       ] [431/3614] Forecasting BHRB...
[2025-12-09T20:17:34.607225] [INFO ] [sig       ] Generating forecast for: BHRB
[2025-12-09T20:17:34.607254] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHRB' from 'https://tdm.silogroup.org/data/derivative_storage/BHRB.csv'.
[2025-12-09T20:17:34.619020] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHRB'.
[2025-12-09T20:17:34.619362] [INFO ] [FORECASTER] Starting predict_future for BHRB
[2025-12-09T20:17:34.620198] [DEBUG] [LOCAL     ] No optimal features file found for BHRB: ./output/feature-sets/BHRB.txt
[2025-12-09T20:17:34.620252] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:34.620284] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:34.620312] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:34.620537] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:34.675930] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:34.676535] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:34.676630] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:34.676664] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:34.790179] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:34.790519] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:34.790560] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:34.790607] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:34.793920] [DEBUG] [FORECASTER] BHRB: Forecast T+1@11:T+2@11: UP (p=90.85%)
[2025-12-09T20:17:34.794190] [INFO ] [FORECASTER] Completed predict_future for BHRB
[2025-12-09T20:17:34.794311] [INFO ] [sig       ] BHRB: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:17:34.935308] [INFO ] [LOCAL     ] Saved forecast: BHRB	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/BHRB.txt
[2025-12-09T20:17:34.935480] [INFO ] [sig       ] [431/3614] Completed BHRB in 0.3s | 2.86 sym/s | Total: 2.5m | ETA: 18.6m
[2025-12-09T20:17:34.935522] [INFO ] [sig       ] [432/3614] Forecasting BHVN...
[2025-12-09T20:17:34.935552] [INFO ] [sig       ] Generating forecast for: BHVN
[2025-12-09T20:17:34.935602] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHVN' from 'https://tdm.silogroup.org/data/derivative_storage/BHVN.csv'.
[2025-12-09T20:17:34.947249] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHVN'.
[2025-12-09T20:17:34.947557] [INFO ] [FORECASTER] Starting predict_future for BHVN
[2025-12-09T20:17:34.948375] [DEBUG] [LOCAL     ] No optimal features file found for BHVN: ./output/feature-sets/BHVN.txt
[2025-12-09T20:17:34.948428] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:34.948461] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:34.948489] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:34.948545] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:35.005680] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:35.006255] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:35.006330] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:35.006361] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:35.122657] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:35.122773] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:35.122810] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:35.122838] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:35.126027] [DEBUG] [FORECASTER] BHVN: Forecast T+1@11:T+2@11: DOWN (p=31.30%)
[2025-12-09T20:17:35.126291] [INFO ] [FORECASTER] Completed predict_future for BHVN
[2025-12-09T20:17:35.126409] [INFO ] [sig       ] BHVN: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:17:35.263696] [INFO ] [LOCAL     ] Saved forecast: BHVN	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/BHVN.txt
[2025-12-09T20:17:35.263810] [INFO ] [sig       ] [432/3614] Completed BHVN in 0.3s | 2.86 sym/s | Total: 2.5m | ETA: 18.5m
[2025-12-09T20:17:35.263848] [INFO ] [sig       ] [433/3614] Forecasting BIAF...
[2025-12-09T20:17:35.263882] [INFO ] [sig       ] Generating forecast for: BIAF
[2025-12-09T20:17:35.263914] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIAF' from 'https://tdm.silogroup.org/data/derivative_storage/BIAF.csv'.
[2025-12-09T20:17:35.274529] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIAF'.
[2025-12-09T20:17:35.274852] [INFO ] [FORECASTER] Starting predict_future for BIAF
[2025-12-09T20:17:35.275674] [DEBUG] [LOCAL     ] No optimal features file found for BIAF: ./output/feature-sets/BIAF.txt
[2025-12-09T20:17:35.275728] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:35.275759] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:35.275787] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:35.275843] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:35.335772] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:35.336390] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:35.336467] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:35.336499] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:35.446680] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:35.446801] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:35.446840] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:35.446868] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:35.450087] [DEBUG] [FORECASTER] BIAF: Forecast T+1@11:T+2@11: UP (p=94.64%)
[2025-12-09T20:17:35.450353] [INFO ] [FORECASTER] Completed predict_future for BIAF
[2025-12-09T20:17:35.450474] [INFO ] [sig       ] BIAF: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:17:35.589679] [INFO ] [LOCAL     ] Saved forecast: BIAF	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/BIAF.txt
[2025-12-09T20:17:35.589790] [INFO ] [sig       ] [433/3614] Completed BIAF in 0.3s | 2.86 sym/s | Total: 2.5m | ETA: 18.5m
[2025-12-09T20:17:35.589828] [INFO ] [sig       ] [434/3614] Forecasting BIB...
[2025-12-09T20:17:35.589858] [INFO ] [sig       ] Generating forecast for: BIB
[2025-12-09T20:17:35.589889] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIB' from 'https://tdm.silogroup.org/data/derivative_storage/BIB.csv'.
[2025-12-09T20:17:35.600700] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIB'.
[2025-12-09T20:17:35.600988] [INFO ] [FORECASTER] Starting predict_future for BIB
[2025-12-09T20:17:35.601963] [DEBUG] [LOCAL     ] No optimal features file found for BIB: ./output/feature-sets/BIB.txt
[2025-12-09T20:17:35.602014] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:35.602046] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:35.602071] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:35.602125] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:35.661627] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:35.662227] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:35.662301] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:35.662332] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:35.766405] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:35.766495] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:35.766530] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:35.766559] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:35.769721] [DEBUG] [FORECASTER] BIB: Forecast T+1@11:T+2@11: UP (p=92.34%)
[2025-12-09T20:17:35.769978] [INFO ] [FORECASTER] Completed predict_future for BIB
[2025-12-09T20:17:35.770094] [INFO ] [sig       ] BIB: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:17:35.911453] [INFO ] [LOCAL     ] Saved forecast: BIB	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/BIB.txt
[2025-12-09T20:17:35.911588] [INFO ] [sig       ] [434/3614] Completed BIB in 0.3s | 2.86 sym/s | Total: 2.5m | ETA: 18.5m
[2025-12-09T20:17:35.911628] [INFO ] [sig       ] [435/3614] Forecasting BIIB...
[2025-12-09T20:17:35.911658] [INFO ] [sig       ] Generating forecast for: BIIB
[2025-12-09T20:17:35.911686] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIIB' from 'https://tdm.silogroup.org/data/derivative_storage/BIIB.csv'.
[2025-12-09T20:17:35.925220] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIIB'.
[2025-12-09T20:17:35.925506] [INFO ] [FORECASTER] Starting predict_future for BIIB
[2025-12-09T20:17:35.926279] [DEBUG] [LOCAL     ] No optimal features file found for BIIB: ./output/feature-sets/BIIB.txt
[2025-12-09T20:17:35.926331] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:35.926380] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:35.926407] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:35.926463] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:35.984890] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:35.985688] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:35.985763] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:35.985795] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:36.112194] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:36.112321] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:36.112359] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:36.112387] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:36.115678] [DEBUG] [FORECASTER] BIIB: Forecast T+1@11:T+2@11: UP (p=95.04%)
[2025-12-09T20:17:36.115953] [INFO ] [FORECASTER] Completed predict_future for BIIB
[2025-12-09T20:17:36.116075] [INFO ] [sig       ] BIIB: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:17:36.257659] [INFO ] [LOCAL     ] Saved forecast: BIIB	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/BIIB.txt
[2025-12-09T20:17:36.257786] [INFO ] [sig       ] [435/3614] Completed BIIB in 0.3s | 2.86 sym/s | Total: 2.5m | ETA: 18.5m
[2025-12-09T20:17:36.257824] [INFO ] [sig       ] [436/3614] Forecasting BILI...
[2025-12-09T20:17:36.257853] [INFO ] [sig       ] Generating forecast for: BILI
[2025-12-09T20:17:36.257881] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BILI' from 'https://tdm.silogroup.org/data/derivative_storage/BILI.csv'.
[2025-12-09T20:17:36.273404] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BILI'.
[2025-12-09T20:17:36.273891] [INFO ] [FORECASTER] Starting predict_future for BILI
[2025-12-09T20:17:36.274658] [DEBUG] [LOCAL     ] No optimal features file found for BILI: ./output/feature-sets/BILI.txt
[2025-12-09T20:17:36.274709] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:36.274740] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:36.274766] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:36.274821] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:36.331482] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:36.332087] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:36.332165] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:36.332195] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:36.453967] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:36.454093] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:36.454132] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:36.454176] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:36.458016] [DEBUG] [FORECASTER] BILI: Forecast T+1@11:T+2@11: UP (p=62.86%)
[2025-12-09T20:17:36.458280] [INFO ] [FORECASTER] Completed predict_future for BILI
[2025-12-09T20:17:36.458400] [INFO ] [sig       ] BILI: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:17:36.601256] [INFO ] [LOCAL     ] Saved forecast: BILI	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/BILI.txt
[2025-12-09T20:17:36.601394] [INFO ] [sig       ] [436/3614] Completed BILI in 0.3s | 2.86 sym/s | Total: 2.5m | ETA: 18.5m
[2025-12-09T20:17:36.601432] [INFO ] [sig       ] [437/3614] Forecasting BILL...
[2025-12-09T20:17:36.601461] [INFO ] [sig       ] Generating forecast for: BILL
[2025-12-09T20:17:36.601492] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BILL' from 'https://tdm.silogroup.org/data/derivative_storage/BILL.csv'.
[2025-12-09T20:17:36.612752] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BILL'.
[2025-12-09T20:17:36.613045] [INFO ] [FORECASTER] Starting predict_future for BILL
[2025-12-09T20:17:36.613839] [DEBUG] [LOCAL     ] No optimal features file found for BILL: ./output/feature-sets/BILL.txt
[2025-12-09T20:17:36.613892] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:36.613924] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:36.613949] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:36.614005] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:36.670380] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:36.671110] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:36.671189] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:36.671220] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:36.795419] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:36.795584] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:36.795624] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:36.795652] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:36.798968] [DEBUG] [FORECASTER] BILL: Forecast T+1@11:T+2@11: UP (p=81.56%)
[2025-12-09T20:17:36.799233] [INFO ] [FORECASTER] Completed predict_future for BILL
[2025-12-09T20:17:36.799352] [INFO ] [sig       ] BILL: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:17:36.937337] [INFO ] [LOCAL     ] Saved forecast: BILL	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/BILL.txt
[2025-12-09T20:17:36.937481] [INFO ] [sig       ] [437/3614] Completed BILL in 0.3s | 2.86 sym/s | Total: 2.5m | ETA: 18.5m
[2025-12-09T20:17:36.937523] [INFO ] [sig       ] [438/3614] Forecasting BIO...
[2025-12-09T20:17:36.937552] [INFO ] [sig       ] Generating forecast for: BIO
[2025-12-09T20:17:36.937600] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIO' from 'https://tdm.silogroup.org/data/derivative_storage/BIO.csv'.
[2025-12-09T20:17:36.948476] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIO'.
[2025-12-09T20:17:36.948809] [INFO ] [FORECASTER] Starting predict_future for BIO
[2025-12-09T20:17:36.949561] [DEBUG] [LOCAL     ] No optimal features file found for BIO: ./output/feature-sets/BIO.txt
[2025-12-09T20:17:36.949632] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:36.949665] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:36.949692] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:36.949748] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:37.005202] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:37.006088] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:37.006166] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:37.006198] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:37.127551] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:37.127713] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:37.127752] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:37.127808] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:37.131159] [DEBUG] [FORECASTER] BIO: Forecast T+1@11:T+2@11: DOWN (p=34.83%)
[2025-12-09T20:17:37.131429] [INFO ] [FORECASTER] Completed predict_future for BIO
[2025-12-09T20:17:37.131554] [INFO ] [sig       ] BIO: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:17:37.271591] [INFO ] [LOCAL     ] Saved forecast: BIO	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/BIO.txt
[2025-12-09T20:17:37.271722] [INFO ] [sig       ] [438/3614] Completed BIO in 0.3s | 2.86 sym/s | Total: 2.6m | ETA: 18.5m
[2025-12-09T20:17:37.271760] [INFO ] [sig       ] [439/3614] Forecasting BIOX...
[2025-12-09T20:17:37.271788] [INFO ] [sig       ] Generating forecast for: BIOX
[2025-12-09T20:17:37.271819] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIOX' from 'https://tdm.silogroup.org/data/derivative_storage/BIOX.csv'.
[2025-12-09T20:17:37.283206] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIOX'.
[2025-12-09T20:17:37.283524] [INFO ] [FORECASTER] Starting predict_future for BIOX
[2025-12-09T20:17:37.284316] [DEBUG] [LOCAL     ] No optimal features file found for BIOX: ./output/feature-sets/BIOX.txt
[2025-12-09T20:17:37.284377] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:37.284408] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:37.284434] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:37.284488] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:37.340253] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:37.340978] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:37.341056] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:37.341088] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:37.456727] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:37.456880] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:37.456919] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:37.456947] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:37.460314] [DEBUG] [FORECASTER] BIOX: Forecast T+1@11:T+2@11: DOWN (p=16.21%)
[2025-12-09T20:17:37.460611] [INFO ] [FORECASTER] Completed predict_future for BIOX
[2025-12-09T20:17:37.460742] [INFO ] [sig       ] BIOX: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:17:37.600876] [INFO ] [LOCAL     ] Saved forecast: BIOX	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/BIOX.txt
[2025-12-09T20:17:37.601029] [INFO ] [sig       ] [439/3614] Completed BIOX in 0.3s | 2.86 sym/s | Total: 2.6m | ETA: 18.5m
[2025-12-09T20:17:37.601067] [INFO ] [sig       ] [440/3614] Forecasting BIP...
[2025-12-09T20:17:37.601098] [INFO ] [sig       ] Generating forecast for: BIP
[2025-12-09T20:17:37.601128] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIP' from 'https://tdm.silogroup.org/data/derivative_storage/BIP.csv'.
[2025-12-09T20:17:37.613539] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIP'.
[2025-12-09T20:17:37.613976] [INFO ] [FORECASTER] Starting predict_future for BIP
[2025-12-09T20:17:37.614913] [DEBUG] [LOCAL     ] No optimal features file found for BIP: ./output/feature-sets/BIP.txt
[2025-12-09T20:17:37.614978] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:37.615034] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:37.615067] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:37.615150] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:37.680350] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:37.681237] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:37.681327] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:37.681359] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:37.806838] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:37.807002] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:37.807045] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:37.807073] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:37.810452] [DEBUG] [FORECASTER] BIP: Forecast T+1@11:T+2@11: DOWN (p=18.45%)
[2025-12-09T20:17:37.810751] [INFO ] [FORECASTER] Completed predict_future for BIP
[2025-12-09T20:17:37.810875] [INFO ] [sig       ] BIP: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:17:37.952374] [INFO ] [LOCAL     ] Saved forecast: BIP	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/BIP.txt
[2025-12-09T20:17:37.952527] [INFO ] [sig       ] [440/3614] Completed BIP in 0.4s | 2.86 sym/s | Total: 2.6m | ETA: 18.5m
[2025-12-09T20:17:37.952567] [INFO ] [sig       ] [441/3614] Forecasting BIPH...
[2025-12-09T20:17:37.952619] [INFO ] [sig       ] Generating forecast for: BIPH
[2025-12-09T20:17:37.952651] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIPH' from 'https://tdm.silogroup.org/data/derivative_storage/BIPH.csv'.
[2025-12-09T20:17:37.964564] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIPH'.
[2025-12-09T20:17:37.964890] [INFO ] [FORECASTER] Starting predict_future for BIPH
[2025-12-09T20:17:37.965701] [DEBUG] [LOCAL     ] No optimal features file found for BIPH: ./output/feature-sets/BIPH.txt
[2025-12-09T20:17:37.965753] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:37.965783] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:37.965809] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:37.965864] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:38.022563] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:38.023297] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:38.023381] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:38.023420] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:38.128024] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:38.128175] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:38.128216] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:38.128246] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:38.132055] [DEBUG] [FORECASTER] BIPH: Forecast T+1@11:T+2@11: UP (p=97.53%)
[2025-12-09T20:17:38.132321] [INFO ] [FORECASTER] Completed predict_future for BIPH
[2025-12-09T20:17:38.132648] [INFO ] [sig       ] BIPH: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:17:38.272875] [INFO ] [LOCAL     ] Saved forecast: BIPH	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/BIPH.txt
[2025-12-09T20:17:38.272997] [INFO ] [sig       ] [441/3614] Completed BIPH in 0.3s | 2.86 sym/s | Total: 2.6m | ETA: 18.5m
[2025-12-09T20:17:38.273035] [INFO ] [sig       ] [442/3614] Forecasting BIPI...
[2025-12-09T20:17:38.273065] [INFO ] [sig       ] Generating forecast for: BIPI
[2025-12-09T20:17:38.273094] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIPI' from 'https://tdm.silogroup.org/data/derivative_storage/BIPI.csv'.
[2025-12-09T20:17:38.284225] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIPI'.
[2025-12-09T20:17:38.284750] [INFO ] [FORECASTER] Starting predict_future for BIPI
[2025-12-09T20:17:38.285513] [DEBUG] [LOCAL     ] No optimal features file found for BIPI: ./output/feature-sets/BIPI.txt
[2025-12-09T20:17:38.285597] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:38.285636] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:38.285662] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:38.285718] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:38.345257] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:38.345956] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:38.346031] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:38.346063] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:38.460895] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:38.461052] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:38.461094] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:38.461124] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:38.464641] [DEBUG] [FORECASTER] BIPI: Forecast T+1@11:T+2@11: DOWN (p=21.35%)
[2025-12-09T20:17:38.464936] [INFO ] [FORECASTER] Completed predict_future for BIPI
[2025-12-09T20:17:38.465066] [INFO ] [sig       ] BIPI: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:17:38.609260] [INFO ] [LOCAL     ] Saved forecast: BIPI	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/BIPI.txt
[2025-12-09T20:17:38.609392] [INFO ] [sig       ] [442/3614] Completed BIPI in 0.3s | 2.86 sym/s | Total: 2.6m | ETA: 18.5m
[2025-12-09T20:17:38.609444] [INFO ] [sig       ] [443/3614] Forecasting BIRD...
[2025-12-09T20:17:38.609476] [INFO ] [sig       ] Generating forecast for: BIRD
[2025-12-09T20:17:38.609507] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIRD' from 'https://tdm.silogroup.org/data/derivative_storage/BIRD.csv'.
[2025-12-09T20:17:38.621870] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIRD'.
[2025-12-09T20:17:38.622207] [INFO ] [FORECASTER] Starting predict_future for BIRD
[2025-12-09T20:17:38.623017] [DEBUG] [LOCAL     ] No optimal features file found for BIRD: ./output/feature-sets/BIRD.txt
[2025-12-09T20:17:38.623070] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:38.623102] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:38.623130] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:38.623186] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:38.681837] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:38.682452] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:38.682530] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:38.682563] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:38.800630] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:38.800724] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:38.800759] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:38.800788] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:38.803872] [DEBUG] [FORECASTER] BIRD: Forecast T+1@11:T+2@11: UP (p=56.46%)
[2025-12-09T20:17:38.804129] [INFO ] [FORECASTER] Completed predict_future for BIRD
[2025-12-09T20:17:38.804248] [INFO ] [sig       ] BIRD: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:17:38.943814] [INFO ] [LOCAL     ] Saved forecast: BIRD	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/BIRD.txt
[2025-12-09T20:17:38.943931] [INFO ] [sig       ] [443/3614] Completed BIRD in 0.3s | 2.86 sym/s | Total: 2.6m | ETA: 18.5m
[2025-12-09T20:17:38.943969] [INFO ] [sig       ] [444/3614] Forecasting BIRK...
[2025-12-09T20:17:38.943998] [INFO ] [sig       ] Generating forecast for: BIRK
[2025-12-09T20:17:38.944028] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIRK' from 'https://tdm.silogroup.org/data/derivative_storage/BIRK.csv'.
[2025-12-09T20:17:38.955930] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIRK'.
[2025-12-09T20:17:38.956229] [INFO ] [FORECASTER] Starting predict_future for BIRK
[2025-12-09T20:17:38.957008] [DEBUG] [LOCAL     ] No optimal features file found for BIRK: ./output/feature-sets/BIRK.txt
[2025-12-09T20:17:38.957059] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:38.957091] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:38.957117] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:38.957172] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:39.013657] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:39.014283] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:39.014363] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:39.014394] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:39.140416] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:39.140568] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:39.140629] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:39.140658] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:39.144135] [DEBUG] [FORECASTER] BIRK: Forecast T+1@11:T+2@11: UP (p=90.44%)
[2025-12-09T20:17:39.144411] [INFO ] [FORECASTER] Completed predict_future for BIRK
[2025-12-09T20:17:39.144550] [INFO ] [sig       ] BIRK: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:17:39.285398] [INFO ] [LOCAL     ] Saved forecast: BIRK	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/BIRK.txt
[2025-12-09T20:17:39.285524] [INFO ] [sig       ] [444/3614] Completed BIRK in 0.3s | 2.86 sym/s | Total: 2.6m | ETA: 18.5m
[2025-12-09T20:17:39.285563] [INFO ] [sig       ] [445/3614] Forecasting BITF...
[2025-12-09T20:17:39.285614] [INFO ] [sig       ] Generating forecast for: BITF
[2025-12-09T20:17:39.285646] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BITF' from 'https://tdm.silogroup.org/data/derivative_storage/BITF.csv'.
[2025-12-09T20:17:39.297401] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BITF'.
[2025-12-09T20:17:39.297713] [INFO ] [FORECASTER] Starting predict_future for BITF
[2025-12-09T20:17:39.298500] [DEBUG] [LOCAL     ] No optimal features file found for BITF: ./output/feature-sets/BITF.txt
[2025-12-09T20:17:39.298553] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:39.298605] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:39.298637] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:39.298694] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:39.357448] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:39.358106] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:39.358209] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:39.358245] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:39.480643] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:39.480765] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:39.480803] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:39.480832] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:39.484098] [DEBUG] [FORECASTER] BITF: Forecast T+1@11:T+2@11: DOWN (p=44.83%)
[2025-12-09T20:17:39.484370] [INFO ] [FORECASTER] Completed predict_future for BITF
[2025-12-09T20:17:39.484507] [INFO ] [sig       ] BITF: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:17:39.624029] [INFO ] [LOCAL     ] Saved forecast: BITF	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/BITF.txt
[2025-12-09T20:17:39.624144] [INFO ] [sig       ] [445/3614] Completed BITF in 0.3s | 2.86 sym/s | Total: 2.6m | ETA: 18.4m
[2025-12-09T20:17:39.624182] [INFO ] [sig       ] [446/3614] Forecasting BIVI...
[2025-12-09T20:17:39.624211] [INFO ] [sig       ] Generating forecast for: BIVI
[2025-12-09T20:17:39.624240] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIVI' from 'https://tdm.silogroup.org/data/derivative_storage/BIVI.csv'.
[2025-12-09T20:17:39.636134] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIVI'.
[2025-12-09T20:17:39.636392] [INFO ] [FORECASTER] Starting predict_future for BIVI
[2025-12-09T20:17:39.637154] [DEBUG] [LOCAL     ] No optimal features file found for BIVI: ./output/feature-sets/BIVI.txt
[2025-12-09T20:17:39.637205] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:39.637236] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:39.637262] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:39.637318] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:39.694198] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:39.694787] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:39.694861] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:39.694892] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:39.832400] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:39.832754] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:39.832797] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:39.832825] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:39.836413] [DEBUG] [FORECASTER] BIVI: Forecast T+1@11:T+2@11: DOWN (p=39.49%)
[2025-12-09T20:17:39.836711] [INFO ] [FORECASTER] Completed predict_future for BIVI
[2025-12-09T20:17:39.836833] [INFO ] [sig       ] BIVI: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:17:39.985059] [INFO ] [LOCAL     ] Saved forecast: BIVI	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/BIVI.txt
[2025-12-09T20:17:39.985203] [INFO ] [sig       ] [446/3614] Completed BIVI in 0.4s | 2.86 sym/s | Total: 2.6m | ETA: 18.4m
[2025-12-09T20:17:39.985242] [INFO ] [sig       ] [447/3614] Forecasting BJ...
[2025-12-09T20:17:39.985271] [INFO ] [sig       ] Generating forecast for: BJ
[2025-12-09T20:17:39.985302] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BJ' from 'https://tdm.silogroup.org/data/derivative_storage/BJ.csv'.
[2025-12-09T20:17:39.999466] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BJ'.
[2025-12-09T20:17:39.999930] [INFO ] [FORECASTER] Starting predict_future for BJ
[2025-12-09T20:17:40.000789] [DEBUG] [LOCAL     ] No optimal features file found for BJ: ./output/feature-sets/BJ.txt
[2025-12-09T20:17:40.000845] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:40.000879] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:40.000908] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:40.000965] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:40.061164] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:40.062037] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:40.062121] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:40.062156] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:40.189157] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:40.189306] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:40.189350] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:40.189380] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:40.193085] [DEBUG] [FORECASTER] BJ: Forecast T+1@11:T+2@11: UP (p=80.70%)
[2025-12-09T20:17:40.193402] [INFO ] [FORECASTER] Completed predict_future for BJ
[2025-12-09T20:17:40.193530] [INFO ] [sig       ] BJ: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:17:40.333901] [INFO ] [LOCAL     ] Saved forecast: BJ	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/BJ.txt
[2025-12-09T20:17:40.334031] [INFO ] [sig       ] [447/3614] Completed BJ in 0.3s | 2.86 sym/s | Total: 2.6m | ETA: 18.4m
[2025-12-09T20:17:40.334070] [INFO ] [sig       ] [448/3614] Forecasting BJDX...
[2025-12-09T20:17:40.334098] [INFO ] [sig       ] Generating forecast for: BJDX
[2025-12-09T20:17:40.334129] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BJDX' from 'https://tdm.silogroup.org/data/derivative_storage/BJDX.csv'.
[2025-12-09T20:17:40.345968] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BJDX'.
[2025-12-09T20:17:40.346382] [INFO ] [FORECASTER] Starting predict_future for BJDX
[2025-12-09T20:17:40.347195] [DEBUG] [LOCAL     ] No optimal features file found for BJDX: ./output/feature-sets/BJDX.txt
[2025-12-09T20:17:40.347248] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:40.347281] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:40.347308] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:40.347365] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:40.406380] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:40.407282] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:40.407372] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:40.407406] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:40.531392] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:40.531561] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:40.531624] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:40.531656] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:40.535384] [DEBUG] [FORECASTER] BJDX: Forecast T+1@11:T+2@11: UP (p=61.62%)
[2025-12-09T20:17:40.535931] [INFO ] [FORECASTER] Completed predict_future for BJDX
[2025-12-09T20:17:40.536069] [INFO ] [sig       ] BJDX: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:17:40.679630] [INFO ] [LOCAL     ] Saved forecast: BJDX	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/BJDX.txt
[2025-12-09T20:17:40.679784] [INFO ] [sig       ] [448/3614] Completed BJDX in 0.3s | 2.86 sym/s | Total: 2.6m | ETA: 18.4m
[2025-12-09T20:17:40.679824] [INFO ] [sig       ] [449/3614] Forecasting BJRI...
[2025-12-09T20:17:40.679853] [INFO ] [sig       ] Generating forecast for: BJRI
[2025-12-09T20:17:40.679883] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BJRI' from 'https://tdm.silogroup.org/data/derivative_storage/BJRI.csv'.
[2025-12-09T20:17:40.691450] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BJRI'.
[2025-12-09T20:17:40.691766] [INFO ] [FORECASTER] Starting predict_future for BJRI
[2025-12-09T20:17:40.692559] [DEBUG] [LOCAL     ] No optimal features file found for BJRI: ./output/feature-sets/BJRI.txt
[2025-12-09T20:17:40.692635] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:40.692670] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:40.692698] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:40.692755] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:40.753175] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:40.754201] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:40.754294] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:40.754346] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:40.880753] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:40.880919] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:40.880963] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:40.880993] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:40.884511] [DEBUG] [FORECASTER] BJRI: Forecast T+1@11:T+2@11: DOWN (p=38.36%)
[2025-12-09T20:17:40.884803] [INFO ] [FORECASTER] Completed predict_future for BJRI
[2025-12-09T20:17:40.884928] [INFO ] [sig       ] BJRI: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:17:41.035677] [INFO ] [LOCAL     ] Saved forecast: BJRI	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/BJRI.txt
[2025-12-09T20:17:41.035831] [INFO ] [sig       ] [449/3614] Completed BJRI in 0.4s | 2.86 sym/s | Total: 2.6m | ETA: 18.4m
[2025-12-09T20:17:41.035871] [INFO ] [sig       ] [450/3614] Forecasting BK...
[2025-12-09T20:17:41.035900] [INFO ] [sig       ] Generating forecast for: BK
[2025-12-09T20:17:41.035930] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BK' from 'https://tdm.silogroup.org/data/derivative_storage/BK.csv'.
[2025-12-09T20:17:41.047422] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BK'.
[2025-12-09T20:17:41.047723] [INFO ] [FORECASTER] Starting predict_future for BK
[2025-12-09T20:17:41.048479] [DEBUG] [LOCAL     ] No optimal features file found for BK: ./output/feature-sets/BK.txt
[2025-12-09T20:17:41.048530] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:41.048561] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:41.048608] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:41.048664] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:41.103941] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:41.104563] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:41.104657] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:41.104689] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:41.223036] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:41.223170] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:41.223207] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:41.223234] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:41.226507] [DEBUG] [FORECASTER] BK: Forecast T+1@11:T+2@11: DOWN (p=18.44%)
[2025-12-09T20:17:41.226792] [INFO ] [FORECASTER] Completed predict_future for BK
[2025-12-09T20:17:41.226916] [INFO ] [sig       ] BK: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:17:41.365112] [INFO ] [LOCAL     ] Saved forecast: BK	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/BK.txt
[2025-12-09T20:17:41.365227] [INFO ] [sig       ] [450/3614] Completed BK in 0.3s | 2.86 sym/s | Total: 2.6m | ETA: 18.4m
[2025-12-09T20:17:41.365264] [INFO ] [sig       ] [451/3614] Forecasting BKCH...
[2025-12-09T20:17:41.365292] [INFO ] [sig       ] Generating forecast for: BKCH
[2025-12-09T20:17:41.365320] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKCH' from 'https://tdm.silogroup.org/data/derivative_storage/BKCH.csv'.
[2025-12-09T20:17:41.378018] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKCH'.
[2025-12-09T20:17:41.378439] [INFO ] [FORECASTER] Starting predict_future for BKCH
[2025-12-09T20:17:41.379291] [DEBUG] [LOCAL     ] No optimal features file found for BKCH: ./output/feature-sets/BKCH.txt
[2025-12-09T20:17:41.379345] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:41.379379] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:41.379406] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:41.379463] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:41.440063] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:41.440987] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:41.441074] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:41.441108] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:41.559957] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:41.560118] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:41.560161] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:41.560191] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:41.563879] [DEBUG] [FORECASTER] BKCH: Forecast T+1@11:T+2@11: DOWN (p=0.60%)
[2025-12-09T20:17:41.564240] [INFO ] [FORECASTER] Completed predict_future for BKCH
[2025-12-09T20:17:41.564388] [INFO ] [sig       ] BKCH: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:17:41.711841] [INFO ] [LOCAL     ] Saved forecast: BKCH	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/BKCH.txt
[2025-12-09T20:17:41.712002] [INFO ] [sig       ] [451/3614] Completed BKCH in 0.3s | 2.86 sym/s | Total: 2.6m | ETA: 18.4m
[2025-12-09T20:17:41.712044] [INFO ] [sig       ] [452/3614] Forecasting BKD...
[2025-12-09T20:17:41.712076] [INFO ] [sig       ] Generating forecast for: BKD
[2025-12-09T20:17:41.712109] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKD' from 'https://tdm.silogroup.org/data/derivative_storage/BKD.csv'.
[2025-12-09T20:17:41.724966] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKD'.
[2025-12-09T20:17:41.725341] [INFO ] [FORECASTER] Starting predict_future for BKD
[2025-12-09T20:17:41.726159] [DEBUG] [LOCAL     ] No optimal features file found for BKD: ./output/feature-sets/BKD.txt
[2025-12-09T20:17:41.726214] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:41.726278] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:41.726309] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:41.726373] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:41.788819] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:41.789719] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:41.789804] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:41.789839] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:41.929283] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:41.929445] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:41.929490] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:41.929520] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:41.933056] [DEBUG] [FORECASTER] BKD: Forecast T+1@11:T+2@11: DOWN (p=23.50%)
[2025-12-09T20:17:41.933349] [INFO ] [FORECASTER] Completed predict_future for BKD
[2025-12-09T20:17:41.933484] [INFO ] [sig       ] BKD: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:17:42.075972] [INFO ] [LOCAL     ] Saved forecast: BKD	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/BKD.txt
[2025-12-09T20:17:42.076112] [INFO ] [sig       ] [452/3614] Completed BKD in 0.4s | 2.86 sym/s | Total: 2.6m | ETA: 18.4m
[2025-12-09T20:17:42.076150] [INFO ] [sig       ] [453/3614] Forecasting BKE...
[2025-12-09T20:17:42.076180] [INFO ] [sig       ] Generating forecast for: BKE
[2025-12-09T20:17:42.076210] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKE' from 'https://tdm.silogroup.org/data/derivative_storage/BKE.csv'.
[2025-12-09T20:17:42.089118] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKE'.
[2025-12-09T20:17:42.089516] [INFO ] [FORECASTER] Starting predict_future for BKE
[2025-12-09T20:17:42.090510] [DEBUG] [LOCAL     ] No optimal features file found for BKE: ./output/feature-sets/BKE.txt
[2025-12-09T20:17:42.090769] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:42.090813] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:42.090840] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:42.090895] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:42.148479] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:42.149790] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:42.149883] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:42.149914] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:42.275988] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:42.276143] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:42.276185] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:42.276213] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:42.280403] [DEBUG] [FORECASTER] BKE: Forecast T+1@11:T+2@11: DOWN (p=3.63%)
[2025-12-09T20:17:42.280764] [INFO ] [FORECASTER] Completed predict_future for BKE
[2025-12-09T20:17:42.280899] [INFO ] [sig       ] BKE: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:17:42.433091] [INFO ] [LOCAL     ] Saved forecast: BKE	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/BKE.txt
[2025-12-09T20:17:42.433251] [INFO ] [sig       ] [453/3614] Completed BKE in 0.4s | 2.86 sym/s | Total: 2.6m | ETA: 18.4m
[2025-12-09T20:17:42.433291] [INFO ] [sig       ] [454/3614] Forecasting BKH...
[2025-12-09T20:17:42.433320] [INFO ] [sig       ] Generating forecast for: BKH
[2025-12-09T20:17:42.433350] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKH' from 'https://tdm.silogroup.org/data/derivative_storage/BKH.csv'.
[2025-12-09T20:17:42.446035] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKH'.
[2025-12-09T20:17:42.446434] [INFO ] [FORECASTER] Starting predict_future for BKH
[2025-12-09T20:17:42.447239] [DEBUG] [LOCAL     ] No optimal features file found for BKH: ./output/feature-sets/BKH.txt
[2025-12-09T20:17:42.447290] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:42.447325] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:42.447357] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:42.447425] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:42.507310] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:42.508435] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:42.508545] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:42.508599] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:42.632718] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:42.632875] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:42.632917] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:42.632945] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:42.636337] [DEBUG] [FORECASTER] BKH: Forecast T+1@11:T+2@11: UP (p=95.17%)
[2025-12-09T20:17:42.636670] [INFO ] [FORECASTER] Completed predict_future for BKH
[2025-12-09T20:17:42.636803] [INFO ] [sig       ] BKH: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:17:42.790020] [INFO ] [LOCAL     ] Saved forecast: BKH	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/BKH.txt
[2025-12-09T20:17:42.790178] [INFO ] [sig       ] [454/3614] Completed BKH in 0.4s | 2.86 sym/s | Total: 2.6m | ETA: 18.4m
[2025-12-09T20:17:42.790217] [INFO ] [sig       ] [455/3614] Forecasting BKN...
[2025-12-09T20:17:42.790247] [INFO ] [sig       ] Generating forecast for: BKN
[2025-12-09T20:17:42.790278] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKN' from 'https://tdm.silogroup.org/data/derivative_storage/BKN.csv'.
[2025-12-09T20:17:42.802224] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKN'.
[2025-12-09T20:17:42.802665] [INFO ] [FORECASTER] Starting predict_future for BKN
[2025-12-09T20:17:42.803529] [DEBUG] [LOCAL     ] No optimal features file found for BKN: ./output/feature-sets/BKN.txt
[2025-12-09T20:17:42.803627] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:42.803661] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:42.803880] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:42.803936] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:42.863778] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:42.864652] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:42.864734] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:42.864766] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:42.987284] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:42.987440] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:42.987707] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:42.987737] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:42.991944] [DEBUG] [FORECASTER] BKN: Forecast T+1@11:T+2@11: DOWN (p=8.74%)
[2025-12-09T20:17:42.992248] [INFO ] [FORECASTER] Completed predict_future for BKN
[2025-12-09T20:17:42.992382] [INFO ] [sig       ] BKN: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:17:43.144116] [INFO ] [LOCAL     ] Saved forecast: BKN	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/BKN.txt
[2025-12-09T20:17:43.144272] [INFO ] [sig       ] [455/3614] Completed BKN in 0.4s | 2.86 sym/s | Total: 2.6m | ETA: 18.4m
[2025-12-09T20:17:43.144312] [INFO ] [sig       ] [456/3614] Forecasting BKNG...
[2025-12-09T20:17:43.144343] [INFO ] [sig       ] Generating forecast for: BKNG
[2025-12-09T20:17:43.144372] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKNG' from 'https://tdm.silogroup.org/data/derivative_storage/BKNG.csv'.
[2025-12-09T20:17:43.157367] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKNG'.
[2025-12-09T20:17:43.157805] [INFO ] [FORECASTER] Starting predict_future for BKNG
[2025-12-09T20:17:43.158613] [DEBUG] [LOCAL     ] No optimal features file found for BKNG: ./output/feature-sets/BKNG.txt
[2025-12-09T20:17:43.158667] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:43.158699] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:43.158725] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:43.158781] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:43.216487] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:43.217366] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:43.217454] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:43.217512] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:43.339052] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:43.339202] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:43.339242] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:43.339270] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:43.342597] [DEBUG] [FORECASTER] BKNG: Forecast T+1@11:T+2@11: DOWN (p=8.01%)
[2025-12-09T20:17:43.342866] [INFO ] [FORECASTER] Completed predict_future for BKNG
[2025-12-09T20:17:43.342989] [INFO ] [sig       ] BKNG: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:17:43.488260] [INFO ] [LOCAL     ] Saved forecast: BKNG	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/BKNG.txt
[2025-12-09T20:17:43.488423] [INFO ] [sig       ] [456/3614] Completed BKNG in 0.3s | 2.86 sym/s | Total: 2.7m | ETA: 18.4m
[2025-12-09T20:17:43.488464] [INFO ] [sig       ] [457/3614] Forecasting BKSY...
[2025-12-09T20:17:43.488502] [INFO ] [sig       ] Generating forecast for: BKSY
[2025-12-09T20:17:43.488534] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKSY' from 'https://tdm.silogroup.org/data/derivative_storage/BKSY.csv'.
[2025-12-09T20:17:43.500965] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKSY'.
[2025-12-09T20:17:43.501321] [INFO ] [FORECASTER] Starting predict_future for BKSY
[2025-12-09T20:17:43.502100] [DEBUG] [LOCAL     ] No optimal features file found for BKSY: ./output/feature-sets/BKSY.txt
[2025-12-09T20:17:43.502153] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:43.502184] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:43.502210] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:43.502266] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:43.560212] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:43.561068] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:43.561148] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:43.561180] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:43.686871] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:43.687024] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:43.687065] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:43.687092] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:43.690641] [DEBUG] [FORECASTER] BKSY: Forecast T+1@11:T+2@11: DOWN (p=13.12%)
[2025-12-09T20:17:43.690924] [INFO ] [FORECASTER] Completed predict_future for BKSY
[2025-12-09T20:17:43.691053] [INFO ] [sig       ] BKSY: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:17:43.835357] [INFO ] [LOCAL     ] Saved forecast: BKSY	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/BKSY.txt
[2025-12-09T20:17:43.835519] [INFO ] [sig       ] [457/3614] Completed BKSY in 0.3s | 2.86 sym/s | Total: 2.7m | ETA: 18.4m
[2025-12-09T20:17:43.835559] [INFO ] [sig       ] [458/3614] Forecasting BL...
[2025-12-09T20:17:43.835611] [INFO ] [sig       ] Generating forecast for: BL
[2025-12-09T20:17:43.835643] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BL' from 'https://tdm.silogroup.org/data/derivative_storage/BL.csv'.
[2025-12-09T20:17:43.846851] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BL'.
[2025-12-09T20:17:43.847243] [INFO ] [FORECASTER] Starting predict_future for BL
[2025-12-09T20:17:43.848162] [DEBUG] [LOCAL     ] No optimal features file found for BL: ./output/feature-sets/BL.txt
[2025-12-09T20:17:43.848216] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:43.848248] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:43.848275] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:43.848335] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:43.906350] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:43.907252] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:43.907336] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:43.907369] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:44.034335] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:44.034495] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:44.034543] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:44.034594] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:44.037912] [DEBUG] [FORECASTER] BL: Forecast T+1@11:T+2@11: UP (p=56.79%)
[2025-12-09T20:17:44.038173] [INFO ] [FORECASTER] Completed predict_future for BL
[2025-12-09T20:17:44.038294] [INFO ] [sig       ] BL: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:17:44.182797] [INFO ] [LOCAL     ] Saved forecast: BL	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/BL.txt
[2025-12-09T20:17:44.182927] [INFO ] [sig       ] [458/3614] Completed BL in 0.3s | 2.86 sym/s | Total: 2.7m | ETA: 18.4m
[2025-12-09T20:17:44.182965] [INFO ] [sig       ] [459/3614] Forecasting BLBD...
[2025-12-09T20:17:44.182995] [INFO ] [sig       ] Generating forecast for: BLBD
[2025-12-09T20:17:44.183025] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLBD' from 'https://tdm.silogroup.org/data/derivative_storage/BLBD.csv'.
[2025-12-09T20:17:44.194569] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLBD'.
[2025-12-09T20:17:44.195101] [INFO ] [FORECASTER] Starting predict_future for BLBD
[2025-12-09T20:17:44.196088] [DEBUG] [LOCAL     ] No optimal features file found for BLBD: ./output/feature-sets/BLBD.txt
[2025-12-09T20:17:44.196142] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:44.196175] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:44.196202] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:44.196260] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:44.256191] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:44.256971] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:44.257049] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:44.257081] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:44.382078] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:44.382232] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:44.382273] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:44.382301] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:44.386069] [DEBUG] [FORECASTER] BLBD: Forecast T+1@11:T+2@11: UP (p=64.37%)
[2025-12-09T20:17:44.386365] [INFO ] [FORECASTER] Completed predict_future for BLBD
[2025-12-09T20:17:44.386498] [INFO ] [sig       ] BLBD: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:17:44.532991] [INFO ] [LOCAL     ] Saved forecast: BLBD	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/BLBD.txt
[2025-12-09T20:17:44.533122] [INFO ] [sig       ] [459/3614] Completed BLBD in 0.4s | 2.86 sym/s | Total: 2.7m | ETA: 18.4m
[2025-12-09T20:17:44.533161] [INFO ] [sig       ] [460/3614] Forecasting BLCN...
[2025-12-09T20:17:44.533191] [INFO ] [sig       ] Generating forecast for: BLCN
[2025-12-09T20:17:44.533221] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLCN' from 'https://tdm.silogroup.org/data/derivative_storage/BLCN.csv'.
[2025-12-09T20:17:44.546725] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLCN'.
[2025-12-09T20:17:44.547087] [INFO ] [FORECASTER] Starting predict_future for BLCN
[2025-12-09T20:17:44.548050] [DEBUG] [LOCAL     ] No optimal features file found for BLCN: ./output/feature-sets/BLCN.txt
[2025-12-09T20:17:44.548112] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:44.548151] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:44.548184] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:44.548262] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:44.611881] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:44.612543] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:44.612638] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:44.612673] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:44.719294] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:44.719432] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:44.719471] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:44.719515] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:44.723227] [DEBUG] [FORECASTER] BLCN: Forecast T+1@11:T+2@11: UP (p=57.39%)
[2025-12-09T20:17:44.723519] [INFO ] [FORECASTER] Completed predict_future for BLCN
[2025-12-09T20:17:44.723664] [INFO ] [sig       ] BLCN: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:17:44.864115] [INFO ] [LOCAL     ] Saved forecast: BLCN	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/BLCN.txt
[2025-12-09T20:17:44.864235] [INFO ] [sig       ] [460/3614] Completed BLCN in 0.3s | 2.86 sym/s | Total: 2.7m | ETA: 18.4m
[2025-12-09T20:17:44.864273] [INFO ] [sig       ] [461/3614] Forecasting BLCO...
[2025-12-09T20:17:44.864301] [INFO ] [sig       ] Generating forecast for: BLCO
[2025-12-09T20:17:44.864331] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLCO' from 'https://tdm.silogroup.org/data/derivative_storage/BLCO.csv'.
[2025-12-09T20:17:44.875710] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLCO'.
[2025-12-09T20:17:44.876011] [INFO ] [FORECASTER] Starting predict_future for BLCO
[2025-12-09T20:17:44.876883] [DEBUG] [LOCAL     ] No optimal features file found for BLCO: ./output/feature-sets/BLCO.txt
[2025-12-09T20:17:44.876936] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:44.876969] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:44.876996] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:44.877053] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:44.933198] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:44.933861] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:44.933939] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:44.933971] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:45.056992] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:45.057148] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:45.057187] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:45.057215] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:45.060598] [DEBUG] [FORECASTER] BLCO: Forecast T+1@11:T+2@11: DOWN (p=24.60%)
[2025-12-09T20:17:45.060870] [INFO ] [FORECASTER] Completed predict_future for BLCO
[2025-12-09T20:17:45.060994] [INFO ] [sig       ] BLCO: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:17:45.199508] [INFO ] [LOCAL     ] Saved forecast: BLCO	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/BLCO.txt
[2025-12-09T20:17:45.199647] [INFO ] [sig       ] [461/3614] Completed BLCO in 0.3s | 2.86 sym/s | Total: 2.7m | ETA: 18.4m
[2025-12-09T20:17:45.199687] [INFO ] [sig       ] [462/3614] Forecasting BLD...
[2025-12-09T20:17:45.199716] [INFO ] [sig       ] Generating forecast for: BLD
[2025-12-09T20:17:45.199745] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLD' from 'https://tdm.silogroup.org/data/derivative_storage/BLD.csv'.
[2025-12-09T20:17:45.210699] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLD'.
[2025-12-09T20:17:45.210980] [INFO ] [FORECASTER] Starting predict_future for BLD
[2025-12-09T20:17:45.211745] [DEBUG] [LOCAL     ] No optimal features file found for BLD: ./output/feature-sets/BLD.txt
[2025-12-09T20:17:45.211796] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:45.211827] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:45.211854] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:45.211908] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:45.267880] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:45.268489] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:45.268604] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:45.268652] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:45.383769] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:45.383926] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:45.383968] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:45.383996] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:45.387347] [DEBUG] [FORECASTER] BLD: Forecast T+1@11:T+2@11: DOWN (p=1.53%)
[2025-12-09T20:17:45.387666] [INFO ] [FORECASTER] Completed predict_future for BLD
[2025-12-09T20:17:45.387791] [INFO ] [sig       ] BLD: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:17:45.530802] [INFO ] [LOCAL     ] Saved forecast: BLD	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/BLD.txt
[2025-12-09T20:17:45.530960] [INFO ] [sig       ] [462/3614] Completed BLD in 0.3s | 2.86 sym/s | Total: 2.7m | ETA: 18.3m
[2025-12-09T20:17:45.530999] [INFO ] [sig       ] [463/3614] Forecasting BLDP...
[2025-12-09T20:17:45.531030] [INFO ] [sig       ] Generating forecast for: BLDP
[2025-12-09T20:17:45.531060] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLDP' from 'https://tdm.silogroup.org/data/derivative_storage/BLDP.csv'.
[2025-12-09T20:17:45.543764] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLDP'.
[2025-12-09T20:17:45.544130] [INFO ] [FORECASTER] Starting predict_future for BLDP
[2025-12-09T20:17:45.544931] [DEBUG] [LOCAL     ] No optimal features file found for BLDP: ./output/feature-sets/BLDP.txt
[2025-12-09T20:17:45.544985] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:45.545017] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:45.545045] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:45.545107] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:45.601763] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:45.602561] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:45.602657] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:45.602690] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:45.723223] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:45.723365] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:45.723405] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:45.723436] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:45.726725] [DEBUG] [FORECASTER] BLDP: Forecast T+1@11:T+2@11: DOWN (p=7.97%)
[2025-12-09T20:17:45.726993] [INFO ] [FORECASTER] Completed predict_future for BLDP
[2025-12-09T20:17:45.727111] [INFO ] [sig       ] BLDP: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:17:45.865541] [INFO ] [LOCAL     ] Saved forecast: BLDP	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/BLDP.txt
[2025-12-09T20:17:45.865679] [INFO ] [sig       ] [463/3614] Completed BLDP in 0.3s | 2.86 sym/s | Total: 2.7m | ETA: 18.3m
[2025-12-09T20:17:45.865717] [INFO ] [sig       ] [464/3614] Forecasting BLE...
[2025-12-09T20:17:45.865746] [INFO ] [sig       ] Generating forecast for: BLE
[2025-12-09T20:17:45.865776] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLE' from 'https://tdm.silogroup.org/data/derivative_storage/BLE.csv'.
[2025-12-09T20:17:45.877500] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLE'.
[2025-12-09T20:17:45.877815] [INFO ] [FORECASTER] Starting predict_future for BLE
[2025-12-09T20:17:45.878593] [DEBUG] [LOCAL     ] No optimal features file found for BLE: ./output/feature-sets/BLE.txt
[2025-12-09T20:17:45.878645] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:45.878676] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:45.878713] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:45.878770] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:45.934955] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:45.935552] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:45.935643] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:45.935676] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:46.053241] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:46.053395] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:46.053436] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:46.053464] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:46.056811] [DEBUG] [FORECASTER] BLE: Forecast T+1@11:T+2@11: DOWN (p=21.79%)
[2025-12-09T20:17:46.057077] [INFO ] [FORECASTER] Completed predict_future for BLE
[2025-12-09T20:17:46.057196] [INFO ] [sig       ] BLE: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:17:46.196614] [INFO ] [LOCAL     ] Saved forecast: BLE	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/BLE.txt
[2025-12-09T20:17:46.196753] [INFO ] [sig       ] [464/3614] Completed BLE in 0.3s | 2.86 sym/s | Total: 2.7m | ETA: 18.3m
[2025-12-09T20:17:46.196791] [INFO ] [sig       ] [465/3614] Forecasting BLFS...
[2025-12-09T20:17:46.196820] [INFO ] [sig       ] Generating forecast for: BLFS
[2025-12-09T20:17:46.196850] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLFS' from 'https://tdm.silogroup.org/data/derivative_storage/BLFS.csv'.
[2025-12-09T20:17:46.211435] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLFS'.
[2025-12-09T20:17:46.212175] [INFO ] [FORECASTER] Starting predict_future for BLFS
[2025-12-09T20:17:46.213302] [DEBUG] [LOCAL     ] No optimal features file found for BLFS: ./output/feature-sets/BLFS.txt
[2025-12-09T20:17:46.213365] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:46.213404] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:46.213432] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:46.213503] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:46.281103] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:46.282632] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:46.282748] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:46.282791] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:46.410336] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:46.410546] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:46.410622] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:46.410672] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:46.414864] [DEBUG] [FORECASTER] BLFS: Forecast T+1@11:T+2@11: DOWN (p=22.24%)
[2025-12-09T20:17:46.415177] [INFO ] [FORECASTER] Completed predict_future for BLFS
[2025-12-09T20:17:46.415335] [INFO ] [sig       ] BLFS: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:17:46.558182] [INFO ] [LOCAL     ] Saved forecast: BLFS	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/BLFS.txt
[2025-12-09T20:17:46.558357] [INFO ] [sig       ] [465/3614] Completed BLFS in 0.4s | 2.86 sym/s | Total: 2.7m | ETA: 18.3m
[2025-12-09T20:17:46.558399] [INFO ] [sig       ] [466/3614] Forecasting BLFY...
[2025-12-09T20:17:46.558427] [INFO ] [sig       ] Generating forecast for: BLFY
[2025-12-09T20:17:46.558457] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLFY' from 'https://tdm.silogroup.org/data/derivative_storage/BLFY.csv'.
[2025-12-09T20:17:46.569195] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLFY'.
[2025-12-09T20:17:46.569519] [INFO ] [FORECASTER] Starting predict_future for BLFY
[2025-12-09T20:17:46.570359] [DEBUG] [LOCAL     ] No optimal features file found for BLFY: ./output/feature-sets/BLFY.txt
[2025-12-09T20:17:46.570412] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:46.570445] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:46.570472] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:46.570529] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:46.628317] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:46.629024] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:46.629107] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:46.629146] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:46.751660] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:46.751823] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:46.751866] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:46.751895] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:46.755316] [DEBUG] [FORECASTER] BLFY: Forecast T+1@11:T+2@11: UP (p=95.71%)
[2025-12-09T20:17:46.755608] [INFO ] [FORECASTER] Completed predict_future for BLFY
[2025-12-09T20:17:46.755750] [INFO ] [sig       ] BLFY: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:17:46.898787] [INFO ] [LOCAL     ] Saved forecast: BLFY	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/BLFY.txt
[2025-12-09T20:17:46.898916] [INFO ] [sig       ] [466/3614] Completed BLFY in 0.3s | 2.86 sym/s | Total: 2.7m | ETA: 18.3m
[2025-12-09T20:17:46.898953] [INFO ] [sig       ] [467/3614] Forecasting BLK...
[2025-12-09T20:17:46.898982] [INFO ] [sig       ] Generating forecast for: BLK
[2025-12-09T20:17:46.899012] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLK' from 'https://tdm.silogroup.org/data/derivative_storage/BLK.csv'.
[2025-12-09T20:17:46.910886] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLK'.
[2025-12-09T20:17:46.911183] [INFO ] [FORECASTER] Starting predict_future for BLK
[2025-12-09T20:17:46.911990] [DEBUG] [LOCAL     ] No optimal features file found for BLK: ./output/feature-sets/BLK.txt
[2025-12-09T20:17:46.912044] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:46.912076] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:46.912103] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:46.912162] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:46.975669] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:46.976808] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:46.976915] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:46.976969] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:47.109000] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:47.109155] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:47.109195] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:47.109223] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:47.112623] [DEBUG] [FORECASTER] BLK: Forecast T+1@11:T+2@11: DOWN (p=0.65%)
[2025-12-09T20:17:47.112895] [INFO ] [FORECASTER] Completed predict_future for BLK
[2025-12-09T20:17:47.113017] [INFO ] [sig       ] BLK: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:17:47.253244] [INFO ] [LOCAL     ] Saved forecast: BLK	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/BLK.txt
[2025-12-09T20:17:47.253368] [INFO ] [sig       ] [467/3614] Completed BLK in 0.4s | 2.86 sym/s | Total: 2.7m | ETA: 18.3m
[2025-12-09T20:17:47.253407] [INFO ] [sig       ] [468/3614] Forecasting BLKB...
[2025-12-09T20:17:47.253436] [INFO ] [sig       ] Generating forecast for: BLKB
[2025-12-09T20:17:47.253472] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLKB' from 'https://tdm.silogroup.org/data/derivative_storage/BLKB.csv'.
[2025-12-09T20:17:47.264913] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLKB'.
[2025-12-09T20:17:47.265193] [INFO ] [FORECASTER] Starting predict_future for BLKB
[2025-12-09T20:17:47.266009] [DEBUG] [LOCAL     ] No optimal features file found for BLKB: ./output/feature-sets/BLKB.txt
[2025-12-09T20:17:47.266060] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:47.266092] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:47.266118] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:47.266174] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:47.323278] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:47.324114] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:47.324194] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:47.324226] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:47.441706] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:47.441864] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:47.441905] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:47.441935] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:47.445315] [DEBUG] [FORECASTER] BLKB: Forecast T+1@11:T+2@11: UP (p=50.77%)
[2025-12-09T20:17:47.445610] [INFO ] [FORECASTER] Completed predict_future for BLKB
[2025-12-09T20:17:47.445736] [INFO ] [sig       ] BLKB: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:17:47.588469] [INFO ] [LOCAL     ] Saved forecast: BLKB	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/BLKB.txt
[2025-12-09T20:17:47.588615] [INFO ] [sig       ] [468/3614] Completed BLKB in 0.3s | 2.86 sym/s | Total: 2.7m | ETA: 18.3m
[2025-12-09T20:17:47.588654] [INFO ] [sig       ] [469/3614] Forecasting BLMN...
[2025-12-09T20:17:47.588684] [INFO ] [sig       ] Generating forecast for: BLMN
[2025-12-09T20:17:47.588712] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLMN' from 'https://tdm.silogroup.org/data/derivative_storage/BLMN.csv'.
[2025-12-09T20:17:47.600352] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLMN'.
[2025-12-09T20:17:47.600673] [INFO ] [FORECASTER] Starting predict_future for BLMN
[2025-12-09T20:17:47.601470] [DEBUG] [LOCAL     ] No optimal features file found for BLMN: ./output/feature-sets/BLMN.txt
[2025-12-09T20:17:47.601528] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:47.601624] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:47.601657] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:47.601715] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:47.658505] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:47.659210] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:47.659288] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:47.659322] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:47.778230] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:47.778384] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:47.778426] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:47.778455] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:47.781895] [DEBUG] [FORECASTER] BLMN: Forecast T+1@11:T+2@11: UP (p=74.25%)
[2025-12-09T20:17:47.782202] [INFO ] [FORECASTER] Completed predict_future for BLMN
[2025-12-09T20:17:47.782356] [INFO ] [sig       ] BLMN: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:17:47.927817] [INFO ] [LOCAL     ] Saved forecast: BLMN	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/BLMN.txt
[2025-12-09T20:17:47.927959] [INFO ] [sig       ] [469/3614] Completed BLMN in 0.3s | 2.86 sym/s | Total: 2.7m | ETA: 18.3m
[2025-12-09T20:17:47.927999] [INFO ] [sig       ] [470/3614] Forecasting BLND...
[2025-12-09T20:17:47.928029] [INFO ] [sig       ] Generating forecast for: BLND
[2025-12-09T20:17:47.928058] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLND' from 'https://tdm.silogroup.org/data/derivative_storage/BLND.csv'.
[2025-12-09T20:17:47.940093] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLND'.
[2025-12-09T20:17:47.940440] [INFO ] [FORECASTER] Starting predict_future for BLND
[2025-12-09T20:17:47.941233] [DEBUG] [LOCAL     ] No optimal features file found for BLND: ./output/feature-sets/BLND.txt
[2025-12-09T20:17:47.941285] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:47.941317] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:47.941342] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:47.941397] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:47.997480] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:47.998087] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:47.998163] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:47.998194] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:48.118028] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:48.118191] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:48.118231] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:48.118258] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:48.121560] [DEBUG] [FORECASTER] BLND: Forecast T+1@11:T+2@11: UP (p=78.25%)
[2025-12-09T20:17:48.121843] [INFO ] [FORECASTER] Completed predict_future for BLND
[2025-12-09T20:17:48.121962] [INFO ] [sig       ] BLND: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:17:48.265127] [INFO ] [LOCAL     ] Saved forecast: BLND	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/BLND.txt
[2025-12-09T20:17:48.265254] [INFO ] [sig       ] [470/3614] Completed BLND in 0.3s | 2.86 sym/s | Total: 2.7m | ETA: 18.3m
[2025-12-09T20:17:48.265292] [INFO ] [sig       ] [471/3614] Forecasting BLNK...
[2025-12-09T20:17:48.265321] [INFO ] [sig       ] Generating forecast for: BLNK
[2025-12-09T20:17:48.265351] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLNK' from 'https://tdm.silogroup.org/data/derivative_storage/BLNK.csv'.
[2025-12-09T20:17:48.276321] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLNK'.
[2025-12-09T20:17:48.276635] [INFO ] [FORECASTER] Starting predict_future for BLNK
[2025-12-09T20:17:48.277392] [DEBUG] [LOCAL     ] No optimal features file found for BLNK: ./output/feature-sets/BLNK.txt
[2025-12-09T20:17:48.277443] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:48.277504] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:48.277533] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:48.277606] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:48.334752] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:48.335411] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:48.335493] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:48.335528] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:48.458271] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:48.458404] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:48.458444] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:48.458472] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:48.461841] [DEBUG] [FORECASTER] BLNK: Forecast T+1@11:T+2@11: UP (p=70.99%)
[2025-12-09T20:17:48.462105] [INFO ] [FORECASTER] Completed predict_future for BLNK
[2025-12-09T20:17:48.462237] [INFO ] [sig       ] BLNK: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:17:48.601814] [INFO ] [LOCAL     ] Saved forecast: BLNK	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/BLNK.txt
[2025-12-09T20:17:48.601933] [INFO ] [sig       ] [471/3614] Completed BLNK in 0.3s | 2.87 sym/s | Total: 2.7m | ETA: 18.3m
[2025-12-09T20:17:48.601970] [INFO ] [sig       ] [472/3614] Forecasting BLRX...
[2025-12-09T20:17:48.602007] [INFO ] [sig       ] Generating forecast for: BLRX
[2025-12-09T20:17:48.602039] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLRX' from 'https://tdm.silogroup.org/data/derivative_storage/BLRX.csv'.
[2025-12-09T20:17:48.612998] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLRX'.
[2025-12-09T20:17:48.613332] [INFO ] [FORECASTER] Starting predict_future for BLRX
[2025-12-09T20:17:48.614152] [DEBUG] [LOCAL     ] No optimal features file found for BLRX: ./output/feature-sets/BLRX.txt
[2025-12-09T20:17:48.614205] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:48.614243] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:48.614276] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:48.614348] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:48.673790] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:48.674425] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:48.674504] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:48.674537] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:48.791769] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:48.791926] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:48.791968] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:48.792033] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:48.795611] [DEBUG] [FORECASTER] BLRX: Forecast T+1@11:T+2@11: UP (p=60.98%)
[2025-12-09T20:17:48.795914] [INFO ] [FORECASTER] Completed predict_future for BLRX
[2025-12-09T20:17:48.796049] [INFO ] [sig       ] BLRX: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:17:48.936142] [INFO ] [LOCAL     ] Saved forecast: BLRX	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/BLRX.txt
[2025-12-09T20:17:48.936269] [INFO ] [sig       ] [472/3614] Completed BLRX in 0.3s | 2.87 sym/s | Total: 2.7m | ETA: 18.3m
[2025-12-09T20:17:48.936307] [INFO ] [sig       ] [473/3614] Forecasting BLTE...
[2025-12-09T20:17:48.936336] [INFO ] [sig       ] Generating forecast for: BLTE
[2025-12-09T20:17:48.936366] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLTE' from 'https://tdm.silogroup.org/data/derivative_storage/BLTE.csv'.
[2025-12-09T20:17:48.947198] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLTE'.
[2025-12-09T20:17:48.947554] [INFO ] [FORECASTER] Starting predict_future for BLTE
[2025-12-09T20:17:48.948358] [DEBUG] [LOCAL     ] No optimal features file found for BLTE: ./output/feature-sets/BLTE.txt
[2025-12-09T20:17:48.948412] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:48.948445] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:48.948473] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:48.948530] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:49.008531] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:49.009259] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:49.009338] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:49.009372] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:49.126159] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:49.126338] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:49.126379] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:49.126408] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:49.130049] [DEBUG] [FORECASTER] BLTE: Forecast T+1@11:T+2@11: DOWN (p=42.22%)
[2025-12-09T20:17:49.130368] [INFO ] [FORECASTER] Completed predict_future for BLTE
[2025-12-09T20:17:49.130504] [INFO ] [sig       ] BLTE: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:17:49.276736] [INFO ] [LOCAL     ] Saved forecast: BLTE	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/BLTE.txt
[2025-12-09T20:17:49.277059] [INFO ] [sig       ] [473/3614] Completed BLTE in 0.3s | 2.87 sym/s | Total: 2.8m | ETA: 18.3m
[2025-12-09T20:17:49.277098] [INFO ] [sig       ] [474/3614] Forecasting BLX...
[2025-12-09T20:17:49.277128] [INFO ] [sig       ] Generating forecast for: BLX
[2025-12-09T20:17:49.277157] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLX' from 'https://tdm.silogroup.org/data/derivative_storage/BLX.csv'.
[2025-12-09T20:17:49.288277] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLX'.
[2025-12-09T20:17:49.288621] [INFO ] [FORECASTER] Starting predict_future for BLX
[2025-12-09T20:17:49.289628] [DEBUG] [LOCAL     ] No optimal features file found for BLX: ./output/feature-sets/BLX.txt
[2025-12-09T20:17:49.289682] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:49.289896] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:49.289925] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:49.289983] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:49.349364] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:49.349993] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:49.350071] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:49.350105] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:49.472901] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:49.473043] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:49.473082] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:49.473111] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:49.476393] [DEBUG] [FORECASTER] BLX: Forecast T+1@11:T+2@11: UP (p=59.49%)
[2025-12-09T20:17:49.476685] [INFO ] [FORECASTER] Completed predict_future for BLX
[2025-12-09T20:17:49.476805] [INFO ] [sig       ] BLX: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:17:49.617972] [INFO ] [LOCAL     ] Saved forecast: BLX	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/BLX.txt
[2025-12-09T20:17:49.618090] [INFO ] [sig       ] [474/3614] Completed BLX in 0.3s | 2.87 sym/s | Total: 2.8m | ETA: 18.3m
[2025-12-09T20:17:49.618128] [INFO ] [sig       ] [475/3614] Forecasting BLZE...
[2025-12-09T20:17:49.618157] [INFO ] [sig       ] Generating forecast for: BLZE
[2025-12-09T20:17:49.618186] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLZE' from 'https://tdm.silogroup.org/data/derivative_storage/BLZE.csv'.
[2025-12-09T20:17:49.629277] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLZE'.
[2025-12-09T20:17:49.629564] [INFO ] [FORECASTER] Starting predict_future for BLZE
[2025-12-09T20:17:49.630340] [DEBUG] [LOCAL     ] No optimal features file found for BLZE: ./output/feature-sets/BLZE.txt
[2025-12-09T20:17:49.630391] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:49.630421] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:49.630447] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:49.630502] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:49.686711] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:49.687315] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:49.687390] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:49.687421] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:49.810728] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:49.810871] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:49.810910] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:49.810938] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:49.814206] [DEBUG] [FORECASTER] BLZE: Forecast T+1@11:T+2@11: DOWN (p=23.62%)
[2025-12-09T20:17:49.814475] [INFO ] [FORECASTER] Completed predict_future for BLZE
[2025-12-09T20:17:49.814618] [INFO ] [sig       ] BLZE: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:17:49.954669] [INFO ] [LOCAL     ] Saved forecast: BLZE	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/BLZE.txt
[2025-12-09T20:17:49.954833] [INFO ] [sig       ] [475/3614] Completed BLZE in 0.3s | 2.87 sym/s | Total: 2.8m | ETA: 18.3m
[2025-12-09T20:17:49.954873] [INFO ] [sig       ] [476/3614] Forecasting BMA...
[2025-12-09T20:17:49.954912] [INFO ] [sig       ] Generating forecast for: BMA
[2025-12-09T20:17:49.954942] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMA' from 'https://tdm.silogroup.org/data/derivative_storage/BMA.csv'.
[2025-12-09T20:17:49.965738] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMA'.
[2025-12-09T20:17:49.966080] [INFO ] [FORECASTER] Starting predict_future for BMA
[2025-12-09T20:17:49.966853] [DEBUG] [LOCAL     ] No optimal features file found for BMA: ./output/feature-sets/BMA.txt
[2025-12-09T20:17:49.966904] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:49.966935] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:49.966961] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:49.967016] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:50.022696] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:50.023454] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:50.023532] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:50.023564] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:50.138166] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:50.138315] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:50.138355] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:50.138383] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:50.142045] [DEBUG] [FORECASTER] BMA: Forecast T+1@11:T+2@11: UP (p=58.51%)
[2025-12-09T20:17:50.142312] [INFO ] [FORECASTER] Completed predict_future for BMA
[2025-12-09T20:17:50.142432] [INFO ] [sig       ] BMA: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:17:50.282045] [INFO ] [LOCAL     ] Saved forecast: BMA	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/BMA.txt
[2025-12-09T20:17:50.282200] [INFO ] [sig       ] [476/3614] Completed BMA in 0.3s | 2.87 sym/s | Total: 2.8m | ETA: 18.2m
[2025-12-09T20:17:50.282240] [INFO ] [sig       ] [477/3614] Forecasting BMBL...
[2025-12-09T20:17:50.282270] [INFO ] [sig       ] Generating forecast for: BMBL
[2025-12-09T20:17:50.282299] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMBL' from 'https://tdm.silogroup.org/data/derivative_storage/BMBL.csv'.
[2025-12-09T20:17:50.293701] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMBL'.
[2025-12-09T20:17:50.293996] [INFO ] [FORECASTER] Starting predict_future for BMBL
[2025-12-09T20:17:50.294807] [DEBUG] [LOCAL     ] No optimal features file found for BMBL: ./output/feature-sets/BMBL.txt
[2025-12-09T20:17:50.294871] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:50.294906] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:50.294934] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:50.294990] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:50.351238] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:50.351870] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:50.351945] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:50.351977] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:50.471732] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:50.471874] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:50.471913] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:50.471941] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:50.475271] [DEBUG] [FORECASTER] BMBL: Forecast T+1@11:T+2@11: DOWN (p=8.24%)
[2025-12-09T20:17:50.475543] [INFO ] [FORECASTER] Completed predict_future for BMBL
[2025-12-09T20:17:50.475709] [INFO ] [sig       ] BMBL: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:17:50.626620] [INFO ] [LOCAL     ] Saved forecast: BMBL	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/BMBL.txt
[2025-12-09T20:17:50.626781] [INFO ] [sig       ] [477/3614] Completed BMBL in 0.3s | 2.87 sym/s | Total: 2.8m | ETA: 18.2m
[2025-12-09T20:17:50.626819] [INFO ] [sig       ] [478/3614] Forecasting BME...
[2025-12-09T20:17:50.626848] [INFO ] [sig       ] Generating forecast for: BME
[2025-12-09T20:17:50.626878] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BME' from 'https://tdm.silogroup.org/data/derivative_storage/BME.csv'.
[2025-12-09T20:17:50.637778] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BME'.
[2025-12-09T20:17:50.638070] [INFO ] [FORECASTER] Starting predict_future for BME
[2025-12-09T20:17:50.638880] [DEBUG] [LOCAL     ] No optimal features file found for BME: ./output/feature-sets/BME.txt
[2025-12-09T20:17:50.638932] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:50.638962] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:50.638988] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:50.639042] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:50.697266] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:50.697956] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:50.698035] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:50.698069] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:50.815439] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:50.815593] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:50.815634] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:50.815661] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:50.818930] [DEBUG] [FORECASTER] BME: Forecast T+1@11:T+2@11: UP (p=73.20%)
[2025-12-09T20:17:50.819197] [INFO ] [FORECASTER] Completed predict_future for BME
[2025-12-09T20:17:50.819319] [INFO ] [sig       ] BME: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:17:50.958651] [INFO ] [LOCAL     ] Saved forecast: BME	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/BME.txt
[2025-12-09T20:17:50.958967] [INFO ] [sig       ] [478/3614] Completed BME in 0.3s | 2.87 sym/s | Total: 2.8m | ETA: 18.2m
[2025-12-09T20:17:50.959005] [INFO ] [sig       ] [479/3614] Forecasting BMEZ...
[2025-12-09T20:17:50.959034] [INFO ] [sig       ] Generating forecast for: BMEZ
[2025-12-09T20:17:50.959064] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMEZ' from 'https://tdm.silogroup.org/data/derivative_storage/BMEZ.csv'.
[2025-12-09T20:17:50.970041] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMEZ'.
[2025-12-09T20:17:50.970414] [INFO ] [FORECASTER] Starting predict_future for BMEZ
[2025-12-09T20:17:50.971206] [DEBUG] [LOCAL     ] No optimal features file found for BMEZ: ./output/feature-sets/BMEZ.txt
[2025-12-09T20:17:50.971259] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:50.971290] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:50.971317] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:50.971373] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:51.028818] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:51.029690] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:51.029811] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:51.029846] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:51.151756] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:51.151927] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:51.151970] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:51.152000] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:51.155408] [DEBUG] [FORECASTER] BMEZ: Forecast T+1@11:T+2@11: DOWN (p=39.26%)
[2025-12-09T20:17:51.155706] [INFO ] [FORECASTER] Completed predict_future for BMEZ
[2025-12-09T20:17:51.155834] [INFO ] [sig       ] BMEZ: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:17:51.297554] [INFO ] [LOCAL     ] Saved forecast: BMEZ	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/BMEZ.txt
[2025-12-09T20:17:51.297737] [INFO ] [sig       ] [479/3614] Completed BMEZ in 0.3s | 2.87 sym/s | Total: 2.8m | ETA: 18.2m
[2025-12-09T20:17:51.297779] [INFO ] [sig       ] [480/3614] Forecasting BMI...
[2025-12-09T20:17:51.297812] [INFO ] [sig       ] Generating forecast for: BMI
[2025-12-09T20:17:51.297844] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMI' from 'https://tdm.silogroup.org/data/derivative_storage/BMI.csv'.
[2025-12-09T20:17:51.309375] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMI'.
[2025-12-09T20:17:51.309708] [INFO ] [FORECASTER] Starting predict_future for BMI
[2025-12-09T20:17:51.310470] [DEBUG] [LOCAL     ] No optimal features file found for BMI: ./output/feature-sets/BMI.txt
[2025-12-09T20:17:51.310522] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:51.310554] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:51.310605] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:51.310663] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:51.366629] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:51.367437] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:51.367536] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:51.367570] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:51.485466] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:51.485645] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:51.485695] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:51.485730] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:51.489113] [DEBUG] [FORECASTER] BMI: Forecast T+1@11:T+2@11: DOWN (p=20.04%)
[2025-12-09T20:17:51.489390] [INFO ] [FORECASTER] Completed predict_future for BMI
[2025-12-09T20:17:51.489512] [INFO ] [sig       ] BMI: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:17:51.628349] [INFO ] [LOCAL     ] Saved forecast: BMI	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/BMI.txt
[2025-12-09T20:17:51.628476] [INFO ] [sig       ] [480/3614] Completed BMI in 0.3s | 2.87 sym/s | Total: 2.8m | ETA: 18.2m
[2025-12-09T20:17:51.628520] [INFO ] [sig       ] [481/3614] Forecasting BMO...
[2025-12-09T20:17:51.628550] [INFO ] [sig       ] Generating forecast for: BMO
[2025-12-09T20:17:51.628600] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMO' from 'https://tdm.silogroup.org/data/derivative_storage/BMO.csv'.
[2025-12-09T20:17:51.640395] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMO'.
[2025-12-09T20:17:51.640685] [INFO ] [FORECASTER] Starting predict_future for BMO
[2025-12-09T20:17:51.641430] [DEBUG] [LOCAL     ] No optimal features file found for BMO: ./output/feature-sets/BMO.txt
[2025-12-09T20:17:51.641481] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:51.641512] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:51.641537] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:51.641609] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:51.701561] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:51.702257] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:51.702337] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:51.702370] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:51.827821] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:51.827967] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:51.828009] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:51.828038] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:51.831346] [DEBUG] [FORECASTER] BMO: Forecast T+1@11:T+2@11: DOWN (p=16.38%)
[2025-12-09T20:17:51.831636] [INFO ] [FORECASTER] Completed predict_future for BMO
[2025-12-09T20:17:51.831758] [INFO ] [sig       ] BMO: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:17:51.972207] [INFO ] [LOCAL     ] Saved forecast: BMO	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/BMO.txt
[2025-12-09T20:17:51.972324] [INFO ] [sig       ] [481/3614] Completed BMO in 0.3s | 2.87 sym/s | Total: 2.8m | ETA: 18.2m
[2025-12-09T20:17:51.972362] [INFO ] [sig       ] [482/3614] Forecasting BMRA...
[2025-12-09T20:17:51.972391] [INFO ] [sig       ] Generating forecast for: BMRA
[2025-12-09T20:17:51.972420] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMRA' from 'https://tdm.silogroup.org/data/derivative_storage/BMRA.csv'.
[2025-12-09T20:17:51.982978] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMRA'.
[2025-12-09T20:17:51.983283] [INFO ] [FORECASTER] Starting predict_future for BMRA
[2025-12-09T20:17:51.984061] [DEBUG] [LOCAL     ] No optimal features file found for BMRA: ./output/feature-sets/BMRA.txt
[2025-12-09T20:17:51.984113] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:51.984145] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:51.984172] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:51.984228] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:52.041005] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:52.041845] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:52.041927] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:52.041964] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:52.157071] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:52.157229] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:52.157268] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:52.157296] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:52.160798] [DEBUG] [FORECASTER] BMRA: Forecast T+1@11:T+2@11: DOWN (p=28.58%)
[2025-12-09T20:17:52.161121] [INFO ] [FORECASTER] Completed predict_future for BMRA
[2025-12-09T20:17:52.161273] [INFO ] [sig       ] BMRA: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:17:52.299693] [INFO ] [LOCAL     ] Saved forecast: BMRA	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/BMRA.txt
[2025-12-09T20:17:52.299880] [INFO ] [sig       ] [482/3614] Completed BMRA in 0.3s | 2.87 sym/s | Total: 2.8m | ETA: 18.2m
[2025-12-09T20:17:52.299921] [INFO ] [sig       ] [483/3614] Forecasting BMRC...
[2025-12-09T20:17:52.299951] [INFO ] [sig       ] Generating forecast for: BMRC
[2025-12-09T20:17:52.299981] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMRC' from 'https://tdm.silogroup.org/data/derivative_storage/BMRC.csv'.
[2025-12-09T20:17:52.311569] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMRC'.
[2025-12-09T20:17:52.311985] [INFO ] [FORECASTER] Starting predict_future for BMRC
[2025-12-09T20:17:52.312772] [DEBUG] [LOCAL     ] No optimal features file found for BMRC: ./output/feature-sets/BMRC.txt
[2025-12-09T20:17:52.312824] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:52.312856] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:52.312882] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:52.312937] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:52.370313] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:52.371196] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:52.371281] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:52.371314] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:52.495093] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:52.495248] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:52.495290] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:52.495320] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:52.498988] [DEBUG] [FORECASTER] BMRC: Forecast T+1@11:T+2@11: UP (p=84.62%)
[2025-12-09T20:17:52.499318] [INFO ] [FORECASTER] Completed predict_future for BMRC
[2025-12-09T20:17:52.499451] [INFO ] [sig       ] BMRC: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:17:52.644792] [INFO ] [LOCAL     ] Saved forecast: BMRC	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/BMRC.txt
[2025-12-09T20:17:52.644948] [INFO ] [sig       ] [483/3614] Completed BMRC in 0.3s | 2.87 sym/s | Total: 2.8m | ETA: 18.2m
[2025-12-09T20:17:52.644988] [INFO ] [sig       ] [484/3614] Forecasting BMRN...
[2025-12-09T20:17:52.645018] [INFO ] [sig       ] Generating forecast for: BMRN
[2025-12-09T20:17:52.645048] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMRN' from 'https://tdm.silogroup.org/data/derivative_storage/BMRN.csv'.
[2025-12-09T20:17:52.657139] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMRN'.
[2025-12-09T20:17:52.657490] [INFO ] [FORECASTER] Starting predict_future for BMRN
[2025-12-09T20:17:52.658269] [DEBUG] [LOCAL     ] No optimal features file found for BMRN: ./output/feature-sets/BMRN.txt
[2025-12-09T20:17:52.658320] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:52.658352] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:52.658379] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:52.658434] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:52.716719] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:52.717364] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:52.717444] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:52.717499] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:52.827815] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:52.827961] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:52.828017] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:52.828048] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:52.831367] [DEBUG] [FORECASTER] BMRN: Forecast T+1@11:T+2@11: DOWN (p=5.13%)
[2025-12-09T20:17:52.831662] [INFO ] [FORECASTER] Completed predict_future for BMRN
[2025-12-09T20:17:52.831798] [INFO ] [sig       ] BMRN: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:17:52.970704] [INFO ] [LOCAL     ] Saved forecast: BMRN	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/BMRN.txt
[2025-12-09T20:17:52.970824] [INFO ] [sig       ] [484/3614] Completed BMRN in 0.3s | 2.87 sym/s | Total: 2.8m | ETA: 18.2m
[2025-12-09T20:17:52.970862] [INFO ] [sig       ] [485/3614] Forecasting BMY...
[2025-12-09T20:17:52.970892] [INFO ] [sig       ] Generating forecast for: BMY
[2025-12-09T20:17:52.970922] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMY' from 'https://tdm.silogroup.org/data/derivative_storage/BMY.csv'.
[2025-12-09T20:17:52.982236] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMY'.
[2025-12-09T20:17:52.982515] [INFO ] [FORECASTER] Starting predict_future for BMY
[2025-12-09T20:17:52.983291] [DEBUG] [LOCAL     ] No optimal features file found for BMY: ./output/feature-sets/BMY.txt
[2025-12-09T20:17:52.983342] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:52.983374] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:52.983400] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:52.983455] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:53.039495] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:53.040187] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:53.040263] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:53.040295] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:53.158489] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:53.158648] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:53.158689] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:53.158717] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:53.161994] [DEBUG] [FORECASTER] BMY: Forecast T+1@11:T+2@11: UP (p=64.61%)
[2025-12-09T20:17:53.162256] [INFO ] [FORECASTER] Completed predict_future for BMY
[2025-12-09T20:17:53.162374] [INFO ] [sig       ] BMY: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:17:53.302047] [INFO ] [LOCAL     ] Saved forecast: BMY	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/BMY.txt
[2025-12-09T20:17:53.302184] [INFO ] [sig       ] [485/3614] Completed BMY in 0.3s | 2.87 sym/s | Total: 2.8m | ETA: 18.2m
[2025-12-09T20:17:53.302224] [INFO ] [sig       ] [486/3614] Forecasting BN...
[2025-12-09T20:17:53.302253] [INFO ] [sig       ] Generating forecast for: BN
[2025-12-09T20:17:53.302282] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BN' from 'https://tdm.silogroup.org/data/derivative_storage/BN.csv'.
[2025-12-09T20:17:53.315308] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BN'.
[2025-12-09T20:17:53.315746] [INFO ] [FORECASTER] Starting predict_future for BN
[2025-12-09T20:17:53.316659] [DEBUG] [LOCAL     ] No optimal features file found for BN: ./output/feature-sets/BN.txt
[2025-12-09T20:17:53.316714] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:53.316777] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:53.316807] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:53.316865] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:53.386049] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:53.386948] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:53.387049] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:53.387084] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:53.507128] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:53.507237] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:53.507275] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:53.507303] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:53.510606] [DEBUG] [FORECASTER] BN: Forecast T+1@11:T+2@11: DOWN (p=8.04%)
[2025-12-09T20:17:53.510886] [INFO ] [FORECASTER] Completed predict_future for BN
[2025-12-09T20:17:53.511010] [INFO ] [sig       ] BN: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:17:53.650739] [INFO ] [LOCAL     ] Saved forecast: BN	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/BN.txt
[2025-12-09T20:17:53.650864] [INFO ] [sig       ] [486/3614] Completed BN in 0.3s | 2.87 sym/s | Total: 2.8m | ETA: 18.2m
[2025-12-09T20:17:53.650903] [INFO ] [sig       ] [487/3614] Forecasting BND...
[2025-12-09T20:17:53.650932] [INFO ] [sig       ] Generating forecast for: BND
[2025-12-09T20:17:53.650961] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BND' from 'https://tdm.silogroup.org/data/derivative_storage/BND.csv'.
[2025-12-09T20:17:53.662121] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BND'.
[2025-12-09T20:17:53.662401] [INFO ] [FORECASTER] Starting predict_future for BND
[2025-12-09T20:17:53.663164] [DEBUG] [LOCAL     ] No optimal features file found for BND: ./output/feature-sets/BND.txt
[2025-12-09T20:17:53.663215] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:53.663245] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:53.663271] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:53.663326] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:53.720447] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:53.721041] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:53.721117] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:53.721148] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:53.846633] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:53.846779] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:53.846821] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:53.846850] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:53.850298] [DEBUG] [FORECASTER] BND: Forecast T+1@11:T+2@11: UP (p=60.38%)
[2025-12-09T20:17:53.850593] [INFO ] [FORECASTER] Completed predict_future for BND
[2025-12-09T20:17:53.850720] [INFO ] [sig       ] BND: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:17:53.994497] [INFO ] [LOCAL     ] Saved forecast: BND	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/BND.txt
[2025-12-09T20:17:53.994639] [INFO ] [sig       ] [487/3614] Completed BND in 0.3s | 2.87 sym/s | Total: 2.8m | ETA: 18.2m
[2025-12-09T20:17:53.994680] [INFO ] [sig       ] [488/3614] Forecasting BNDX...
[2025-12-09T20:17:53.994709] [INFO ] [sig       ] Generating forecast for: BNDX
[2025-12-09T20:17:53.994739] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNDX' from 'https://tdm.silogroup.org/data/derivative_storage/BNDX.csv'.
[2025-12-09T20:17:54.006187] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNDX'.
[2025-12-09T20:17:54.006471] [INFO ] [FORECASTER] Starting predict_future for BNDX
[2025-12-09T20:17:54.007239] [DEBUG] [LOCAL     ] No optimal features file found for BNDX: ./output/feature-sets/BNDX.txt
[2025-12-09T20:17:54.007290] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:54.007322] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:54.007359] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:54.007416] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:54.064649] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:54.065276] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:54.065354] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:54.065387] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:54.189608] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:54.189780] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:54.189822] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:54.189851] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:54.193476] [DEBUG] [FORECASTER] BNDX: Forecast T+1@11:T+2@11: DOWN (p=38.96%)
[2025-12-09T20:17:54.193821] [INFO ] [FORECASTER] Completed predict_future for BNDX
[2025-12-09T20:17:54.193969] [INFO ] [sig       ] BNDX: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:17:54.341097] [INFO ] [LOCAL     ] Saved forecast: BNDX	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/BNDX.txt
[2025-12-09T20:17:54.341220] [INFO ] [sig       ] [488/3614] Completed BNDX in 0.3s | 2.87 sym/s | Total: 2.8m | ETA: 18.2m
[2025-12-09T20:17:54.341258] [INFO ] [sig       ] [489/3614] Forecasting BNED...
[2025-12-09T20:17:54.341287] [INFO ] [sig       ] Generating forecast for: BNED
[2025-12-09T20:17:54.341316] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNED' from 'https://tdm.silogroup.org/data/derivative_storage/BNED.csv'.
[2025-12-09T20:17:54.353683] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNED'.
[2025-12-09T20:17:54.354088] [INFO ] [FORECASTER] Starting predict_future for BNED
[2025-12-09T20:17:54.354918] [DEBUG] [LOCAL     ] No optimal features file found for BNED: ./output/feature-sets/BNED.txt
[2025-12-09T20:17:54.354970] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:54.355002] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:54.355028] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:54.355084] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:54.433149] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:54.434072] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:54.434156] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:54.434188] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:54.553030] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:54.553180] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:54.553219] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:54.553281] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:54.557175] [DEBUG] [FORECASTER] BNED: Forecast T+1@11:T+2@11: DOWN (p=2.58%)
[2025-12-09T20:17:54.557448] [INFO ] [FORECASTER] Completed predict_future for BNED
[2025-12-09T20:17:54.557618] [INFO ] [sig       ] BNED: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:17:54.702360] [INFO ] [LOCAL     ] Saved forecast: BNED	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/BNED.txt
[2025-12-09T20:17:54.702503] [INFO ] [sig       ] [489/3614] Completed BNED in 0.4s | 2.87 sym/s | Total: 2.8m | ETA: 18.2m
[2025-12-09T20:17:54.702545] [INFO ] [sig       ] [490/3614] Forecasting BNGO...
[2025-12-09T20:17:54.702594] [INFO ] [sig       ] Generating forecast for: BNGO
[2025-12-09T20:17:54.702628] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNGO' from 'https://tdm.silogroup.org/data/derivative_storage/BNGO.csv'.
[2025-12-09T20:17:54.718251] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNGO'.
[2025-12-09T20:17:54.718620] [INFO ] [FORECASTER] Starting predict_future for BNGO
[2025-12-09T20:17:54.719423] [DEBUG] [LOCAL     ] No optimal features file found for BNGO: ./output/feature-sets/BNGO.txt
[2025-12-09T20:17:54.719478] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:54.719522] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:54.719558] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:54.719657] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:54.782933] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:54.783798] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:54.783884] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:54.783917] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:54.913026] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:54.913199] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:54.913242] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:54.913271] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:54.917030] [DEBUG] [FORECASTER] BNGO: Forecast T+1@11:T+2@11: DOWN (p=19.84%)
[2025-12-09T20:17:54.917346] [INFO ] [FORECASTER] Completed predict_future for BNGO
[2025-12-09T20:17:54.917502] [INFO ] [sig       ] BNGO: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:17:55.077181] [INFO ] [LOCAL     ] Saved forecast: BNGO	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/BNGO.txt
[2025-12-09T20:17:55.077355] [INFO ] [sig       ] [490/3614] Completed BNGO in 0.4s | 2.87 sym/s | Total: 2.8m | ETA: 18.2m
[2025-12-09T20:17:55.077396] [INFO ] [sig       ] [491/3614] Forecasting BNH...
[2025-12-09T20:17:55.077427] [INFO ] [sig       ] Generating forecast for: BNH
[2025-12-09T20:17:55.077479] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNH' from 'https://tdm.silogroup.org/data/derivative_storage/BNH.csv'.
[2025-12-09T20:17:55.089613] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNH'.
[2025-12-09T20:17:55.090026] [INFO ] [FORECASTER] Starting predict_future for BNH
[2025-12-09T20:17:55.090899] [DEBUG] [LOCAL     ] No optimal features file found for BNH: ./output/feature-sets/BNH.txt
[2025-12-09T20:17:55.090955] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:55.090988] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:55.091013] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:55.091072] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:55.156392] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:55.157353] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:55.157501] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:55.157539] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:55.288968] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:55.289139] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:55.289181] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:55.289212] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:55.294198] [DEBUG] [FORECASTER] BNH: Forecast T+1@11:T+2@11: DOWN (p=9.98%)
[2025-12-09T20:17:55.294766] [INFO ] [FORECASTER] Completed predict_future for BNH
[2025-12-09T20:17:55.294981] [INFO ] [sig       ] BNH: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:17:55.518010] [INFO ] [LOCAL     ] Saved forecast: BNH	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/BNH.txt
[2025-12-09T20:17:55.518591] [INFO ] [sig       ] [491/3614] Completed BNH in 0.4s | 2.87 sym/s | Total: 2.9m | ETA: 18.2m
[2025-12-09T20:17:55.518684] [INFO ] [sig       ] [492/3614] Forecasting BNJ...
[2025-12-09T20:17:55.518747] [INFO ] [sig       ] Generating forecast for: BNJ
[2025-12-09T20:17:55.518834] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNJ' from 'https://tdm.silogroup.org/data/derivative_storage/BNJ.csv'.
[2025-12-09T20:17:55.540926] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNJ'.
[2025-12-09T20:17:55.541458] [INFO ] [FORECASTER] Starting predict_future for BNJ
[2025-12-09T20:17:55.542693] [DEBUG] [LOCAL     ] No optimal features file found for BNJ: ./output/feature-sets/BNJ.txt
[2025-12-09T20:17:55.542757] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:55.542794] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:55.542824] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:55.542901] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:55.622103] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:55.623466] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:55.623626] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:55.623673] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:55.783490] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:55.783704] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:55.783772] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:55.783823] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:55.789184] [DEBUG] [FORECASTER] BNJ: Forecast T+1@11:T+2@11: DOWN (p=39.80%)
[2025-12-09T20:17:55.789668] [INFO ] [FORECASTER] Completed predict_future for BNJ
[2025-12-09T20:17:55.789870] [INFO ] [sig       ] BNJ: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:17:55.946117] [INFO ] [LOCAL     ] Saved forecast: BNJ	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/BNJ.txt
[2025-12-09T20:17:55.946288] [INFO ] [sig       ] [492/3614] Completed BNJ in 0.4s | 2.86 sym/s | Total: 2.9m | ETA: 18.2m
[2025-12-09T20:17:55.946330] [INFO ] [sig       ] [493/3614] Forecasting BNL...
[2025-12-09T20:17:55.946361] [INFO ] [sig       ] Generating forecast for: BNL
[2025-12-09T20:17:55.946392] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNL' from 'https://tdm.silogroup.org/data/derivative_storage/BNL.csv'.
[2025-12-09T20:17:55.960499] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNL'.
[2025-12-09T20:17:55.960975] [INFO ] [FORECASTER] Starting predict_future for BNL
[2025-12-09T20:17:55.961918] [DEBUG] [LOCAL     ] No optimal features file found for BNL: ./output/feature-sets/BNL.txt
[2025-12-09T20:17:55.961974] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:55.962007] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:55.962039] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:55.962119] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:56.030280] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:56.031441] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:56.031551] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:56.031623] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:56.158614] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:56.158783] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:56.158833] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:56.158863] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:56.162333] [DEBUG] [FORECASTER] BNL: Forecast T+1@11:T+2@11: UP (p=95.42%)
[2025-12-09T20:17:56.162659] [INFO ] [FORECASTER] Completed predict_future for BNL
[2025-12-09T20:17:56.162794] [INFO ] [sig       ] BNL: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:17:56.301784] [INFO ] [LOCAL     ] Saved forecast: BNL	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/BNL.txt
[2025-12-09T20:17:56.301901] [INFO ] [sig       ] [493/3614] Completed BNL in 0.4s | 2.86 sym/s | Total: 2.9m | ETA: 18.2m
[2025-12-09T20:17:56.301940] [INFO ] [sig       ] [494/3614] Forecasting BNRG...
[2025-12-09T20:17:56.301969] [INFO ] [sig       ] Generating forecast for: BNRG
[2025-12-09T20:17:56.301998] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNRG' from 'https://tdm.silogroup.org/data/derivative_storage/BNRG.csv'.
[2025-12-09T20:17:56.312603] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNRG'.
[2025-12-09T20:17:56.312883] [INFO ] [FORECASTER] Starting predict_future for BNRG
[2025-12-09T20:17:56.313645] [DEBUG] [LOCAL     ] No optimal features file found for BNRG: ./output/feature-sets/BNRG.txt
[2025-12-09T20:17:56.313696] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:56.313727] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:56.313752] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:56.313809] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:56.369162] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:56.369770] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:56.369844] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:56.369876] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:56.488236] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:56.488325] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:56.488360] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:56.488387] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:56.491480] [DEBUG] [FORECASTER] BNRG: Forecast T+1@11:T+2@11: DOWN (p=24.22%)
[2025-12-09T20:17:56.491775] [INFO ] [FORECASTER] Completed predict_future for BNRG
[2025-12-09T20:17:56.491900] [INFO ] [sig       ] BNRG: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:17:56.629443] [INFO ] [LOCAL     ] Saved forecast: BNRG	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/BNRG.txt
[2025-12-09T20:17:56.629564] [INFO ] [sig       ] [494/3614] Completed BNRG in 0.3s | 2.87 sym/s | Total: 2.9m | ETA: 18.1m
[2025-12-09T20:17:56.629619] [INFO ] [sig       ] [495/3614] Forecasting BNS...
[2025-12-09T20:17:56.629649] [INFO ] [sig       ] Generating forecast for: BNS
[2025-12-09T20:17:56.629679] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNS' from 'https://tdm.silogroup.org/data/derivative_storage/BNS.csv'.
[2025-12-09T20:17:56.641757] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNS'.
[2025-12-09T20:17:56.642133] [INFO ] [FORECASTER] Starting predict_future for BNS
[2025-12-09T20:17:56.642939] [DEBUG] [LOCAL     ] No optimal features file found for BNS: ./output/feature-sets/BNS.txt
[2025-12-09T20:17:56.642990] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:56.643022] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:56.643048] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:56.643104] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:56.699799] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:56.700732] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:56.700819] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:56.700853] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:56.822884] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:56.823051] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:56.823094] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:56.823122] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:56.826609] [DEBUG] [FORECASTER] BNS: Forecast T+1@11:T+2@11: UP (p=62.99%)
[2025-12-09T20:17:56.826905] [INFO ] [FORECASTER] Completed predict_future for BNS
[2025-12-09T20:17:56.827036] [INFO ] [sig       ] BNS: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:17:56.966590] [INFO ] [LOCAL     ] Saved forecast: BNS	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/BNS.txt
[2025-12-09T20:17:56.966757] [INFO ] [sig       ] [495/3614] Completed BNS in 0.3s | 2.87 sym/s | Total: 2.9m | ETA: 18.1m
[2025-12-09T20:17:56.966797] [INFO ] [sig       ] [496/3614] Forecasting BNTC...
[2025-12-09T20:17:56.966826] [INFO ] [sig       ] Generating forecast for: BNTC
[2025-12-09T20:17:56.966855] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNTC' from 'https://tdm.silogroup.org/data/derivative_storage/BNTC.csv'.
[2025-12-09T20:17:56.978254] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNTC'.
[2025-12-09T20:17:56.978645] [INFO ] [FORECASTER] Starting predict_future for BNTC
[2025-12-09T20:17:56.979398] [DEBUG] [LOCAL     ] No optimal features file found for BNTC: ./output/feature-sets/BNTC.txt
[2025-12-09T20:17:56.979448] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:56.979479] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:56.979506] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:56.979561] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:57.035835] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:57.036706] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:57.036824] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:57.036856] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:57.159673] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:57.159843] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:57.159884] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:57.159913] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:57.163318] [DEBUG] [FORECASTER] BNTC: Forecast T+1@11:T+2@11: DOWN (p=3.43%)
[2025-12-09T20:17:57.163617] [INFO ] [FORECASTER] Completed predict_future for BNTC
[2025-12-09T20:17:57.163745] [INFO ] [sig       ] BNTC: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:17:57.304646] [INFO ] [LOCAL     ] Saved forecast: BNTC	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/BNTC.txt
[2025-12-09T20:17:57.304808] [INFO ] [sig       ] [496/3614] Completed BNTC in 0.3s | 2.87 sym/s | Total: 2.9m | ETA: 18.1m
[2025-12-09T20:17:57.304847] [INFO ] [sig       ] [497/3614] Forecasting BNTX...
[2025-12-09T20:17:57.304876] [INFO ] [sig       ] Generating forecast for: BNTX
[2025-12-09T20:17:57.304907] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNTX' from 'https://tdm.silogroup.org/data/derivative_storage/BNTX.csv'.
[2025-12-09T20:17:57.316588] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNTX'.
[2025-12-09T20:17:57.316983] [INFO ] [FORECASTER] Starting predict_future for BNTX
[2025-12-09T20:17:57.317924] [DEBUG] [LOCAL     ] No optimal features file found for BNTX: ./output/feature-sets/BNTX.txt
[2025-12-09T20:17:57.317979] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:57.318013] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:57.318040] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:57.318098] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:57.373699] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:57.374457] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:57.374534] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:57.374566] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:57.493232] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:57.493379] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:57.493421] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:57.493449] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:57.496780] [DEBUG] [FORECASTER] BNTX: Forecast T+1@11:T+2@11: UP (p=87.89%)
[2025-12-09T20:17:57.497051] [INFO ] [FORECASTER] Completed predict_future for BNTX
[2025-12-09T20:17:57.497173] [INFO ] [sig       ] BNTX: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:17:57.637677] [INFO ] [LOCAL     ] Saved forecast: BNTX	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/BNTX.txt
[2025-12-09T20:17:57.637820] [INFO ] [sig       ] [497/3614] Completed BNTX in 0.3s | 2.87 sym/s | Total: 2.9m | ETA: 18.1m
[2025-12-09T20:17:57.637859] [INFO ] [sig       ] [498/3614] Forecasting BNY...
[2025-12-09T20:17:57.637887] [INFO ] [sig       ] Generating forecast for: BNY
[2025-12-09T20:17:57.637917] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNY' from 'https://tdm.silogroup.org/data/derivative_storage/BNY.csv'.
[2025-12-09T20:17:57.648959] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNY'.
[2025-12-09T20:17:57.649471] [INFO ] [FORECASTER] Starting predict_future for BNY
[2025-12-09T20:17:57.650442] [DEBUG] [LOCAL     ] No optimal features file found for BNY: ./output/feature-sets/BNY.txt
[2025-12-09T20:17:57.650494] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:57.650524] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:57.650549] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:57.650625] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:57.707918] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:57.708557] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:57.708652] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:57.708685] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:57.824759] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:57.824914] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:57.824956] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:57.824984] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:57.828446] [DEBUG] [FORECASTER] BNY: Forecast T+1@11:T+2@11: DOWN (p=1.56%)
[2025-12-09T20:17:57.828749] [INFO ] [FORECASTER] Completed predict_future for BNY
[2025-12-09T20:17:57.828890] [INFO ] [sig       ] BNY: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:17:57.969956] [INFO ] [LOCAL     ] Saved forecast: BNY	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/BNY.txt
[2025-12-09T20:17:57.970103] [INFO ] [sig       ] [498/3614] Completed BNY in 0.3s | 2.87 sym/s | Total: 2.9m | ETA: 18.1m
[2025-12-09T20:17:57.970145] [INFO ] [sig       ] [499/3614] Forecasting BNZI...
[2025-12-09T20:17:57.970175] [INFO ] [sig       ] Generating forecast for: BNZI
[2025-12-09T20:17:57.970205] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNZI' from 'https://tdm.silogroup.org/data/derivative_storage/BNZI.csv'.
[2025-12-09T20:17:57.982394] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNZI'.
[2025-12-09T20:17:57.982808] [INFO ] [FORECASTER] Starting predict_future for BNZI
[2025-12-09T20:17:57.983674] [DEBUG] [LOCAL     ] No optimal features file found for BNZI: ./output/feature-sets/BNZI.txt
[2025-12-09T20:17:57.983728] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:57.983762] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:57.983790] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:57.983847] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:58.041228] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:58.042112] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:58.042193] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:58.042228] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:58.155552] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:58.155729] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:58.155769] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:58.155799] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:58.159225] [DEBUG] [FORECASTER] BNZI: Forecast T+1@11:T+2@11: DOWN (p=33.37%)
[2025-12-09T20:17:58.159492] [INFO ] [FORECASTER] Completed predict_future for BNZI
[2025-12-09T20:17:58.159629] [INFO ] [sig       ] BNZI: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:17:58.311250] [INFO ] [LOCAL     ] Saved forecast: BNZI	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/BNZI.txt
[2025-12-09T20:17:58.311429] [INFO ] [sig       ] [499/3614] Completed BNZI in 0.3s | 2.87 sym/s | Total: 2.9m | ETA: 18.1m
[2025-12-09T20:17:58.311470] [INFO ] [sig       ] [500/3614] Forecasting BOC...
[2025-12-09T20:17:58.311499] [INFO ] [sig       ] Generating forecast for: BOC
[2025-12-09T20:17:58.311530] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOC' from 'https://tdm.silogroup.org/data/derivative_storage/BOC.csv'.
[2025-12-09T20:17:58.323128] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOC'.
[2025-12-09T20:17:58.323399] [INFO ] [FORECASTER] Starting predict_future for BOC
[2025-12-09T20:17:58.324176] [DEBUG] [LOCAL     ] No optimal features file found for BOC: ./output/feature-sets/BOC.txt
[2025-12-09T20:17:58.324227] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:58.324259] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:58.324285] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:58.324340] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:58.381129] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:58.382119] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:58.382199] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:58.382232] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:58.505154] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:58.505311] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:58.505353] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:58.505381] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:58.508754] [DEBUG] [FORECASTER] BOC: Forecast T+1@11:T+2@11: UP (p=86.17%)
[2025-12-09T20:17:58.509031] [INFO ] [FORECASTER] Completed predict_future for BOC
[2025-12-09T20:17:58.509157] [INFO ] [sig       ] BOC: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:17:58.649883] [INFO ] [LOCAL     ] Saved forecast: BOC	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/BOC.txt
[2025-12-09T20:17:58.650029] [INFO ] [sig       ] [500/3614] Completed BOC in 0.3s | 2.87 sym/s | Total: 2.9m | ETA: 18.1m
[2025-12-09T20:17:58.650067] [INFO ] [sig       ] [501/3614] Forecasting BOE...
[2025-12-09T20:17:58.650096] [INFO ] [sig       ] Generating forecast for: BOE
[2025-12-09T20:17:58.650127] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOE' from 'https://tdm.silogroup.org/data/derivative_storage/BOE.csv'.
[2025-12-09T20:17:58.662457] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOE'.
[2025-12-09T20:17:58.662769] [INFO ] [FORECASTER] Starting predict_future for BOE
[2025-12-09T20:17:58.663542] [DEBUG] [LOCAL     ] No optimal features file found for BOE: ./output/feature-sets/BOE.txt
[2025-12-09T20:17:58.663621] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:58.663655] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:58.663682] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:58.663738] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:58.721885] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:58.722541] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:58.722637] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:58.722671] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:58.841253] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:58.841399] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:58.841439] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:58.841468] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:58.844765] [DEBUG] [FORECASTER] BOE: Forecast T+1@11:T+2@11: UP (p=70.07%)
[2025-12-09T20:17:58.845032] [INFO ] [FORECASTER] Completed predict_future for BOE
[2025-12-09T20:17:58.845150] [INFO ] [sig       ] BOE: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:17:58.985152] [INFO ] [LOCAL     ] Saved forecast: BOE	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/BOE.txt
[2025-12-09T20:17:58.985305] [INFO ] [sig       ] [501/3614] Completed BOE in 0.3s | 2.87 sym/s | Total: 2.9m | ETA: 18.1m
[2025-12-09T20:17:58.985344] [INFO ] [sig       ] [502/3614] Forecasting BOF...
[2025-12-09T20:17:58.985373] [INFO ] [sig       ] Generating forecast for: BOF
[2025-12-09T20:17:58.985405] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOF' from 'https://tdm.silogroup.org/data/derivative_storage/BOF.csv'.
[2025-12-09T20:17:58.996889] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOF'.
[2025-12-09T20:17:58.997236] [INFO ] [FORECASTER] Starting predict_future for BOF
[2025-12-09T20:17:58.998048] [DEBUG] [LOCAL     ] No optimal features file found for BOF: ./output/feature-sets/BOF.txt
[2025-12-09T20:17:58.998099] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:58.998130] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:58.998156] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:58.998210] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:59.055926] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:59.056776] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:59.056859] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:59.056891] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:59.180155] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:59.180312] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:59.180352] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:59.180382] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:59.183847] [DEBUG] [FORECASTER] BOF: Forecast T+1@11:T+2@11: DOWN (p=31.77%)
[2025-12-09T20:17:59.184119] [INFO ] [FORECASTER] Completed predict_future for BOF
[2025-12-09T20:17:59.184247] [INFO ] [sig       ] BOF: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:17:59.324105] [INFO ] [LOCAL     ] Saved forecast: BOF	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/BOF.txt
[2025-12-09T20:17:59.324232] [INFO ] [sig       ] [502/3614] Completed BOF in 0.3s | 2.87 sym/s | Total: 2.9m | ETA: 18.1m
[2025-12-09T20:17:59.324270] [INFO ] [sig       ] [503/3614] Forecasting BOH...
[2025-12-09T20:17:59.324300] [INFO ] [sig       ] Generating forecast for: BOH
[2025-12-09T20:17:59.324331] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOH' from 'https://tdm.silogroup.org/data/derivative_storage/BOH.csv'.
[2025-12-09T20:17:59.340668] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOH'.
[2025-12-09T20:17:59.340948] [INFO ] [FORECASTER] Starting predict_future for BOH
[2025-12-09T20:17:59.341714] [DEBUG] [LOCAL     ] No optimal features file found for BOH: ./output/feature-sets/BOH.txt
[2025-12-09T20:17:59.341765] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:59.341821] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:59.341849] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:59.341905] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:59.399548] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:59.400213] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:59.400290] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:59.400323] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:59.522920] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:59.523074] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:59.523116] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:59.523145] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:59.526655] [DEBUG] [FORECASTER] BOH: Forecast T+1@11:T+2@11: DOWN (p=20.14%)
[2025-12-09T20:17:59.526944] [INFO ] [FORECASTER] Completed predict_future for BOH
[2025-12-09T20:17:59.527069] [INFO ] [sig       ] BOH: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:17:59.668491] [INFO ] [LOCAL     ] Saved forecast: BOH	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/BOH.txt
[2025-12-09T20:17:59.668666] [INFO ] [sig       ] [503/3614] Completed BOH in 0.3s | 2.87 sym/s | Total: 2.9m | ETA: 18.1m
[2025-12-09T20:17:59.668708] [INFO ] [sig       ] [504/3614] Forecasting BOKF...
[2025-12-09T20:17:59.668740] [INFO ] [sig       ] Generating forecast for: BOKF
[2025-12-09T20:17:59.668771] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOKF' from 'https://tdm.silogroup.org/data/derivative_storage/BOKF.csv'.
[2025-12-09T20:17:59.680309] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOKF'.
[2025-12-09T20:17:59.680631] [INFO ] [FORECASTER] Starting predict_future for BOKF
[2025-12-09T20:17:59.681372] [DEBUG] [LOCAL     ] No optimal features file found for BOKF: ./output/feature-sets/BOKF.txt
[2025-12-09T20:17:59.681423] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:17:59.681454] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:17:59.681479] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:17:59.681534] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:17:59.737849] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:17:59.738666] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:17:59.738746] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:17:59.738777] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:17:59.854651] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:17:59.854803] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:17:59.854853] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:17:59.854881] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:17:59.858186] [DEBUG] [FORECASTER] BOKF: Forecast T+1@11:T+2@11: UP (p=75.03%)
[2025-12-09T20:17:59.858451] [INFO ] [FORECASTER] Completed predict_future for BOKF
[2025-12-09T20:17:59.858588] [INFO ] [sig       ] BOKF: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:17:59.997376] [INFO ] [LOCAL     ] Saved forecast: BOKF	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/BOKF.txt
[2025-12-09T20:17:59.997559] [INFO ] [sig       ] [504/3614] Completed BOKF in 0.3s | 2.87 sym/s | Total: 2.9m | ETA: 18.1m
[2025-12-09T20:17:59.997625] [INFO ] [sig       ] [505/3614] Forecasting BOLD...
[2025-12-09T20:17:59.997656] [INFO ] [sig       ] Generating forecast for: BOLD
[2025-12-09T20:17:59.997685] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOLD' from 'https://tdm.silogroup.org/data/derivative_storage/BOLD.csv'.
[2025-12-09T20:18:00.009256] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOLD'.
[2025-12-09T20:18:00.009664] [INFO ] [FORECASTER] Starting predict_future for BOLD
[2025-12-09T20:18:00.010452] [DEBUG] [LOCAL     ] No optimal features file found for BOLD: ./output/feature-sets/BOLD.txt
[2025-12-09T20:18:00.010505] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:00.010537] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:00.010563] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:00.010644] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:00.068030] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:00.068957] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:00.069040] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:00.069073] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:00.190259] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:00.190414] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:00.190454] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:00.190482] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:00.193795] [DEBUG] [FORECASTER] BOLD: Forecast T+1@11:T+2@11: UP (p=61.13%)
[2025-12-09T20:18:00.194069] [INFO ] [FORECASTER] Completed predict_future for BOLD
[2025-12-09T20:18:00.194190] [INFO ] [sig       ] BOLD: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:18:00.334199] [INFO ] [LOCAL     ] Saved forecast: BOLD	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/BOLD.txt
[2025-12-09T20:18:00.334314] [INFO ] [sig       ] [505/3614] Completed BOLD in 0.3s | 2.87 sym/s | Total: 2.9m | ETA: 18.1m
[2025-12-09T20:18:00.334352] [INFO ] [sig       ] [506/3614] Forecasting BOND...
[2025-12-09T20:18:00.334380] [INFO ] [sig       ] Generating forecast for: BOND
[2025-12-09T20:18:00.334411] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOND' from 'https://tdm.silogroup.org/data/derivative_storage/BOND.csv'.
[2025-12-09T20:18:00.345692] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOND'.
[2025-12-09T20:18:00.345984] [INFO ] [FORECASTER] Starting predict_future for BOND
[2025-12-09T20:18:00.346747] [DEBUG] [LOCAL     ] No optimal features file found for BOND: ./output/feature-sets/BOND.txt
[2025-12-09T20:18:00.346798] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:00.346829] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:00.346855] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:00.346910] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:00.403405] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:00.404054] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:00.404131] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:00.404163] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:00.526753] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:00.526863] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:00.526903] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:00.526958] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:00.530323] [DEBUG] [FORECASTER] BOND: Forecast T+1@11:T+2@11: UP (p=55.17%)
[2025-12-09T20:18:00.530613] [INFO ] [FORECASTER] Completed predict_future for BOND
[2025-12-09T20:18:00.530751] [INFO ] [sig       ] BOND: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:18:00.671715] [INFO ] [LOCAL     ] Saved forecast: BOND	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/BOND.txt
[2025-12-09T20:18:00.671867] [INFO ] [sig       ] [506/3614] Completed BOND in 0.3s | 2.87 sym/s | Total: 2.9m | ETA: 18.1m
[2025-12-09T20:18:00.671908] [INFO ] [sig       ] [507/3614] Forecasting BOOM...
[2025-12-09T20:18:00.671938] [INFO ] [sig       ] Generating forecast for: BOOM
[2025-12-09T20:18:00.671970] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOOM' from 'https://tdm.silogroup.org/data/derivative_storage/BOOM.csv'.
[2025-12-09T20:18:00.684902] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOOM'.
[2025-12-09T20:18:00.685337] [INFO ] [FORECASTER] Starting predict_future for BOOM
[2025-12-09T20:18:00.686341] [DEBUG] [LOCAL     ] No optimal features file found for BOOM: ./output/feature-sets/BOOM.txt
[2025-12-09T20:18:00.686404] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:00.686444] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:00.686481] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:00.686555] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:00.745280] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:00.746096] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:00.746179] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:00.746213] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:00.863328] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:00.863444] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:00.863484] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:00.863512] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:00.866826] [DEBUG] [FORECASTER] BOOM: Forecast T+1@11:T+2@11: DOWN (p=13.00%)
[2025-12-09T20:18:00.867094] [INFO ] [FORECASTER] Completed predict_future for BOOM
[2025-12-09T20:18:00.867214] [INFO ] [sig       ] BOOM: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:18:01.004389] [INFO ] [LOCAL     ] Saved forecast: BOOM	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/BOOM.txt
[2025-12-09T20:18:01.004495] [INFO ] [sig       ] [507/3614] Completed BOOM in 0.3s | 2.87 sym/s | Total: 2.9m | ETA: 18.1m
[2025-12-09T20:18:01.004533] [INFO ] [sig       ] [508/3614] Forecasting BOTZ...
[2025-12-09T20:18:01.004561] [INFO ] [sig       ] Generating forecast for: BOTZ
[2025-12-09T20:18:01.004610] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOTZ' from 'https://tdm.silogroup.org/data/derivative_storage/BOTZ.csv'.
[2025-12-09T20:18:01.015704] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOTZ'.
[2025-12-09T20:18:01.015976] [INFO ] [FORECASTER] Starting predict_future for BOTZ
[2025-12-09T20:18:01.016730] [DEBUG] [LOCAL     ] No optimal features file found for BOTZ: ./output/feature-sets/BOTZ.txt
[2025-12-09T20:18:01.016781] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:01.016813] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:01.016839] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:01.016896] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:01.072799] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:01.073376] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:01.073451] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:01.073483] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:01.193769] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:01.193925] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:01.194005] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:01.194038] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:01.197477] [DEBUG] [FORECASTER] BOTZ: Forecast T+1@11:T+2@11: UP (p=95.85%)
[2025-12-09T20:18:01.197781] [INFO ] [FORECASTER] Completed predict_future for BOTZ
[2025-12-09T20:18:01.197907] [INFO ] [sig       ] BOTZ: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:18:01.340334] [INFO ] [LOCAL     ] Saved forecast: BOTZ	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/BOTZ.txt
[2025-12-09T20:18:01.340498] [INFO ] [sig       ] [508/3614] Completed BOTZ in 0.3s | 2.87 sym/s | Total: 3.0m | ETA: 18.0m
[2025-12-09T20:18:01.340539] [INFO ] [sig       ] [509/3614] Forecasting BOX...
[2025-12-09T20:18:01.340592] [INFO ] [sig       ] Generating forecast for: BOX
[2025-12-09T20:18:01.340630] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOX' from 'https://tdm.silogroup.org/data/derivative_storage/BOX.csv'.
[2025-12-09T20:18:01.353156] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOX'.
[2025-12-09T20:18:01.353589] [INFO ] [FORECASTER] Starting predict_future for BOX
[2025-12-09T20:18:01.354484] [DEBUG] [LOCAL     ] No optimal features file found for BOX: ./output/feature-sets/BOX.txt
[2025-12-09T20:18:01.354562] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:01.354624] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:01.354652] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:01.354711] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:01.415708] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:01.416554] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:01.416652] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:01.416685] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:01.533704] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:01.533811] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:01.533848] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:01.533876] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:01.537729] [DEBUG] [FORECASTER] BOX: Forecast T+1@11:T+2@11: UP (p=76.96%)
[2025-12-09T20:18:01.538020] [INFO ] [FORECASTER] Completed predict_future for BOX
[2025-12-09T20:18:01.538139] [INFO ] [sig       ] BOX: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:18:01.677198] [INFO ] [LOCAL     ] Saved forecast: BOX	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/BOX.txt
[2025-12-09T20:18:01.677302] [INFO ] [sig       ] [509/3614] Completed BOX in 0.3s | 2.87 sym/s | Total: 3.0m | ETA: 18.0m
[2025-12-09T20:18:01.677339] [INFO ] [sig       ] [510/3614] Forecasting BP...
[2025-12-09T20:18:01.677367] [INFO ] [sig       ] Generating forecast for: BP
[2025-12-09T20:18:01.677395] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BP' from 'https://tdm.silogroup.org/data/derivative_storage/BP.csv'.
[2025-12-09T20:18:01.688387] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BP'.
[2025-12-09T20:18:01.688655] [INFO ] [FORECASTER] Starting predict_future for BP
[2025-12-09T20:18:01.689604] [DEBUG] [LOCAL     ] No optimal features file found for BP: ./output/feature-sets/BP.txt
[2025-12-09T20:18:01.689655] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:01.689685] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:01.689712] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:01.689770] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:01.745222] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:01.745814] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:01.745912] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:01.745951] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:01.865348] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:01.865427] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:01.865461] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:01.865487] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:01.868719] [DEBUG] [FORECASTER] BP: Forecast T+1@11:T+2@11: DOWN (p=27.38%)
[2025-12-09T20:18:01.868974] [INFO ] [FORECASTER] Completed predict_future for BP
[2025-12-09T20:18:01.869089] [INFO ] [sig       ] BP: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:18:02.006987] [INFO ] [LOCAL     ] Saved forecast: BP	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/BP.txt
[2025-12-09T20:18:02.007087] [INFO ] [sig       ] [510/3614] Completed BP in 0.3s | 2.87 sym/s | Total: 3.0m | ETA: 18.0m
[2025-12-09T20:18:02.007124] [INFO ] [sig       ] [511/3614] Forecasting BPOP...
[2025-12-09T20:18:02.007153] [INFO ] [sig       ] Generating forecast for: BPOP
[2025-12-09T20:18:02.007181] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BPOP' from 'https://tdm.silogroup.org/data/derivative_storage/BPOP.csv'.
[2025-12-09T20:18:02.019979] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BPOP'.
[2025-12-09T20:18:02.020392] [INFO ] [FORECASTER] Starting predict_future for BPOP
[2025-12-09T20:18:02.021354] [DEBUG] [LOCAL     ] No optimal features file found for BPOP: ./output/feature-sets/BPOP.txt
[2025-12-09T20:18:02.021408] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:02.021441] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:02.021469] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:02.021528] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:02.079971] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:02.080733] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:02.080814] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:02.080846] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:02.200301] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:02.200475] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:02.200520] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:02.200549] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:02.204152] [DEBUG] [FORECASTER] BPOP: Forecast T+1@11:T+2@11: DOWN (p=40.10%)
[2025-12-09T20:18:02.204447] [INFO ] [FORECASTER] Completed predict_future for BPOP
[2025-12-09T20:18:02.204603] [INFO ] [sig       ] BPOP: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:18:02.343251] [INFO ] [LOCAL     ] Saved forecast: BPOP	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/BPOP.txt
[2025-12-09T20:18:02.343391] [INFO ] [sig       ] [511/3614] Completed BPOP in 0.3s | 2.87 sym/s | Total: 3.0m | ETA: 18.0m
[2025-12-09T20:18:02.343430] [INFO ] [sig       ] [512/3614] Forecasting BPRN...
[2025-12-09T20:18:02.343459] [INFO ] [sig       ] Generating forecast for: BPRN
[2025-12-09T20:18:02.343487] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BPRN' from 'https://tdm.silogroup.org/data/derivative_storage/BPRN.csv'.
[2025-12-09T20:18:02.353726] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BPRN'.
[2025-12-09T20:18:02.353992] [INFO ] [FORECASTER] Starting predict_future for BPRN
[2025-12-09T20:18:02.354765] [DEBUG] [LOCAL     ] No optimal features file found for BPRN: ./output/feature-sets/BPRN.txt
[2025-12-09T20:18:02.354816] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:02.354857] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:02.354884] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:02.354939] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:02.410765] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:02.411366] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:02.411445] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:02.411476] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:02.515940] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:02.516055] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:02.516100] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:02.516129] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:02.519289] [DEBUG] [FORECASTER] BPRN: Forecast T+1@11:T+2@11: DOWN (p=19.17%)
[2025-12-09T20:18:02.519556] [INFO ] [FORECASTER] Completed predict_future for BPRN
[2025-12-09T20:18:02.519690] [INFO ] [sig       ] BPRN: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:18:02.658665] [INFO ] [LOCAL     ] Saved forecast: BPRN	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/BPRN.txt
[2025-12-09T20:18:02.658800] [INFO ] [sig       ] [512/3614] Completed BPRN in 0.3s | 2.87 sym/s | Total: 3.0m | ETA: 18.0m
[2025-12-09T20:18:02.658842] [INFO ] [sig       ] [513/3614] Forecasting BPYPM...
[2025-12-09T20:18:02.658871] [INFO ] [sig       ] Generating forecast for: BPYPM
[2025-12-09T20:18:02.658899] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BPYPM' from 'https://tdm.silogroup.org/data/derivative_storage/BPYPM.csv'.
[2025-12-09T20:18:02.670447] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BPYPM'.
[2025-12-09T20:18:02.670793] [INFO ] [FORECASTER] Starting predict_future for BPYPM
[2025-12-09T20:18:02.671558] [DEBUG] [LOCAL     ] No optimal features file found for BPYPM: ./output/feature-sets/BPYPM.txt
[2025-12-09T20:18:02.671629] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:02.671662] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:02.671690] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:02.671755] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:02.727790] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:02.728410] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:02.728509] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:02.728541] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:02.831322] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:02.831431] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:02.831467] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:02.831495] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:02.834679] [DEBUG] [FORECASTER] BPYPM: Forecast T+1@11:T+2@11: DOWN (p=5.20%)
[2025-12-09T20:18:02.834945] [INFO ] [FORECASTER] Completed predict_future for BPYPM
[2025-12-09T20:18:02.835068] [INFO ] [sig       ] BPYPM: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:18:02.973074] [INFO ] [LOCAL     ] Saved forecast: BPYPM	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/BPYPM.txt
[2025-12-09T20:18:02.973180] [INFO ] [sig       ] [513/3614] Completed BPYPM in 0.3s | 2.87 sym/s | Total: 3.0m | ETA: 18.0m
[2025-12-09T20:18:02.973218] [INFO ] [sig       ] [514/3614] Forecasting BPYPO...
[2025-12-09T20:18:02.973247] [INFO ] [sig       ] Generating forecast for: BPYPO
[2025-12-09T20:18:02.973276] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BPYPO' from 'https://tdm.silogroup.org/data/derivative_storage/BPYPO.csv'.
[2025-12-09T20:18:02.983660] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BPYPO'.
[2025-12-09T20:18:02.983945] [INFO ] [FORECASTER] Starting predict_future for BPYPO
[2025-12-09T20:18:02.984724] [DEBUG] [LOCAL     ] No optimal features file found for BPYPO: ./output/feature-sets/BPYPO.txt
[2025-12-09T20:18:02.984775] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:02.984806] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:02.984832] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:02.984886] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:03.040047] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:03.040653] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:03.040727] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:03.040758] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:03.138132] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:03.138249] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:03.138286] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:03.138314] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:03.141481] [DEBUG] [FORECASTER] BPYPO: Forecast T+1@11:T+2@11: UP (p=96.60%)
[2025-12-09T20:18:03.141757] [INFO ] [FORECASTER] Completed predict_future for BPYPO
[2025-12-09T20:18:03.141878] [INFO ] [sig       ] BPYPO: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:18:03.278403] [INFO ] [LOCAL     ] Saved forecast: BPYPO	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/BPYPO.txt
[2025-12-09T20:18:03.278522] [INFO ] [sig       ] [514/3614] Completed BPYPO in 0.3s | 2.87 sym/s | Total: 3.0m | ETA: 18.0m
[2025-12-09T20:18:03.278560] [INFO ] [sig       ] [515/3614] Forecasting BPYPP...
[2025-12-09T20:18:03.278608] [INFO ] [sig       ] Generating forecast for: BPYPP
[2025-12-09T20:18:03.278639] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BPYPP' from 'https://tdm.silogroup.org/data/derivative_storage/BPYPP.csv'.
[2025-12-09T20:18:03.289566] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BPYPP'.
[2025-12-09T20:18:03.289877] [INFO ] [FORECASTER] Starting predict_future for BPYPP
[2025-12-09T20:18:03.290663] [DEBUG] [LOCAL     ] No optimal features file found for BPYPP: ./output/feature-sets/BPYPP.txt
[2025-12-09T20:18:03.290715] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:03.290747] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:03.290774] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:03.290830] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:03.347303] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:03.347990] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:03.348068] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:03.348100] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:03.452888] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:03.453050] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:03.453090] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:03.453119] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:03.456606] [DEBUG] [FORECASTER] BPYPP: Forecast T+1@11:T+2@11: DOWN (p=12.06%)
[2025-12-09T20:18:03.456938] [INFO ] [FORECASTER] Completed predict_future for BPYPP
[2025-12-09T20:18:03.457083] [INFO ] [sig       ] BPYPP: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:18:03.597136] [INFO ] [LOCAL     ] Saved forecast: BPYPP	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/BPYPP.txt
[2025-12-09T20:18:03.597260] [INFO ] [sig       ] [515/3614] Completed BPYPP in 0.3s | 2.87 sym/s | Total: 3.0m | ETA: 18.0m
[2025-12-09T20:18:03.597298] [INFO ] [sig       ] [516/3614] Forecasting BRAG...
[2025-12-09T20:18:03.597333] [INFO ] [sig       ] Generating forecast for: BRAG
[2025-12-09T20:18:03.597363] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRAG' from 'https://tdm.silogroup.org/data/derivative_storage/BRAG.csv'.
[2025-12-09T20:18:03.607964] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRAG'.
[2025-12-09T20:18:03.608251] [INFO ] [FORECASTER] Starting predict_future for BRAG
[2025-12-09T20:18:03.609018] [DEBUG] [LOCAL     ] No optimal features file found for BRAG: ./output/feature-sets/BRAG.txt
[2025-12-09T20:18:03.609069] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:03.609100] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:03.609126] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:03.609181] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:03.665306] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:03.665929] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:03.666015] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:03.666046] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:03.784859] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:03.784969] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:03.785004] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:03.785032] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:03.788196] [DEBUG] [FORECASTER] BRAG: Forecast T+1@11:T+2@11: UP (p=89.65%)
[2025-12-09T20:18:03.788454] [INFO ] [FORECASTER] Completed predict_future for BRAG
[2025-12-09T20:18:03.788589] [INFO ] [sig       ] BRAG: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:18:03.927361] [INFO ] [LOCAL     ] Saved forecast: BRAG	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/BRAG.txt
[2025-12-09T20:18:03.927482] [INFO ] [sig       ] [516/3614] Completed BRAG in 0.3s | 2.87 sym/s | Total: 3.0m | ETA: 18.0m
[2025-12-09T20:18:03.927523] [INFO ] [sig       ] [517/3614] Forecasting BRC...
[2025-12-09T20:18:03.927552] [INFO ] [sig       ] Generating forecast for: BRC
[2025-12-09T20:18:03.927599] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRC' from 'https://tdm.silogroup.org/data/derivative_storage/BRC.csv'.
[2025-12-09T20:18:03.938749] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRC'.
[2025-12-09T20:18:03.939034] [INFO ] [FORECASTER] Starting predict_future for BRC
[2025-12-09T20:18:03.939808] [DEBUG] [LOCAL     ] No optimal features file found for BRC: ./output/feature-sets/BRC.txt
[2025-12-09T20:18:03.939860] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:03.939896] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:03.939922] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:03.939978] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:03.995894] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:03.996466] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:03.996541] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:03.996589] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:04.116683] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:04.116792] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:04.116833] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:04.116863] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:04.120117] [DEBUG] [FORECASTER] BRC: Forecast T+1@11:T+2@11: DOWN (p=43.91%)
[2025-12-09T20:18:04.120379] [INFO ] [FORECASTER] Completed predict_future for BRC
[2025-12-09T20:18:04.120499] [INFO ] [sig       ] BRC: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:18:04.260540] [INFO ] [LOCAL     ] Saved forecast: BRC	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/BRC.txt
[2025-12-09T20:18:04.260663] [INFO ] [sig       ] [517/3614] Completed BRC in 0.3s | 2.87 sym/s | Total: 3.0m | ETA: 18.0m
[2025-12-09T20:18:04.260702] [INFO ] [sig       ] [518/3614] Forecasting BRCC...
[2025-12-09T20:18:04.260731] [INFO ] [sig       ] Generating forecast for: BRCC
[2025-12-09T20:18:04.260761] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRCC' from 'https://tdm.silogroup.org/data/derivative_storage/BRCC.csv'.
[2025-12-09T20:18:04.272262] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRCC'.
[2025-12-09T20:18:04.272517] [INFO ] [FORECASTER] Starting predict_future for BRCC
[2025-12-09T20:18:04.273284] [DEBUG] [LOCAL     ] No optimal features file found for BRCC: ./output/feature-sets/BRCC.txt
[2025-12-09T20:18:04.273336] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:04.273368] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:04.273394] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:04.273450] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:04.329381] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:04.329984] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:04.330057] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:04.330089] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:04.453307] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:04.453459] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:04.453498] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:04.453526] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:04.456843] [DEBUG] [FORECASTER] BRCC: Forecast T+1@11:T+2@11: UP (p=95.60%)
[2025-12-09T20:18:04.457112] [INFO ] [FORECASTER] Completed predict_future for BRCC
[2025-12-09T20:18:04.457231] [INFO ] [sig       ] BRCC: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:18:04.595688] [INFO ] [LOCAL     ] Saved forecast: BRCC	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/BRCC.txt
[2025-12-09T20:18:04.595793] [INFO ] [sig       ] [518/3614] Completed BRCC in 0.3s | 2.87 sym/s | Total: 3.0m | ETA: 18.0m
[2025-12-09T20:18:04.595833] [INFO ] [sig       ] [519/3614] Forecasting BRO...
[2025-12-09T20:18:04.595868] [INFO ] [sig       ] Generating forecast for: BRO
[2025-12-09T20:18:04.595903] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRO' from 'https://tdm.silogroup.org/data/derivative_storage/BRO.csv'.
[2025-12-09T20:18:04.607224] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRO'.
[2025-12-09T20:18:04.607556] [INFO ] [FORECASTER] Starting predict_future for BRO
[2025-12-09T20:18:04.608366] [DEBUG] [LOCAL     ] No optimal features file found for BRO: ./output/feature-sets/BRO.txt
[2025-12-09T20:18:04.608417] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:04.608447] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:04.608473] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:04.608527] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:04.664328] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:04.664916] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:04.664990] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:04.665022] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:04.786942] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:04.787032] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:04.787068] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:04.787130] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:04.790278] [DEBUG] [FORECASTER] BRO: Forecast T+1@11:T+2@11: UP (p=94.19%)
[2025-12-09T20:18:04.790533] [INFO ] [FORECASTER] Completed predict_future for BRO
[2025-12-09T20:18:04.790675] [INFO ] [sig       ] BRO: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:18:04.930710] [INFO ] [LOCAL     ] Saved forecast: BRO	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/BRO.txt
[2025-12-09T20:18:04.930817] [INFO ] [sig       ] [519/3614] Completed BRO in 0.3s | 2.87 sym/s | Total: 3.0m | ETA: 18.0m
[2025-12-09T20:18:04.930855] [INFO ] [sig       ] [520/3614] Forecasting BROS...
[2025-12-09T20:18:04.930884] [INFO ] [sig       ] Generating forecast for: BROS
[2025-12-09T20:18:04.930914] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BROS' from 'https://tdm.silogroup.org/data/derivative_storage/BROS.csv'.
[2025-12-09T20:18:04.942455] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BROS'.
[2025-12-09T20:18:04.942730] [INFO ] [FORECASTER] Starting predict_future for BROS
[2025-12-09T20:18:04.943497] [DEBUG] [LOCAL     ] No optimal features file found for BROS: ./output/feature-sets/BROS.txt
[2025-12-09T20:18:04.943589] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:04.943623] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:04.943650] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:04.943705] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:05.000128] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:05.000717] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:05.000791] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:05.000822] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:05.118317] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:05.118418] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:05.118453] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:05.118482] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:05.121597] [DEBUG] [FORECASTER] BROS: Forecast T+1@11:T+2@11: UP (p=95.02%)
[2025-12-09T20:18:05.121860] [INFO ] [FORECASTER] Completed predict_future for BROS
[2025-12-09T20:18:05.121977] [INFO ] [sig       ] BROS: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:18:05.259808] [INFO ] [LOCAL     ] Saved forecast: BROS	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/BROS.txt
[2025-12-09T20:18:05.259919] [INFO ] [sig       ] [520/3614] Completed BROS in 0.3s | 2.87 sym/s | Total: 3.0m | ETA: 18.0m
[2025-12-09T20:18:05.259956] [INFO ] [sig       ] [521/3614] Forecasting BRSP...
[2025-12-09T20:18:05.259985] [INFO ] [sig       ] Generating forecast for: BRSP
[2025-12-09T20:18:05.260014] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRSP' from 'https://tdm.silogroup.org/data/derivative_storage/BRSP.csv'.
[2025-12-09T20:18:05.271517] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRSP'.
[2025-12-09T20:18:05.271832] [INFO ] [FORECASTER] Starting predict_future for BRSP
[2025-12-09T20:18:05.272661] [DEBUG] [LOCAL     ] No optimal features file found for BRSP: ./output/feature-sets/BRSP.txt
[2025-12-09T20:18:05.272714] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:05.272746] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:05.272773] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:05.272829] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:05.330330] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:05.330940] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:05.331014] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:05.331058] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:05.448321] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:05.448426] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:05.448461] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:05.448489] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:05.451731] [DEBUG] [FORECASTER] BRSP: Forecast T+1@11:T+2@11: DOWN (p=30.04%)
[2025-12-09T20:18:05.452030] [INFO ] [FORECASTER] Completed predict_future for BRSP
[2025-12-09T20:18:05.452149] [INFO ] [sig       ] BRSP: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:18:05.590884] [INFO ] [LOCAL     ] Saved forecast: BRSP	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/BRSP.txt
[2025-12-09T20:18:05.590992] [INFO ] [sig       ] [521/3614] Completed BRSP in 0.3s | 2.87 sym/s | Total: 3.0m | ETA: 17.9m
[2025-12-09T20:18:05.591029] [INFO ] [sig       ] [522/3614] Forecasting BRX...
[2025-12-09T20:18:05.591058] [INFO ] [sig       ] Generating forecast for: BRX
[2025-12-09T20:18:05.591087] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRX' from 'https://tdm.silogroup.org/data/derivative_storage/BRX.csv'.
[2025-12-09T20:18:05.602436] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRX'.
[2025-12-09T20:18:05.602736] [INFO ] [FORECASTER] Starting predict_future for BRX
[2025-12-09T20:18:05.603531] [DEBUG] [LOCAL     ] No optimal features file found for BRX: ./output/feature-sets/BRX.txt
[2025-12-09T20:18:05.603612] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:05.603650] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:05.603678] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:05.603734] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:05.660443] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:05.661060] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:05.661135] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:05.661167] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:05.777187] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:05.777305] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:05.777342] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:05.777370] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:05.780545] [DEBUG] [FORECASTER] BRX: Forecast T+1@11:T+2@11: UP (p=67.90%)
[2025-12-09T20:18:05.780825] [INFO ] [FORECASTER] Completed predict_future for BRX
[2025-12-09T20:18:05.780949] [INFO ] [sig       ] BRX: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:18:05.917597] [INFO ] [LOCAL     ] Saved forecast: BRX	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/BRX.txt
[2025-12-09T20:18:05.917710] [INFO ] [sig       ] [522/3614] Completed BRX in 0.3s | 2.87 sym/s | Total: 3.0m | ETA: 17.9m
[2025-12-09T20:18:05.917748] [INFO ] [sig       ] [523/3614] Forecasting BRY...
[2025-12-09T20:18:05.917776] [INFO ] [sig       ] Generating forecast for: BRY
[2025-12-09T20:18:05.917806] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRY' from 'https://tdm.silogroup.org/data/derivative_storage/BRY.csv'.
[2025-12-09T20:18:05.929077] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRY'.
[2025-12-09T20:18:05.929357] [INFO ] [FORECASTER] Starting predict_future for BRY
[2025-12-09T20:18:05.930202] [DEBUG] [LOCAL     ] No optimal features file found for BRY: ./output/feature-sets/BRY.txt
[2025-12-09T20:18:05.930255] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:05.930285] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:05.930311] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:05.930377] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:05.987053] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:05.987728] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:05.987803] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:05.987834] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:06.104620] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:06.104742] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:06.104819] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:06.104859] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:06.108258] [DEBUG] [FORECASTER] BRY: Forecast T+1@11:T+2@11: DOWN (p=4.78%)
[2025-12-09T20:18:06.108528] [INFO ] [FORECASTER] Completed predict_future for BRY
[2025-12-09T20:18:06.108674] [INFO ] [sig       ] BRY: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:18:06.292145] [INFO ] [LOCAL     ] Saved forecast: BRY	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/BRY.txt
[2025-12-09T20:18:06.292282] [INFO ] [sig       ] [523/3614] Completed BRY in 0.4s | 2.87 sym/s | Total: 3.0m | ETA: 17.9m
[2025-12-09T20:18:06.292321] [INFO ] [sig       ] [524/3614] Forecasting BRZE...
[2025-12-09T20:18:06.292351] [INFO ] [sig       ] Generating forecast for: BRZE
[2025-12-09T20:18:06.292381] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRZE' from 'https://tdm.silogroup.org/data/derivative_storage/BRZE.csv'.
[2025-12-09T20:18:06.304694] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRZE'.
[2025-12-09T20:18:06.304994] [INFO ] [FORECASTER] Starting predict_future for BRZE
[2025-12-09T20:18:06.305761] [DEBUG] [LOCAL     ] No optimal features file found for BRZE: ./output/feature-sets/BRZE.txt
[2025-12-09T20:18:06.305811] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:06.305843] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:06.305869] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:06.305927] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:06.361552] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:06.362226] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:06.362302] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:06.362335] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:06.483206] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:06.483334] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:06.483373] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:06.483401] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:06.486714] [DEBUG] [FORECASTER] BRZE: Forecast T+1@11:T+2@11: DOWN (p=23.58%)
[2025-12-09T20:18:06.486986] [INFO ] [FORECASTER] Completed predict_future for BRZE
[2025-12-09T20:18:06.487105] [INFO ] [sig       ] BRZE: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:18:06.629522] [INFO ] [LOCAL     ] Saved forecast: BRZE	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/BRZE.txt
[2025-12-09T20:18:06.629690] [INFO ] [sig       ] [524/3614] Completed BRZE in 0.3s | 2.87 sym/s | Total: 3.0m | ETA: 17.9m
[2025-12-09T20:18:06.629730] [INFO ] [sig       ] [525/3614] Forecasting BSAC...
[2025-12-09T20:18:06.629760] [INFO ] [sig       ] Generating forecast for: BSAC
[2025-12-09T20:18:06.629791] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSAC' from 'https://tdm.silogroup.org/data/derivative_storage/BSAC.csv'.
[2025-12-09T20:18:06.641175] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSAC'.
[2025-12-09T20:18:06.641475] [INFO ] [FORECASTER] Starting predict_future for BSAC
[2025-12-09T20:18:06.642251] [DEBUG] [LOCAL     ] No optimal features file found for BSAC: ./output/feature-sets/BSAC.txt
[2025-12-09T20:18:06.642302] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:06.642333] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:06.642360] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:06.642416] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:06.697769] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:06.698565] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:06.698663] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:06.698696] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:06.818205] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:06.818359] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:06.818398] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:06.818426] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:06.821815] [DEBUG] [FORECASTER] BSAC: Forecast T+1@11:T+2@11: UP (p=72.39%)
[2025-12-09T20:18:06.822152] [INFO ] [FORECASTER] Completed predict_future for BSAC
[2025-12-09T20:18:06.822304] [INFO ] [sig       ] BSAC: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:18:06.962896] [INFO ] [LOCAL     ] Saved forecast: BSAC	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/BSAC.txt
[2025-12-09T20:18:06.963071] [INFO ] [sig       ] [525/3614] Completed BSAC in 0.3s | 2.87 sym/s | Total: 3.0m | ETA: 17.9m
[2025-12-09T20:18:06.963110] [INFO ] [sig       ] [526/3614] Forecasting BSCP...
[2025-12-09T20:18:06.963142] [INFO ] [sig       ] Generating forecast for: BSCP
[2025-12-09T20:18:06.963171] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSCP' from 'https://tdm.silogroup.org/data/derivative_storage/BSCP.csv'.
[2025-12-09T20:18:06.974516] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSCP'.
[2025-12-09T20:18:06.974894] [INFO ] [FORECASTER] Starting predict_future for BSCP
[2025-12-09T20:18:06.975706] [DEBUG] [LOCAL     ] No optimal features file found for BSCP: ./output/feature-sets/BSCP.txt
[2025-12-09T20:18:06.975758] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:06.975789] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:06.975816] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:06.975882] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:07.031890] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:07.032724] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:07.032802] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:07.032834] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:07.131138] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:07.131283] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:07.131323] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:07.131351] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:07.134648] [DEBUG] [FORECASTER] BSCP: Forecast T+1@11:T+2@11: UP (p=99.91%)
[2025-12-09T20:18:07.134914] [INFO ] [FORECASTER] Completed predict_future for BSCP
[2025-12-09T20:18:07.135034] [INFO ] [sig       ] BSCP: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:18:07.276414] [INFO ] [LOCAL     ] Saved forecast: BSCP	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/BSCP.txt
[2025-12-09T20:18:07.276560] [INFO ] [sig       ] [526/3614] Completed BSCP in 0.3s | 2.87 sym/s | Total: 3.1m | ETA: 17.9m
[2025-12-09T20:18:07.276623] [INFO ] [sig       ] [527/3614] Forecasting BSCQ...
[2025-12-09T20:18:07.276671] [INFO ] [sig       ] Generating forecast for: BSCQ
[2025-12-09T20:18:07.276709] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSCQ' from 'https://tdm.silogroup.org/data/derivative_storage/BSCQ.csv'.
[2025-12-09T20:18:07.291791] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSCQ'.
[2025-12-09T20:18:07.292122] [INFO ] [FORECASTER] Starting predict_future for BSCQ
[2025-12-09T20:18:07.292930] [DEBUG] [LOCAL     ] No optimal features file found for BSCQ: ./output/feature-sets/BSCQ.txt
[2025-12-09T20:18:07.292994] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:07.293032] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:07.293064] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:07.293123] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:07.350780] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:07.351565] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:07.351673] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:07.351707] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:07.469203] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:07.469353] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:07.469393] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:07.469421] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:07.472736] [DEBUG] [FORECASTER] BSCQ: Forecast T+1@11:T+2@11: UP (p=90.41%)
[2025-12-09T20:18:07.473017] [INFO ] [FORECASTER] Completed predict_future for BSCQ
[2025-12-09T20:18:07.473149] [INFO ] [sig       ] BSCQ: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:18:07.624167] [INFO ] [LOCAL     ] Saved forecast: BSCQ	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/BSCQ.txt
[2025-12-09T20:18:07.624322] [INFO ] [sig       ] [527/3614] Completed BSCQ in 0.3s | 2.87 sym/s | Total: 3.1m | ETA: 17.9m
[2025-12-09T20:18:07.624361] [INFO ] [sig       ] [528/3614] Forecasting BSCS...
[2025-12-09T20:18:07.624390] [INFO ] [sig       ] Generating forecast for: BSCS
[2025-12-09T20:18:07.624420] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSCS' from 'https://tdm.silogroup.org/data/derivative_storage/BSCS.csv'.
[2025-12-09T20:18:07.636726] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSCS'.
[2025-12-09T20:18:07.637083] [INFO ] [FORECASTER] Starting predict_future for BSCS
[2025-12-09T20:18:07.637894] [DEBUG] [LOCAL     ] No optimal features file found for BSCS: ./output/feature-sets/BSCS.txt
[2025-12-09T20:18:07.637947] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:07.637982] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:07.638007] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:07.638063] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:07.694778] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:07.695659] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:07.695744] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:07.695776] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:07.819919] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:07.820083] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:07.820126] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:07.820155] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:07.823699] [DEBUG] [FORECASTER] BSCS: Forecast T+1@11:T+2@11: UP (p=99.41%)
[2025-12-09T20:18:07.824040] [INFO ] [FORECASTER] Completed predict_future for BSCS
[2025-12-09T20:18:07.824177] [INFO ] [sig       ] BSCS: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:18:07.971417] [INFO ] [LOCAL     ] Saved forecast: BSCS	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/BSCS.txt
[2025-12-09T20:18:07.971647] [INFO ] [sig       ] [528/3614] Completed BSCS in 0.3s | 2.87 sym/s | Total: 3.1m | ETA: 17.9m
[2025-12-09T20:18:07.971708] [INFO ] [sig       ] [529/3614] Forecasting BSCX...
[2025-12-09T20:18:07.971751] [INFO ] [sig       ] Generating forecast for: BSCX
[2025-12-09T20:18:07.971797] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSCX' from 'https://tdm.silogroup.org/data/derivative_storage/BSCX.csv'.
[2025-12-09T20:18:07.984055] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSCX'.
[2025-12-09T20:18:07.984426] [INFO ] [FORECASTER] Starting predict_future for BSCX
[2025-12-09T20:18:07.985248] [DEBUG] [LOCAL     ] No optimal features file found for BSCX: ./output/feature-sets/BSCX.txt
[2025-12-09T20:18:07.985308] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:07.985339] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:07.985366] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:07.985422] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:08.043142] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:08.044013] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:08.044102] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:08.044135] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:08.162888] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:08.163037] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:08.163077] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:08.163105] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:08.166413] [DEBUG] [FORECASTER] BSCX: Forecast T+1@11:T+2@11: DOWN (p=20.32%)
[2025-12-09T20:18:08.166715] [INFO ] [FORECASTER] Completed predict_future for BSCX
[2025-12-09T20:18:08.166837] [INFO ] [sig       ] BSCX: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:18:08.310412] [INFO ] [LOCAL     ] Saved forecast: BSCX	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/BSCX.txt
[2025-12-09T20:18:08.310588] [INFO ] [sig       ] [529/3614] Completed BSCX in 0.3s | 2.87 sym/s | Total: 3.1m | ETA: 17.9m
[2025-12-09T20:18:08.310629] [INFO ] [sig       ] [530/3614] Forecasting BSCY...
[2025-12-09T20:18:08.310658] [INFO ] [sig       ] Generating forecast for: BSCY
[2025-12-09T20:18:08.310687] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSCY' from 'https://tdm.silogroup.org/data/derivative_storage/BSCY.csv'.
[2025-12-09T20:18:08.322242] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSCY'.
[2025-12-09T20:18:08.322625] [INFO ] [FORECASTER] Starting predict_future for BSCY
[2025-12-09T20:18:08.323402] [DEBUG] [LOCAL     ] No optimal features file found for BSCY: ./output/feature-sets/BSCY.txt
[2025-12-09T20:18:08.323455] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:08.323487] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:08.323514] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:08.323616] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:08.379952] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:08.380803] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:08.380884] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:08.380917] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:08.501247] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:08.501401] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:08.501443] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:08.501471] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:08.504868] [DEBUG] [FORECASTER] BSCY: Forecast T+1@11:T+2@11: UP (p=92.27%)
[2025-12-09T20:18:08.505154] [INFO ] [FORECASTER] Completed predict_future for BSCY
[2025-12-09T20:18:08.505279] [INFO ] [sig       ] BSCY: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:18:08.647980] [INFO ] [LOCAL     ] Saved forecast: BSCY	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/BSCY.txt
[2025-12-09T20:18:08.648143] [INFO ] [sig       ] [530/3614] Completed BSCY in 0.3s | 2.87 sym/s | Total: 3.1m | ETA: 17.9m
[2025-12-09T20:18:08.648185] [INFO ] [sig       ] [531/3614] Forecasting BSJP...
[2025-12-09T20:18:08.648216] [INFO ] [sig       ] Generating forecast for: BSJP
[2025-12-09T20:18:08.648248] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSJP' from 'https://tdm.silogroup.org/data/derivative_storage/BSJP.csv'.
[2025-12-09T20:18:08.660051] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSJP'.
[2025-12-09T20:18:08.660449] [INFO ] [FORECASTER] Starting predict_future for BSJP
[2025-12-09T20:18:08.661449] [DEBUG] [LOCAL     ] No optimal features file found for BSJP: ./output/feature-sets/BSJP.txt
[2025-12-09T20:18:08.661505] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:08.661539] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:08.661566] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:08.661656] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:08.718626] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:08.719447] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:08.719534] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:08.719566] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:08.834341] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:08.834492] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:08.834534] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:08.834564] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:08.838099] [DEBUG] [FORECASTER] BSJP: Forecast T+1@11:T+2@11: UP (p=79.22%)
[2025-12-09T20:18:08.838407] [INFO ] [FORECASTER] Completed predict_future for BSJP
[2025-12-09T20:18:08.838540] [INFO ] [sig       ] BSJP: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:18:08.982353] [INFO ] [LOCAL     ] Saved forecast: BSJP	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/BSJP.txt
[2025-12-09T20:18:08.982498] [INFO ] [sig       ] [531/3614] Completed BSJP in 0.3s | 2.87 sym/s | Total: 3.1m | ETA: 17.9m
[2025-12-09T20:18:08.982543] [INFO ] [sig       ] [532/3614] Forecasting BSJQ...
[2025-12-09T20:18:08.982593] [INFO ] [sig       ] Generating forecast for: BSJQ
[2025-12-09T20:18:08.982627] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSJQ' from 'https://tdm.silogroup.org/data/derivative_storage/BSJQ.csv'.
[2025-12-09T20:18:08.994390] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSJQ'.
[2025-12-09T20:18:08.994787] [INFO ] [FORECASTER] Starting predict_future for BSJQ
[2025-12-09T20:18:08.995599] [DEBUG] [LOCAL     ] No optimal features file found for BSJQ: ./output/feature-sets/BSJQ.txt
[2025-12-09T20:18:08.995652] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:08.995684] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:08.995710] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:08.995766] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:09.053844] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:09.054761] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:09.054849] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:09.054881] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:09.177818] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:09.177994] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:09.178046] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:09.178098] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:09.181663] [DEBUG] [FORECASTER] BSJQ: Forecast T+1@11:T+2@11: UP (p=55.73%)
[2025-12-09T20:18:09.181958] [INFO ] [FORECASTER] Completed predict_future for BSJQ
[2025-12-09T20:18:09.182088] [INFO ] [sig       ] BSJQ: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:18:09.332284] [INFO ] [LOCAL     ] Saved forecast: BSJQ	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/BSJQ.txt
[2025-12-09T20:18:09.332442] [INFO ] [sig       ] [532/3614] Completed BSJQ in 0.3s | 2.87 sym/s | Total: 3.1m | ETA: 17.9m
[2025-12-09T20:18:09.332482] [INFO ] [sig       ] [533/3614] Forecasting BSJS...
[2025-12-09T20:18:09.332514] [INFO ] [sig       ] Generating forecast for: BSJS
[2025-12-09T20:18:09.332544] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSJS' from 'https://tdm.silogroup.org/data/derivative_storage/BSJS.csv'.
[2025-12-09T20:18:09.345673] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSJS'.
[2025-12-09T20:18:09.346149] [INFO ] [FORECASTER] Starting predict_future for BSJS
[2025-12-09T20:18:09.347337] [DEBUG] [LOCAL     ] No optimal features file found for BSJS: ./output/feature-sets/BSJS.txt
[2025-12-09T20:18:09.347412] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:09.347488] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:09.347537] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:09.347640] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:09.417188] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:09.418092] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:09.418186] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:09.418221] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:09.544958] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:09.545122] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:09.545176] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:09.545209] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:09.548718] [DEBUG] [FORECASTER] BSJS: Forecast T+1@11:T+2@11: DOWN (p=32.57%)
[2025-12-09T20:18:09.549135] [INFO ] [FORECASTER] Completed predict_future for BSJS
[2025-12-09T20:18:09.549300] [INFO ] [sig       ] BSJS: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:18:09.698088] [INFO ] [LOCAL     ] Saved forecast: BSJS	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/BSJS.txt
[2025-12-09T20:18:09.698242] [INFO ] [sig       ] [533/3614] Completed BSJS in 0.4s | 2.87 sym/s | Total: 3.1m | ETA: 17.9m
[2025-12-09T20:18:09.698282] [INFO ] [sig       ] [534/3614] Forecasting BSL...
[2025-12-09T20:18:09.698312] [INFO ] [sig       ] Generating forecast for: BSL
[2025-12-09T20:18:09.698343] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSL' from 'https://tdm.silogroup.org/data/derivative_storage/BSL.csv'.
[2025-12-09T20:18:09.709698] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSL'.
[2025-12-09T20:18:09.710054] [INFO ] [FORECASTER] Starting predict_future for BSL
[2025-12-09T20:18:09.710928] [DEBUG] [LOCAL     ] No optimal features file found for BSL: ./output/feature-sets/BSL.txt
[2025-12-09T20:18:09.710984] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:09.711022] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:09.711051] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:09.711109] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:09.770188] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:09.771076] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:09.771169] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:09.771202] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:09.891048] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:09.891207] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:09.891250] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:09.891280] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:09.894807] [DEBUG] [FORECASTER] BSL: Forecast T+1@11:T+2@11: UP (p=79.55%)
[2025-12-09T20:18:09.895100] [INFO ] [FORECASTER] Completed predict_future for BSL
[2025-12-09T20:18:09.895229] [INFO ] [sig       ] BSL: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:18:10.039717] [INFO ] [LOCAL     ] Saved forecast: BSL	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/BSL.txt
[2025-12-09T20:18:10.039883] [INFO ] [sig       ] [534/3614] Completed BSL in 0.3s | 2.87 sym/s | Total: 3.1m | ETA: 17.9m
[2025-12-09T20:18:10.039924] [INFO ] [sig       ] [535/3614] Forecasting BSLK...
[2025-12-09T20:18:10.039953] [INFO ] [sig       ] Generating forecast for: BSLK
[2025-12-09T20:18:10.039985] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSLK' from 'https://tdm.silogroup.org/data/derivative_storage/BSLK.csv'.
[2025-12-09T20:18:10.051498] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSLK'.
[2025-12-09T20:18:10.051919] [INFO ] [FORECASTER] Starting predict_future for BSLK
[2025-12-09T20:18:10.052780] [DEBUG] [LOCAL     ] No optimal features file found for BSLK: ./output/feature-sets/BSLK.txt
[2025-12-09T20:18:10.052833] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:10.052866] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:10.052894] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:10.052952] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:10.111232] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:10.112113] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:10.112228] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:10.112264] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:10.224045] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:10.224190] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:10.224232] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:10.224260] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:10.227557] [DEBUG] [FORECASTER] BSLK: Forecast T+1@11:T+2@11: DOWN (p=37.41%)
[2025-12-09T20:18:10.227845] [INFO ] [FORECASTER] Completed predict_future for BSLK
[2025-12-09T20:18:10.227967] [INFO ] [sig       ] BSLK: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:18:10.364619] [INFO ] [LOCAL     ] Saved forecast: BSLK	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/BSLK.txt
[2025-12-09T20:18:10.364746] [INFO ] [sig       ] [535/3614] Completed BSLK in 0.3s | 2.87 sym/s | Total: 3.1m | ETA: 17.9m
[2025-12-09T20:18:10.364784] [INFO ] [sig       ] [536/3614] Forecasting BSM...
[2025-12-09T20:18:10.364814] [INFO ] [sig       ] Generating forecast for: BSM
[2025-12-09T20:18:10.364845] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSM' from 'https://tdm.silogroup.org/data/derivative_storage/BSM.csv'.
[2025-12-09T20:18:10.376619] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSM'.
[2025-12-09T20:18:10.377012] [INFO ] [FORECASTER] Starting predict_future for BSM
[2025-12-09T20:18:10.377865] [DEBUG] [LOCAL     ] No optimal features file found for BSM: ./output/feature-sets/BSM.txt
[2025-12-09T20:18:10.377936] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:10.377977] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:10.378012] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:10.378086] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:10.434113] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:10.435026] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:10.435110] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:10.435143] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:10.555934] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:10.556090] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:10.556135] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:10.556163] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:10.559625] [DEBUG] [FORECASTER] BSM: Forecast T+1@11:T+2@11: DOWN (p=1.01%)
[2025-12-09T20:18:10.559890] [INFO ] [FORECASTER] Completed predict_future for BSM
[2025-12-09T20:18:10.560011] [INFO ] [sig       ] BSM: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:18:10.698135] [INFO ] [LOCAL     ] Saved forecast: BSM	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/BSM.txt
[2025-12-09T20:18:10.698263] [INFO ] [sig       ] [536/3614] Completed BSM in 0.3s | 2.87 sym/s | Total: 3.1m | ETA: 17.8m
[2025-12-09T20:18:10.698303] [INFO ] [sig       ] [537/3614] Forecasting BSMP...
[2025-12-09T20:18:10.698331] [INFO ] [sig       ] Generating forecast for: BSMP
[2025-12-09T20:18:10.698361] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSMP' from 'https://tdm.silogroup.org/data/derivative_storage/BSMP.csv'.
[2025-12-09T20:18:10.711298] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSMP'.
[2025-12-09T20:18:10.711740] [INFO ] [FORECASTER] Starting predict_future for BSMP
[2025-12-09T20:18:10.712528] [DEBUG] [LOCAL     ] No optimal features file found for BSMP: ./output/feature-sets/BSMP.txt
[2025-12-09T20:18:10.712603] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:10.712637] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:10.712664] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:10.712720] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:10.769315] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:10.770194] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:10.770281] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:10.770313] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:10.887422] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:10.887620] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:10.887663] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:10.887690] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:10.891106] [DEBUG] [FORECASTER] BSMP: Forecast T+1@11:T+2@11: UP (p=97.19%)
[2025-12-09T20:18:10.891398] [INFO ] [FORECASTER] Completed predict_future for BSMP
[2025-12-09T20:18:10.891524] [INFO ] [sig       ] BSMP: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:18:11.032833] [INFO ] [LOCAL     ] Saved forecast: BSMP	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/BSMP.txt
[2025-12-09T20:18:11.032995] [INFO ] [sig       ] [537/3614] Completed BSMP in 0.3s | 2.87 sym/s | Total: 3.1m | ETA: 17.8m
[2025-12-09T20:18:11.033035] [INFO ] [sig       ] [538/3614] Forecasting BSMQ...
[2025-12-09T20:18:11.033064] [INFO ] [sig       ] Generating forecast for: BSMQ
[2025-12-09T20:18:11.033095] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSMQ' from 'https://tdm.silogroup.org/data/derivative_storage/BSMQ.csv'.
[2025-12-09T20:18:11.044090] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSMQ'.
[2025-12-09T20:18:11.044495] [INFO ] [FORECASTER] Starting predict_future for BSMQ
[2025-12-09T20:18:11.045303] [DEBUG] [LOCAL     ] No optimal features file found for BSMQ: ./output/feature-sets/BSMQ.txt
[2025-12-09T20:18:11.045357] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:11.045389] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:11.045415] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:11.045470] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:11.101233] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:11.102090] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:11.102170] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:11.102203] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:11.221538] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:11.221711] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:11.221752] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:11.221780] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:11.225155] [DEBUG] [FORECASTER] BSMQ: Forecast T+1@11:T+2@11: UP (p=77.04%)
[2025-12-09T20:18:11.225442] [INFO ] [FORECASTER] Completed predict_future for BSMQ
[2025-12-09T20:18:11.225565] [INFO ] [sig       ] BSMQ: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:18:11.367946] [INFO ] [LOCAL     ] Saved forecast: BSMQ	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/BSMQ.txt
[2025-12-09T20:18:11.368105] [INFO ] [sig       ] [538/3614] Completed BSMQ in 0.3s | 2.87 sym/s | Total: 3.1m | ETA: 17.8m
[2025-12-09T20:18:11.368146] [INFO ] [sig       ] [539/3614] Forecasting BSMS...
[2025-12-09T20:18:11.368178] [INFO ] [sig       ] Generating forecast for: BSMS
[2025-12-09T20:18:11.368211] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSMS' from 'https://tdm.silogroup.org/data/derivative_storage/BSMS.csv'.
[2025-12-09T20:18:11.379157] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSMS'.
[2025-12-09T20:18:11.379514] [INFO ] [FORECASTER] Starting predict_future for BSMS
[2025-12-09T20:18:11.380340] [DEBUG] [LOCAL     ] No optimal features file found for BSMS: ./output/feature-sets/BSMS.txt
[2025-12-09T20:18:11.380394] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:11.380428] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:11.380455] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:11.380512] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:11.440098] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:11.440959] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:11.441052] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:11.441089] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:11.553140] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:11.553293] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:11.553334] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:11.553364] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:11.556801] [DEBUG] [FORECASTER] BSMS: Forecast T+1@11:T+2@11: UP (p=78.07%)
[2025-12-09T20:18:11.557094] [INFO ] [FORECASTER] Completed predict_future for BSMS
[2025-12-09T20:18:11.557218] [INFO ] [sig       ] BSMS: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:18:11.705529] [INFO ] [LOCAL     ] Saved forecast: BSMS	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/BSMS.txt
[2025-12-09T20:18:11.705708] [INFO ] [sig       ] [539/3614] Completed BSMS in 0.3s | 2.87 sym/s | Total: 3.1m | ETA: 17.8m
[2025-12-09T20:18:11.705754] [INFO ] [sig       ] [540/3614] Forecasting BSSX...
[2025-12-09T20:18:11.705785] [INFO ] [sig       ] Generating forecast for: BSSX
[2025-12-09T20:18:11.705815] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSSX' from 'https://tdm.silogroup.org/data/derivative_storage/BSSX.csv'.
[2025-12-09T20:18:11.718034] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSSX'.
[2025-12-09T20:18:11.718383] [INFO ] [FORECASTER] Starting predict_future for BSSX
[2025-12-09T20:18:11.719169] [DEBUG] [LOCAL     ] No optimal features file found for BSSX: ./output/feature-sets/BSSX.txt
[2025-12-09T20:18:11.719221] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:11.719252] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:11.719278] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:11.719334] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:11.780740] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:11.781818] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:11.781917] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:11.781957] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:11.890733] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:11.890883] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:11.890924] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:11.890953] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:11.894306] [DEBUG] [FORECASTER] BSSX: Forecast T+1@11:T+2@11: DOWN (p=49.67%)
[2025-12-09T20:18:11.894592] [INFO ] [FORECASTER] Completed predict_future for BSSX
[2025-12-09T20:18:11.894718] [INFO ] [sig       ] BSSX: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:18:12.031868] [INFO ] [LOCAL     ] Saved forecast: BSSX	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/BSSX.txt
[2025-12-09T20:18:12.031984] [INFO ] [sig       ] [540/3614] Completed BSSX in 0.3s | 2.88 sym/s | Total: 3.1m | ETA: 17.8m
[2025-12-09T20:18:12.032022] [INFO ] [sig       ] [541/3614] Forecasting BSTZ...
[2025-12-09T20:18:12.032050] [INFO ] [sig       ] Generating forecast for: BSTZ
[2025-12-09T20:18:12.032078] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSTZ' from 'https://tdm.silogroup.org/data/derivative_storage/BSTZ.csv'.
[2025-12-09T20:18:12.044513] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSTZ'.
[2025-12-09T20:18:12.044915] [INFO ] [FORECASTER] Starting predict_future for BSTZ
[2025-12-09T20:18:12.045727] [DEBUG] [LOCAL     ] No optimal features file found for BSTZ: ./output/feature-sets/BSTZ.txt
[2025-12-09T20:18:12.045779] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:12.045811] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:12.045837] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:12.045892] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:12.103129] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:12.104012] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:12.104097] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:12.104131] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:12.226673] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:12.226833] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:12.226874] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:12.226904] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:12.230717] [DEBUG] [FORECASTER] BSTZ: Forecast T+1@11:T+2@11: DOWN (p=39.33%)
[2025-12-09T20:18:12.231071] [INFO ] [FORECASTER] Completed predict_future for BSTZ
[2025-12-09T20:18:12.231397] [INFO ] [sig       ] BSTZ: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:18:12.375487] [INFO ] [LOCAL     ] Saved forecast: BSTZ	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/BSTZ.txt
[2025-12-09T20:18:12.375707] [INFO ] [sig       ] [541/3614] Completed BSTZ in 0.3s | 2.88 sym/s | Total: 3.1m | ETA: 17.8m
[2025-12-09T20:18:12.375754] [INFO ] [sig       ] [542/3614] Forecasting BSVN...
[2025-12-09T20:18:12.375787] [INFO ] [sig       ] Generating forecast for: BSVN
[2025-12-09T20:18:12.375818] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSVN' from 'https://tdm.silogroup.org/data/derivative_storage/BSVN.csv'.
[2025-12-09T20:18:12.386955] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSVN'.
[2025-12-09T20:18:12.387348] [INFO ] [FORECASTER] Starting predict_future for BSVN
[2025-12-09T20:18:12.388529] [DEBUG] [LOCAL     ] No optimal features file found for BSVN: ./output/feature-sets/BSVN.txt
[2025-12-09T20:18:12.388617] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:12.388654] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:12.388682] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:12.388739] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:12.447874] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:12.448750] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:12.448837] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:12.448872] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:12.561244] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:12.561420] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:12.561471] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:12.561508] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:12.565098] [DEBUG] [FORECASTER] BSVN: Forecast T+1@11:T+2@11: DOWN (p=9.46%)
[2025-12-09T20:18:12.565419] [INFO ] [FORECASTER] Completed predict_future for BSVN
[2025-12-09T20:18:12.565553] [INFO ] [sig       ] BSVN: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:18:12.709589] [INFO ] [LOCAL     ] Saved forecast: BSVN	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/BSVN.txt
[2025-12-09T20:18:12.709746] [INFO ] [sig       ] [542/3614] Completed BSVN in 0.3s | 2.88 sym/s | Total: 3.1m | ETA: 17.8m
[2025-12-09T20:18:12.709786] [INFO ] [sig       ] [543/3614] Forecasting BSVO...
[2025-12-09T20:18:12.709815] [INFO ] [sig       ] Generating forecast for: BSVO
[2025-12-09T20:18:12.709844] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSVO' from 'https://tdm.silogroup.org/data/derivative_storage/BSVO.csv'.
[2025-12-09T20:18:12.722074] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSVO'.
[2025-12-09T20:18:12.722463] [INFO ] [FORECASTER] Starting predict_future for BSVO
[2025-12-09T20:18:12.723330] [DEBUG] [LOCAL     ] No optimal features file found for BSVO: ./output/feature-sets/BSVO.txt
[2025-12-09T20:18:12.723384] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:12.723417] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:12.723444] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:12.723507] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:12.783069] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:12.784011] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:12.784104] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:12.784140] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:12.909183] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:12.909338] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:12.909396] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:12.909425] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:12.912809] [DEBUG] [FORECASTER] BSVO: Forecast T+1@11:T+2@11: DOWN (p=4.63%)
[2025-12-09T20:18:12.913093] [INFO ] [FORECASTER] Completed predict_future for BSVO
[2025-12-09T20:18:12.913218] [INFO ] [sig       ] BSVO: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:18:13.052855] [INFO ] [LOCAL     ] Saved forecast: BSVO	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/BSVO.txt
[2025-12-09T20:18:13.053006] [INFO ] [sig       ] [543/3614] Completed BSVO in 0.3s | 2.88 sym/s | Total: 3.1m | ETA: 17.8m
[2025-12-09T20:18:13.053101] [INFO ] [sig       ] [544/3614] Forecasting BSX...
[2025-12-09T20:18:13.053150] [INFO ] [sig       ] Generating forecast for: BSX
[2025-12-09T20:18:13.053193] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSX' from 'https://tdm.silogroup.org/data/derivative_storage/BSX.csv'.
[2025-12-09T20:18:13.065070] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSX'.
[2025-12-09T20:18:13.065442] [INFO ] [FORECASTER] Starting predict_future for BSX
[2025-12-09T20:18:13.066298] [DEBUG] [LOCAL     ] No optimal features file found for BSX: ./output/feature-sets/BSX.txt
[2025-12-09T20:18:13.066352] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:13.066385] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:13.066413] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:13.066476] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:13.124266] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:13.124929] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:13.125007] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:13.125041] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:13.241379] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:13.241523] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:13.241564] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:13.241614] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:13.245028] [DEBUG] [FORECASTER] BSX: Forecast T+1@11:T+2@11: UP (p=77.01%)
[2025-12-09T20:18:13.245301] [INFO ] [FORECASTER] Completed predict_future for BSX
[2025-12-09T20:18:13.245429] [INFO ] [sig       ] BSX: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:18:13.383837] [INFO ] [LOCAL     ] Saved forecast: BSX	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/BSX.txt
[2025-12-09T20:18:13.383964] [INFO ] [sig       ] [544/3614] Completed BSX in 0.3s | 2.88 sym/s | Total: 3.2m | ETA: 17.8m
[2025-12-09T20:18:13.384003] [INFO ] [sig       ] [545/3614] Forecasting BSY...
[2025-12-09T20:18:13.384033] [INFO ] [sig       ] Generating forecast for: BSY
[2025-12-09T20:18:13.384062] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSY' from 'https://tdm.silogroup.org/data/derivative_storage/BSY.csv'.
[2025-12-09T20:18:13.395080] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSY'.
[2025-12-09T20:18:13.395373] [INFO ] [FORECASTER] Starting predict_future for BSY
[2025-12-09T20:18:13.396144] [DEBUG] [LOCAL     ] No optimal features file found for BSY: ./output/feature-sets/BSY.txt
[2025-12-09T20:18:13.396195] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:13.396226] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:13.396251] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:13.396306] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:13.453084] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:13.453736] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:13.453814] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:13.453848] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:13.573478] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:13.573614] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:13.573655] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:13.573685] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:13.577090] [DEBUG] [FORECASTER] BSY: Forecast T+1@11:T+2@11: DOWN (p=1.62%)
[2025-12-09T20:18:13.577390] [INFO ] [FORECASTER] Completed predict_future for BSY
[2025-12-09T20:18:13.577535] [INFO ] [sig       ] BSY: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:18:13.720762] [INFO ] [LOCAL     ] Saved forecast: BSY	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/BSY.txt
[2025-12-09T20:18:13.720888] [INFO ] [sig       ] [545/3614] Completed BSY in 0.3s | 2.88 sym/s | Total: 3.2m | ETA: 17.8m
[2025-12-09T20:18:13.720927] [INFO ] [sig       ] [546/3614] Forecasting BTA...
[2025-12-09T20:18:13.720957] [INFO ] [sig       ] Generating forecast for: BTA
[2025-12-09T20:18:13.720987] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTA' from 'https://tdm.silogroup.org/data/derivative_storage/BTA.csv'.
[2025-12-09T20:18:13.731209] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTA'.
[2025-12-09T20:18:13.731509] [INFO ] [FORECASTER] Starting predict_future for BTA
[2025-12-09T20:18:13.732302] [DEBUG] [LOCAL     ] No optimal features file found for BTA: ./output/feature-sets/BTA.txt
[2025-12-09T20:18:13.732357] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:13.732391] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:13.732420] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:13.732479] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:13.789613] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:13.790225] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:13.790304] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:13.790337] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:13.900683] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:13.900833] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:13.900879] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:13.900908] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:13.904401] [DEBUG] [FORECASTER] BTA: Forecast T+1@11:T+2@11: DOWN (p=6.64%)
[2025-12-09T20:18:13.904689] [INFO ] [FORECASTER] Completed predict_future for BTA
[2025-12-09T20:18:13.904808] [INFO ] [sig       ] BTA: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:18:14.044377] [INFO ] [LOCAL     ] Saved forecast: BTA	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/BTA.txt
[2025-12-09T20:18:14.044495] [INFO ] [sig       ] [546/3614] Completed BTA in 0.3s | 2.88 sym/s | Total: 3.2m | ETA: 17.8m
[2025-12-09T20:18:14.044533] [INFO ] [sig       ] [547/3614] Forecasting BTAI...
[2025-12-09T20:18:14.044562] [INFO ] [sig       ] Generating forecast for: BTAI
[2025-12-09T20:18:14.044616] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTAI' from 'https://tdm.silogroup.org/data/derivative_storage/BTAI.csv'.
[2025-12-09T20:18:14.055966] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTAI'.
[2025-12-09T20:18:14.056262] [INFO ] [FORECASTER] Starting predict_future for BTAI
[2025-12-09T20:18:14.057050] [DEBUG] [LOCAL     ] No optimal features file found for BTAI: ./output/feature-sets/BTAI.txt
[2025-12-09T20:18:14.057102] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:14.057143] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:14.057213] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:14.057272] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:14.116230] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:14.117003] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:14.117082] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:14.117118] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:14.236498] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:14.236666] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:14.236708] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:14.236736] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:14.240102] [DEBUG] [FORECASTER] BTAI: Forecast T+1@11:T+2@11: UP (p=57.62%)
[2025-12-09T20:18:14.240373] [INFO ] [FORECASTER] Completed predict_future for BTAI
[2025-12-09T20:18:14.240495] [INFO ] [sig       ] BTAI: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:18:14.378787] [INFO ] [LOCAL     ] Saved forecast: BTAI	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/BTAI.txt
[2025-12-09T20:18:14.378940] [INFO ] [sig       ] [547/3614] Completed BTAI in 0.3s | 2.88 sym/s | Total: 3.2m | ETA: 17.8m
[2025-12-09T20:18:14.378981] [INFO ] [sig       ] [548/3614] Forecasting BTCS...
[2025-12-09T20:18:14.379011] [INFO ] [sig       ] Generating forecast for: BTCS
[2025-12-09T20:18:14.379039] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTCS' from 'https://tdm.silogroup.org/data/derivative_storage/BTCS.csv'.
[2025-12-09T20:18:14.390987] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTCS'.
[2025-12-09T20:18:14.391289] [INFO ] [FORECASTER] Starting predict_future for BTCS
[2025-12-09T20:18:14.392078] [DEBUG] [LOCAL     ] No optimal features file found for BTCS: ./output/feature-sets/BTCS.txt
[2025-12-09T20:18:14.392130] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:14.392163] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:14.392189] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:14.392245] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:14.447832] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:14.448441] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:14.448516] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:14.448547] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:14.565275] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:14.565410] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:14.565449] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:14.565478] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:14.568813] [DEBUG] [FORECASTER] BTCS: Forecast T+1@11:T+2@11: DOWN (p=14.25%)
[2025-12-09T20:18:14.569076] [INFO ] [FORECASTER] Completed predict_future for BTCS
[2025-12-09T20:18:14.569217] [INFO ] [sig       ] BTCS: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:18:14.706894] [INFO ] [LOCAL     ] Saved forecast: BTCS	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/BTCS.txt
[2025-12-09T20:18:14.707023] [INFO ] [sig       ] [548/3614] Completed BTCS in 0.3s | 2.88 sym/s | Total: 3.2m | ETA: 17.8m
[2025-12-09T20:18:14.707063] [INFO ] [sig       ] [549/3614] Forecasting BTE...
[2025-12-09T20:18:14.707092] [INFO ] [sig       ] Generating forecast for: BTE
[2025-12-09T20:18:14.707121] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTE' from 'https://tdm.silogroup.org/data/derivative_storage/BTE.csv'.
[2025-12-09T20:18:14.718084] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTE'.
[2025-12-09T20:18:14.718436] [INFO ] [FORECASTER] Starting predict_future for BTE
[2025-12-09T20:18:14.719218] [DEBUG] [LOCAL     ] No optimal features file found for BTE: ./output/feature-sets/BTE.txt
[2025-12-09T20:18:14.719270] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:14.719301] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:14.719328] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:14.719384] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:14.774373] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:14.774993] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:14.775069] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:14.775101] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:14.887054] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:14.887198] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:14.887240] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:14.887269] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:14.890633] [DEBUG] [FORECASTER] BTE: Forecast T+1@11:T+2@11: UP (p=95.77%)
[2025-12-09T20:18:14.890907] [INFO ] [FORECASTER] Completed predict_future for BTE
[2025-12-09T20:18:14.891030] [INFO ] [sig       ] BTE: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:18:15.036255] [INFO ] [LOCAL     ] Saved forecast: BTE	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/BTE.txt
[2025-12-09T20:18:15.036403] [INFO ] [sig       ] [549/3614] Completed BTE in 0.3s | 2.88 sym/s | Total: 3.2m | ETA: 17.8m
[2025-12-09T20:18:15.036442] [INFO ] [sig       ] [550/3614] Forecasting BTF...
[2025-12-09T20:18:15.036472] [INFO ] [sig       ] Generating forecast for: BTF
[2025-12-09T20:18:15.036502] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTF' from 'https://tdm.silogroup.org/data/derivative_storage/BTF.csv'.
[2025-12-09T20:18:15.048361] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTF'.
[2025-12-09T20:18:15.048662] [INFO ] [FORECASTER] Starting predict_future for BTF
[2025-12-09T20:18:15.049415] [DEBUG] [LOCAL     ] No optimal features file found for BTF: ./output/feature-sets/BTF.txt
[2025-12-09T20:18:15.049467] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:15.049497] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:15.049523] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:15.049598] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:15.106413] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:15.107044] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:15.107120] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:15.107151] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:15.226201] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:15.226341] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:15.226380] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:15.226409] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:15.229811] [DEBUG] [FORECASTER] BTF: Forecast T+1@11:T+2@11: UP (p=83.22%)
[2025-12-09T20:18:15.230079] [INFO ] [FORECASTER] Completed predict_future for BTF
[2025-12-09T20:18:15.230205] [INFO ] [sig       ] BTF: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:18:15.368669] [INFO ] [LOCAL     ] Saved forecast: BTF	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/BTF.txt
[2025-12-09T20:18:15.368814] [INFO ] [sig       ] [550/3614] Completed BTF in 0.3s | 2.88 sym/s | Total: 3.2m | ETA: 17.7m
[2025-12-09T20:18:15.368852] [INFO ] [sig       ] [551/3614] Forecasting BTI...
[2025-12-09T20:18:15.368888] [INFO ] [sig       ] Generating forecast for: BTI
[2025-12-09T20:18:15.368919] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTI' from 'https://tdm.silogroup.org/data/derivative_storage/BTI.csv'.
[2025-12-09T20:18:15.380557] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTI'.
[2025-12-09T20:18:15.380903] [INFO ] [FORECASTER] Starting predict_future for BTI
[2025-12-09T20:18:15.381888] [DEBUG] [LOCAL     ] No optimal features file found for BTI: ./output/feature-sets/BTI.txt
[2025-12-09T20:18:15.381939] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:15.381970] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:15.381996] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:15.382050] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:15.439161] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:15.439830] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:15.439924] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:15.439962] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:15.558746] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:15.558871] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:15.558909] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:15.558939] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:15.562199] [DEBUG] [FORECASTER] BTI: Forecast T+1@11:T+2@11: UP (p=50.49%)
[2025-12-09T20:18:15.562465] [INFO ] [FORECASTER] Completed predict_future for BTI
[2025-12-09T20:18:15.562602] [INFO ] [sig       ] BTI: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:18:15.701628] [INFO ] [LOCAL     ] Saved forecast: BTI	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/BTI.txt
[2025-12-09T20:18:15.701751] [INFO ] [sig       ] [551/3614] Completed BTI in 0.3s | 2.88 sym/s | Total: 3.2m | ETA: 17.7m
[2025-12-09T20:18:15.701788] [INFO ] [sig       ] [552/3614] Forecasting BTM...
[2025-12-09T20:18:15.701817] [INFO ] [sig       ] Generating forecast for: BTM
[2025-12-09T20:18:15.701846] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTM' from 'https://tdm.silogroup.org/data/derivative_storage/BTM.csv'.
[2025-12-09T20:18:15.713076] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTM'.
[2025-12-09T20:18:15.713386] [INFO ] [FORECASTER] Starting predict_future for BTM
[2025-12-09T20:18:15.714195] [DEBUG] [LOCAL     ] No optimal features file found for BTM: ./output/feature-sets/BTM.txt
[2025-12-09T20:18:15.714252] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:15.714285] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:15.714313] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:15.714369] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:15.770243] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:15.770846] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:15.770920] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:15.770951] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:15.886339] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:15.886492] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:15.886532] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:15.886559] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:15.889906] [DEBUG] [FORECASTER] BTM: Forecast T+1@11:T+2@11: UP (p=65.84%)
[2025-12-09T20:18:15.890179] [INFO ] [FORECASTER] Completed predict_future for BTM
[2025-12-09T20:18:15.890300] [INFO ] [sig       ] BTM: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:18:16.027962] [INFO ] [LOCAL     ] Saved forecast: BTM	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/BTM.txt
[2025-12-09T20:18:16.028077] [INFO ] [sig       ] [552/3614] Completed BTM in 0.3s | 2.88 sym/s | Total: 3.2m | ETA: 17.7m
[2025-12-09T20:18:16.028115] [INFO ] [sig       ] [553/3614] Forecasting BTMD...
[2025-12-09T20:18:16.028144] [INFO ] [sig       ] Generating forecast for: BTMD
[2025-12-09T20:18:16.028173] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTMD' from 'https://tdm.silogroup.org/data/derivative_storage/BTMD.csv'.
[2025-12-09T20:18:16.040549] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTMD'.
[2025-12-09T20:18:16.040872] [INFO ] [FORECASTER] Starting predict_future for BTMD
[2025-12-09T20:18:16.041680] [DEBUG] [LOCAL     ] No optimal features file found for BTMD: ./output/feature-sets/BTMD.txt
[2025-12-09T20:18:16.041733] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:16.041767] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:16.041795] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:16.041853] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:16.097603] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:16.098239] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:16.098314] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:16.098346] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:16.219109] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:16.219269] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:16.219310] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:16.219337] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:16.222724] [DEBUG] [FORECASTER] BTMD: Forecast T+1@11:T+2@11: UP (p=94.47%)
[2025-12-09T20:18:16.222994] [INFO ] [FORECASTER] Completed predict_future for BTMD
[2025-12-09T20:18:16.223118] [INFO ] [sig       ] BTMD: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:18:16.362419] [INFO ] [LOCAL     ] Saved forecast: BTMD	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/BTMD.txt
[2025-12-09T20:18:16.362596] [INFO ] [sig       ] [553/3614] Completed BTMD in 0.3s | 2.88 sym/s | Total: 3.2m | ETA: 17.7m
[2025-12-09T20:18:16.362642] [INFO ] [sig       ] [554/3614] Forecasting BTSG...
[2025-12-09T20:18:16.362672] [INFO ] [sig       ] Generating forecast for: BTSG
[2025-12-09T20:18:16.362703] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTSG' from 'https://tdm.silogroup.org/data/derivative_storage/BTSG.csv'.
[2025-12-09T20:18:16.374349] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTSG'.
[2025-12-09T20:18:16.374760] [INFO ] [FORECASTER] Starting predict_future for BTSG
[2025-12-09T20:18:16.375620] [DEBUG] [LOCAL     ] No optimal features file found for BTSG: ./output/feature-sets/BTSG.txt
[2025-12-09T20:18:16.375676] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:16.375709] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:16.375738] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:16.375796] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:16.433755] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:16.434561] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:16.434661] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:16.434695] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:16.551265] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:16.551395] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:16.551436] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:16.551482] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:16.554921] [DEBUG] [FORECASTER] BTSG: Forecast T+1@11:T+2@11: DOWN (p=23.71%)
[2025-12-09T20:18:16.555209] [INFO ] [FORECASTER] Completed predict_future for BTSG
[2025-12-09T20:18:16.555344] [INFO ] [sig       ] BTSG: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:18:16.695456] [INFO ] [LOCAL     ] Saved forecast: BTSG	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/BTSG.txt
[2025-12-09T20:18:16.695594] [INFO ] [sig       ] [554/3614] Completed BTSG in 0.3s | 2.88 sym/s | Total: 3.2m | ETA: 17.7m
[2025-12-09T20:18:16.695634] [INFO ] [sig       ] [555/3614] Forecasting BTZ...
[2025-12-09T20:18:16.695664] [INFO ] [sig       ] Generating forecast for: BTZ
[2025-12-09T20:18:16.695693] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTZ' from 'https://tdm.silogroup.org/data/derivative_storage/BTZ.csv'.
[2025-12-09T20:18:16.706718] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTZ'.
[2025-12-09T20:18:16.707005] [INFO ] [FORECASTER] Starting predict_future for BTZ
[2025-12-09T20:18:16.707835] [DEBUG] [LOCAL     ] No optimal features file found for BTZ: ./output/feature-sets/BTZ.txt
[2025-12-09T20:18:16.707887] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:16.707921] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:16.707948] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:16.708005] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:16.765343] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:16.765980] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:16.766056] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:16.766088] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:16.876769] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:16.876890] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:16.876928] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:16.876957] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:16.880241] [DEBUG] [FORECASTER] BTZ: Forecast T+1@11:T+2@11: UP (p=78.52%)
[2025-12-09T20:18:16.880513] [INFO ] [FORECASTER] Completed predict_future for BTZ
[2025-12-09T20:18:16.880660] [INFO ] [sig       ] BTZ: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:18:17.022175] [INFO ] [LOCAL     ] Saved forecast: BTZ	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/BTZ.txt
[2025-12-09T20:18:17.022301] [INFO ] [sig       ] [555/3614] Completed BTZ in 0.3s | 2.88 sym/s | Total: 3.2m | ETA: 17.7m
[2025-12-09T20:18:17.022339] [INFO ] [sig       ] [556/3614] Forecasting BUD...
[2025-12-09T20:18:17.022368] [INFO ] [sig       ] Generating forecast for: BUD
[2025-12-09T20:18:17.022397] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUD' from 'https://tdm.silogroup.org/data/derivative_storage/BUD.csv'.
[2025-12-09T20:18:17.033502] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BUD'.
[2025-12-09T20:18:17.033806] [INFO ] [FORECASTER] Starting predict_future for BUD
[2025-12-09T20:18:17.034595] [DEBUG] [LOCAL     ] No optimal features file found for BUD: ./output/feature-sets/BUD.txt
[2025-12-09T20:18:17.034646] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:17.034676] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:17.034701] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:17.034756] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:17.090607] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:17.091249] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:17.091325] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:17.091358] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:17.209964] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:17.210119] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:17.210161] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:17.210192] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:17.214046] [DEBUG] [FORECASTER] BUD: Forecast T+1@11:T+2@11: UP (p=94.86%)
[2025-12-09T20:18:17.214326] [INFO ] [FORECASTER] Completed predict_future for BUD
[2025-12-09T20:18:17.214453] [INFO ] [sig       ] BUD: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:18:17.360392] [INFO ] [LOCAL     ] Saved forecast: BUD	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/BUD.txt
[2025-12-09T20:18:17.360547] [INFO ] [sig       ] [556/3614] Completed BUD in 0.3s | 2.88 sym/s | Total: 3.2m | ETA: 17.7m
[2025-12-09T20:18:17.360607] [INFO ] [sig       ] [557/3614] Forecasting BUFC...
[2025-12-09T20:18:17.360639] [INFO ] [sig       ] Generating forecast for: BUFC
[2025-12-09T20:18:17.360668] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUFC' from 'https://tdm.silogroup.org/data/derivative_storage/BUFC.csv'.
[2025-12-09T20:18:17.370356] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BUFC'.
[2025-12-09T20:18:17.370780] [INFO ] [FORECASTER] Starting predict_future for BUFC
[2025-12-09T20:18:17.371547] [DEBUG] [LOCAL     ] No optimal features file found for BUFC: ./output/feature-sets/BUFC.txt
[2025-12-09T20:18:17.371615] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:17.371648] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:17.371674] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:17.371736] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:17.428452] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:17.429336] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:17.429425] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:17.429459] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:17.519039] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:17.519206] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:17.519257] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:17.519293] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:17.523274] [DEBUG] [FORECASTER] BUFC: Forecast T+1@11:T+2@11: DOWN (p=38.28%)
[2025-12-09T20:18:17.523649] [INFO ] [FORECASTER] Completed predict_future for BUFC
[2025-12-09T20:18:17.523788] [INFO ] [sig       ] BUFC: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:18:17.663656] [INFO ] [LOCAL     ] Saved forecast: BUFC	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/BUFC.txt
[2025-12-09T20:18:17.663797] [INFO ] [sig       ] [557/3614] Completed BUFC in 0.3s | 2.88 sym/s | Total: 3.2m | ETA: 17.7m
[2025-12-09T20:18:17.663836] [INFO ] [sig       ] [558/3614] Forecasting BUG...
[2025-12-09T20:18:17.663866] [INFO ] [sig       ] Generating forecast for: BUG
[2025-12-09T20:18:17.663896] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUG' from 'https://tdm.silogroup.org/data/derivative_storage/BUG.csv'.
[2025-12-09T20:18:17.675064] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BUG'.
[2025-12-09T20:18:17.675356] [INFO ] [FORECASTER] Starting predict_future for BUG
[2025-12-09T20:18:17.676160] [DEBUG] [LOCAL     ] No optimal features file found for BUG: ./output/feature-sets/BUG.txt
[2025-12-09T20:18:17.676214] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:17.676248] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:17.676275] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:17.676343] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:17.736202] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:17.737003] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:17.737084] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:17.737119] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:17.853901] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:17.854069] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:17.854114] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:17.854144] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:17.857486] [DEBUG] [FORECASTER] BUG: Forecast T+1@11:T+2@11: DOWN (p=27.28%)
[2025-12-09T20:18:17.857784] [INFO ] [FORECASTER] Completed predict_future for BUG
[2025-12-09T20:18:17.857912] [INFO ] [sig       ] BUG: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:18:17.995317] [INFO ] [LOCAL     ] Saved forecast: BUG	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/BUG.txt
[2025-12-09T20:18:17.995447] [INFO ] [sig       ] [558/3614] Completed BUG in 0.3s | 2.88 sym/s | Total: 3.2m | ETA: 17.7m
[2025-12-09T20:18:17.995486] [INFO ] [sig       ] [559/3614] Forecasting BUI...
[2025-12-09T20:18:17.995516] [INFO ] [sig       ] Generating forecast for: BUI
[2025-12-09T20:18:17.995545] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUI' from 'https://tdm.silogroup.org/data/derivative_storage/BUI.csv'.
[2025-12-09T20:18:18.006906] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BUI'.
[2025-12-09T20:18:18.007233] [INFO ] [FORECASTER] Starting predict_future for BUI
[2025-12-09T20:18:18.008096] [DEBUG] [LOCAL     ] No optimal features file found for BUI: ./output/feature-sets/BUI.txt
[2025-12-09T20:18:18.008151] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:18.008184] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:18.008212] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:18.008269] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:18.064921] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:18.065597] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:18.065674] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:18.065706] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:18.180644] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:18.180785] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:18.180826] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:18.180856] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:18.184243] [DEBUG] [FORECASTER] BUI: Forecast T+1@11:T+2@11: UP (p=91.03%)
[2025-12-09T20:18:18.184515] [INFO ] [FORECASTER] Completed predict_future for BUI
[2025-12-09T20:18:18.184654] [INFO ] [sig       ] BUI: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:18:18.321860] [INFO ] [LOCAL     ] Saved forecast: BUI	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/BUI.txt
[2025-12-09T20:18:18.321998] [INFO ] [sig       ] [559/3614] Completed BUI in 0.3s | 2.88 sym/s | Total: 3.2m | ETA: 17.7m
[2025-12-09T20:18:18.322036] [INFO ] [sig       ] [560/3614] Forecasting BURL...
[2025-12-09T20:18:18.322067] [INFO ] [sig       ] Generating forecast for: BURL
[2025-12-09T20:18:18.322096] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BURL' from 'https://tdm.silogroup.org/data/derivative_storage/BURL.csv'.
[2025-12-09T20:18:18.333278] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BURL'.
[2025-12-09T20:18:18.333568] [INFO ] [FORECASTER] Starting predict_future for BURL
[2025-12-09T20:18:18.334341] [DEBUG] [LOCAL     ] No optimal features file found for BURL: ./output/feature-sets/BURL.txt
[2025-12-09T20:18:18.334403] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:18.334435] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:18.334461] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:18.334517] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:18.392875] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:18.393719] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:18.393801] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:18.393834] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:18.513734] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:18.513885] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:18.513925] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:18.513955] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:18.517435] [DEBUG] [FORECASTER] BURL: Forecast T+1@11:T+2@11: UP (p=78.06%)
[2025-12-09T20:18:18.520769] [INFO ] [FORECASTER] Completed predict_future for BURL
[2025-12-09T20:18:18.520923] [INFO ] [sig       ] BURL: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:18:18.660784] [INFO ] [LOCAL     ] Saved forecast: BURL	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/BURL.txt
[2025-12-09T20:18:18.660937] [INFO ] [sig       ] [560/3614] Completed BURL in 0.3s | 2.88 sym/s | Total: 3.2m | ETA: 17.7m
[2025-12-09T20:18:18.661001] [INFO ] [sig       ] [561/3614] Forecasting BUSE...
[2025-12-09T20:18:18.661032] [INFO ] [sig       ] Generating forecast for: BUSE
[2025-12-09T20:18:18.661061] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUSE' from 'https://tdm.silogroup.org/data/derivative_storage/BUSE.csv'.
[2025-12-09T20:18:18.672153] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BUSE'.
[2025-12-09T20:18:18.672490] [INFO ] [FORECASTER] Starting predict_future for BUSE
[2025-12-09T20:18:18.673304] [DEBUG] [LOCAL     ] No optimal features file found for BUSE: ./output/feature-sets/BUSE.txt
[2025-12-09T20:18:18.673357] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:18.673390] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:18.673417] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:18.673478] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:18.730513] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:18.731251] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:18.731332] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:18.731366] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:18.852788] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:18.852929] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:18.852973] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:18.853003] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:18.856751] [DEBUG] [FORECASTER] BUSE: Forecast T+1@11:T+2@11: DOWN (p=35.46%)
[2025-12-09T20:18:18.857066] [INFO ] [FORECASTER] Completed predict_future for BUSE
[2025-12-09T20:18:18.857206] [INFO ] [sig       ] BUSE: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:18:19.000776] [INFO ] [LOCAL     ] Saved forecast: BUSE	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/BUSE.txt
[2025-12-09T20:18:19.000909] [INFO ] [sig       ] [561/3614] Completed BUSE in 0.3s | 2.88 sym/s | Total: 3.2m | ETA: 17.7m
[2025-12-09T20:18:19.000949] [INFO ] [sig       ] [562/3614] Forecasting BUXX...
[2025-12-09T20:18:19.000979] [INFO ] [sig       ] Generating forecast for: BUXX
[2025-12-09T20:18:19.001010] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUXX' from 'https://tdm.silogroup.org/data/derivative_storage/BUXX.csv'.
[2025-12-09T20:18:19.012263] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BUXX'.
[2025-12-09T20:18:19.012608] [INFO ] [FORECASTER] Starting predict_future for BUXX
[2025-12-09T20:18:19.013413] [DEBUG] [LOCAL     ] No optimal features file found for BUXX: ./output/feature-sets/BUXX.txt
[2025-12-09T20:18:19.013466] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:19.013498] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:19.013526] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:19.013606] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:19.071972] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:19.072682] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:19.072758] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:19.072790] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:19.193044] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:19.193195] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:19.193235] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:19.193263] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:19.196587] [DEBUG] [FORECASTER] BUXX: Forecast T+1@11:T+2@11: UP (p=71.57%)
[2025-12-09T20:18:19.196852] [INFO ] [FORECASTER] Completed predict_future for BUXX
[2025-12-09T20:18:19.196971] [INFO ] [sig       ] BUXX: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:18:19.336521] [INFO ] [LOCAL     ] Saved forecast: BUXX	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/BUXX.txt
[2025-12-09T20:18:19.336696] [INFO ] [sig       ] [562/3614] Completed BUXX in 0.3s | 2.88 sym/s | Total: 3.3m | ETA: 17.7m
[2025-12-09T20:18:19.336737] [INFO ] [sig       ] [563/3614] Forecasting BVFL...
[2025-12-09T20:18:19.336767] [INFO ] [sig       ] Generating forecast for: BVFL
[2025-12-09T20:18:19.336796] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BVFL' from 'https://tdm.silogroup.org/data/derivative_storage/BVFL.csv'.
[2025-12-09T20:18:19.347434] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BVFL'.
[2025-12-09T20:18:19.347802] [INFO ] [FORECASTER] Starting predict_future for BVFL
[2025-12-09T20:18:19.348565] [DEBUG] [LOCAL     ] No optimal features file found for BVFL: ./output/feature-sets/BVFL.txt
[2025-12-09T20:18:19.348633] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:19.348664] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:19.348691] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:19.348747] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:19.404059] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:19.404744] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:19.404822] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:19.404853] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:19.519813] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:19.519968] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:19.520008] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:19.520036] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:19.523410] [DEBUG] [FORECASTER] BVFL: Forecast T+1@11:T+2@11: UP (p=82.59%)
[2025-12-09T20:18:19.523713] [INFO ] [FORECASTER] Completed predict_future for BVFL
[2025-12-09T20:18:19.523833] [INFO ] [sig       ] BVFL: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:18:19.661854] [INFO ] [LOCAL     ] Saved forecast: BVFL	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/BVFL.txt
[2025-12-09T20:18:19.662011] [INFO ] [sig       ] [563/3614] Completed BVFL in 0.3s | 2.88 sym/s | Total: 3.3m | ETA: 17.7m
[2025-12-09T20:18:19.662056] [INFO ] [sig       ] [564/3614] Forecasting BVN...
[2025-12-09T20:18:19.662087] [INFO ] [sig       ] Generating forecast for: BVN
[2025-12-09T20:18:19.662117] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BVN' from 'https://tdm.silogroup.org/data/derivative_storage/BVN.csv'.
[2025-12-09T20:18:19.674051] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BVN'.
[2025-12-09T20:18:19.674386] [INFO ] [FORECASTER] Starting predict_future for BVN
[2025-12-09T20:18:19.675161] [DEBUG] [LOCAL     ] No optimal features file found for BVN: ./output/feature-sets/BVN.txt
[2025-12-09T20:18:19.675220] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:19.675258] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:19.675321] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:19.675391] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:19.733331] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:19.734142] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:19.734226] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:19.734263] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:19.856684] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:19.856835] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:19.856878] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:19.856908] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:19.860486] [DEBUG] [FORECASTER] BVN: Forecast T+1@11:T+2@11: UP (p=98.33%)
[2025-12-09T20:18:19.860781] [INFO ] [FORECASTER] Completed predict_future for BVN
[2025-12-09T20:18:19.860908] [INFO ] [sig       ] BVN: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:18:20.007293] [INFO ] [LOCAL     ] Saved forecast: BVN	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/BVN.txt
[2025-12-09T20:18:20.007491] [INFO ] [sig       ] [564/3614] Completed BVN in 0.3s | 2.88 sym/s | Total: 3.3m | ETA: 17.6m
[2025-12-09T20:18:20.007551] [INFO ] [sig       ] [565/3614] Forecasting BVS...
[2025-12-09T20:18:20.007616] [INFO ] [sig       ] Generating forecast for: BVS
[2025-12-09T20:18:20.007654] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BVS' from 'https://tdm.silogroup.org/data/derivative_storage/BVS.csv'.
[2025-12-09T20:18:20.020895] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BVS'.
[2025-12-09T20:18:20.021274] [INFO ] [FORECASTER] Starting predict_future for BVS
[2025-12-09T20:18:20.022144] [DEBUG] [LOCAL     ] No optimal features file found for BVS: ./output/feature-sets/BVS.txt
[2025-12-09T20:18:20.022199] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:20.022244] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:20.022281] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:20.022340] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:20.082722] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:20.083557] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:20.083660] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:20.083694] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:20.215714] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:20.215878] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:20.215922] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:20.215961] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:20.219768] [DEBUG] [FORECASTER] BVS: Forecast T+1@11:T+2@11: UP (p=61.50%)
[2025-12-09T20:18:20.220123] [INFO ] [FORECASTER] Completed predict_future for BVS
[2025-12-09T20:18:20.220283] [INFO ] [sig       ] BVS: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:18:20.372068] [INFO ] [LOCAL     ] Saved forecast: BVS	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/BVS.txt
[2025-12-09T20:18:20.372218] [INFO ] [sig       ] [565/3614] Completed BVS in 0.4s | 2.88 sym/s | Total: 3.3m | ETA: 17.6m
[2025-12-09T20:18:20.372259] [INFO ] [sig       ] [566/3614] Forecasting BWA...
[2025-12-09T20:18:20.372291] [INFO ] [sig       ] Generating forecast for: BWA
[2025-12-09T20:18:20.372331] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWA' from 'https://tdm.silogroup.org/data/derivative_storage/BWA.csv'.
[2025-12-09T20:18:20.387910] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWA'.
[2025-12-09T20:18:20.388250] [INFO ] [FORECASTER] Starting predict_future for BWA
[2025-12-09T20:18:20.389110] [DEBUG] [LOCAL     ] No optimal features file found for BWA: ./output/feature-sets/BWA.txt
[2025-12-09T20:18:20.389165] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:20.389197] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:20.389231] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:20.389310] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:20.454317] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:20.455244] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:20.455329] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:20.455363] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:20.585337] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:20.585490] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:20.585534] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:20.585563] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:20.589231] [DEBUG] [FORECASTER] BWA: Forecast T+1@11:T+2@11: UP (p=65.80%)
[2025-12-09T20:18:20.589513] [INFO ] [FORECASTER] Completed predict_future for BWA
[2025-12-09T20:18:20.589657] [INFO ] [sig       ] BWA: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:18:20.739435] [INFO ] [LOCAL     ] Saved forecast: BWA	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/BWA.txt
[2025-12-09T20:18:20.739595] [INFO ] [sig       ] [566/3614] Completed BWA in 0.4s | 2.88 sym/s | Total: 3.3m | ETA: 17.6m
[2025-12-09T20:18:20.739639] [INFO ] [sig       ] [567/3614] Forecasting BWAY...
[2025-12-09T20:18:20.739670] [INFO ] [sig       ] Generating forecast for: BWAY
[2025-12-09T20:18:20.739701] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWAY' from 'https://tdm.silogroup.org/data/derivative_storage/BWAY.csv'.
[2025-12-09T20:18:20.752133] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWAY'.
[2025-12-09T20:18:20.752474] [INFO ] [FORECASTER] Starting predict_future for BWAY
[2025-12-09T20:18:20.753274] [DEBUG] [LOCAL     ] No optimal features file found for BWAY: ./output/feature-sets/BWAY.txt
[2025-12-09T20:18:20.753327] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:20.753358] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:20.753386] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:20.753444] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:20.814037] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:20.814855] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:20.814955] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:20.815003] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:20.942472] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:20.942672] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:20.942753] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:20.942784] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:20.946389] [DEBUG] [FORECASTER] BWAY: Forecast T+1@11:T+2@11: UP (p=95.83%)
[2025-12-09T20:18:20.946729] [INFO ] [FORECASTER] Completed predict_future for BWAY
[2025-12-09T20:18:20.946872] [INFO ] [sig       ] BWAY: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:18:21.085014] [INFO ] [LOCAL     ] Saved forecast: BWAY	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/BWAY.txt
[2025-12-09T20:18:21.085139] [INFO ] [sig       ] [567/3614] Completed BWAY in 0.3s | 2.88 sym/s | Total: 3.3m | ETA: 17.6m
[2025-12-09T20:18:21.085178] [INFO ] [sig       ] [568/3614] Forecasting BWB...
[2025-12-09T20:18:21.085207] [INFO ] [sig       ] Generating forecast for: BWB
[2025-12-09T20:18:21.085244] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWB' from 'https://tdm.silogroup.org/data/derivative_storage/BWB.csv'.
[2025-12-09T20:18:21.098543] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWB'.
[2025-12-09T20:18:21.098882] [INFO ] [FORECASTER] Starting predict_future for BWB
[2025-12-09T20:18:21.099678] [DEBUG] [LOCAL     ] No optimal features file found for BWB: ./output/feature-sets/BWB.txt
[2025-12-09T20:18:21.099730] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:21.099760] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:21.099786] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:21.099841] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:21.154840] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:21.155528] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:21.155632] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:21.155668] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:21.276794] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:21.276950] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:21.276990] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:21.277019] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:21.280406] [DEBUG] [FORECASTER] BWB: Forecast T+1@11:T+2@11: UP (p=86.25%)
[2025-12-09T20:18:21.280714] [INFO ] [FORECASTER] Completed predict_future for BWB
[2025-12-09T20:18:21.280844] [INFO ] [sig       ] BWB: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:18:21.418791] [INFO ] [LOCAL     ] Saved forecast: BWB	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/BWB.txt
[2025-12-09T20:18:21.418942] [INFO ] [sig       ] [568/3614] Completed BWB in 0.3s | 2.88 sym/s | Total: 3.3m | ETA: 17.6m
[2025-12-09T20:18:21.418981] [INFO ] [sig       ] [569/3614] Forecasting BWEN...
[2025-12-09T20:18:21.419010] [INFO ] [sig       ] Generating forecast for: BWEN
[2025-12-09T20:18:21.419039] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWEN' from 'https://tdm.silogroup.org/data/derivative_storage/BWEN.csv'.
[2025-12-09T20:18:21.432873] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWEN'.
[2025-12-09T20:18:21.433339] [INFO ] [FORECASTER] Starting predict_future for BWEN
[2025-12-09T20:18:21.434301] [DEBUG] [LOCAL     ] No optimal features file found for BWEN: ./output/feature-sets/BWEN.txt
[2025-12-09T20:18:21.434356] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:21.434390] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:21.434418] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:21.434485] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:21.489876] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:21.490980] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:21.491077] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:21.491110] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:21.613740] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:21.613922] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:21.613968] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:21.613995] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:21.617876] [DEBUG] [FORECASTER] BWEN: Forecast T+1@11:T+2@11: DOWN (p=1.83%)
[2025-12-09T20:18:21.618175] [INFO ] [FORECASTER] Completed predict_future for BWEN
[2025-12-09T20:18:21.618321] [INFO ] [sig       ] BWEN: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:18:21.781183] [INFO ] [LOCAL     ] Saved forecast: BWEN	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/BWEN.txt
[2025-12-09T20:18:21.781417] [INFO ] [sig       ] [569/3614] Completed BWEN in 0.4s | 2.88 sym/s | Total: 3.3m | ETA: 17.6m
[2025-12-09T20:18:21.781460] [INFO ] [sig       ] [570/3614] Forecasting BWFG...
[2025-12-09T20:18:21.781492] [INFO ] [sig       ] Generating forecast for: BWFG
[2025-12-09T20:18:21.781526] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWFG' from 'https://tdm.silogroup.org/data/derivative_storage/BWFG.csv'.
[2025-12-09T20:18:21.795343] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWFG'.
[2025-12-09T20:18:21.795772] [INFO ] [FORECASTER] Starting predict_future for BWFG
[2025-12-09T20:18:21.796631] [DEBUG] [LOCAL     ] No optimal features file found for BWFG: ./output/feature-sets/BWFG.txt
[2025-12-09T20:18:21.796683] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:21.796714] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:21.796740] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:21.796795] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:21.851905] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:21.852711] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:21.852798] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:21.852829] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:21.965961] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:21.966131] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:21.966173] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:21.966201] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:21.969754] [DEBUG] [FORECASTER] BWFG: Forecast T+1@11:T+2@11: DOWN (p=3.33%)
[2025-12-09T20:18:21.970036] [INFO ] [FORECASTER] Completed predict_future for BWFG
[2025-12-09T20:18:21.970163] [INFO ] [sig       ] BWFG: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:18:22.117786] [INFO ] [LOCAL     ] Saved forecast: BWFG	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/BWFG.txt
[2025-12-09T20:18:22.117929] [INFO ] [sig       ] [570/3614] Completed BWFG in 0.3s | 2.88 sym/s | Total: 3.3m | ETA: 17.6m
[2025-12-09T20:18:22.117975] [INFO ] [sig       ] [571/3614] Forecasting BWG...
[2025-12-09T20:18:22.118006] [INFO ] [sig       ] Generating forecast for: BWG
[2025-12-09T20:18:22.118036] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWG' from 'https://tdm.silogroup.org/data/derivative_storage/BWG.csv'.
[2025-12-09T20:18:22.130309] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWG'.
[2025-12-09T20:18:22.130705] [INFO ] [FORECASTER] Starting predict_future for BWG
[2025-12-09T20:18:22.131494] [DEBUG] [LOCAL     ] No optimal features file found for BWG: ./output/feature-sets/BWG.txt
[2025-12-09T20:18:22.131545] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:22.131616] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:22.131647] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:22.131703] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:22.187693] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:22.188422] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:22.188501] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:22.188533] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:22.308451] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:22.308635] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:22.308678] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:22.308709] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:22.312092] [DEBUG] [FORECASTER] BWG: Forecast T+1@11:T+2@11: UP (p=72.32%)
[2025-12-09T20:18:22.312360] [INFO ] [FORECASTER] Completed predict_future for BWG
[2025-12-09T20:18:22.312480] [INFO ] [sig       ] BWG: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:18:22.455455] [INFO ] [LOCAL     ] Saved forecast: BWG	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/BWG.txt
[2025-12-09T20:18:22.455636] [INFO ] [sig       ] [571/3614] Completed BWG in 0.3s | 2.88 sym/s | Total: 3.3m | ETA: 17.6m
[2025-12-09T20:18:22.455697] [INFO ] [sig       ] [572/3614] Forecasting BWIN...
[2025-12-09T20:18:22.455727] [INFO ] [sig       ] Generating forecast for: BWIN
[2025-12-09T20:18:22.455756] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWIN' from 'https://tdm.silogroup.org/data/derivative_storage/BWIN.csv'.
[2025-12-09T20:18:22.467807] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWIN'.
[2025-12-09T20:18:22.468170] [INFO ] [FORECASTER] Starting predict_future for BWIN
[2025-12-09T20:18:22.468963] [DEBUG] [LOCAL     ] No optimal features file found for BWIN: ./output/feature-sets/BWIN.txt
[2025-12-09T20:18:22.469015] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:22.469046] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:22.469072] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:22.469128] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:22.528918] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:22.529876] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:22.529960] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:22.529993] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:22.655050] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:22.655235] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:22.655301] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:22.655349] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:22.658859] [DEBUG] [FORECASTER] BWIN: Forecast T+1@11:T+2@11: UP (p=87.31%)
[2025-12-09T20:18:22.659139] [INFO ] [FORECASTER] Completed predict_future for BWIN
[2025-12-09T20:18:22.659266] [INFO ] [sig       ] BWIN: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:18:22.818060] [INFO ] [LOCAL     ] Saved forecast: BWIN	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/BWIN.txt
[2025-12-09T20:18:22.818268] [INFO ] [sig       ] [572/3614] Completed BWIN in 0.4s | 2.88 sym/s | Total: 3.3m | ETA: 17.6m
[2025-12-09T20:18:22.818327] [INFO ] [sig       ] [573/3614] Forecasting BWMN...
[2025-12-09T20:18:22.818372] [INFO ] [sig       ] Generating forecast for: BWMN
[2025-12-09T20:18:22.818414] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWMN' from 'https://tdm.silogroup.org/data/derivative_storage/BWMN.csv'.
[2025-12-09T20:18:22.830834] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWMN'.
[2025-12-09T20:18:22.831159] [INFO ] [FORECASTER] Starting predict_future for BWMN
[2025-12-09T20:18:22.831933] [DEBUG] [LOCAL     ] No optimal features file found for BWMN: ./output/feature-sets/BWMN.txt
[2025-12-09T20:18:22.831984] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:22.832015] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:22.832040] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:22.832094] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:22.893321] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:22.894094] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:22.894178] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:22.894209] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:23.020284] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:23.020455] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:23.020496] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:23.020525] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:23.024326] [DEBUG] [FORECASTER] BWMN: Forecast T+1@11:T+2@11: UP (p=74.62%)
[2025-12-09T20:18:23.024742] [INFO ] [FORECASTER] Completed predict_future for BWMN
[2025-12-09T20:18:23.024891] [INFO ] [sig       ] BWMN: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:18:23.165998] [INFO ] [LOCAL     ] Saved forecast: BWMN	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/BWMN.txt
[2025-12-09T20:18:23.166134] [INFO ] [sig       ] [573/3614] Completed BWMN in 0.3s | 2.88 sym/s | Total: 3.3m | ETA: 17.6m
[2025-12-09T20:18:23.166173] [INFO ] [sig       ] [574/3614] Forecasting BXC...
[2025-12-09T20:18:23.166202] [INFO ] [sig       ] Generating forecast for: BXC
[2025-12-09T20:18:23.166231] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BXC' from 'https://tdm.silogroup.org/data/derivative_storage/BXC.csv'.
[2025-12-09T20:18:23.178135] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BXC'.
[2025-12-09T20:18:23.178477] [INFO ] [FORECASTER] Starting predict_future for BXC
[2025-12-09T20:18:23.179269] [DEBUG] [LOCAL     ] No optimal features file found for BXC: ./output/feature-sets/BXC.txt
[2025-12-09T20:18:23.179324] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:23.179355] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:23.179380] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:23.179436] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:23.238778] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:23.239778] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:23.239860] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:23.239895] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:23.360207] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:23.360378] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:23.360421] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:23.360450] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:23.363947] [DEBUG] [FORECASTER] BXC: Forecast T+1@11:T+2@11: DOWN (p=0.80%)
[2025-12-09T20:18:23.364245] [INFO ] [FORECASTER] Completed predict_future for BXC
[2025-12-09T20:18:23.364373] [INFO ] [sig       ] BXC: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:18:23.510116] [INFO ] [LOCAL     ] Saved forecast: BXC	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/BXC.txt
[2025-12-09T20:18:23.510274] [INFO ] [sig       ] [574/3614] Completed BXC in 0.3s | 2.88 sym/s | Total: 3.3m | ETA: 17.6m
[2025-12-09T20:18:23.510317] [INFO ] [sig       ] [575/3614] Forecasting BXMX...
[2025-12-09T20:18:23.510354] [INFO ] [sig       ] Generating forecast for: BXMX
[2025-12-09T20:18:23.510385] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BXMX' from 'https://tdm.silogroup.org/data/derivative_storage/BXMX.csv'.
[2025-12-09T20:18:23.523137] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BXMX'.
[2025-12-09T20:18:23.523520] [INFO ] [FORECASTER] Starting predict_future for BXMX
[2025-12-09T20:18:23.524343] [DEBUG] [LOCAL     ] No optimal features file found for BXMX: ./output/feature-sets/BXMX.txt
[2025-12-09T20:18:23.524399] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:23.524430] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:23.524456] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:23.524511] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:23.581361] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:23.582221] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:23.582308] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:23.582349] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:23.703899] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:23.704058] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:23.704099] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:23.704130] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:23.707534] [DEBUG] [FORECASTER] BXMX: Forecast T+1@11:T+2@11: DOWN (p=24.92%)
[2025-12-09T20:18:23.707823] [INFO ] [FORECASTER] Completed predict_future for BXMX
[2025-12-09T20:18:23.707952] [INFO ] [sig       ] BXMX: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:18:23.847252] [INFO ] [LOCAL     ] Saved forecast: BXMX	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/BXMX.txt
[2025-12-09T20:18:23.847373] [INFO ] [sig       ] [575/3614] Completed BXMX in 0.3s | 2.88 sym/s | Total: 3.3m | ETA: 17.6m
[2025-12-09T20:18:23.847412] [INFO ] [sig       ] [576/3614] Forecasting BXP...
[2025-12-09T20:18:23.847441] [INFO ] [sig       ] Generating forecast for: BXP
[2025-12-09T20:18:23.847491] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BXP' from 'https://tdm.silogroup.org/data/derivative_storage/BXP.csv'.
[2025-12-09T20:18:23.858968] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BXP'.
[2025-12-09T20:18:23.859262] [INFO ] [FORECASTER] Starting predict_future for BXP
[2025-12-09T20:18:23.860097] [DEBUG] [LOCAL     ] No optimal features file found for BXP: ./output/feature-sets/BXP.txt
[2025-12-09T20:18:23.860151] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:23.860185] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:23.860212] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:23.860269] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:23.917871] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:23.918765] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:23.918848] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:23.918883] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:24.044068] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:24.044229] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:24.044274] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:24.044304] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:24.047755] [DEBUG] [FORECASTER] BXP: Forecast T+1@11:T+2@11: UP (p=94.88%)
[2025-12-09T20:18:24.048027] [INFO ] [FORECASTER] Completed predict_future for BXP
[2025-12-09T20:18:24.048156] [INFO ] [sig       ] BXP: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:18:24.189096] [INFO ] [LOCAL     ] Saved forecast: BXP	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/BXP.txt
[2025-12-09T20:18:24.189226] [INFO ] [sig       ] [576/3614] Completed BXP in 0.3s | 2.88 sym/s | Total: 3.3m | ETA: 17.6m
[2025-12-09T20:18:24.189266] [INFO ] [sig       ] [577/3614] Forecasting BXSL...
[2025-12-09T20:18:24.189295] [INFO ] [sig       ] Generating forecast for: BXSL
[2025-12-09T20:18:24.189324] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BXSL' from 'https://tdm.silogroup.org/data/derivative_storage/BXSL.csv'.
[2025-12-09T20:18:24.200819] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BXSL'.
[2025-12-09T20:18:24.201132] [INFO ] [FORECASTER] Starting predict_future for BXSL
[2025-12-09T20:18:24.201915] [DEBUG] [LOCAL     ] No optimal features file found for BXSL: ./output/feature-sets/BXSL.txt
[2025-12-09T20:18:24.201966] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:24.201996] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:24.202022] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:24.202078] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:24.262997] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:24.263903] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:24.263987] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:24.264020] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:24.384886] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:24.385047] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:24.385087] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:24.385116] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:24.388459] [DEBUG] [FORECASTER] BXSL: Forecast T+1@11:T+2@11: DOWN (p=45.22%)
[2025-12-09T20:18:24.388767] [INFO ] [FORECASTER] Completed predict_future for BXSL
[2025-12-09T20:18:24.388899] [INFO ] [sig       ] BXSL: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:18:24.531385] [INFO ] [LOCAL     ] Saved forecast: BXSL	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/BXSL.txt
[2025-12-09T20:18:24.531521] [INFO ] [sig       ] [577/3614] Completed BXSL in 0.3s | 2.88 sym/s | Total: 3.3m | ETA: 17.6m
[2025-12-09T20:18:24.531601] [INFO ] [sig       ] [578/3614] Forecasting BYD...
[2025-12-09T20:18:24.531634] [INFO ] [sig       ] Generating forecast for: BYD
[2025-12-09T20:18:24.531663] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BYD' from 'https://tdm.silogroup.org/data/derivative_storage/BYD.csv'.
[2025-12-09T20:18:24.543256] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BYD'.
[2025-12-09T20:18:24.543669] [INFO ] [FORECASTER] Starting predict_future for BYD
[2025-12-09T20:18:24.544598] [DEBUG] [LOCAL     ] No optimal features file found for BYD: ./output/feature-sets/BYD.txt
[2025-12-09T20:18:24.544654] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:24.544688] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:24.544716] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:24.544775] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:24.601365] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:24.602157] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:24.602236] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:24.602267] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:24.721860] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:24.722018] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:24.722061] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:24.722107] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:24.725499] [DEBUG] [FORECASTER] BYD: Forecast T+1@11:T+2@11: DOWN (p=44.61%)
[2025-12-09T20:18:24.725790] [INFO ] [FORECASTER] Completed predict_future for BYD
[2025-12-09T20:18:24.725914] [INFO ] [sig       ] BYD: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:18:24.865135] [INFO ] [LOCAL     ] Saved forecast: BYD	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/BYD.txt
[2025-12-09T20:18:24.865270] [INFO ] [sig       ] [578/3614] Completed BYD in 0.3s | 2.88 sym/s | Total: 3.3m | ETA: 17.6m
[2025-12-09T20:18:24.865311] [INFO ] [sig       ] [579/3614] Forecasting BYM...
[2025-12-09T20:18:24.865339] [INFO ] [sig       ] Generating forecast for: BYM
[2025-12-09T20:18:24.865367] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BYM' from 'https://tdm.silogroup.org/data/derivative_storage/BYM.csv'.
[2025-12-09T20:18:24.877091] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BYM'.
[2025-12-09T20:18:24.877414] [INFO ] [FORECASTER] Starting predict_future for BYM
[2025-12-09T20:18:24.878238] [DEBUG] [LOCAL     ] No optimal features file found for BYM: ./output/feature-sets/BYM.txt
[2025-12-09T20:18:24.878291] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:24.878325] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:24.878354] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:24.878412] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:24.932920] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:24.933540] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:24.933635] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:24.933668] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:25.051747] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:25.051907] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:25.051950] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:25.051980] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:25.055427] [DEBUG] [FORECASTER] BYM: Forecast T+1@11:T+2@11: DOWN (p=35.38%)
[2025-12-09T20:18:25.055749] [INFO ] [FORECASTER] Completed predict_future for BYM
[2025-12-09T20:18:25.055900] [INFO ] [sig       ] BYM: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:18:25.195389] [INFO ] [LOCAL     ] Saved forecast: BYM	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/BYM.txt
[2025-12-09T20:18:25.195529] [INFO ] [sig       ] [579/3614] Completed BYM in 0.3s | 2.88 sym/s | Total: 3.3m | ETA: 17.6m
[2025-12-09T20:18:25.195588] [INFO ] [sig       ] [580/3614] Forecasting BYRN...
[2025-12-09T20:18:25.195620] [INFO ] [sig       ] Generating forecast for: BYRN
[2025-12-09T20:18:25.195650] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BYRN' from 'https://tdm.silogroup.org/data/derivative_storage/BYRN.csv'.
[2025-12-09T20:18:25.206903] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BYRN'.
[2025-12-09T20:18:25.207209] [INFO ] [FORECASTER] Starting predict_future for BYRN
[2025-12-09T20:18:25.207997] [DEBUG] [LOCAL     ] No optimal features file found for BYRN: ./output/feature-sets/BYRN.txt
[2025-12-09T20:18:25.208048] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:25.208079] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:25.208106] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:25.208161] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:25.263506] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:25.264208] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:25.264303] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:25.264350] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:25.383649] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:25.383799] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:25.383843] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:25.383871] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:25.387179] [DEBUG] [FORECASTER] BYRN: Forecast T+1@11:T+2@11: UP (p=77.62%)
[2025-12-09T20:18:25.387440] [INFO ] [FORECASTER] Completed predict_future for BYRN
[2025-12-09T20:18:25.387595] [INFO ] [sig       ] BYRN: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:18:25.524625] [INFO ] [LOCAL     ] Saved forecast: BYRN	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/BYRN.txt
[2025-12-09T20:18:25.524752] [INFO ] [sig       ] [580/3614] Completed BYRN in 0.3s | 2.88 sym/s | Total: 3.4m | ETA: 17.6m
[2025-12-09T20:18:25.524790] [INFO ] [sig       ] [581/3614] Forecasting BYSI...
[2025-12-09T20:18:25.524819] [INFO ] [sig       ] Generating forecast for: BYSI
[2025-12-09T20:18:25.524848] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BYSI' from 'https://tdm.silogroup.org/data/derivative_storage/BYSI.csv'.
[2025-12-09T20:18:25.535234] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BYSI'.
[2025-12-09T20:18:25.535596] [INFO ] [FORECASTER] Starting predict_future for BYSI
[2025-12-09T20:18:25.536355] [DEBUG] [LOCAL     ] No optimal features file found for BYSI: ./output/feature-sets/BYSI.txt
[2025-12-09T20:18:25.536405] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:25.536436] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:25.536493] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:25.536550] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:25.595321] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:25.596130] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:25.596209] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:25.596241] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:25.702560] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:25.702728] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:25.702769] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:25.702797] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:25.706129] [DEBUG] [FORECASTER] BYSI: Forecast T+1@11:T+2@11: UP (p=95.49%)
[2025-12-09T20:18:25.706399] [INFO ] [FORECASTER] Completed predict_future for BYSI
[2025-12-09T20:18:25.706518] [INFO ] [sig       ] BYSI: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:18:25.844284] [INFO ] [LOCAL     ] Saved forecast: BYSI	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/BYSI.txt
[2025-12-09T20:18:25.844417] [INFO ] [sig       ] [581/3614] Completed BYSI in 0.3s | 2.88 sym/s | Total: 3.4m | ETA: 17.5m
[2025-12-09T20:18:25.844455] [INFO ] [sig       ] [582/3614] Forecasting BZ...
[2025-12-09T20:18:25.844485] [INFO ] [sig       ] Generating forecast for: BZ
[2025-12-09T20:18:25.844514] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BZ' from 'https://tdm.silogroup.org/data/derivative_storage/BZ.csv'.
[2025-12-09T20:18:25.856457] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BZ'.
[2025-12-09T20:18:25.856791] [INFO ] [FORECASTER] Starting predict_future for BZ
[2025-12-09T20:18:25.857564] [DEBUG] [LOCAL     ] No optimal features file found for BZ: ./output/feature-sets/BZ.txt
[2025-12-09T20:18:25.857631] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:25.857662] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:25.857688] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:25.857754] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:25.913438] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:25.914084] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:25.914159] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:25.914190] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:26.035056] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:26.035210] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:26.035250] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:26.035279] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:26.038987] [DEBUG] [FORECASTER] BZ: Forecast T+1@11:T+2@11: UP (p=57.36%)
[2025-12-09T20:18:26.039269] [INFO ] [FORECASTER] Completed predict_future for BZ
[2025-12-09T20:18:26.039396] [INFO ] [sig       ] BZ: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:18:26.178669] [INFO ] [LOCAL     ] Saved forecast: BZ	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/BZ.txt
[2025-12-09T20:18:26.178806] [INFO ] [sig       ] [582/3614] Completed BZ in 0.3s | 2.88 sym/s | Total: 3.4m | ETA: 17.5m
[2025-12-09T20:18:26.178848] [INFO ] [sig       ] [583/3614] Forecasting BZH...
[2025-12-09T20:18:26.178877] [INFO ] [sig       ] Generating forecast for: BZH
[2025-12-09T20:18:26.178907] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BZH' from 'https://tdm.silogroup.org/data/derivative_storage/BZH.csv'.
[2025-12-09T20:18:26.190884] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BZH'.
[2025-12-09T20:18:26.191213] [INFO ] [FORECASTER] Starting predict_future for BZH
[2025-12-09T20:18:26.192046] [DEBUG] [LOCAL     ] No optimal features file found for BZH: ./output/feature-sets/BZH.txt
[2025-12-09T20:18:26.192098] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:26.192129] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:26.192156] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:26.192210] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:26.250401] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:26.251153] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:26.251235] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:26.251267] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:26.369213] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:26.369344] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:26.369384] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:26.369413] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:26.372743] [DEBUG] [FORECASTER] BZH: Forecast T+1@11:T+2@11: UP (p=54.76%)
[2025-12-09T20:18:26.373019] [INFO ] [FORECASTER] Completed predict_future for BZH
[2025-12-09T20:18:26.373143] [INFO ] [sig       ] BZH: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:18:26.518560] [INFO ] [LOCAL     ] Saved forecast: BZH	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/BZH.txt
[2025-12-09T20:18:26.518706] [INFO ] [sig       ] [583/3614] Completed BZH in 0.3s | 2.88 sym/s | Total: 3.4m | ETA: 17.5m
[2025-12-09T20:18:26.518746] [INFO ] [sig       ] [584/3614] Forecasting BZUN...
[2025-12-09T20:18:26.518775] [INFO ] [sig       ] Generating forecast for: BZUN
[2025-12-09T20:18:26.518805] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BZUN' from 'https://tdm.silogroup.org/data/derivative_storage/BZUN.csv'.
[2025-12-09T20:18:26.533180] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BZUN'.
[2025-12-09T20:18:26.533530] [INFO ] [FORECASTER] Starting predict_future for BZUN
[2025-12-09T20:18:26.534357] [DEBUG] [LOCAL     ] No optimal features file found for BZUN: ./output/feature-sets/BZUN.txt
[2025-12-09T20:18:26.534419] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:26.534451] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:26.534477] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:26.534532] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:26.591219] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:26.591846] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:26.591921] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:26.591954] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:26.711649] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:26.711801] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:26.711842] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:26.711870] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:26.715258] [DEBUG] [FORECASTER] BZUN: Forecast T+1@11:T+2@11: DOWN (p=12.13%)
[2025-12-09T20:18:26.715553] [INFO ] [FORECASTER] Completed predict_future for BZUN
[2025-12-09T20:18:26.715697] [INFO ] [sig       ] BZUN: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:18:26.853338] [INFO ] [LOCAL     ] Saved forecast: BZUN	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/BZUN.txt
[2025-12-09T20:18:26.853469] [INFO ] [sig       ] [584/3614] Completed BZUN in 0.3s | 2.88 sym/s | Total: 3.4m | ETA: 17.5m
[2025-12-09T20:18:26.853509] [INFO ] [sig       ] [585/3614] Forecasting C...
[2025-12-09T20:18:26.853538] [INFO ] [sig       ] Generating forecast for: C
[2025-12-09T20:18:26.853567] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'C' from 'https://tdm.silogroup.org/data/derivative_storage/C.csv'.
[2025-12-09T20:18:26.865808] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'C'.
[2025-12-09T20:18:26.866186] [INFO ] [FORECASTER] Starting predict_future for C
[2025-12-09T20:18:26.867023] [DEBUG] [LOCAL     ] No optimal features file found for C: ./output/feature-sets/C.txt
[2025-12-09T20:18:26.867078] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:26.867111] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:26.867139] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:26.867196] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:26.926669] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:26.927566] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:26.927672] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:26.927733] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:27.051936] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:27.052101] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:27.052145] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:27.052176] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:27.055739] [DEBUG] [FORECASTER] C: Forecast T+1@11:T+2@11: UP (p=92.43%)
[2025-12-09T20:18:27.056038] [INFO ] [FORECASTER] Completed predict_future for C
[2025-12-09T20:18:27.056176] [INFO ] [sig       ] C: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:18:27.203431] [INFO ] [LOCAL     ] Saved forecast: C	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/C.txt
[2025-12-09T20:18:27.203613] [INFO ] [sig       ] [585/3614] Completed C in 0.4s | 2.88 sym/s | Total: 3.4m | ETA: 17.5m
[2025-12-09T20:18:27.203655] [INFO ] [sig       ] [586/3614] Forecasting CAAP...
[2025-12-09T20:18:27.203686] [INFO ] [sig       ] Generating forecast for: CAAP
[2025-12-09T20:18:27.203716] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAAP' from 'https://tdm.silogroup.org/data/derivative_storage/CAAP.csv'.
[2025-12-09T20:18:27.216540] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAAP'.
[2025-12-09T20:18:27.216884] [INFO ] [FORECASTER] Starting predict_future for CAAP
[2025-12-09T20:18:27.217722] [DEBUG] [LOCAL     ] No optimal features file found for CAAP: ./output/feature-sets/CAAP.txt
[2025-12-09T20:18:27.217776] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:27.217808] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:27.217833] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:27.217888] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:27.273763] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:27.274504] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:27.274599] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:27.274634] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:27.391867] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:27.392015] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:27.392054] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:27.392082] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:27.395420] [DEBUG] [FORECASTER] CAAP: Forecast T+1@11:T+2@11: UP (p=88.33%)
[2025-12-09T20:18:27.395730] [INFO ] [FORECASTER] Completed predict_future for CAAP
[2025-12-09T20:18:27.395850] [INFO ] [sig       ] CAAP: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:18:27.536832] [INFO ] [LOCAL     ] Saved forecast: CAAP	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/CAAP.txt
[2025-12-09T20:18:27.536964] [INFO ] [sig       ] [586/3614] Completed CAAP in 0.3s | 2.88 sym/s | Total: 3.4m | ETA: 17.5m
[2025-12-09T20:18:27.537003] [INFO ] [sig       ] [587/3614] Forecasting CAAS...
[2025-12-09T20:18:27.537032] [INFO ] [sig       ] Generating forecast for: CAAS
[2025-12-09T20:18:27.537062] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAAS' from 'https://tdm.silogroup.org/data/derivative_storage/CAAS.csv'.
[2025-12-09T20:18:27.547433] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAAS'.
[2025-12-09T20:18:27.547825] [INFO ] [FORECASTER] Starting predict_future for CAAS
[2025-12-09T20:18:27.548616] [DEBUG] [LOCAL     ] No optimal features file found for CAAS: ./output/feature-sets/CAAS.txt
[2025-12-09T20:18:27.548668] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:27.548698] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:27.548724] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:27.548779] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:27.604743] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:27.605381] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:27.605474] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:27.605513] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:27.715775] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:27.715950] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:27.716000] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:27.716047] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:27.719537] [DEBUG] [FORECASTER] CAAS: Forecast T+1@11:T+2@11: UP (p=86.55%)
[2025-12-09T20:18:27.719832] [INFO ] [FORECASTER] Completed predict_future for CAAS
[2025-12-09T20:18:27.719954] [INFO ] [sig       ] CAAS: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:18:27.861164] [INFO ] [LOCAL     ] Saved forecast: CAAS	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/CAAS.txt
[2025-12-09T20:18:27.861310] [INFO ] [sig       ] [587/3614] Completed CAAS in 0.3s | 2.88 sym/s | Total: 3.4m | ETA: 17.5m
[2025-12-09T20:18:27.861364] [INFO ] [sig       ] [588/3614] Forecasting CABA...
[2025-12-09T20:18:27.861397] [INFO ] [sig       ] Generating forecast for: CABA
[2025-12-09T20:18:27.861426] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CABA' from 'https://tdm.silogroup.org/data/derivative_storage/CABA.csv'.
[2025-12-09T20:18:27.873095] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CABA'.
[2025-12-09T20:18:27.873408] [INFO ] [FORECASTER] Starting predict_future for CABA
[2025-12-09T20:18:27.874196] [DEBUG] [LOCAL     ] No optimal features file found for CABA: ./output/feature-sets/CABA.txt
[2025-12-09T20:18:27.874248] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:27.874279] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:27.874306] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:27.874361] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:27.929605] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:27.930229] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:27.930304] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:27.930336] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:28.046747] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:28.046898] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:28.046938] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:28.046967] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:28.050297] [DEBUG] [FORECASTER] CABA: Forecast T+1@11:T+2@11: DOWN (p=20.28%)
[2025-12-09T20:18:28.050562] [INFO ] [FORECASTER] Completed predict_future for CABA
[2025-12-09T20:18:28.050702] [INFO ] [sig       ] CABA: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:18:28.190061] [INFO ] [LOCAL     ] Saved forecast: CABA	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/CABA.txt
[2025-12-09T20:18:28.190195] [INFO ] [sig       ] [588/3614] Completed CABA in 0.3s | 2.88 sym/s | Total: 3.4m | ETA: 17.5m
[2025-12-09T20:18:28.190234] [INFO ] [sig       ] [589/3614] Forecasting CABO...
[2025-12-09T20:18:28.190264] [INFO ] [sig       ] Generating forecast for: CABO
[2025-12-09T20:18:28.190293] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CABO' from 'https://tdm.silogroup.org/data/derivative_storage/CABO.csv'.
[2025-12-09T20:18:28.202433] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CABO'.
[2025-12-09T20:18:28.202738] [INFO ] [FORECASTER] Starting predict_future for CABO
[2025-12-09T20:18:28.203491] [DEBUG] [LOCAL     ] No optimal features file found for CABO: ./output/feature-sets/CABO.txt
[2025-12-09T20:18:28.203542] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:28.203589] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:28.203618] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:28.203673] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:28.260432] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:28.261158] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:28.261235] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:28.261269] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:28.375553] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:28.375717] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:28.375758] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:28.375788] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:28.379107] [DEBUG] [FORECASTER] CABO: Forecast T+1@11:T+2@11: UP (p=72.44%)
[2025-12-09T20:18:28.379387] [INFO ] [FORECASTER] Completed predict_future for CABO
[2025-12-09T20:18:28.379513] [INFO ] [sig       ] CABO: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:18:28.523805] [INFO ] [LOCAL     ] Saved forecast: CABO	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/CABO.txt
[2025-12-09T20:18:28.523953] [INFO ] [sig       ] [589/3614] Completed CABO in 0.3s | 2.88 sym/s | Total: 3.4m | ETA: 17.5m
[2025-12-09T20:18:28.523995] [INFO ] [sig       ] [590/3614] Forecasting CAC...
[2025-12-09T20:18:28.524029] [INFO ] [sig       ] Generating forecast for: CAC
[2025-12-09T20:18:28.524061] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAC' from 'https://tdm.silogroup.org/data/derivative_storage/CAC.csv'.
[2025-12-09T20:18:28.536755] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAC'.
[2025-12-09T20:18:28.537156] [INFO ] [FORECASTER] Starting predict_future for CAC
[2025-12-09T20:18:28.538213] [DEBUG] [LOCAL     ] No optimal features file found for CAC: ./output/feature-sets/CAC.txt
[2025-12-09T20:18:28.538268] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:28.538302] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:28.538331] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:28.538390] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:28.600045] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:28.600984] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:28.601072] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:28.601107] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:28.724374] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:28.724544] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:28.724607] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:28.724640] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:28.728170] [DEBUG] [FORECASTER] CAC: Forecast T+1@11:T+2@11: DOWN (p=29.11%)
[2025-12-09T20:18:28.728460] [INFO ] [FORECASTER] Completed predict_future for CAC
[2025-12-09T20:18:28.728607] [INFO ] [sig       ] CAC: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:18:28.874673] [INFO ] [LOCAL     ] Saved forecast: CAC	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/CAC.txt
[2025-12-09T20:18:28.874832] [INFO ] [sig       ] [590/3614] Completed CAC in 0.4s | 2.88 sym/s | Total: 3.4m | ETA: 17.5m
[2025-12-09T20:18:28.874874] [INFO ] [sig       ] [591/3614] Forecasting CACC...
[2025-12-09T20:18:28.874904] [INFO ] [sig       ] Generating forecast for: CACC
[2025-12-09T20:18:28.874935] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CACC' from 'https://tdm.silogroup.org/data/derivative_storage/CACC.csv'.
[2025-12-09T20:18:28.886861] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CACC'.
[2025-12-09T20:18:28.887178] [INFO ] [FORECASTER] Starting predict_future for CACC
[2025-12-09T20:18:28.888201] [DEBUG] [LOCAL     ] No optimal features file found for CACC: ./output/feature-sets/CACC.txt
[2025-12-09T20:18:28.888253] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:28.888286] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:28.888311] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:28.888372] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:28.947220] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:28.947981] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:28.948062] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:28.948096] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:29.064300] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:29.064455] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:29.064513] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:29.064545] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:29.067969] [DEBUG] [FORECASTER] CACC: Forecast T+1@11:T+2@11: UP (p=64.66%)
[2025-12-09T20:18:29.068254] [INFO ] [FORECASTER] Completed predict_future for CACC
[2025-12-09T20:18:29.068385] [INFO ] [sig       ] CACC: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:18:29.208014] [INFO ] [LOCAL     ] Saved forecast: CACC	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/CACC.txt
[2025-12-09T20:18:29.208147] [INFO ] [sig       ] [591/3614] Completed CACC in 0.3s | 2.88 sym/s | Total: 3.4m | ETA: 17.5m
[2025-12-09T20:18:29.208187] [INFO ] [sig       ] [592/3614] Forecasting CACI...
[2025-12-09T20:18:29.208217] [INFO ] [sig       ] Generating forecast for: CACI
[2025-12-09T20:18:29.208248] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CACI' from 'https://tdm.silogroup.org/data/derivative_storage/CACI.csv'.
[2025-12-09T20:18:29.219516] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CACI'.
[2025-12-09T20:18:29.219829] [INFO ] [FORECASTER] Starting predict_future for CACI
[2025-12-09T20:18:29.220638] [DEBUG] [LOCAL     ] No optimal features file found for CACI: ./output/feature-sets/CACI.txt
[2025-12-09T20:18:29.220690] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:29.220724] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:29.220751] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:29.220808] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:29.279346] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:29.280035] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:29.280115] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:29.280149] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:29.396004] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:29.396147] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:29.396186] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:29.396214] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:29.399659] [DEBUG] [FORECASTER] CACI: Forecast T+1@11:T+2@11: DOWN (p=1.19%)
[2025-12-09T20:18:29.399932] [INFO ] [FORECASTER] Completed predict_future for CACI
[2025-12-09T20:18:29.400053] [INFO ] [sig       ] CACI: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:18:29.538915] [INFO ] [LOCAL     ] Saved forecast: CACI	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/CACI.txt
[2025-12-09T20:18:29.539037] [INFO ] [sig       ] [592/3614] Completed CACI in 0.3s | 2.88 sym/s | Total: 3.4m | ETA: 17.5m
[2025-12-09T20:18:29.539076] [INFO ] [sig       ] [593/3614] Forecasting CADE...
[2025-12-09T20:18:29.539105] [INFO ] [sig       ] Generating forecast for: CADE
[2025-12-09T20:18:29.539134] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CADE' from 'https://tdm.silogroup.org/data/derivative_storage/CADE.csv'.
[2025-12-09T20:18:29.550591] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CADE'.
[2025-12-09T20:18:29.550840] [INFO ] [FORECASTER] Starting predict_future for CADE
[2025-12-09T20:18:29.551665] [DEBUG] [LOCAL     ] No optimal features file found for CADE: ./output/feature-sets/CADE.txt
[2025-12-09T20:18:29.551719] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:29.551751] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:29.551777] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:29.551840] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:29.610894] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:29.611620] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:29.611709] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:29.611743] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:29.733277] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:29.733427] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:29.733467] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:29.733499] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:29.736881] [DEBUG] [FORECASTER] CADE: Forecast T+1@11:T+2@11: UP (p=82.42%)
[2025-12-09T20:18:29.737140] [INFO ] [FORECASTER] Completed predict_future for CADE
[2025-12-09T20:18:29.737263] [INFO ] [sig       ] CADE: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:18:29.877041] [INFO ] [LOCAL     ] Saved forecast: CADE	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/CADE.txt
[2025-12-09T20:18:29.877170] [INFO ] [sig       ] [593/3614] Completed CADE in 0.3s | 2.88 sym/s | Total: 3.4m | ETA: 17.5m
[2025-12-09T20:18:29.877208] [INFO ] [sig       ] [594/3614] Forecasting CADL...
[2025-12-09T20:18:29.877238] [INFO ] [sig       ] Generating forecast for: CADL
[2025-12-09T20:18:29.877266] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CADL' from 'https://tdm.silogroup.org/data/derivative_storage/CADL.csv'.
[2025-12-09T20:18:29.888679] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CADL'.
[2025-12-09T20:18:29.888956] [INFO ] [FORECASTER] Starting predict_future for CADL
[2025-12-09T20:18:29.889738] [DEBUG] [LOCAL     ] No optimal features file found for CADL: ./output/feature-sets/CADL.txt
[2025-12-09T20:18:29.889789] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:29.889819] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:29.889844] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:29.889898] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:29.946451] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:29.947066] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:29.947142] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:29.947173] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:30.066822] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:30.066965] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:30.067003] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:30.067031] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:30.070345] [DEBUG] [FORECASTER] CADL: Forecast T+1@11:T+2@11: DOWN (p=3.18%)
[2025-12-09T20:18:30.070625] [INFO ] [FORECASTER] Completed predict_future for CADL
[2025-12-09T20:18:30.070748] [INFO ] [sig       ] CADL: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:18:30.209548] [INFO ] [LOCAL     ] Saved forecast: CADL	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/CADL.txt
[2025-12-09T20:18:30.209692] [INFO ] [sig       ] [594/3614] Completed CADL in 0.3s | 2.88 sym/s | Total: 3.4m | ETA: 17.5m
[2025-12-09T20:18:30.209753] [INFO ] [sig       ] [595/3614] Forecasting CAE...
[2025-12-09T20:18:30.209784] [INFO ] [sig       ] Generating forecast for: CAE
[2025-12-09T20:18:30.209813] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAE' from 'https://tdm.silogroup.org/data/derivative_storage/CAE.csv'.
[2025-12-09T20:18:30.224924] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAE'.
[2025-12-09T20:18:30.225431] [INFO ] [FORECASTER] Starting predict_future for CAE
[2025-12-09T20:18:30.226637] [DEBUG] [LOCAL     ] No optimal features file found for CAE: ./output/feature-sets/CAE.txt
[2025-12-09T20:18:30.226706] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:30.226774] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:30.226818] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:30.226908] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:30.293683] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:30.294598] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:30.294686] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:30.294720] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:30.419421] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:30.419612] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:30.419661] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:30.419692] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:30.423240] [DEBUG] [FORECASTER] CAE: Forecast T+1@11:T+2@11: DOWN (p=35.09%)
[2025-12-09T20:18:30.423608] [INFO ] [FORECASTER] Completed predict_future for CAE
[2025-12-09T20:18:30.423748] [INFO ] [sig       ] CAE: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:18:30.573066] [INFO ] [LOCAL     ] Saved forecast: CAE	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/CAE.txt
[2025-12-09T20:18:30.573231] [INFO ] [sig       ] [595/3614] Completed CAE in 0.4s | 2.88 sym/s | Total: 3.4m | ETA: 17.5m
[2025-12-09T20:18:30.573270] [INFO ] [sig       ] [596/3614] Forecasting CAF...
[2025-12-09T20:18:30.573299] [INFO ] [sig       ] Generating forecast for: CAF
[2025-12-09T20:18:30.573330] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAF' from 'https://tdm.silogroup.org/data/derivative_storage/CAF.csv'.
[2025-12-09T20:18:30.584542] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAF'.
[2025-12-09T20:18:30.584976] [INFO ] [FORECASTER] Starting predict_future for CAF
[2025-12-09T20:18:30.585843] [DEBUG] [LOCAL     ] No optimal features file found for CAF: ./output/feature-sets/CAF.txt
[2025-12-09T20:18:30.585897] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:30.585931] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:30.585959] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:30.586016] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:30.645227] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:30.646094] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:30.646183] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:30.646218] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:30.762232] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:30.762386] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:30.762427] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:30.762456] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:30.765813] [DEBUG] [FORECASTER] CAF: Forecast T+1@11:T+2@11: UP (p=89.41%)
[2025-12-09T20:18:30.766108] [INFO ] [FORECASTER] Completed predict_future for CAF
[2025-12-09T20:18:30.766230] [INFO ] [sig       ] CAF: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:18:30.904800] [INFO ] [LOCAL     ] Saved forecast: CAF	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/CAF.txt
[2025-12-09T20:18:30.904933] [INFO ] [sig       ] [596/3614] Completed CAF in 0.3s | 2.88 sym/s | Total: 3.4m | ETA: 17.4m
[2025-12-09T20:18:30.904972] [INFO ] [sig       ] [597/3614] Forecasting CAG...
[2025-12-09T20:18:30.905000] [INFO ] [sig       ] Generating forecast for: CAG
[2025-12-09T20:18:30.905029] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAG' from 'https://tdm.silogroup.org/data/derivative_storage/CAG.csv'.
[2025-12-09T20:18:30.916743] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAG'.
[2025-12-09T20:18:30.917077] [INFO ] [FORECASTER] Starting predict_future for CAG
[2025-12-09T20:18:30.917928] [DEBUG] [LOCAL     ] No optimal features file found for CAG: ./output/feature-sets/CAG.txt
[2025-12-09T20:18:30.917979] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:30.918009] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:30.918035] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:30.918091] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:30.974319] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:30.975013] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:30.975093] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:30.975125] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:31.093357] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:31.093508] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:31.093551] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:31.093599] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:31.096946] [DEBUG] [FORECASTER] CAG: Forecast T+1@11:T+2@11: DOWN (p=10.52%)
[2025-12-09T20:18:31.097225] [INFO ] [FORECASTER] Completed predict_future for CAG
[2025-12-09T20:18:31.097355] [INFO ] [sig       ] CAG: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:18:31.237533] [INFO ] [LOCAL     ] Saved forecast: CAG	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/CAG.txt
[2025-12-09T20:18:31.237713] [INFO ] [sig       ] [597/3614] Completed CAG in 0.3s | 2.88 sym/s | Total: 3.5m | ETA: 17.4m
[2025-12-09T20:18:31.237753] [INFO ] [sig       ] [598/3614] Forecasting CAH...
[2025-12-09T20:18:31.237783] [INFO ] [sig       ] Generating forecast for: CAH
[2025-12-09T20:18:31.237811] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAH' from 'https://tdm.silogroup.org/data/derivative_storage/CAH.csv'.
[2025-12-09T20:18:31.249113] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAH'.
[2025-12-09T20:18:31.249383] [INFO ] [FORECASTER] Starting predict_future for CAH
[2025-12-09T20:18:31.250154] [DEBUG] [LOCAL     ] No optimal features file found for CAH: ./output/feature-sets/CAH.txt
[2025-12-09T20:18:31.250205] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:31.250236] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:31.250262] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:31.250344] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:31.305115] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:31.305783] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:31.305860] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:31.305892] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:31.422291] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:31.422425] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:31.422464] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:31.422493] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:31.425832] [DEBUG] [FORECASTER] CAH: Forecast T+1@11:T+2@11: UP (p=51.36%)
[2025-12-09T20:18:31.426094] [INFO ] [FORECASTER] Completed predict_future for CAH
[2025-12-09T20:18:31.426211] [INFO ] [sig       ] CAH: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:18:31.564724] [INFO ] [LOCAL     ] Saved forecast: CAH	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/CAH.txt
[2025-12-09T20:18:31.564848] [INFO ] [sig       ] [598/3614] Completed CAH in 0.3s | 2.88 sym/s | Total: 3.5m | ETA: 17.4m
[2025-12-09T20:18:31.564886] [INFO ] [sig       ] [599/3614] Forecasting CAKE...
[2025-12-09T20:18:31.564921] [INFO ] [sig       ] Generating forecast for: CAKE
[2025-12-09T20:18:31.564951] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAKE' from 'https://tdm.silogroup.org/data/derivative_storage/CAKE.csv'.
[2025-12-09T20:18:31.575808] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAKE'.
[2025-12-09T20:18:31.576084] [INFO ] [FORECASTER] Starting predict_future for CAKE
[2025-12-09T20:18:31.576864] [DEBUG] [LOCAL     ] No optimal features file found for CAKE: ./output/feature-sets/CAKE.txt
[2025-12-09T20:18:31.576915] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:31.576947] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:31.576973] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:31.577028] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:31.632437] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:31.633073] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:31.633148] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:31.633179] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:31.752768] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:31.752939] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:31.753001] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:31.753033] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:31.756542] [DEBUG] [FORECASTER] CAKE: Forecast T+1@11:T+2@11: UP (p=55.80%)
[2025-12-09T20:18:31.756869] [INFO ] [FORECASTER] Completed predict_future for CAKE
[2025-12-09T20:18:31.757021] [INFO ] [sig       ] CAKE: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:18:31.901692] [INFO ] [LOCAL     ] Saved forecast: CAKE	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/CAKE.txt
[2025-12-09T20:18:31.901827] [INFO ] [sig       ] [599/3614] Completed CAKE in 0.3s | 2.88 sym/s | Total: 3.5m | ETA: 17.4m
[2025-12-09T20:18:31.901866] [INFO ] [sig       ] [600/3614] Forecasting CAL...
[2025-12-09T20:18:31.901897] [INFO ] [sig       ] Generating forecast for: CAL
[2025-12-09T20:18:31.901927] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAL' from 'https://tdm.silogroup.org/data/derivative_storage/CAL.csv'.
[2025-12-09T20:18:31.915706] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAL'.
[2025-12-09T20:18:31.916105] [INFO ] [FORECASTER] Starting predict_future for CAL
[2025-12-09T20:18:31.917060] [DEBUG] [LOCAL     ] No optimal features file found for CAL: ./output/feature-sets/CAL.txt
[2025-12-09T20:18:31.917117] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:31.917151] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:31.917180] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:31.917244] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:31.976769] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:31.977639] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:31.977722] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:31.977755] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:32.094913] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:32.095067] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:32.095110] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:32.095139] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:32.098556] [DEBUG] [FORECASTER] CAL: Forecast T+1@11:T+2@11: DOWN (p=20.18%)
[2025-12-09T20:18:32.098858] [INFO ] [FORECASTER] Completed predict_future for CAL
[2025-12-09T20:18:32.098988] [INFO ] [sig       ] CAL: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:18:32.239385] [INFO ] [LOCAL     ] Saved forecast: CAL	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/CAL.txt
[2025-12-09T20:18:32.239523] [INFO ] [sig       ] [600/3614] Completed CAL in 0.3s | 2.88 sym/s | Total: 3.5m | ETA: 17.4m
[2025-12-09T20:18:32.239562] [INFO ] [sig       ] [601/3614] Forecasting CALC...
[2025-12-09T20:18:32.239639] [INFO ] [sig       ] Generating forecast for: CALC
[2025-12-09T20:18:32.239672] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CALC' from 'https://tdm.silogroup.org/data/derivative_storage/CALC.csv'.
[2025-12-09T20:18:32.250097] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CALC'.
[2025-12-09T20:18:32.250469] [INFO ] [FORECASTER] Starting predict_future for CALC
[2025-12-09T20:18:32.251292] [DEBUG] [LOCAL     ] No optimal features file found for CALC: ./output/feature-sets/CALC.txt
[2025-12-09T20:18:32.251345] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:32.251378] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:32.251405] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:32.251462] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:32.308147] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:32.309140] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:32.309224] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:32.309258] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:32.424315] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:32.424469] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:32.424512] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:32.424541] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:32.427940] [DEBUG] [FORECASTER] CALC: Forecast T+1@11:T+2@11: UP (p=67.97%)
[2025-12-09T20:18:32.428249] [INFO ] [FORECASTER] Completed predict_future for CALC
[2025-12-09T20:18:32.428375] [INFO ] [sig       ] CALC: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:18:32.569980] [INFO ] [LOCAL     ] Saved forecast: CALC	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/CALC.txt
[2025-12-09T20:18:32.570120] [INFO ] [sig       ] [601/3614] Completed CALC in 0.3s | 2.88 sym/s | Total: 3.5m | ETA: 17.4m
[2025-12-09T20:18:32.570160] [INFO ] [sig       ] [602/3614] Forecasting CALM...
[2025-12-09T20:18:32.570189] [INFO ] [sig       ] Generating forecast for: CALM
[2025-12-09T20:18:32.570219] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CALM' from 'https://tdm.silogroup.org/data/derivative_storage/CALM.csv'.
[2025-12-09T20:18:32.581506] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CALM'.
[2025-12-09T20:18:32.581835] [INFO ] [FORECASTER] Starting predict_future for CALM
[2025-12-09T20:18:32.582651] [DEBUG] [LOCAL     ] No optimal features file found for CALM: ./output/feature-sets/CALM.txt
[2025-12-09T20:18:32.582705] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:32.582737] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:32.582765] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:32.582821] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:32.640884] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:32.641626] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:32.641706] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:32.641738] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:32.763517] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:32.763679] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:32.763721] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:32.763765] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:32.767069] [DEBUG] [FORECASTER] CALM: Forecast T+1@11:T+2@11: DOWN (p=1.07%)
[2025-12-09T20:18:32.767332] [INFO ] [FORECASTER] Completed predict_future for CALM
[2025-12-09T20:18:32.767453] [INFO ] [sig       ] CALM: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:18:32.906929] [INFO ] [LOCAL     ] Saved forecast: CALM	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/CALM.txt
[2025-12-09T20:18:32.907057] [INFO ] [sig       ] [602/3614] Completed CALM in 0.3s | 2.88 sym/s | Total: 3.5m | ETA: 17.4m
[2025-12-09T20:18:32.907096] [INFO ] [sig       ] [603/3614] Forecasting CALX...
[2025-12-09T20:18:32.907126] [INFO ] [sig       ] Generating forecast for: CALX
[2025-12-09T20:18:32.907155] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CALX' from 'https://tdm.silogroup.org/data/derivative_storage/CALX.csv'.
[2025-12-09T20:18:32.918321] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CALX'.
[2025-12-09T20:18:32.918613] [INFO ] [FORECASTER] Starting predict_future for CALX
[2025-12-09T20:18:32.919369] [DEBUG] [LOCAL     ] No optimal features file found for CALX: ./output/feature-sets/CALX.txt
[2025-12-09T20:18:32.919420] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:32.919451] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:32.919477] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:32.919532] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:32.976455] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:32.977299] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:32.977380] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:32.977414] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:33.101763] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:33.101916] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:33.101958] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:33.101986] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:33.105481] [DEBUG] [FORECASTER] CALX: Forecast T+1@11:T+2@11: UP (p=61.36%)
[2025-12-09T20:18:33.105771] [INFO ] [FORECASTER] Completed predict_future for CALX
[2025-12-09T20:18:33.105892] [INFO ] [sig       ] CALX: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:18:33.248062] [INFO ] [LOCAL     ] Saved forecast: CALX	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/CALX.txt
[2025-12-09T20:18:33.248212] [INFO ] [sig       ] [603/3614] Completed CALX in 0.3s | 2.88 sym/s | Total: 3.5m | ETA: 17.4m
[2025-12-09T20:18:33.248252] [INFO ] [sig       ] [604/3614] Forecasting CAPL...
[2025-12-09T20:18:33.248282] [INFO ] [sig       ] Generating forecast for: CAPL
[2025-12-09T20:18:33.248314] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAPL' from 'https://tdm.silogroup.org/data/derivative_storage/CAPL.csv'.
[2025-12-09T20:18:33.259765] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAPL'.
[2025-12-09T20:18:33.260061] [INFO ] [FORECASTER] Starting predict_future for CAPL
[2025-12-09T20:18:33.260883] [DEBUG] [LOCAL     ] No optimal features file found for CAPL: ./output/feature-sets/CAPL.txt
[2025-12-09T20:18:33.260935] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:33.260968] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:33.260995] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:33.261050] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:33.319077] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:33.319801] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:33.319880] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:33.319929] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:33.442536] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:33.442707] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:33.442749] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:33.442777] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:33.446216] [DEBUG] [FORECASTER] CAPL: Forecast T+1@11:T+2@11: UP (p=89.04%)
[2025-12-09T20:18:33.446488] [INFO ] [FORECASTER] Completed predict_future for CAPL
[2025-12-09T20:18:33.446634] [INFO ] [sig       ] CAPL: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:18:33.591035] [INFO ] [LOCAL     ] Saved forecast: CAPL	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/CAPL.txt
[2025-12-09T20:18:33.591164] [INFO ] [sig       ] [604/3614] Completed CAPL in 0.3s | 2.88 sym/s | Total: 3.5m | ETA: 17.4m
[2025-12-09T20:18:33.591203] [INFO ] [sig       ] [605/3614] Forecasting CARE...
[2025-12-09T20:18:33.591234] [INFO ] [sig       ] Generating forecast for: CARE
[2025-12-09T20:18:33.591263] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CARE' from 'https://tdm.silogroup.org/data/derivative_storage/CARE.csv'.
[2025-12-09T20:18:33.603142] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CARE'.
[2025-12-09T20:18:33.603465] [INFO ] [FORECASTER] Starting predict_future for CARE
[2025-12-09T20:18:33.604257] [DEBUG] [LOCAL     ] No optimal features file found for CARE: ./output/feature-sets/CARE.txt
[2025-12-09T20:18:33.604308] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:33.604339] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:33.604366] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:33.604422] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:33.659560] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:33.660307] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:33.660387] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:33.660419] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:33.776795] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:33.776951] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:33.776992] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:33.777019] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:33.780324] [DEBUG] [FORECASTER] CARE: Forecast T+1@11:T+2@11: UP (p=64.56%)
[2025-12-09T20:18:33.780610] [INFO ] [FORECASTER] Completed predict_future for CARE
[2025-12-09T20:18:33.780732] [INFO ] [sig       ] CARE: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:18:33.917908] [INFO ] [LOCAL     ] Saved forecast: CARE	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/CARE.txt
[2025-12-09T20:18:33.918045] [INFO ] [sig       ] [605/3614] Completed CARE in 0.3s | 2.89 sym/s | Total: 3.5m | ETA: 17.4m
[2025-12-09T20:18:33.918083] [INFO ] [sig       ] [606/3614] Forecasting CARG...
[2025-12-09T20:18:33.918112] [INFO ] [sig       ] Generating forecast for: CARG
[2025-12-09T20:18:33.918142] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CARG' from 'https://tdm.silogroup.org/data/derivative_storage/CARG.csv'.
[2025-12-09T20:18:33.929191] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CARG'.
[2025-12-09T20:18:33.929459] [INFO ] [FORECASTER] Starting predict_future for CARG
[2025-12-09T20:18:33.930233] [DEBUG] [LOCAL     ] No optimal features file found for CARG: ./output/feature-sets/CARG.txt
[2025-12-09T20:18:33.930284] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:33.930316] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:33.930342] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:33.930408] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:33.986038] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:33.986649] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:33.986723] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:33.986755] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:34.106515] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:34.106681] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:34.106722] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:34.106749] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:34.110181] [DEBUG] [FORECASTER] CARG: Forecast T+1@11:T+2@11: UP (p=85.97%)
[2025-12-09T20:18:34.110458] [INFO ] [FORECASTER] Completed predict_future for CARG
[2025-12-09T20:18:34.110608] [INFO ] [sig       ] CARG: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:18:34.250880] [INFO ] [LOCAL     ] Saved forecast: CARG	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/CARG.txt
[2025-12-09T20:18:34.251025] [INFO ] [sig       ] [606/3614] Completed CARG in 0.3s | 2.89 sym/s | Total: 3.5m | ETA: 17.4m
[2025-12-09T20:18:34.251064] [INFO ] [sig       ] [607/3614] Forecasting CARS...
[2025-12-09T20:18:34.251094] [INFO ] [sig       ] Generating forecast for: CARS
[2025-12-09T20:18:34.251123] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CARS' from 'https://tdm.silogroup.org/data/derivative_storage/CARS.csv'.
[2025-12-09T20:18:34.262127] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CARS'.
[2025-12-09T20:18:34.262410] [INFO ] [FORECASTER] Starting predict_future for CARS
[2025-12-09T20:18:34.263186] [DEBUG] [LOCAL     ] No optimal features file found for CARS: ./output/feature-sets/CARS.txt
[2025-12-09T20:18:34.263237] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:34.263268] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:34.263293] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:34.263348] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:34.318727] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:34.319389] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:34.319465] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:34.319497] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:34.439546] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:34.439716] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:34.439756] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:34.439784] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:34.443087] [DEBUG] [FORECASTER] CARS: Forecast T+1@11:T+2@11: UP (p=93.11%)
[2025-12-09T20:18:34.443349] [INFO ] [FORECASTER] Completed predict_future for CARS
[2025-12-09T20:18:34.443476] [INFO ] [sig       ] CARS: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:18:34.583761] [INFO ] [LOCAL     ] Saved forecast: CARS	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/CARS.txt
[2025-12-09T20:18:34.583890] [INFO ] [sig       ] [607/3614] Completed CARS in 0.3s | 2.89 sym/s | Total: 3.5m | ETA: 17.4m
[2025-12-09T20:18:34.583929] [INFO ] [sig       ] [608/3614] Forecasting CASH...
[2025-12-09T20:18:34.583958] [INFO ] [sig       ] Generating forecast for: CASH
[2025-12-09T20:18:34.583988] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CASH' from 'https://tdm.silogroup.org/data/derivative_storage/CASH.csv'.
[2025-12-09T20:18:34.594656] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CASH'.
[2025-12-09T20:18:34.594952] [INFO ] [FORECASTER] Starting predict_future for CASH
[2025-12-09T20:18:34.595779] [DEBUG] [LOCAL     ] No optimal features file found for CASH: ./output/feature-sets/CASH.txt
[2025-12-09T20:18:34.595831] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:34.595863] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:34.595890] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:34.595947] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:34.650849] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:34.651512] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:34.651604] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:34.651642] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:34.764688] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:34.764823] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:34.764862] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:34.764890] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:34.768202] [DEBUG] [FORECASTER] CASH: Forecast T+1@11:T+2@11: UP (p=84.37%)
[2025-12-09T20:18:34.768466] [INFO ] [FORECASTER] Completed predict_future for CASH
[2025-12-09T20:18:34.768621] [INFO ] [sig       ] CASH: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:18:34.907227] [INFO ] [LOCAL     ] Saved forecast: CASH	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/CASH.txt
[2025-12-09T20:18:34.907347] [INFO ] [sig       ] [608/3614] Completed CASH in 0.3s | 2.89 sym/s | Total: 3.5m | ETA: 17.4m
[2025-12-09T20:18:34.907385] [INFO ] [sig       ] [609/3614] Forecasting CASS...
[2025-12-09T20:18:34.907414] [INFO ] [sig       ] Generating forecast for: CASS
[2025-12-09T20:18:34.907443] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CASS' from 'https://tdm.silogroup.org/data/derivative_storage/CASS.csv'.
[2025-12-09T20:18:34.918184] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CASS'.
[2025-12-09T20:18:34.918481] [INFO ] [FORECASTER] Starting predict_future for CASS
[2025-12-09T20:18:34.919263] [DEBUG] [LOCAL     ] No optimal features file found for CASS: ./output/feature-sets/CASS.txt
[2025-12-09T20:18:34.919314] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:34.919345] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:34.919372] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:34.919428] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:34.975127] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:34.975792] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:34.975869] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:34.975900] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:35.097427] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:35.097587] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:35.097634] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:35.097663] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:35.100968] [DEBUG] [FORECASTER] CASS: Forecast T+1@11:T+2@11: DOWN (p=8.20%)
[2025-12-09T20:18:35.101229] [INFO ] [FORECASTER] Completed predict_future for CASS
[2025-12-09T20:18:35.101350] [INFO ] [sig       ] CASS: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:18:35.238458] [INFO ] [LOCAL     ] Saved forecast: CASS	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/CASS.txt
[2025-12-09T20:18:35.238606] [INFO ] [sig       ] [609/3614] Completed CASS in 0.3s | 2.89 sym/s | Total: 3.5m | ETA: 17.4m
[2025-12-09T20:18:35.238663] [INFO ] [sig       ] [610/3614] Forecasting CASY...
[2025-12-09T20:18:35.238700] [INFO ] [sig       ] Generating forecast for: CASY
[2025-12-09T20:18:35.238743] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CASY' from 'https://tdm.silogroup.org/data/derivative_storage/CASY.csv'.
[2025-12-09T20:18:35.249819] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CASY'.
[2025-12-09T20:18:35.250095] [INFO ] [FORECASTER] Starting predict_future for CASY
[2025-12-09T20:18:35.250867] [DEBUG] [LOCAL     ] No optimal features file found for CASY: ./output/feature-sets/CASY.txt
[2025-12-09T20:18:35.250919] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:35.250950] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:35.250976] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:35.251032] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:35.307173] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:35.307826] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:35.307901] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:35.307940] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:35.427169] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:35.427306] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:35.427346] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:35.427376] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:35.430909] [DEBUG] [FORECASTER] CASY: Forecast T+1@11:T+2@11: DOWN (p=10.16%)
[2025-12-09T20:18:35.431182] [INFO ] [FORECASTER] Completed predict_future for CASY
[2025-12-09T20:18:35.431307] [INFO ] [sig       ] CASY: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:18:35.569062] [INFO ] [LOCAL     ] Saved forecast: CASY	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/CASY.txt
[2025-12-09T20:18:35.569181] [INFO ] [sig       ] [610/3614] Completed CASY in 0.3s | 2.89 sym/s | Total: 3.5m | ETA: 17.3m
[2025-12-09T20:18:35.569218] [INFO ] [sig       ] [611/3614] Forecasting CATH...
[2025-12-09T20:18:35.569248] [INFO ] [sig       ] Generating forecast for: CATH
[2025-12-09T20:18:35.569277] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CATH' from 'https://tdm.silogroup.org/data/derivative_storage/CATH.csv'.
[2025-12-09T20:18:35.579530] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CATH'.
[2025-12-09T20:18:35.579877] [INFO ] [FORECASTER] Starting predict_future for CATH
[2025-12-09T20:18:35.580646] [DEBUG] [LOCAL     ] No optimal features file found for CATH: ./output/feature-sets/CATH.txt
[2025-12-09T20:18:35.580696] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:35.580728] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:35.580754] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:35.580811] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:35.636112] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:35.636719] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:35.636793] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:35.636824] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:35.749989] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:35.750129] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:35.750166] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:35.750194] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:35.753474] [DEBUG] [FORECASTER] CATH: Forecast T+1@11:T+2@11: UP (p=96.18%)
[2025-12-09T20:18:35.753762] [INFO ] [FORECASTER] Completed predict_future for CATH
[2025-12-09T20:18:35.753886] [INFO ] [sig       ] CATH: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:18:35.891431] [INFO ] [LOCAL     ] Saved forecast: CATH	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/CATH.txt
[2025-12-09T20:18:35.891556] [INFO ] [sig       ] [611/3614] Completed CATH in 0.3s | 2.89 sym/s | Total: 3.5m | ETA: 17.3m
[2025-12-09T20:18:35.891634] [INFO ] [sig       ] [612/3614] Forecasting CATO...
[2025-12-09T20:18:35.891665] [INFO ] [sig       ] Generating forecast for: CATO
[2025-12-09T20:18:35.891694] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CATO' from 'https://tdm.silogroup.org/data/derivative_storage/CATO.csv'.
[2025-12-09T20:18:35.901987] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CATO'.
[2025-12-09T20:18:35.902282] [INFO ] [FORECASTER] Starting predict_future for CATO
[2025-12-09T20:18:35.903075] [DEBUG] [LOCAL     ] No optimal features file found for CATO: ./output/feature-sets/CATO.txt
[2025-12-09T20:18:35.903127] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:35.903159] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:35.903185] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:35.903241] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:35.962303] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:35.963084] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:35.963165] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:35.963199] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:36.079966] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:36.080114] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:36.080153] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:36.080181] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:36.083428] [DEBUG] [FORECASTER] CATO: Forecast T+1@11:T+2@11: DOWN (p=20.00%)
[2025-12-09T20:18:36.083713] [INFO ] [FORECASTER] Completed predict_future for CATO
[2025-12-09T20:18:36.083835] [INFO ] [sig       ] CATO: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:18:36.222398] [INFO ] [LOCAL     ] Saved forecast: CATO	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/CATO.txt
[2025-12-09T20:18:36.222517] [INFO ] [sig       ] [612/3614] Completed CATO in 0.3s | 2.89 sym/s | Total: 3.5m | ETA: 17.3m
[2025-12-09T20:18:36.222554] [INFO ] [sig       ] [613/3614] Forecasting CATY...
[2025-12-09T20:18:36.222600] [INFO ] [sig       ] Generating forecast for: CATY
[2025-12-09T20:18:36.222631] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CATY' from 'https://tdm.silogroup.org/data/derivative_storage/CATY.csv'.
[2025-12-09T20:18:36.233755] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CATY'.
[2025-12-09T20:18:36.234059] [INFO ] [FORECASTER] Starting predict_future for CATY
[2025-12-09T20:18:36.234833] [DEBUG] [LOCAL     ] No optimal features file found for CATY: ./output/feature-sets/CATY.txt
[2025-12-09T20:18:36.234885] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:36.234915] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:36.234941] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:36.234996] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:36.291200] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:36.291910] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:36.291990] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:36.292022] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:36.411137] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:36.411284] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:36.411325] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:36.411352] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:36.414697] [DEBUG] [FORECASTER] CATY: Forecast T+1@11:T+2@11: DOWN (p=38.68%)
[2025-12-09T20:18:36.414958] [INFO ] [FORECASTER] Completed predict_future for CATY
[2025-12-09T20:18:36.415078] [INFO ] [sig       ] CATY: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:18:36.554124] [INFO ] [LOCAL     ] Saved forecast: CATY	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/CATY.txt
[2025-12-09T20:18:36.554266] [INFO ] [sig       ] [613/3614] Completed CATY in 0.3s | 2.89 sym/s | Total: 3.5m | ETA: 17.3m
[2025-12-09T20:18:36.554306] [INFO ] [sig       ] [614/3614] Forecasting CAVA...
[2025-12-09T20:18:36.554336] [INFO ] [sig       ] Generating forecast for: CAVA
[2025-12-09T20:18:36.554365] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAVA' from 'https://tdm.silogroup.org/data/derivative_storage/CAVA.csv'.
[2025-12-09T20:18:36.565683] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAVA'.
[2025-12-09T20:18:36.565971] [INFO ] [FORECASTER] Starting predict_future for CAVA
[2025-12-09T20:18:36.566788] [DEBUG] [LOCAL     ] No optimal features file found for CAVA: ./output/feature-sets/CAVA.txt
[2025-12-09T20:18:36.566842] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:36.566874] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:36.566903] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:36.566961] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:36.624059] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:36.624731] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:36.624810] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:36.624843] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:36.745501] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:36.745645] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:36.745688] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:36.745716] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:36.748983] [DEBUG] [FORECASTER] CAVA: Forecast T+1@11:T+2@11: DOWN (p=2.96%)
[2025-12-09T20:18:36.749244] [INFO ] [FORECASTER] Completed predict_future for CAVA
[2025-12-09T20:18:36.749362] [INFO ] [sig       ] CAVA: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:18:36.891736] [INFO ] [LOCAL     ] Saved forecast: CAVA	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/CAVA.txt
[2025-12-09T20:18:36.891886] [INFO ] [sig       ] [614/3614] Completed CAVA in 0.3s | 2.89 sym/s | Total: 3.5m | ETA: 17.3m
[2025-12-09T20:18:36.891923] [INFO ] [sig       ] [615/3614] Forecasting CB...
[2025-12-09T20:18:36.891951] [INFO ] [sig       ] Generating forecast for: CB
[2025-12-09T20:18:36.891980] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CB' from 'https://tdm.silogroup.org/data/derivative_storage/CB.csv'.
[2025-12-09T20:18:36.903033] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CB'.
[2025-12-09T20:18:36.903320] [INFO ] [FORECASTER] Starting predict_future for CB
[2025-12-09T20:18:36.904123] [DEBUG] [LOCAL     ] No optimal features file found for CB: ./output/feature-sets/CB.txt
[2025-12-09T20:18:36.904176] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:36.904210] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:36.904264] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:36.904324] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:36.961669] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:36.962314] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:36.962391] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:36.962425] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:37.080194] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:37.080356] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:37.080398] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:37.080426] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:37.083725] [DEBUG] [FORECASTER] CB: Forecast T+1@11:T+2@11: DOWN (p=8.53%)
[2025-12-09T20:18:37.083989] [INFO ] [FORECASTER] Completed predict_future for CB
[2025-12-09T20:18:37.084108] [INFO ] [sig       ] CB: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:18:37.220765] [INFO ] [LOCAL     ] Saved forecast: CB	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/CB.txt
[2025-12-09T20:18:37.220896] [INFO ] [sig       ] [615/3614] Completed CB in 0.3s | 2.89 sym/s | Total: 3.6m | ETA: 17.3m
[2025-12-09T20:18:37.220935] [INFO ] [sig       ] [616/3614] Forecasting CBAN...
[2025-12-09T20:18:37.220964] [INFO ] [sig       ] Generating forecast for: CBAN
[2025-12-09T20:18:37.220993] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBAN' from 'https://tdm.silogroup.org/data/derivative_storage/CBAN.csv'.
[2025-12-09T20:18:37.232102] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBAN'.
[2025-12-09T20:18:37.232381] [INFO ] [FORECASTER] Starting predict_future for CBAN
[2025-12-09T20:18:37.233158] [DEBUG] [LOCAL     ] No optimal features file found for CBAN: ./output/feature-sets/CBAN.txt
[2025-12-09T20:18:37.233209] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:37.233239] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:37.233265] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:37.233320] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:37.289299] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:37.290114] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:37.290188] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:37.290220] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:37.406988] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:37.407111] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:37.407150] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:37.407178] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:37.410449] [DEBUG] [FORECASTER] CBAN: Forecast T+1@11:T+2@11: DOWN (p=7.38%)
[2025-12-09T20:18:37.410728] [INFO ] [FORECASTER] Completed predict_future for CBAN
[2025-12-09T20:18:37.410847] [INFO ] [sig       ] CBAN: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:18:37.547829] [INFO ] [LOCAL     ] Saved forecast: CBAN	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/CBAN.txt
[2025-12-09T20:18:37.547949] [INFO ] [sig       ] [616/3614] Completed CBAN in 0.3s | 2.89 sym/s | Total: 3.6m | ETA: 17.3m
[2025-12-09T20:18:37.547987] [INFO ] [sig       ] [617/3614] Forecasting CBL...
[2025-12-09T20:18:37.548017] [INFO ] [sig       ] Generating forecast for: CBL
[2025-12-09T20:18:37.548047] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBL' from 'https://tdm.silogroup.org/data/derivative_storage/CBL.csv'.
[2025-12-09T20:18:37.559049] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBL'.
[2025-12-09T20:18:37.559327] [INFO ] [FORECASTER] Starting predict_future for CBL
[2025-12-09T20:18:37.560109] [DEBUG] [LOCAL     ] No optimal features file found for CBL: ./output/feature-sets/CBL.txt
[2025-12-09T20:18:37.560160] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:37.560191] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:37.560217] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:37.560271] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:37.615429] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:37.616049] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:37.616123] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:37.616154] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:37.735362] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:37.735490] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:37.735530] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:37.735559] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:37.738885] [DEBUG] [FORECASTER] CBL: Forecast T+1@11:T+2@11: DOWN (p=28.40%)
[2025-12-09T20:18:37.739151] [INFO ] [FORECASTER] Completed predict_future for CBL
[2025-12-09T20:18:37.739274] [INFO ] [sig       ] CBL: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:18:37.877243] [INFO ] [LOCAL     ] Saved forecast: CBL	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/CBL.txt
[2025-12-09T20:18:37.877357] [INFO ] [sig       ] [617/3614] Completed CBL in 0.3s | 2.89 sym/s | Total: 3.6m | ETA: 17.3m
[2025-12-09T20:18:37.877394] [INFO ] [sig       ] [618/3614] Forecasting CBNK...
[2025-12-09T20:18:37.877423] [INFO ] [sig       ] Generating forecast for: CBNK
[2025-12-09T20:18:37.877452] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBNK' from 'https://tdm.silogroup.org/data/derivative_storage/CBNK.csv'.
[2025-12-09T20:18:37.888589] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBNK'.
[2025-12-09T20:18:37.888887] [INFO ] [FORECASTER] Starting predict_future for CBNK
[2025-12-09T20:18:37.889657] [DEBUG] [LOCAL     ] No optimal features file found for CBNK: ./output/feature-sets/CBNK.txt
[2025-12-09T20:18:37.889711] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:37.889742] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:37.889767] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:37.889822] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:37.945153] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:37.945748] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:37.945823] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:37.945855] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:38.063788] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:38.063922] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:38.063962] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:38.063990] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:38.067259] [DEBUG] [FORECASTER] CBNK: Forecast T+1@11:T+2@11: UP (p=59.74%)
[2025-12-09T20:18:38.067559] [INFO ] [FORECASTER] Completed predict_future for CBNK
[2025-12-09T20:18:38.067706] [INFO ] [sig       ] CBNK: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:18:38.206027] [INFO ] [LOCAL     ] Saved forecast: CBNK	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/CBNK.txt
[2025-12-09T20:18:38.206178] [INFO ] [sig       ] [618/3614] Completed CBNK in 0.3s | 2.89 sym/s | Total: 3.6m | ETA: 17.3m
[2025-12-09T20:18:38.206218] [INFO ] [sig       ] [619/3614] Forecasting CBRE...
[2025-12-09T20:18:38.206248] [INFO ] [sig       ] Generating forecast for: CBRE
[2025-12-09T20:18:38.206277] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBRE' from 'https://tdm.silogroup.org/data/derivative_storage/CBRE.csv'.
[2025-12-09T20:18:38.219323] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBRE'.
[2025-12-09T20:18:38.219767] [INFO ] [FORECASTER] Starting predict_future for CBRE
[2025-12-09T20:18:38.220570] [DEBUG] [LOCAL     ] No optimal features file found for CBRE: ./output/feature-sets/CBRE.txt
[2025-12-09T20:18:38.220657] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:38.220693] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:38.220723] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:38.220781] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:38.279115] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:38.280186] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:38.280270] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:38.280304] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:38.395699] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:38.395846] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:38.395886] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:38.395914] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:38.399212] [DEBUG] [FORECASTER] CBRE: Forecast T+1@11:T+2@11: UP (p=80.14%)
[2025-12-09T20:18:38.399481] [INFO ] [FORECASTER] Completed predict_future for CBRE
[2025-12-09T20:18:38.399617] [INFO ] [sig       ] CBRE: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:18:38.538331] [INFO ] [LOCAL     ] Saved forecast: CBRE	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/CBRE.txt
[2025-12-09T20:18:38.538460] [INFO ] [sig       ] [619/3614] Completed CBRE in 0.3s | 2.89 sym/s | Total: 3.6m | ETA: 17.3m
[2025-12-09T20:18:38.538498] [INFO ] [sig       ] [620/3614] Forecasting CBRL...
[2025-12-09T20:18:38.538528] [INFO ] [sig       ] Generating forecast for: CBRL
[2025-12-09T20:18:38.538557] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBRL' from 'https://tdm.silogroup.org/data/derivative_storage/CBRL.csv'.
[2025-12-09T20:18:38.549496] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBRL'.
[2025-12-09T20:18:38.549807] [INFO ] [FORECASTER] Starting predict_future for CBRL
[2025-12-09T20:18:38.550560] [DEBUG] [LOCAL     ] No optimal features file found for CBRL: ./output/feature-sets/CBRL.txt
[2025-12-09T20:18:38.550628] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:38.550660] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:38.550686] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:38.550741] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:38.607255] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:38.607942] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:38.608021] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:38.608054] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:38.731487] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:38.731650] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:38.731695] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:38.731728] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:38.735112] [DEBUG] [FORECASTER] CBRL: Forecast T+1@11:T+2@11: UP (p=66.34%)
[2025-12-09T20:18:38.735382] [INFO ] [FORECASTER] Completed predict_future for CBRL
[2025-12-09T20:18:38.735507] [INFO ] [sig       ] CBRL: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:18:38.873881] [INFO ] [LOCAL     ] Saved forecast: CBRL	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/CBRL.txt
[2025-12-09T20:18:38.874000] [INFO ] [sig       ] [620/3614] Completed CBRL in 0.3s | 2.89 sym/s | Total: 3.6m | ETA: 17.3m
[2025-12-09T20:18:38.874039] [INFO ] [sig       ] [621/3614] Forecasting CBSH...
[2025-12-09T20:18:38.874068] [INFO ] [sig       ] Generating forecast for: CBSH
[2025-12-09T20:18:38.874097] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBSH' from 'https://tdm.silogroup.org/data/derivative_storage/CBSH.csv'.
[2025-12-09T20:18:38.885265] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBSH'.
[2025-12-09T20:18:38.885533] [INFO ] [FORECASTER] Starting predict_future for CBSH
[2025-12-09T20:18:38.886296] [DEBUG] [LOCAL     ] No optimal features file found for CBSH: ./output/feature-sets/CBSH.txt
[2025-12-09T20:18:38.886347] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:38.886378] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:38.886404] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:38.886459] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:38.941844] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:38.942441] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:38.942515] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:38.942546] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:39.057063] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:39.057194] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:39.057232] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:39.057260] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:39.060591] [DEBUG] [FORECASTER] CBSH: Forecast T+1@11:T+2@11: DOWN (p=5.44%)
[2025-12-09T20:18:39.060858] [INFO ] [FORECASTER] Completed predict_future for CBSH
[2025-12-09T20:18:39.060975] [INFO ] [sig       ] CBSH: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:18:39.198523] [INFO ] [LOCAL     ] Saved forecast: CBSH	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/CBSH.txt
[2025-12-09T20:18:39.198672] [INFO ] [sig       ] [621/3614] Completed CBSH in 0.3s | 2.89 sym/s | Total: 3.6m | ETA: 17.3m
[2025-12-09T20:18:39.198714] [INFO ] [sig       ] [622/3614] Forecasting CBUS...
[2025-12-09T20:18:39.198742] [INFO ] [sig       ] Generating forecast for: CBUS
[2025-12-09T20:18:39.198771] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBUS' from 'https://tdm.silogroup.org/data/derivative_storage/CBUS.csv'.
[2025-12-09T20:18:39.210497] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBUS'.
[2025-12-09T20:18:39.210802] [INFO ] [FORECASTER] Starting predict_future for CBUS
[2025-12-09T20:18:39.211556] [DEBUG] [LOCAL     ] No optimal features file found for CBUS: ./output/feature-sets/CBUS.txt
[2025-12-09T20:18:39.211636] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:39.211668] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:39.211694] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:39.211749] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:39.268792] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:39.269442] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:39.269520] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:39.269552] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:39.389435] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:39.389585] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:39.389627] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:39.389655] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:39.392897] [DEBUG] [FORECASTER] CBUS: Forecast T+1@11:T+2@11: UP (p=55.46%)
[2025-12-09T20:18:39.393156] [INFO ] [FORECASTER] Completed predict_future for CBUS
[2025-12-09T20:18:39.393273] [INFO ] [sig       ] CBUS: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:18:39.539409] [INFO ] [LOCAL     ] Saved forecast: CBUS	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/CBUS.txt
[2025-12-09T20:18:39.539551] [INFO ] [sig       ] [622/3614] Completed CBUS in 0.3s | 2.89 sym/s | Total: 3.6m | ETA: 17.3m
[2025-12-09T20:18:39.539615] [INFO ] [sig       ] [623/3614] Forecasting CBZ...
[2025-12-09T20:18:39.539647] [INFO ] [sig       ] Generating forecast for: CBZ
[2025-12-09T20:18:39.539676] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBZ' from 'https://tdm.silogroup.org/data/derivative_storage/CBZ.csv'.
[2025-12-09T20:18:39.551497] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBZ'.
[2025-12-09T20:18:39.551825] [INFO ] [FORECASTER] Starting predict_future for CBZ
[2025-12-09T20:18:39.552630] [DEBUG] [LOCAL     ] No optimal features file found for CBZ: ./output/feature-sets/CBZ.txt
[2025-12-09T20:18:39.552685] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:39.552718] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:39.552746] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:39.552802] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:39.619028] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:39.619963] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:39.620045] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:39.620079] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:39.737417] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:39.737616] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:39.737659] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:39.737688] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:39.741463] [DEBUG] [FORECASTER] CBZ: Forecast T+1@11:T+2@11: DOWN (p=49.49%)
[2025-12-09T20:18:39.741834] [INFO ] [FORECASTER] Completed predict_future for CBZ
[2025-12-09T20:18:39.742003] [INFO ] [sig       ] CBZ: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:18:39.891350] [INFO ] [LOCAL     ] Saved forecast: CBZ	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/CBZ.txt
[2025-12-09T20:18:39.891507] [INFO ] [sig       ] [623/3614] Completed CBZ in 0.4s | 2.89 sym/s | Total: 3.6m | ETA: 17.3m
[2025-12-09T20:18:39.891547] [INFO ] [sig       ] [624/3614] Forecasting CC...
[2025-12-09T20:18:39.891599] [INFO ] [sig       ] Generating forecast for: CC
[2025-12-09T20:18:39.891631] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CC' from 'https://tdm.silogroup.org/data/derivative_storage/CC.csv'.
[2025-12-09T20:18:39.903139] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CC'.
[2025-12-09T20:18:39.903543] [INFO ] [FORECASTER] Starting predict_future for CC
[2025-12-09T20:18:39.904374] [DEBUG] [LOCAL     ] No optimal features file found for CC: ./output/feature-sets/CC.txt
[2025-12-09T20:18:39.904428] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:39.904459] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:39.904486] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:39.904541] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:39.959971] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:39.960871] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:39.960959] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:39.960991] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:40.086010] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:40.086167] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:40.086208] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:40.086236] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:40.089800] [DEBUG] [FORECASTER] CC: Forecast T+1@11:T+2@11: DOWN (p=11.37%)
[2025-12-09T20:18:40.090276] [INFO ] [FORECASTER] Completed predict_future for CC
[2025-12-09T20:18:40.090417] [INFO ] [sig       ] CC: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:18:40.233712] [INFO ] [LOCAL     ] Saved forecast: CC	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/CC.txt
[2025-12-09T20:18:40.233877] [INFO ] [sig       ] [624/3614] Completed CC in 0.3s | 2.89 sym/s | Total: 3.6m | ETA: 17.3m
[2025-12-09T20:18:40.233916] [INFO ] [sig       ] [625/3614] Forecasting CCAP...
[2025-12-09T20:18:40.233946] [INFO ] [sig       ] Generating forecast for: CCAP
[2025-12-09T20:18:40.233975] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCAP' from 'https://tdm.silogroup.org/data/derivative_storage/CCAP.csv'.
[2025-12-09T20:18:40.246099] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCAP'.
[2025-12-09T20:18:40.246471] [INFO ] [FORECASTER] Starting predict_future for CCAP
[2025-12-09T20:18:40.247282] [DEBUG] [LOCAL     ] No optimal features file found for CCAP: ./output/feature-sets/CCAP.txt
[2025-12-09T20:18:40.247333] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:40.247364] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:40.247391] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:40.247445] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:40.309079] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:40.311463] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:40.311602] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:40.311649] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:40.438091] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:40.438246] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:40.438290] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:40.438321] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:40.441995] [DEBUG] [FORECASTER] CCAP: Forecast T+1@11:T+2@11: DOWN (p=44.92%)
[2025-12-09T20:18:40.442324] [INFO ] [FORECASTER] Completed predict_future for CCAP
[2025-12-09T20:18:40.442463] [INFO ] [sig       ] CCAP: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:18:40.581201] [INFO ] [LOCAL     ] Saved forecast: CCAP	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/CCAP.txt
[2025-12-09T20:18:40.581344] [INFO ] [sig       ] [625/3614] Completed CCAP in 0.3s | 2.89 sym/s | Total: 3.6m | ETA: 17.2m
[2025-12-09T20:18:40.581384] [INFO ] [sig       ] [626/3614] Forecasting CCB...
[2025-12-09T20:18:40.581415] [INFO ] [sig       ] Generating forecast for: CCB
[2025-12-09T20:18:40.581445] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCB' from 'https://tdm.silogroup.org/data/derivative_storage/CCB.csv'.
[2025-12-09T20:18:40.592852] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCB'.
[2025-12-09T20:18:40.593156] [INFO ] [FORECASTER] Starting predict_future for CCB
[2025-12-09T20:18:40.593936] [DEBUG] [LOCAL     ] No optimal features file found for CCB: ./output/feature-sets/CCB.txt
[2025-12-09T20:18:40.593988] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:40.594019] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:40.594046] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:40.594101] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:40.649586] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:40.650352] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:40.650433] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:40.650465] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:40.766447] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:40.766625] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:40.766684] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:40.766715] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:40.770106] [DEBUG] [FORECASTER] CCB: Forecast T+1@11:T+2@11: DOWN (p=37.24%)
[2025-12-09T20:18:40.770375] [INFO ] [FORECASTER] Completed predict_future for CCB
[2025-12-09T20:18:40.770496] [INFO ] [sig       ] CCB: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:18:40.907757] [INFO ] [LOCAL     ] Saved forecast: CCB	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/CCB.txt
[2025-12-09T20:18:40.907888] [INFO ] [sig       ] [626/3614] Completed CCB in 0.3s | 2.89 sym/s | Total: 3.6m | ETA: 17.2m
[2025-12-09T20:18:40.907926] [INFO ] [sig       ] [627/3614] Forecasting CCBG...
[2025-12-09T20:18:40.907956] [INFO ] [sig       ] Generating forecast for: CCBG
[2025-12-09T20:18:40.907986] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCBG' from 'https://tdm.silogroup.org/data/derivative_storage/CCBG.csv'.
[2025-12-09T20:18:40.919090] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCBG'.
[2025-12-09T20:18:40.919434] [INFO ] [FORECASTER] Starting predict_future for CCBG
[2025-12-09T20:18:40.920213] [DEBUG] [LOCAL     ] No optimal features file found for CCBG: ./output/feature-sets/CCBG.txt
[2025-12-09T20:18:40.920265] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:40.920295] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:40.920321] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:40.920376] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:40.975443] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:40.976275] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:40.976358] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:40.976389] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:41.096771] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:41.096931] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:41.097162] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:41.097190] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:41.101021] [DEBUG] [FORECASTER] CCBG: Forecast T+1@11:T+2@11: DOWN (p=8.76%)
[2025-12-09T20:18:41.101353] [INFO ] [FORECASTER] Completed predict_future for CCBG
[2025-12-09T20:18:41.101493] [INFO ] [sig       ] CCBG: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:18:41.246029] [INFO ] [LOCAL     ] Saved forecast: CCBG	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/CCBG.txt
[2025-12-09T20:18:41.246177] [INFO ] [sig       ] [627/3614] Completed CCBG in 0.3s | 2.89 sym/s | Total: 3.6m | ETA: 17.2m
[2025-12-09T20:18:41.246217] [INFO ] [sig       ] [628/3614] Forecasting CCCC...
[2025-12-09T20:18:41.246246] [INFO ] [sig       ] Generating forecast for: CCCC
[2025-12-09T20:18:41.246274] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCCC' from 'https://tdm.silogroup.org/data/derivative_storage/CCCC.csv'.
[2025-12-09T20:18:41.257985] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCCC'.
[2025-12-09T20:18:41.258247] [INFO ] [FORECASTER] Starting predict_future for CCCC
[2025-12-09T20:18:41.259036] [DEBUG] [LOCAL     ] No optimal features file found for CCCC: ./output/feature-sets/CCCC.txt
[2025-12-09T20:18:41.259087] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:41.259117] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:41.259142] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:41.259197] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:41.314659] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:41.315290] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:41.315388] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:41.315446] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:41.437861] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:41.437995] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:41.438034] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:41.438061] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:41.441327] [DEBUG] [FORECASTER] CCCC: Forecast T+1@11:T+2@11: DOWN (p=3.88%)
[2025-12-09T20:18:41.441605] [INFO ] [FORECASTER] Completed predict_future for CCCC
[2025-12-09T20:18:41.441725] [INFO ] [sig       ] CCCC: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:18:41.581382] [INFO ] [LOCAL     ] Saved forecast: CCCC	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/CCCC.txt
[2025-12-09T20:18:41.581531] [INFO ] [sig       ] [628/3614] Completed CCCC in 0.3s | 2.89 sym/s | Total: 3.6m | ETA: 17.2m
[2025-12-09T20:18:41.581584] [INFO ] [sig       ] [629/3614] Forecasting CCD...
[2025-12-09T20:18:41.581617] [INFO ] [sig       ] Generating forecast for: CCD
[2025-12-09T20:18:41.581647] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCD' from 'https://tdm.silogroup.org/data/derivative_storage/CCD.csv'.
[2025-12-09T20:18:41.593087] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCD'.
[2025-12-09T20:18:41.593358] [INFO ] [FORECASTER] Starting predict_future for CCD
[2025-12-09T20:18:41.594158] [DEBUG] [LOCAL     ] No optimal features file found for CCD: ./output/feature-sets/CCD.txt
[2025-12-09T20:18:41.594210] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:41.594242] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:41.594268] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:41.594324] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:41.650806] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:41.651417] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:41.651495] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:41.651527] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:41.770897] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:41.771055] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:41.771098] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:41.771128] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:41.774709] [DEBUG] [FORECASTER] CCD: Forecast T+1@11:T+2@11: DOWN (p=19.12%)
[2025-12-09T20:18:41.775027] [INFO ] [FORECASTER] Completed predict_future for CCD
[2025-12-09T20:18:41.775169] [INFO ] [sig       ] CCD: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:18:41.918963] [INFO ] [LOCAL     ] Saved forecast: CCD	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/CCD.txt
[2025-12-09T20:18:41.919090] [INFO ] [sig       ] [629/3614] Completed CCD in 0.3s | 2.89 sym/s | Total: 3.6m | ETA: 17.2m
[2025-12-09T20:18:41.919129] [INFO ] [sig       ] [630/3614] Forecasting CCEC...
[2025-12-09T20:18:41.919158] [INFO ] [sig       ] Generating forecast for: CCEC
[2025-12-09T20:18:41.919188] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCEC' from 'https://tdm.silogroup.org/data/derivative_storage/CCEC.csv'.
[2025-12-09T20:18:41.930829] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCEC'.
[2025-12-09T20:18:41.931205] [INFO ] [FORECASTER] Starting predict_future for CCEC
[2025-12-09T20:18:41.932011] [DEBUG] [LOCAL     ] No optimal features file found for CCEC: ./output/feature-sets/CCEC.txt
[2025-12-09T20:18:41.932063] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:41.932107] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:41.932134] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:41.932190] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:41.991409] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:41.992281] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:41.992370] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:41.992402] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:42.104772] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:42.104940] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:42.104985] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:42.105014] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:42.108794] [DEBUG] [FORECASTER] CCEC: Forecast T+1@11:T+2@11: DOWN (p=45.69%)
[2025-12-09T20:18:42.109162] [INFO ] [FORECASTER] Completed predict_future for CCEC
[2025-12-09T20:18:42.109318] [INFO ] [sig       ] CCEC: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:18:42.280632] [INFO ] [LOCAL     ] Saved forecast: CCEC	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/CCEC.txt
[2025-12-09T20:18:42.280863] [INFO ] [sig       ] [630/3614] Completed CCEC in 0.4s | 2.89 sym/s | Total: 3.6m | ETA: 17.2m
[2025-12-09T20:18:42.280919] [INFO ] [sig       ] [631/3614] Forecasting CCEP...
[2025-12-09T20:18:42.280962] [INFO ] [sig       ] Generating forecast for: CCEP
[2025-12-09T20:18:42.281003] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCEP' from 'https://tdm.silogroup.org/data/derivative_storage/CCEP.csv'.
[2025-12-09T20:18:42.297664] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCEP'.
[2025-12-09T20:18:42.298186] [INFO ] [FORECASTER] Starting predict_future for CCEP
[2025-12-09T20:18:42.299354] [DEBUG] [LOCAL     ] No optimal features file found for CCEP: ./output/feature-sets/CCEP.txt
[2025-12-09T20:18:42.299424] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:42.299475] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:42.299519] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:42.299629] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:42.380776] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:42.382023] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:42.382151] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:42.382203] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:42.550628] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:42.550821] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:42.550873] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:42.550909] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:42.555913] [DEBUG] [FORECASTER] CCEP: Forecast T+1@11:T+2@11: DOWN (p=2.85%)
[2025-12-09T20:18:42.556432] [INFO ] [FORECASTER] Completed predict_future for CCEP
[2025-12-09T20:18:42.556663] [INFO ] [sig       ] CCEP: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:18:42.777161] [INFO ] [LOCAL     ] Saved forecast: CCEP	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/CCEP.txt
[2025-12-09T20:18:42.777397] [INFO ] [sig       ] [631/3614] Completed CCEP in 0.5s | 2.89 sym/s | Total: 3.6m | ETA: 17.2m
[2025-12-09T20:18:42.777530] [INFO ] [sig       ] [632/3614] Forecasting CCI...
[2025-12-09T20:18:42.777608] [INFO ] [sig       ] Generating forecast for: CCI
[2025-12-09T20:18:42.777664] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCI' from 'https://tdm.silogroup.org/data/derivative_storage/CCI.csv'.
[2025-12-09T20:18:42.800860] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCI'.
[2025-12-09T20:18:42.807197] [INFO ] [FORECASTER] Starting predict_future for CCI
[2025-12-09T20:18:42.809014] [DEBUG] [LOCAL     ] No optimal features file found for CCI: ./output/feature-sets/CCI.txt
[2025-12-09T20:18:42.809112] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:42.809208] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:42.809258] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:42.809353] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:42.908210] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:42.909437] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:42.909557] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:42.909636] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:43.057511] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:43.057686] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:43.057730] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:43.057759] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:43.061615] [DEBUG] [FORECASTER] CCI: Forecast T+1@11:T+2@11: DOWN (p=14.33%)
[2025-12-09T20:18:43.061964] [INFO ] [FORECASTER] Completed predict_future for CCI
[2025-12-09T20:18:43.062127] [INFO ] [sig       ] CCI: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:18:43.234010] [INFO ] [LOCAL     ] Saved forecast: CCI	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/CCI.txt
[2025-12-09T20:18:43.234163] [INFO ] [sig       ] [632/3614] Completed CCI in 0.5s | 2.89 sym/s | Total: 3.7m | ETA: 17.2m
[2025-12-09T20:18:43.234204] [INFO ] [sig       ] [633/3614] Forecasting CCIF...
[2025-12-09T20:18:43.234233] [INFO ] [sig       ] Generating forecast for: CCIF
[2025-12-09T20:18:43.234266] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCIF' from 'https://tdm.silogroup.org/data/derivative_storage/CCIF.csv'.
[2025-12-09T20:18:43.247966] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCIF'.
[2025-12-09T20:18:43.248427] [INFO ] [FORECASTER] Starting predict_future for CCIF
[2025-12-09T20:18:43.249287] [DEBUG] [LOCAL     ] No optimal features file found for CCIF: ./output/feature-sets/CCIF.txt
[2025-12-09T20:18:43.249341] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:43.249373] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:43.249399] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:43.249456] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:43.305186] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:43.306066] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:43.306151] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:43.306183] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:43.428082] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:43.428283] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:43.428342] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:43.428377] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:43.431947] [DEBUG] [FORECASTER] CCIF: Forecast T+1@11:T+2@11: DOWN (p=24.10%)
[2025-12-09T20:18:43.432232] [INFO ] [FORECASTER] Completed predict_future for CCIF
[2025-12-09T20:18:43.432364] [INFO ] [sig       ] CCIF: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:18:43.578512] [INFO ] [LOCAL     ] Saved forecast: CCIF	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/CCIF.txt
[2025-12-09T20:18:43.578695] [INFO ] [sig       ] [633/3614] Completed CCIF in 0.3s | 2.89 sym/s | Total: 3.7m | ETA: 17.2m
[2025-12-09T20:18:43.578737] [INFO ] [sig       ] [634/3614] Forecasting CCJ...
[2025-12-09T20:18:43.578771] [INFO ] [sig       ] Generating forecast for: CCJ
[2025-12-09T20:18:43.578802] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCJ' from 'https://tdm.silogroup.org/data/derivative_storage/CCJ.csv'.
[2025-12-09T20:18:43.590108] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCJ'.
[2025-12-09T20:18:43.590454] [INFO ] [FORECASTER] Starting predict_future for CCJ
[2025-12-09T20:18:43.591246] [DEBUG] [LOCAL     ] No optimal features file found for CCJ: ./output/feature-sets/CCJ.txt
[2025-12-09T20:18:43.591298] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:43.591329] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:43.591356] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:43.591411] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:43.648905] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:43.649757] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:43.649838] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:43.649881] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:43.771065] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:43.771223] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:43.771263] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:43.771292] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:43.774721] [DEBUG] [FORECASTER] CCJ: Forecast T+1@11:T+2@11: DOWN (p=3.54%)
[2025-12-09T20:18:43.775016] [INFO ] [FORECASTER] Completed predict_future for CCJ
[2025-12-09T20:18:43.775151] [INFO ] [sig       ] CCJ: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:18:43.921307] [INFO ] [LOCAL     ] Saved forecast: CCJ	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/CCJ.txt
[2025-12-09T20:18:43.921446] [INFO ] [sig       ] [634/3614] Completed CCJ in 0.3s | 2.89 sym/s | Total: 3.7m | ETA: 17.2m
[2025-12-09T20:18:43.921484] [INFO ] [sig       ] [635/3614] Forecasting CCK...
[2025-12-09T20:18:43.921514] [INFO ] [sig       ] Generating forecast for: CCK
[2025-12-09T20:18:43.921544] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCK' from 'https://tdm.silogroup.org/data/derivative_storage/CCK.csv'.
[2025-12-09T20:18:43.932544] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCK'.
[2025-12-09T20:18:43.932857] [INFO ] [FORECASTER] Starting predict_future for CCK
[2025-12-09T20:18:43.933629] [DEBUG] [LOCAL     ] No optimal features file found for CCK: ./output/feature-sets/CCK.txt
[2025-12-09T20:18:43.933681] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:43.933711] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:43.933737] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:43.933792] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:43.989896] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:43.990627] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:43.990704] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:43.990737] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:44.110974] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:44.111128] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:44.111171] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:44.111239] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:44.115342] [DEBUG] [FORECASTER] CCK: Forecast T+1@11:T+2@11: UP (p=82.84%)
[2025-12-09T20:18:44.115705] [INFO ] [FORECASTER] Completed predict_future for CCK
[2025-12-09T20:18:44.115879] [INFO ] [sig       ] CCK: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:18:44.267885] [INFO ] [LOCAL     ] Saved forecast: CCK	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/CCK.txt
[2025-12-09T20:18:44.268020] [INFO ] [sig       ] [635/3614] Completed CCK in 0.3s | 2.89 sym/s | Total: 3.7m | ETA: 17.2m
[2025-12-09T20:18:44.268058] [INFO ] [sig       ] [636/3614] Forecasting CCL...
[2025-12-09T20:18:44.268087] [INFO ] [sig       ] Generating forecast for: CCL
[2025-12-09T20:18:44.268118] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCL' from 'https://tdm.silogroup.org/data/derivative_storage/CCL.csv'.
[2025-12-09T20:18:44.279347] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCL'.
[2025-12-09T20:18:44.279650] [INFO ] [FORECASTER] Starting predict_future for CCL
[2025-12-09T20:18:44.280433] [DEBUG] [LOCAL     ] No optimal features file found for CCL: ./output/feature-sets/CCL.txt
[2025-12-09T20:18:44.280484] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:44.280516] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:44.280542] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:44.280615] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:44.335986] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:44.336645] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:44.336719] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:44.336751] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:44.460244] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:44.460401] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:44.460445] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:44.460474] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:44.463856] [DEBUG] [FORECASTER] CCL: Forecast T+1@11:T+2@11: DOWN (p=29.64%)
[2025-12-09T20:18:44.464120] [INFO ] [FORECASTER] Completed predict_future for CCL
[2025-12-09T20:18:44.464241] [INFO ] [sig       ] CCL: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:18:44.602400] [INFO ] [LOCAL     ] Saved forecast: CCL	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/CCL.txt
[2025-12-09T20:18:44.602527] [INFO ] [sig       ] [636/3614] Completed CCL in 0.3s | 2.89 sym/s | Total: 3.7m | ETA: 17.2m
[2025-12-09T20:18:44.602565] [INFO ] [sig       ] [637/3614] Forecasting CCLD...
[2025-12-09T20:18:44.602613] [INFO ] [sig       ] Generating forecast for: CCLD
[2025-12-09T20:18:44.602644] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCLD' from 'https://tdm.silogroup.org/data/derivative_storage/CCLD.csv'.
[2025-12-09T20:18:44.614438] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCLD'.
[2025-12-09T20:18:44.614827] [INFO ] [FORECASTER] Starting predict_future for CCLD
[2025-12-09T20:18:44.615819] [DEBUG] [LOCAL     ] No optimal features file found for CCLD: ./output/feature-sets/CCLD.txt
[2025-12-09T20:18:44.615883] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:44.615923] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:44.615958] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:44.616041] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:44.675682] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:44.676836] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:44.676948] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:44.676992] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:44.798295] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:44.798454] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:44.798494] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:44.798540] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:44.802074] [DEBUG] [FORECASTER] CCLD: Forecast T+1@11:T+2@11: UP (p=52.85%)
[2025-12-09T20:18:44.802440] [INFO ] [FORECASTER] Completed predict_future for CCLD
[2025-12-09T20:18:44.802611] [INFO ] [sig       ] CCLD: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:18:44.942920] [INFO ] [LOCAL     ] Saved forecast: CCLD	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/CCLD.txt
[2025-12-09T20:18:44.943100] [INFO ] [sig       ] [637/3614] Completed CCLD in 0.3s | 2.89 sym/s | Total: 3.7m | ETA: 17.2m
[2025-12-09T20:18:44.943158] [INFO ] [sig       ] [638/3614] Forecasting CCNE...
[2025-12-09T20:18:44.943190] [INFO ] [sig       ] Generating forecast for: CCNE
[2025-12-09T20:18:44.943222] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCNE' from 'https://tdm.silogroup.org/data/derivative_storage/CCNE.csv'.
[2025-12-09T20:18:44.954885] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCNE'.
[2025-12-09T20:18:44.955331] [INFO ] [FORECASTER] Starting predict_future for CCNE
[2025-12-09T20:18:44.956209] [DEBUG] [LOCAL     ] No optimal features file found for CCNE: ./output/feature-sets/CCNE.txt
[2025-12-09T20:18:44.956267] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:44.956308] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:44.956337] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:44.956394] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:45.014308] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:45.015149] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:45.015230] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:45.015264] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:45.139606] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:45.139754] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:45.139795] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:45.139824] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:45.143322] [DEBUG] [FORECASTER] CCNE: Forecast T+1@11:T+2@11: UP (p=87.22%)
[2025-12-09T20:18:45.143616] [INFO ] [FORECASTER] Completed predict_future for CCNE
[2025-12-09T20:18:45.143745] [INFO ] [sig       ] CCNE: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:18:45.281450] [INFO ] [LOCAL     ] Saved forecast: CCNE	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/CCNE.txt
[2025-12-09T20:18:45.281617] [INFO ] [sig       ] [638/3614] Completed CCNE in 0.3s | 2.89 sym/s | Total: 3.7m | ETA: 17.2m
[2025-12-09T20:18:45.281658] [INFO ] [sig       ] [639/3614] Forecasting CCO...
[2025-12-09T20:18:45.281687] [INFO ] [sig       ] Generating forecast for: CCO
[2025-12-09T20:18:45.281718] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCO' from 'https://tdm.silogroup.org/data/derivative_storage/CCO.csv'.
[2025-12-09T20:18:45.293522] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCO'.
[2025-12-09T20:18:45.293825] [INFO ] [FORECASTER] Starting predict_future for CCO
[2025-12-09T20:18:45.294594] [DEBUG] [LOCAL     ] No optimal features file found for CCO: ./output/feature-sets/CCO.txt
[2025-12-09T20:18:45.294646] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:45.294677] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:45.294704] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:45.294759] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:45.350885] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:45.351681] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:45.351760] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:45.351791] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:45.472880] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:45.473035] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:45.473078] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:45.473106] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:45.476492] [DEBUG] [FORECASTER] CCO: Forecast T+1@11:T+2@11: DOWN (p=41.16%)
[2025-12-09T20:18:45.476783] [INFO ] [FORECASTER] Completed predict_future for CCO
[2025-12-09T20:18:45.476906] [INFO ] [sig       ] CCO: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:18:45.615256] [INFO ] [LOCAL     ] Saved forecast: CCO	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/CCO.txt
[2025-12-09T20:18:45.615370] [INFO ] [sig       ] [639/3614] Completed CCO in 0.3s | 2.89 sym/s | Total: 3.7m | ETA: 17.2m
[2025-12-09T20:18:45.615406] [INFO ] [sig       ] [640/3614] Forecasting CCOI...
[2025-12-09T20:18:45.615439] [INFO ] [sig       ] Generating forecast for: CCOI
[2025-12-09T20:18:45.615471] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCOI' from 'https://tdm.silogroup.org/data/derivative_storage/CCOI.csv'.
[2025-12-09T20:18:45.632828] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCOI'.
[2025-12-09T20:18:45.633427] [INFO ] [FORECASTER] Starting predict_future for CCOI
[2025-12-09T20:18:45.634437] [DEBUG] [LOCAL     ] No optimal features file found for CCOI: ./output/feature-sets/CCOI.txt
[2025-12-09T20:18:45.634495] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:45.634528] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:45.634554] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:45.634653] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:45.693268] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:45.694411] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:45.694510] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:45.694544] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:45.812816] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:45.813018] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:45.813062] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:45.813090] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:45.816728] [DEBUG] [FORECASTER] CCOI: Forecast T+1@11:T+2@11: DOWN (p=10.33%)
[2025-12-09T20:18:45.817045] [INFO ] [FORECASTER] Completed predict_future for CCOI
[2025-12-09T20:18:45.817175] [INFO ] [sig       ] CCOI: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:18:45.956491] [INFO ] [LOCAL     ] Saved forecast: CCOI	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/CCOI.txt
[2025-12-09T20:18:45.956673] [INFO ] [sig       ] [640/3614] Completed CCOI in 0.3s | 2.89 sym/s | Total: 3.7m | ETA: 17.2m
[2025-12-09T20:18:45.956715] [INFO ] [sig       ] [641/3614] Forecasting CCRN...
[2025-12-09T20:18:45.956745] [INFO ] [sig       ] Generating forecast for: CCRN
[2025-12-09T20:18:45.956775] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCRN' from 'https://tdm.silogroup.org/data/derivative_storage/CCRN.csv'.
[2025-12-09T20:18:45.969269] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCRN'.
[2025-12-09T20:18:45.969626] [INFO ] [FORECASTER] Starting predict_future for CCRN
[2025-12-09T20:18:45.970418] [DEBUG] [LOCAL     ] No optimal features file found for CCRN: ./output/feature-sets/CCRN.txt
[2025-12-09T20:18:45.970469] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:45.970500] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:45.970526] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:45.970612] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:46.026179] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:46.026931] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:46.027011] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:46.027042] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:46.145443] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:46.145630] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:46.145674] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:46.145701] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:46.149093] [DEBUG] [FORECASTER] CCRN: Forecast T+1@11:T+2@11: DOWN (p=16.81%)
[2025-12-09T20:18:46.149371] [INFO ] [FORECASTER] Completed predict_future for CCRN
[2025-12-09T20:18:46.149494] [INFO ] [sig       ] CCRN: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:18:46.291961] [INFO ] [LOCAL     ] Saved forecast: CCRN	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/CCRN.txt
[2025-12-09T20:18:46.292106] [INFO ] [sig       ] [641/3614] Completed CCRN in 0.3s | 2.89 sym/s | Total: 3.7m | ETA: 17.2m
[2025-12-09T20:18:46.292146] [INFO ] [sig       ] [642/3614] Forecasting CCS...
[2025-12-09T20:18:46.292174] [INFO ] [sig       ] Generating forecast for: CCS
[2025-12-09T20:18:46.292205] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCS' from 'https://tdm.silogroup.org/data/derivative_storage/CCS.csv'.
[2025-12-09T20:18:46.312257] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCS'.
[2025-12-09T20:18:46.312789] [INFO ] [FORECASTER] Starting predict_future for CCS
[2025-12-09T20:18:46.313545] [DEBUG] [LOCAL     ] No optimal features file found for CCS: ./output/feature-sets/CCS.txt
[2025-12-09T20:18:46.313614] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:46.313645] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:46.313672] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:46.313727] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:46.374016] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:46.374748] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:46.374854] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:46.374886] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:46.509651] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:46.509816] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:46.509886] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:46.509922] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:46.513531] [DEBUG] [FORECASTER] CCS: Forecast T+1@11:T+2@11: DOWN (p=21.88%)
[2025-12-09T20:18:46.513862] [INFO ] [FORECASTER] Completed predict_future for CCS
[2025-12-09T20:18:46.514012] [INFO ] [sig       ] CCS: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:18:46.658917] [INFO ] [LOCAL     ] Saved forecast: CCS	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/CCS.txt
[2025-12-09T20:18:46.659056] [INFO ] [sig       ] [642/3614] Completed CCS in 0.4s | 2.89 sym/s | Total: 3.7m | ETA: 17.2m
[2025-12-09T20:18:46.659094] [INFO ] [sig       ] [643/3614] Forecasting CCSI...
[2025-12-09T20:18:46.659124] [INFO ] [sig       ] Generating forecast for: CCSI
[2025-12-09T20:18:46.659154] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCSI' from 'https://tdm.silogroup.org/data/derivative_storage/CCSI.csv'.
[2025-12-09T20:18:46.670135] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCSI'.
[2025-12-09T20:18:46.670436] [INFO ] [FORECASTER] Starting predict_future for CCSI
[2025-12-09T20:18:46.671214] [DEBUG] [LOCAL     ] No optimal features file found for CCSI: ./output/feature-sets/CCSI.txt
[2025-12-09T20:18:46.671274] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:46.671305] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:46.671331] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:46.671386] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:46.730478] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:46.731544] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:46.731643] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:46.731677] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:46.847908] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:46.848066] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:46.848107] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:46.848136] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:46.851468] [DEBUG] [FORECASTER] CCSI: Forecast T+1@11:T+2@11: DOWN (p=31.34%)
[2025-12-09T20:18:46.851753] [INFO ] [FORECASTER] Completed predict_future for CCSI
[2025-12-09T20:18:46.851877] [INFO ] [sig       ] CCSI: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:18:46.989944] [INFO ] [LOCAL     ] Saved forecast: CCSI	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/CCSI.txt
[2025-12-09T20:18:46.990078] [INFO ] [sig       ] [643/3614] Completed CCSI in 0.3s | 2.89 sym/s | Total: 3.7m | ETA: 17.2m
[2025-12-09T20:18:46.990118] [INFO ] [sig       ] [644/3614] Forecasting CDC...
[2025-12-09T20:18:46.990147] [INFO ] [sig       ] Generating forecast for: CDC
[2025-12-09T20:18:46.990177] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDC' from 'https://tdm.silogroup.org/data/derivative_storage/CDC.csv'.
[2025-12-09T20:18:47.003097] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDC'.
[2025-12-09T20:18:47.003548] [INFO ] [FORECASTER] Starting predict_future for CDC
[2025-12-09T20:18:47.004393] [DEBUG] [LOCAL     ] No optimal features file found for CDC: ./output/feature-sets/CDC.txt
[2025-12-09T20:18:47.004446] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:47.004479] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:47.004508] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:47.004566] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:47.066869] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:47.067793] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:47.067891] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:47.067931] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:47.192843] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:47.193008] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:47.193057] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:47.193087] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:47.196570] [DEBUG] [FORECASTER] CDC: Forecast T+1@11:T+2@11: DOWN (p=19.15%)
[2025-12-09T20:18:47.196872] [INFO ] [FORECASTER] Completed predict_future for CDC
[2025-12-09T20:18:47.197002] [INFO ] [sig       ] CDC: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:18:47.343311] [INFO ] [LOCAL     ] Saved forecast: CDC	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/CDC.txt
[2025-12-09T20:18:47.343456] [INFO ] [sig       ] [644/3614] Completed CDC in 0.4s | 2.89 sym/s | Total: 3.7m | ETA: 17.2m
[2025-12-09T20:18:47.343500] [INFO ] [sig       ] [645/3614] Forecasting CDE...
[2025-12-09T20:18:47.343543] [INFO ] [sig       ] Generating forecast for: CDE
[2025-12-09T20:18:47.343622] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDE' from 'https://tdm.silogroup.org/data/derivative_storage/CDE.csv'.
[2025-12-09T20:18:47.355072] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDE'.
[2025-12-09T20:18:47.355431] [INFO ] [FORECASTER] Starting predict_future for CDE
[2025-12-09T20:18:47.356260] [DEBUG] [LOCAL     ] No optimal features file found for CDE: ./output/feature-sets/CDE.txt
[2025-12-09T20:18:47.356315] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:47.356348] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:47.356376] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:47.356433] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:47.415302] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:47.416114] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:47.416211] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:47.416245] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:47.540738] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:47.540894] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:47.540936] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:47.540967] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:47.544394] [DEBUG] [FORECASTER] CDE: Forecast T+1@11:T+2@11: UP (p=73.14%)
[2025-12-09T20:18:47.544690] [INFO ] [FORECASTER] Completed predict_future for CDE
[2025-12-09T20:18:47.544816] [INFO ] [sig       ] CDE: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:18:47.683789] [INFO ] [LOCAL     ] Saved forecast: CDE	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/CDE.txt
[2025-12-09T20:18:47.683952] [INFO ] [sig       ] [645/3614] Completed CDE in 0.3s | 2.89 sym/s | Total: 3.7m | ETA: 17.1m
[2025-12-09T20:18:47.683994] [INFO ] [sig       ] [646/3614] Forecasting CDIO...
[2025-12-09T20:18:47.684024] [INFO ] [sig       ] Generating forecast for: CDIO
[2025-12-09T20:18:47.684053] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDIO' from 'https://tdm.silogroup.org/data/derivative_storage/CDIO.csv'.
[2025-12-09T20:18:47.696393] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDIO'.
[2025-12-09T20:18:47.696747] [INFO ] [FORECASTER] Starting predict_future for CDIO
[2025-12-09T20:18:47.697627] [DEBUG] [LOCAL     ] No optimal features file found for CDIO: ./output/feature-sets/CDIO.txt
[2025-12-09T20:18:47.697682] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:47.697713] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:47.697739] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:47.697793] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:47.754495] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:47.755150] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:47.755227] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:47.755258] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:47.876906] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:47.877057] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:47.877097] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:47.877125] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:47.880472] [DEBUG] [FORECASTER] CDIO: Forecast T+1@11:T+2@11: UP (p=57.27%)
[2025-12-09T20:18:47.880752] [INFO ] [FORECASTER] Completed predict_future for CDIO
[2025-12-09T20:18:47.880876] [INFO ] [sig       ] CDIO: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:18:48.018166] [INFO ] [LOCAL     ] Saved forecast: CDIO	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/CDIO.txt
[2025-12-09T20:18:48.018290] [INFO ] [sig       ] [646/3614] Completed CDIO in 0.3s | 2.89 sym/s | Total: 3.7m | ETA: 17.1m
[2025-12-09T20:18:48.018334] [INFO ] [sig       ] [647/3614] Forecasting CDL...
[2025-12-09T20:18:48.018363] [INFO ] [sig       ] Generating forecast for: CDL
[2025-12-09T20:18:48.018392] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDL' from 'https://tdm.silogroup.org/data/derivative_storage/CDL.csv'.
[2025-12-09T20:18:48.030507] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDL'.
[2025-12-09T20:18:48.030807] [INFO ] [FORECASTER] Starting predict_future for CDL
[2025-12-09T20:18:48.031551] [DEBUG] [LOCAL     ] No optimal features file found for CDL: ./output/feature-sets/CDL.txt
[2025-12-09T20:18:48.031625] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:48.031657] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:48.031684] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:48.031739] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:48.087779] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:48.088382] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:48.088456] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:48.088486] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:48.194024] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:48.194173] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:48.194215] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:48.194242] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:48.197565] [DEBUG] [FORECASTER] CDL: Forecast T+1@11:T+2@11: DOWN (p=25.97%)
[2025-12-09T20:18:48.197850] [INFO ] [FORECASTER] Completed predict_future for CDL
[2025-12-09T20:18:48.197986] [INFO ] [sig       ] CDL: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:18:48.337489] [INFO ] [LOCAL     ] Saved forecast: CDL	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/CDL.txt
[2025-12-09T20:18:48.337639] [INFO ] [sig       ] [647/3614] Completed CDL in 0.3s | 2.89 sym/s | Total: 3.7m | ETA: 17.1m
[2025-12-09T20:18:48.337679] [INFO ] [sig       ] [648/3614] Forecasting CDNA...
[2025-12-09T20:18:48.337707] [INFO ] [sig       ] Generating forecast for: CDNA
[2025-12-09T20:18:48.337735] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDNA' from 'https://tdm.silogroup.org/data/derivative_storage/CDNA.csv'.
[2025-12-09T20:18:48.349717] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDNA'.
[2025-12-09T20:18:48.350034] [INFO ] [FORECASTER] Starting predict_future for CDNA
[2025-12-09T20:18:48.350862] [DEBUG] [LOCAL     ] No optimal features file found for CDNA: ./output/feature-sets/CDNA.txt
[2025-12-09T20:18:48.350913] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:48.350945] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:48.350971] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:48.351026] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:48.407083] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:48.407775] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:48.407852] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:48.407884] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:48.528658] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:48.528814] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:48.528860] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:48.528890] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:48.532269] [DEBUG] [FORECASTER] CDNA: Forecast T+1@11:T+2@11: UP (p=99.96%)
[2025-12-09T20:18:48.532554] [INFO ] [FORECASTER] Completed predict_future for CDNA
[2025-12-09T20:18:48.532695] [INFO ] [sig       ] CDNA: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:18:48.674193] [INFO ] [LOCAL     ] Saved forecast: CDNA	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/CDNA.txt
[2025-12-09T20:18:48.674318] [INFO ] [sig       ] [648/3614] Completed CDNA in 0.3s | 2.89 sym/s | Total: 3.7m | ETA: 17.1m
[2025-12-09T20:18:48.674355] [INFO ] [sig       ] [649/3614] Forecasting CDNS...
[2025-12-09T20:18:48.674383] [INFO ] [sig       ] Generating forecast for: CDNS
[2025-12-09T20:18:48.674412] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDNS' from 'https://tdm.silogroup.org/data/derivative_storage/CDNS.csv'.
[2025-12-09T20:18:48.686540] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDNS'.
[2025-12-09T20:18:48.686945] [INFO ] [FORECASTER] Starting predict_future for CDNS
[2025-12-09T20:18:48.687783] [DEBUG] [LOCAL     ] No optimal features file found for CDNS: ./output/feature-sets/CDNS.txt
[2025-12-09T20:18:48.687836] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:48.687905] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:48.687938] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:48.688007] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:48.745488] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:48.746360] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:48.746445] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:48.746478] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:48.869736] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:48.869890] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:48.869933] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:48.869962] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:48.873463] [DEBUG] [FORECASTER] CDNS: Forecast T+1@11:T+2@11: UP (p=74.59%)
[2025-12-09T20:18:48.873757] [INFO ] [FORECASTER] Completed predict_future for CDNS
[2025-12-09T20:18:48.873883] [INFO ] [sig       ] CDNS: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:18:49.011927] [INFO ] [LOCAL     ] Saved forecast: CDNS	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/CDNS.txt
[2025-12-09T20:18:49.012098] [INFO ] [sig       ] [649/3614] Completed CDNS in 0.3s | 2.89 sym/s | Total: 3.7m | ETA: 17.1m
[2025-12-09T20:18:49.012138] [INFO ] [sig       ] [650/3614] Forecasting CDP...
[2025-12-09T20:18:49.012167] [INFO ] [sig       ] Generating forecast for: CDP
[2025-12-09T20:18:49.012197] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDP' from 'https://tdm.silogroup.org/data/derivative_storage/CDP.csv'.
[2025-12-09T20:18:49.023818] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDP'.
[2025-12-09T20:18:49.024180] [INFO ] [FORECASTER] Starting predict_future for CDP
[2025-12-09T20:18:49.024967] [DEBUG] [LOCAL     ] No optimal features file found for CDP: ./output/feature-sets/CDP.txt
[2025-12-09T20:18:49.025019] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:49.025049] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:49.025074] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:49.025128] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:49.081621] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:49.082455] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:49.082534] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:49.082566] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:49.202125] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:49.202315] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:49.202373] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:49.202402] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:49.205814] [DEBUG] [FORECASTER] CDP: Forecast T+1@11:T+2@11: UP (p=84.03%)
[2025-12-09T20:18:49.206078] [INFO ] [FORECASTER] Completed predict_future for CDP
[2025-12-09T20:18:49.206200] [INFO ] [sig       ] CDP: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:18:49.344071] [INFO ] [LOCAL     ] Saved forecast: CDP	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/CDP.txt
[2025-12-09T20:18:49.344196] [INFO ] [sig       ] [650/3614] Completed CDP in 0.3s | 2.89 sym/s | Total: 3.8m | ETA: 17.1m
[2025-12-09T20:18:49.344234] [INFO ] [sig       ] [651/3614] Forecasting CDRE...
[2025-12-09T20:18:49.344262] [INFO ] [sig       ] Generating forecast for: CDRE
[2025-12-09T20:18:49.344292] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDRE' from 'https://tdm.silogroup.org/data/derivative_storage/CDRE.csv'.
[2025-12-09T20:18:49.355404] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDRE'.
[2025-12-09T20:18:49.355703] [INFO ] [FORECASTER] Starting predict_future for CDRE
[2025-12-09T20:18:49.356454] [DEBUG] [LOCAL     ] No optimal features file found for CDRE: ./output/feature-sets/CDRE.txt
[2025-12-09T20:18:49.356505] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:49.356536] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:49.356562] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:49.356637] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:49.411795] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:49.412504] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:49.412599] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:49.412633] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:49.530094] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:49.530239] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:49.530280] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:49.530307] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:49.533624] [DEBUG] [FORECASTER] CDRE: Forecast T+1@11:T+2@11: DOWN (p=18.94%)
[2025-12-09T20:18:49.533891] [INFO ] [FORECASTER] Completed predict_future for CDRE
[2025-12-09T20:18:49.534014] [INFO ] [sig       ] CDRE: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:18:49.671226] [INFO ] [LOCAL     ] Saved forecast: CDRE	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/CDRE.txt
[2025-12-09T20:18:49.671360] [INFO ] [sig       ] [651/3614] Completed CDRE in 0.3s | 2.89 sym/s | Total: 3.8m | ETA: 17.1m
[2025-12-09T20:18:49.671398] [INFO ] [sig       ] [652/3614] Forecasting CDRO...
[2025-12-09T20:18:49.671426] [INFO ] [sig       ] Generating forecast for: CDRO
[2025-12-09T20:18:49.671456] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDRO' from 'https://tdm.silogroup.org/data/derivative_storage/CDRO.csv'.
[2025-12-09T20:18:49.682859] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDRO'.
[2025-12-09T20:18:49.683211] [INFO ] [FORECASTER] Starting predict_future for CDRO
[2025-12-09T20:18:49.684012] [DEBUG] [LOCAL     ] No optimal features file found for CDRO: ./output/feature-sets/CDRO.txt
[2025-12-09T20:18:49.684063] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:49.684094] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:49.684118] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:49.684173] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:49.740080] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:49.740812] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:49.740891] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:49.740923] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:49.856030] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:49.856181] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:49.856221] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:49.856301] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:49.859752] [DEBUG] [FORECASTER] CDRO: Forecast T+1@11:T+2@11: UP (p=98.87%)
[2025-12-09T20:18:49.860020] [INFO ] [FORECASTER] Completed predict_future for CDRO
[2025-12-09T20:18:49.860144] [INFO ] [sig       ] CDRO: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:18:50.001014] [INFO ] [LOCAL     ] Saved forecast: CDRO	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/CDRO.txt
[2025-12-09T20:18:50.001161] [INFO ] [sig       ] [652/3614] Completed CDRO in 0.3s | 2.89 sym/s | Total: 3.8m | ETA: 17.1m
[2025-12-09T20:18:50.001201] [INFO ] [sig       ] [653/3614] Forecasting CDTX...
[2025-12-09T20:18:50.001229] [INFO ] [sig       ] Generating forecast for: CDTX
[2025-12-09T20:18:50.001259] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDTX' from 'https://tdm.silogroup.org/data/derivative_storage/CDTX.csv'.
[2025-12-09T20:18:50.012540] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDTX'.
[2025-12-09T20:18:50.012842] [INFO ] [FORECASTER] Starting predict_future for CDTX
[2025-12-09T20:18:50.013622] [DEBUG] [LOCAL     ] No optimal features file found for CDTX: ./output/feature-sets/CDTX.txt
[2025-12-09T20:18:50.013673] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:50.013705] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:50.013731] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:50.013786] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:50.070367] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:50.071014] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:50.071091] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:50.071123] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:50.191237] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:50.191380] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:50.191419] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:50.191447] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:50.194751] [DEBUG] [FORECASTER] CDTX: Forecast T+1@11:T+2@11: UP (p=66.29%)
[2025-12-09T20:18:50.195014] [INFO ] [FORECASTER] Completed predict_future for CDTX
[2025-12-09T20:18:50.195136] [INFO ] [sig       ] CDTX: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:18:50.343041] [INFO ] [LOCAL     ] Saved forecast: CDTX	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/CDTX.txt
[2025-12-09T20:18:50.343194] [INFO ] [sig       ] [653/3614] Completed CDTX in 0.3s | 2.89 sym/s | Total: 3.8m | ETA: 17.1m
[2025-12-09T20:18:50.343234] [INFO ] [sig       ] [654/3614] Forecasting CDXS...
[2025-12-09T20:18:50.343263] [INFO ] [sig       ] Generating forecast for: CDXS
[2025-12-09T20:18:50.343292] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDXS' from 'https://tdm.silogroup.org/data/derivative_storage/CDXS.csv'.
[2025-12-09T20:18:50.355329] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDXS'.
[2025-12-09T20:18:50.355738] [INFO ] [FORECASTER] Starting predict_future for CDXS
[2025-12-09T20:18:50.356550] [DEBUG] [LOCAL     ] No optimal features file found for CDXS: ./output/feature-sets/CDXS.txt
[2025-12-09T20:18:50.356628] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:50.356701] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:50.356732] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:50.356791] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:50.419806] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:50.420762] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:50.420873] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:50.420909] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:50.545401] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:50.545554] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:50.545616] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:50.545648] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:50.549409] [DEBUG] [FORECASTER] CDXS: Forecast T+1@11:T+2@11: UP (p=97.66%)
[2025-12-09T20:18:50.549702] [INFO ] [FORECASTER] Completed predict_future for CDXS
[2025-12-09T20:18:50.549828] [INFO ] [sig       ] CDXS: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:18:50.748562] [INFO ] [LOCAL     ] Saved forecast: CDXS	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/CDXS.txt
[2025-12-09T20:18:50.748728] [INFO ] [sig       ] [654/3614] Completed CDXS in 0.4s | 2.89 sym/s | Total: 3.8m | ETA: 17.1m
[2025-12-09T20:18:50.748766] [INFO ] [sig       ] [655/3614] Forecasting CDZI...
[2025-12-09T20:18:50.748795] [INFO ] [sig       ] Generating forecast for: CDZI
[2025-12-09T20:18:50.748825] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDZI' from 'https://tdm.silogroup.org/data/derivative_storage/CDZI.csv'.
[2025-12-09T20:18:50.760635] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDZI'.
[2025-12-09T20:18:50.761011] [INFO ] [FORECASTER] Starting predict_future for CDZI
[2025-12-09T20:18:50.761875] [DEBUG] [LOCAL     ] No optimal features file found for CDZI: ./output/feature-sets/CDZI.txt
[2025-12-09T20:18:50.761929] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:50.761962] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:50.761988] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:50.762044] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:50.822088] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:50.823091] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:50.823195] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:50.823229] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:50.951823] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:50.952002] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:50.952044] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:50.952072] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:50.956155] [DEBUG] [FORECASTER] CDZI: Forecast T+1@11:T+2@11: DOWN (p=2.54%)
[2025-12-09T20:18:50.956731] [INFO ] [FORECASTER] Completed predict_future for CDZI
[2025-12-09T20:18:50.956878] [INFO ] [sig       ] CDZI: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:18:51.111682] [INFO ] [LOCAL     ] Saved forecast: CDZI	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/CDZI.txt
[2025-12-09T20:18:51.111849] [INFO ] [sig       ] [655/3614] Completed CDZI in 0.4s | 2.89 sym/s | Total: 3.8m | ETA: 17.1m
[2025-12-09T20:18:51.111889] [INFO ] [sig       ] [656/3614] Forecasting CE...
[2025-12-09T20:18:51.111918] [INFO ] [sig       ] Generating forecast for: CE
[2025-12-09T20:18:51.111948] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CE' from 'https://tdm.silogroup.org/data/derivative_storage/CE.csv'.
[2025-12-09T20:18:51.123319] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CE'.
[2025-12-09T20:18:51.123703] [INFO ] [FORECASTER] Starting predict_future for CE
[2025-12-09T20:18:51.124693] [DEBUG] [LOCAL     ] No optimal features file found for CE: ./output/feature-sets/CE.txt
[2025-12-09T20:18:51.124746] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:51.124778] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:51.124804] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:51.124860] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:51.186713] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:51.187597] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:51.187678] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:51.187711] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:51.317103] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:51.317443] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:51.317512] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:51.317542] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:51.320984] [DEBUG] [FORECASTER] CE: Forecast T+1@11:T+2@11: UP (p=90.56%)
[2025-12-09T20:18:51.321296] [INFO ] [FORECASTER] Completed predict_future for CE
[2025-12-09T20:18:51.321433] [INFO ] [sig       ] CE: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:18:51.463674] [INFO ] [LOCAL     ] Saved forecast: CE	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/CE.txt
[2025-12-09T20:18:51.463833] [INFO ] [sig       ] [656/3614] Completed CE in 0.4s | 2.89 sym/s | Total: 3.8m | ETA: 17.1m
[2025-12-09T20:18:51.463873] [INFO ] [sig       ] [657/3614] Forecasting CECO...
[2025-12-09T20:18:51.463901] [INFO ] [sig       ] Generating forecast for: CECO
[2025-12-09T20:18:51.463931] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CECO' from 'https://tdm.silogroup.org/data/derivative_storage/CECO.csv'.
[2025-12-09T20:18:51.475202] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CECO'.
[2025-12-09T20:18:51.475521] [INFO ] [FORECASTER] Starting predict_future for CECO
[2025-12-09T20:18:51.476286] [DEBUG] [LOCAL     ] No optimal features file found for CECO: ./output/feature-sets/CECO.txt
[2025-12-09T20:18:51.476337] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:51.476368] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:51.476394] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:51.476448] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:51.532641] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:51.533351] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:51.533428] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:51.533459] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:51.648484] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:51.648632] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:51.648678] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:51.648707] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:51.651997] [DEBUG] [FORECASTER] CECO: Forecast T+1@11:T+2@11: DOWN (p=3.18%)
[2025-12-09T20:18:51.652270] [INFO ] [FORECASTER] Completed predict_future for CECO
[2025-12-09T20:18:51.652395] [INFO ] [sig       ] CECO: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:18:51.792393] [INFO ] [LOCAL     ] Saved forecast: CECO	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/CECO.txt
[2025-12-09T20:18:51.792511] [INFO ] [sig       ] [657/3614] Completed CECO in 0.3s | 2.89 sym/s | Total: 3.8m | ETA: 17.1m
[2025-12-09T20:18:51.792550] [INFO ] [sig       ] [658/3614] Forecasting CEG...
[2025-12-09T20:18:51.792601] [INFO ] [sig       ] Generating forecast for: CEG
[2025-12-09T20:18:51.792634] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CEG' from 'https://tdm.silogroup.org/data/derivative_storage/CEG.csv'.
[2025-12-09T20:18:51.808180] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CEG'.
[2025-12-09T20:18:51.808733] [INFO ] [FORECASTER] Starting predict_future for CEG
[2025-12-09T20:18:51.809828] [DEBUG] [LOCAL     ] No optimal features file found for CEG: ./output/feature-sets/CEG.txt
[2025-12-09T20:18:51.809882] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:51.809914] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:51.809939] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:51.810000] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:51.867972] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:51.869006] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:51.869094] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:51.869128] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:51.989745] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:51.989905] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:51.989945] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:51.989973] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:51.993314] [DEBUG] [FORECASTER] CEG: Forecast T+1@11:T+2@11: DOWN (p=23.96%)
[2025-12-09T20:18:51.993596] [INFO ] [FORECASTER] Completed predict_future for CEG
[2025-12-09T20:18:51.993718] [INFO ] [sig       ] CEG: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:18:52.135613] [INFO ] [LOCAL     ] Saved forecast: CEG	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/CEG.txt
[2025-12-09T20:18:52.135755] [INFO ] [sig       ] [658/3614] Completed CEG in 0.3s | 2.89 sym/s | Total: 3.8m | ETA: 17.1m
[2025-12-09T20:18:52.135795] [INFO ] [sig       ] [659/3614] Forecasting CELC...
[2025-12-09T20:18:52.135824] [INFO ] [sig       ] Generating forecast for: CELC
[2025-12-09T20:18:52.135853] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CELC' from 'https://tdm.silogroup.org/data/derivative_storage/CELC.csv'.
[2025-12-09T20:18:52.148987] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CELC'.
[2025-12-09T20:18:52.149371] [INFO ] [FORECASTER] Starting predict_future for CELC
[2025-12-09T20:18:52.150166] [DEBUG] [LOCAL     ] No optimal features file found for CELC: ./output/feature-sets/CELC.txt
[2025-12-09T20:18:52.150218] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:52.150248] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:52.150275] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:52.150330] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:52.206619] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:52.207401] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:52.207534] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:52.207568] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:52.326335] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:52.326513] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:52.326568] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:52.326619] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:52.330709] [DEBUG] [FORECASTER] CELC: Forecast T+1@11:T+2@11: UP (p=96.33%)
[2025-12-09T20:18:52.330996] [INFO ] [FORECASTER] Completed predict_future for CELC
[2025-12-09T20:18:52.331122] [INFO ] [sig       ] CELC: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:18:52.478979] [INFO ] [LOCAL     ] Saved forecast: CELC	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/CELC.txt
[2025-12-09T20:18:52.479135] [INFO ] [sig       ] [659/3614] Completed CELC in 0.3s | 2.89 sym/s | Total: 3.8m | ETA: 17.1m
[2025-12-09T20:18:52.479192] [INFO ] [sig       ] [660/3614] Forecasting CELH...
[2025-12-09T20:18:52.479237] [INFO ] [sig       ] Generating forecast for: CELH
[2025-12-09T20:18:52.479283] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CELH' from 'https://tdm.silogroup.org/data/derivative_storage/CELH.csv'.
[2025-12-09T20:18:52.491331] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CELH'.
[2025-12-09T20:18:52.491696] [INFO ] [FORECASTER] Starting predict_future for CELH
[2025-12-09T20:18:52.492560] [DEBUG] [LOCAL     ] No optimal features file found for CELH: ./output/feature-sets/CELH.txt
[2025-12-09T20:18:52.492633] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:52.492667] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:52.492694] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:52.492751] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:52.550732] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:52.551635] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:52.551725] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:52.551760] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:52.668536] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:52.668704] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:52.668746] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:52.668774] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:52.672170] [DEBUG] [FORECASTER] CELH: Forecast T+1@11:T+2@11: DOWN (p=9.34%)
[2025-12-09T20:18:52.672437] [INFO ] [FORECASTER] Completed predict_future for CELH
[2025-12-09T20:18:52.672560] [INFO ] [sig       ] CELH: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:18:52.811626] [INFO ] [LOCAL     ] Saved forecast: CELH	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/CELH.txt
[2025-12-09T20:18:52.811754] [INFO ] [sig       ] [660/3614] Completed CELH in 0.3s | 2.89 sym/s | Total: 3.8m | ETA: 17.1m
[2025-12-09T20:18:52.811792] [INFO ] [sig       ] [661/3614] Forecasting CELZ...
[2025-12-09T20:18:52.811821] [INFO ] [sig       ] Generating forecast for: CELZ
[2025-12-09T20:18:52.811849] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CELZ' from 'https://tdm.silogroup.org/data/derivative_storage/CELZ.csv'.
[2025-12-09T20:18:52.822510] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CELZ'.
[2025-12-09T20:18:52.822789] [INFO ] [FORECASTER] Starting predict_future for CELZ
[2025-12-09T20:18:52.823539] [DEBUG] [LOCAL     ] No optimal features file found for CELZ: ./output/feature-sets/CELZ.txt
[2025-12-09T20:18:52.823609] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:52.823660] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:52.823686] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:52.823741] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:52.879206] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:52.879922] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:52.880000] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:52.880037] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:53.002499] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:53.002658] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:53.002702] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:53.002754] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:53.006090] [DEBUG] [FORECASTER] CELZ: Forecast T+1@11:T+2@11: UP (p=73.49%)
[2025-12-09T20:18:53.006362] [INFO ] [FORECASTER] Completed predict_future for CELZ
[2025-12-09T20:18:53.006482] [INFO ] [sig       ] CELZ: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:18:53.143444] [INFO ] [LOCAL     ] Saved forecast: CELZ	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/CELZ.txt
[2025-12-09T20:18:53.143598] [INFO ] [sig       ] [661/3614] Completed CELZ in 0.3s | 2.89 sym/s | Total: 3.8m | ETA: 17.0m
[2025-12-09T20:18:53.143640] [INFO ] [sig       ] [662/3614] Forecasting CENTA...
[2025-12-09T20:18:53.143669] [INFO ] [sig       ] Generating forecast for: CENTA
[2025-12-09T20:18:53.143698] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CENTA' from 'https://tdm.silogroup.org/data/derivative_storage/CENTA.csv'.
[2025-12-09T20:18:53.154872] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CENTA'.
[2025-12-09T20:18:53.155178] [INFO ] [FORECASTER] Starting predict_future for CENTA
[2025-12-09T20:18:53.155978] [DEBUG] [LOCAL     ] No optimal features file found for CENTA: ./output/feature-sets/CENTA.txt
[2025-12-09T20:18:53.156031] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:53.156066] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:53.156094] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:53.156152] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:53.213742] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:53.214361] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:53.214453] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:53.214488] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:53.332345] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:53.332493] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:53.332533] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:53.332562] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:53.335862] [DEBUG] [FORECASTER] CENTA: Forecast T+1@11:T+2@11: UP (p=91.10%)
[2025-12-09T20:18:53.336122] [INFO ] [FORECASTER] Completed predict_future for CENTA
[2025-12-09T20:18:53.336242] [INFO ] [sig       ] CENTA: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:18:53.475135] [INFO ] [LOCAL     ] Saved forecast: CENTA	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/CENTA.txt
[2025-12-09T20:18:53.475285] [INFO ] [sig       ] [662/3614] Completed CENTA in 0.3s | 2.89 sym/s | Total: 3.8m | ETA: 17.0m
[2025-12-09T20:18:53.475325] [INFO ] [sig       ] [663/3614] Forecasting CENX...
[2025-12-09T20:18:53.475354] [INFO ] [sig       ] Generating forecast for: CENX
[2025-12-09T20:18:53.475384] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CENX' from 'https://tdm.silogroup.org/data/derivative_storage/CENX.csv'.
[2025-12-09T20:18:53.486784] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CENX'.
[2025-12-09T20:18:53.487074] [INFO ] [FORECASTER] Starting predict_future for CENX
[2025-12-09T20:18:53.487941] [DEBUG] [LOCAL     ] No optimal features file found for CENX: ./output/feature-sets/CENX.txt
[2025-12-09T20:18:53.487994] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:53.488027] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:53.488053] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:53.488109] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:53.543555] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:53.544163] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:53.544237] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:53.544279] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:53.665280] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:53.665436] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:53.665477] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:53.665507] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:53.668969] [DEBUG] [FORECASTER] CENX: Forecast T+1@11:T+2@11: UP (p=65.07%)
[2025-12-09T20:18:53.669230] [INFO ] [FORECASTER] Completed predict_future for CENX
[2025-12-09T20:18:53.669347] [INFO ] [sig       ] CENX: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:18:53.807311] [INFO ] [LOCAL     ] Saved forecast: CENX	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/CENX.txt
[2025-12-09T20:18:53.807450] [INFO ] [sig       ] [663/3614] Completed CENX in 0.3s | 2.89 sym/s | Total: 3.8m | ETA: 17.0m
[2025-12-09T20:18:53.807515] [INFO ] [sig       ] [664/3614] Forecasting CERS...
[2025-12-09T20:18:53.807547] [INFO ] [sig       ] Generating forecast for: CERS
[2025-12-09T20:18:53.807598] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CERS' from 'https://tdm.silogroup.org/data/derivative_storage/CERS.csv'.
[2025-12-09T20:18:53.818682] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CERS'.
[2025-12-09T20:18:53.818977] [INFO ] [FORECASTER] Starting predict_future for CERS
[2025-12-09T20:18:53.819809] [DEBUG] [LOCAL     ] No optimal features file found for CERS: ./output/feature-sets/CERS.txt
[2025-12-09T20:18:53.819860] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:53.819893] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:53.819920] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:53.819976] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:53.875041] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:53.875671] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:53.875744] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:53.875775] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:53.989788] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:53.989936] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:53.989977] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:53.990005] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:53.993291] [DEBUG] [FORECASTER] CERS: Forecast T+1@11:T+2@11: DOWN (p=13.66%)
[2025-12-09T20:18:53.993555] [INFO ] [FORECASTER] Completed predict_future for CERS
[2025-12-09T20:18:53.993693] [INFO ] [sig       ] CERS: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:18:54.134362] [INFO ] [LOCAL     ] Saved forecast: CERS	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/CERS.txt
[2025-12-09T20:18:54.134515] [INFO ] [sig       ] [664/3614] Completed CERS in 0.3s | 2.89 sym/s | Total: 3.8m | ETA: 17.0m
[2025-12-09T20:18:54.134554] [INFO ] [sig       ] [665/3614] Forecasting CETX...
[2025-12-09T20:18:54.134601] [INFO ] [sig       ] Generating forecast for: CETX
[2025-12-09T20:18:54.134633] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CETX' from 'https://tdm.silogroup.org/data/derivative_storage/CETX.csv'.
[2025-12-09T20:18:54.146321] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CETX'.
[2025-12-09T20:18:54.146638] [INFO ] [FORECASTER] Starting predict_future for CETX
[2025-12-09T20:18:54.147453] [DEBUG] [LOCAL     ] No optimal features file found for CETX: ./output/feature-sets/CETX.txt
[2025-12-09T20:18:54.147533] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:54.147591] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:54.147642] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:54.147702] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:54.209290] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:54.210712] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:54.210795] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:54.210829] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:54.328760] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:54.328907] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:54.328947] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:54.328977] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:54.332346] [DEBUG] [FORECASTER] CETX: Forecast T+1@11:T+2@11: DOWN (p=14.04%)
[2025-12-09T20:18:54.332677] [INFO ] [FORECASTER] Completed predict_future for CETX
[2025-12-09T20:18:54.332826] [INFO ] [sig       ] CETX: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:18:54.481178] [INFO ] [LOCAL     ] Saved forecast: CETX	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/CETX.txt
[2025-12-09T20:18:54.481590] [INFO ] [sig       ] [665/3614] Completed CETX in 0.3s | 2.89 sym/s | Total: 3.8m | ETA: 17.0m
[2025-12-09T20:18:54.481642] [INFO ] [sig       ] [666/3614] Forecasting CETY...
[2025-12-09T20:18:54.481684] [INFO ] [sig       ] Generating forecast for: CETY
[2025-12-09T20:18:54.481717] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CETY' from 'https://tdm.silogroup.org/data/derivative_storage/CETY.csv'.
[2025-12-09T20:18:54.496335] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CETY'.
[2025-12-09T20:18:54.496833] [INFO ] [FORECASTER] Starting predict_future for CETY
[2025-12-09T20:18:54.497853] [DEBUG] [LOCAL     ] No optimal features file found for CETY: ./output/feature-sets/CETY.txt
[2025-12-09T20:18:54.497913] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:54.497981] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:54.498013] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:54.498088] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:54.562261] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:54.563118] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:54.563198] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:54.563230] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:54.681832] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:54.681982] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:54.682023] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:54.682052] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:54.685347] [DEBUG] [FORECASTER] CETY: Forecast T+1@11:T+2@11: DOWN (p=8.75%)
[2025-12-09T20:18:54.685626] [INFO ] [FORECASTER] Completed predict_future for CETY
[2025-12-09T20:18:54.685745] [INFO ] [sig       ] CETY: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:18:54.828297] [INFO ] [LOCAL     ] Saved forecast: CETY	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/CETY.txt
[2025-12-09T20:18:54.828418] [INFO ] [sig       ] [666/3614] Completed CETY in 0.3s | 2.89 sym/s | Total: 3.8m | ETA: 17.0m
[2025-12-09T20:18:54.828456] [INFO ] [sig       ] [667/3614] Forecasting CEVA...
[2025-12-09T20:18:54.828484] [INFO ] [sig       ] Generating forecast for: CEVA
[2025-12-09T20:18:54.828513] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CEVA' from 'https://tdm.silogroup.org/data/derivative_storage/CEVA.csv'.
[2025-12-09T20:18:54.842800] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CEVA'.
[2025-12-09T20:18:54.843251] [INFO ] [FORECASTER] Starting predict_future for CEVA
[2025-12-09T20:18:54.844486] [DEBUG] [LOCAL     ] No optimal features file found for CEVA: ./output/feature-sets/CEVA.txt
[2025-12-09T20:18:54.844549] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:54.844614] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:54.844650] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:54.844725] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:54.907261] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:54.908159] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:54.908242] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:54.908274] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:55.032662] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:55.032816] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:55.032858] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:55.032886] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:55.036227] [DEBUG] [FORECASTER] CEVA: Forecast T+1@11:T+2@11: DOWN (p=10.53%)
[2025-12-09T20:18:55.036497] [INFO ] [FORECASTER] Completed predict_future for CEVA
[2025-12-09T20:18:55.036637] [INFO ] [sig       ] CEVA: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:18:55.181232] [INFO ] [LOCAL     ] Saved forecast: CEVA	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/CEVA.txt
[2025-12-09T20:18:55.181381] [INFO ] [sig       ] [667/3614] Completed CEVA in 0.4s | 2.89 sym/s | Total: 3.8m | ETA: 17.0m
[2025-12-09T20:18:55.181423] [INFO ] [sig       ] [668/3614] Forecasting CF...
[2025-12-09T20:18:55.181452] [INFO ] [sig       ] Generating forecast for: CF
[2025-12-09T20:18:55.181483] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CF' from 'https://tdm.silogroup.org/data/derivative_storage/CF.csv'.
[2025-12-09T20:18:55.194908] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CF'.
[2025-12-09T20:18:55.195307] [INFO ] [FORECASTER] Starting predict_future for CF
[2025-12-09T20:18:55.196190] [DEBUG] [LOCAL     ] No optimal features file found for CF: ./output/feature-sets/CF.txt
[2025-12-09T20:18:55.196243] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:55.196276] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:55.196303] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:55.196361] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:55.252988] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:55.253900] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:55.253987] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:55.254020] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:55.371737] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:55.371901] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:55.371940] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:55.371968] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:55.375302] [DEBUG] [FORECASTER] CF: Forecast T+1@11:T+2@11: UP (p=62.08%)
[2025-12-09T20:18:55.375566] [INFO ] [FORECASTER] Completed predict_future for CF
[2025-12-09T20:18:55.375706] [INFO ] [sig       ] CF: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:18:55.515258] [INFO ] [LOCAL     ] Saved forecast: CF	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/CF.txt
[2025-12-09T20:18:55.515396] [INFO ] [sig       ] [668/3614] Completed CF in 0.3s | 2.89 sym/s | Total: 3.9m | ETA: 17.0m
[2025-12-09T20:18:55.515434] [INFO ] [sig       ] [669/3614] Forecasting CFFN...
[2025-12-09T20:18:55.515464] [INFO ] [sig       ] Generating forecast for: CFFN
[2025-12-09T20:18:55.515501] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CFFN' from 'https://tdm.silogroup.org/data/derivative_storage/CFFN.csv'.
[2025-12-09T20:18:55.526834] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CFFN'.
[2025-12-09T20:18:55.527171] [INFO ] [FORECASTER] Starting predict_future for CFFN
[2025-12-09T20:18:55.528038] [DEBUG] [LOCAL     ] No optimal features file found for CFFN: ./output/feature-sets/CFFN.txt
[2025-12-09T20:18:55.528092] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:55.528128] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:55.528153] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:55.528208] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:55.584015] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:55.584780] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:55.584860] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:55.584892] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:55.702844] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:55.703003] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:55.703046] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:55.703112] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:55.706490] [DEBUG] [FORECASTER] CFFN: Forecast T+1@11:T+2@11: UP (p=89.97%)
[2025-12-09T20:18:55.706786] [INFO ] [FORECASTER] Completed predict_future for CFFN
[2025-12-09T20:18:55.706912] [INFO ] [sig       ] CFFN: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:18:55.850741] [INFO ] [LOCAL     ] Saved forecast: CFFN	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/CFFN.txt
[2025-12-09T20:18:55.850916] [INFO ] [sig       ] [669/3614] Completed CFFN in 0.3s | 2.89 sym/s | Total: 3.9m | ETA: 17.0m
[2025-12-09T20:18:55.850959] [INFO ] [sig       ] [670/3614] Forecasting CFG...
[2025-12-09T20:18:55.850991] [INFO ] [sig       ] Generating forecast for: CFG
[2025-12-09T20:18:55.851022] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CFG' from 'https://tdm.silogroup.org/data/derivative_storage/CFG.csv'.
[2025-12-09T20:18:55.862979] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CFG'.
[2025-12-09T20:18:55.863341] [INFO ] [FORECASTER] Starting predict_future for CFG
[2025-12-09T20:18:55.864167] [DEBUG] [LOCAL     ] No optimal features file found for CFG: ./output/feature-sets/CFG.txt
[2025-12-09T20:18:55.864220] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:55.864253] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:55.864280] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:55.864338] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:55.921871] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:55.922711] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:55.922793] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:55.922827] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:56.042905] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:56.043065] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:56.043107] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:56.043136] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:56.046567] [DEBUG] [FORECASTER] CFG: Forecast T+1@11:T+2@11: UP (p=96.37%)
[2025-12-09T20:18:56.046871] [INFO ] [FORECASTER] Completed predict_future for CFG
[2025-12-09T20:18:56.047001] [INFO ] [sig       ] CFG: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:18:56.186365] [INFO ] [LOCAL     ] Saved forecast: CFG	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/CFG.txt
[2025-12-09T20:18:56.186549] [INFO ] [sig       ] [670/3614] Completed CFG in 0.3s | 2.89 sym/s | Total: 3.9m | ETA: 17.0m
[2025-12-09T20:18:56.186609] [INFO ] [sig       ] [671/3614] Forecasting CFO...
[2025-12-09T20:18:56.186640] [INFO ] [sig       ] Generating forecast for: CFO
[2025-12-09T20:18:56.186672] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CFO' from 'https://tdm.silogroup.org/data/derivative_storage/CFO.csv'.
[2025-12-09T20:18:56.198162] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CFO'.
[2025-12-09T20:18:56.198442] [INFO ] [FORECASTER] Starting predict_future for CFO
[2025-12-09T20:18:56.199235] [DEBUG] [LOCAL     ] No optimal features file found for CFO: ./output/feature-sets/CFO.txt
[2025-12-09T20:18:56.199286] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:56.199317] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:56.199343] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:56.199399] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:56.255262] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:56.255995] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:56.256091] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:56.256125] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:56.366189] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:56.366344] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:56.366387] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:56.366417] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:56.369837] [DEBUG] [FORECASTER] CFO: Forecast T+1@11:T+2@11: DOWN (p=16.32%)
[2025-12-09T20:18:56.370113] [INFO ] [FORECASTER] Completed predict_future for CFO
[2025-12-09T20:18:56.370236] [INFO ] [sig       ] CFO: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:18:56.509588] [INFO ] [LOCAL     ] Saved forecast: CFO	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/CFO.txt
[2025-12-09T20:18:56.509715] [INFO ] [sig       ] [671/3614] Completed CFO in 0.3s | 2.89 sym/s | Total: 3.9m | ETA: 17.0m
[2025-12-09T20:18:56.509754] [INFO ] [sig       ] [672/3614] Forecasting CG...
[2025-12-09T20:18:56.509784] [INFO ] [sig       ] Generating forecast for: CG
[2025-12-09T20:18:56.509814] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CG' from 'https://tdm.silogroup.org/data/derivative_storage/CG.csv'.
[2025-12-09T20:18:56.520934] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CG'.
[2025-12-09T20:18:56.521204] [INFO ] [FORECASTER] Starting predict_future for CG
[2025-12-09T20:18:56.521974] [DEBUG] [LOCAL     ] No optimal features file found for CG: ./output/feature-sets/CG.txt
[2025-12-09T20:18:56.522025] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:56.522057] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:56.522083] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:56.522137] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:56.581625] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:56.582372] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:56.582448] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:56.582479] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:56.704565] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:56.704728] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:56.704769] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:56.704797] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:56.708275] [DEBUG] [FORECASTER] CG: Forecast T+1@11:T+2@11: DOWN (p=18.24%)
[2025-12-09T20:18:56.708547] [INFO ] [FORECASTER] Completed predict_future for CG
[2025-12-09T20:18:56.708693] [INFO ] [sig       ] CG: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:18:56.846832] [INFO ] [LOCAL     ] Saved forecast: CG	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/CG.txt
[2025-12-09T20:18:56.846958] [INFO ] [sig       ] [672/3614] Completed CG in 0.3s | 2.89 sym/s | Total: 3.9m | ETA: 17.0m
[2025-12-09T20:18:56.846995] [INFO ] [sig       ] [673/3614] Forecasting CGABL...
[2025-12-09T20:18:56.847025] [INFO ] [sig       ] Generating forecast for: CGABL
[2025-12-09T20:18:56.847053] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGABL' from 'https://tdm.silogroup.org/data/derivative_storage/CGABL.csv'.
[2025-12-09T20:18:56.858634] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGABL'.
[2025-12-09T20:18:56.858961] [INFO ] [FORECASTER] Starting predict_future for CGABL
[2025-12-09T20:18:56.859758] [DEBUG] [LOCAL     ] No optimal features file found for CGABL: ./output/feature-sets/CGABL.txt
[2025-12-09T20:18:56.859810] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:56.859842] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:56.859870] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:56.859927] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:56.916879] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:56.917594] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:56.917672] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:56.917705] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:57.030438] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:57.030597] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:57.030639] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:57.030667] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:57.033940] [DEBUG] [FORECASTER] CGABL: Forecast T+1@11:T+2@11: UP (p=77.70%)
[2025-12-09T20:18:57.034202] [INFO ] [FORECASTER] Completed predict_future for CGABL
[2025-12-09T20:18:57.034320] [INFO ] [sig       ] CGABL: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:18:57.172689] [INFO ] [LOCAL     ] Saved forecast: CGABL	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/CGABL.txt
[2025-12-09T20:18:57.172816] [INFO ] [sig       ] [673/3614] Completed CGABL in 0.3s | 2.89 sym/s | Total: 3.9m | ETA: 17.0m
[2025-12-09T20:18:57.172855] [INFO ] [sig       ] [674/3614] Forecasting CGBD...
[2025-12-09T20:18:57.172883] [INFO ] [sig       ] Generating forecast for: CGBD
[2025-12-09T20:18:57.172914] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGBD' from 'https://tdm.silogroup.org/data/derivative_storage/CGBD.csv'.
[2025-12-09T20:18:57.184319] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGBD'.
[2025-12-09T20:18:57.184638] [INFO ] [FORECASTER] Starting predict_future for CGBD
[2025-12-09T20:18:57.185443] [DEBUG] [LOCAL     ] No optimal features file found for CGBD: ./output/feature-sets/CGBD.txt
[2025-12-09T20:18:57.185495] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:57.185528] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:57.185555] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:57.185638] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:57.242267] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:57.242947] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:57.243025] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:57.243059] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:57.361359] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:57.361540] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:57.361597] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:57.361628] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:57.365014] [DEBUG] [FORECASTER] CGBD: Forecast T+1@11:T+2@11: DOWN (p=20.35%)
[2025-12-09T20:18:57.365294] [INFO ] [FORECASTER] Completed predict_future for CGBD
[2025-12-09T20:18:57.365415] [INFO ] [sig       ] CGBD: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:18:57.504711] [INFO ] [LOCAL     ] Saved forecast: CGBD	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/CGBD.txt
[2025-12-09T20:18:57.504862] [INFO ] [sig       ] [674/3614] Completed CGBD in 0.3s | 2.89 sym/s | Total: 3.9m | ETA: 17.0m
[2025-12-09T20:18:57.504902] [INFO ] [sig       ] [675/3614] Forecasting CGC...
[2025-12-09T20:18:57.504931] [INFO ] [sig       ] Generating forecast for: CGC
[2025-12-09T20:18:57.504962] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGC' from 'https://tdm.silogroup.org/data/derivative_storage/CGC.csv'.
[2025-12-09T20:18:57.516015] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGC'.
[2025-12-09T20:18:57.516318] [INFO ] [FORECASTER] Starting predict_future for CGC
[2025-12-09T20:18:57.517087] [DEBUG] [LOCAL     ] No optimal features file found for CGC: ./output/feature-sets/CGC.txt
[2025-12-09T20:18:57.517138] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:57.517169] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:57.517195] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:57.517251] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:57.573101] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:57.573940] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:57.574018] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:57.574050] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:57.691007] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:57.691158] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:57.691198] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:57.691226] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:57.694526] [DEBUG] [FORECASTER] CGC: Forecast T+1@11:T+2@11: UP (p=72.05%)
[2025-12-09T20:18:57.694804] [INFO ] [FORECASTER] Completed predict_future for CGC
[2025-12-09T20:18:57.694923] [INFO ] [sig       ] CGC: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:18:57.833257] [INFO ] [LOCAL     ] Saved forecast: CGC	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/CGC.txt
[2025-12-09T20:18:57.833398] [INFO ] [sig       ] [675/3614] Completed CGC in 0.3s | 2.89 sym/s | Total: 3.9m | ETA: 17.0m
[2025-12-09T20:18:57.833438] [INFO ] [sig       ] [676/3614] Forecasting CGEM...
[2025-12-09T20:18:57.833467] [INFO ] [sig       ] Generating forecast for: CGEM
[2025-12-09T20:18:57.833498] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGEM' from 'https://tdm.silogroup.org/data/derivative_storage/CGEM.csv'.
[2025-12-09T20:18:57.844440] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGEM'.
[2025-12-09T20:18:57.844768] [INFO ] [FORECASTER] Starting predict_future for CGEM
[2025-12-09T20:18:57.845521] [DEBUG] [LOCAL     ] No optimal features file found for CGEM: ./output/feature-sets/CGEM.txt
[2025-12-09T20:18:57.845593] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:57.845627] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:57.845654] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:57.845708] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:57.901369] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:57.902133] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:57.902239] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:57.902272] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:58.020593] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:58.020753] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:58.020802] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:58.020832] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:58.024350] [DEBUG] [FORECASTER] CGEM: Forecast T+1@11:T+2@11: DOWN (p=12.62%)
[2025-12-09T20:18:58.024663] [INFO ] [FORECASTER] Completed predict_future for CGEM
[2025-12-09T20:18:58.024799] [INFO ] [sig       ] CGEM: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:18:58.165499] [INFO ] [LOCAL     ] Saved forecast: CGEM	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/CGEM.txt
[2025-12-09T20:18:58.165675] [INFO ] [sig       ] [676/3614] Completed CGEM in 0.3s | 2.89 sym/s | Total: 3.9m | ETA: 16.9m
[2025-12-09T20:18:58.165718] [INFO ] [sig       ] [677/3614] Forecasting CGEN...
[2025-12-09T20:18:58.165749] [INFO ] [sig       ] Generating forecast for: CGEN
[2025-12-09T20:18:58.165780] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGEN' from 'https://tdm.silogroup.org/data/derivative_storage/CGEN.csv'.
[2025-12-09T20:18:58.177099] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGEN'.
[2025-12-09T20:18:58.177400] [INFO ] [FORECASTER] Starting predict_future for CGEN
[2025-12-09T20:18:58.178262] [DEBUG] [LOCAL     ] No optimal features file found for CGEN: ./output/feature-sets/CGEN.txt
[2025-12-09T20:18:58.178315] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:58.178348] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:58.178375] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:58.178432] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:58.233694] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:58.234451] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:58.234530] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:58.234561] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:58.354412] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:58.354593] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:58.354639] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:58.354668] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:58.358276] [DEBUG] [FORECASTER] CGEN: Forecast T+1@11:T+2@11: UP (p=94.58%)
[2025-12-09T20:18:58.358637] [INFO ] [FORECASTER] Completed predict_future for CGEN
[2025-12-09T20:18:58.358776] [INFO ] [sig       ] CGEN: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:18:58.496645] [INFO ] [LOCAL     ] Saved forecast: CGEN	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/CGEN.txt
[2025-12-09T20:18:58.496789] [INFO ] [sig       ] [677/3614] Completed CGEN in 0.3s | 2.89 sym/s | Total: 3.9m | ETA: 16.9m
[2025-12-09T20:18:58.496828] [INFO ] [sig       ] [678/3614] Forecasting CGNX...
[2025-12-09T20:18:58.496855] [INFO ] [sig       ] Generating forecast for: CGNX
[2025-12-09T20:18:58.496884] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGNX' from 'https://tdm.silogroup.org/data/derivative_storage/CGNX.csv'.
[2025-12-09T20:18:58.508136] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGNX'.
[2025-12-09T20:18:58.508457] [INFO ] [FORECASTER] Starting predict_future for CGNX
[2025-12-09T20:18:58.509253] [DEBUG] [LOCAL     ] No optimal features file found for CGNX: ./output/feature-sets/CGNX.txt
[2025-12-09T20:18:58.509327] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:58.509361] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:58.509386] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:58.509441] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:58.565533] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:58.566336] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:58.566415] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:58.566447] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:58.686414] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:58.686563] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:58.686622] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:58.686650] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:58.690027] [DEBUG] [FORECASTER] CGNX: Forecast T+1@11:T+2@11: DOWN (p=1.04%)
[2025-12-09T20:18:58.690297] [INFO ] [FORECASTER] Completed predict_future for CGNX
[2025-12-09T20:18:58.690417] [INFO ] [sig       ] CGNX: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:18:58.831537] [INFO ] [LOCAL     ] Saved forecast: CGNX	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/CGNX.txt
[2025-12-09T20:18:58.831695] [INFO ] [sig       ] [678/3614] Completed CGNX in 0.3s | 2.89 sym/s | Total: 3.9m | ETA: 16.9m
[2025-12-09T20:18:58.831735] [INFO ] [sig       ] [679/3614] Forecasting CGO...
[2025-12-09T20:18:58.831764] [INFO ] [sig       ] Generating forecast for: CGO
[2025-12-09T20:18:58.831793] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGO' from 'https://tdm.silogroup.org/data/derivative_storage/CGO.csv'.
[2025-12-09T20:18:58.842855] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGO'.
[2025-12-09T20:18:58.843171] [INFO ] [FORECASTER] Starting predict_future for CGO
[2025-12-09T20:18:58.843960] [DEBUG] [LOCAL     ] No optimal features file found for CGO: ./output/feature-sets/CGO.txt
[2025-12-09T20:18:58.844012] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:58.844044] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:58.844071] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:58.844126] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:58.899910] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:58.900672] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:58.900766] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:58.900799] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:59.010199] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:59.010355] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:59.010397] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:59.010427] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:59.013911] [DEBUG] [FORECASTER] CGO: Forecast T+1@11:T+2@11: UP (p=83.90%)
[2025-12-09T20:18:59.014191] [INFO ] [FORECASTER] Completed predict_future for CGO
[2025-12-09T20:18:59.014317] [INFO ] [sig       ] CGO: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:18:59.154857] [INFO ] [LOCAL     ] Saved forecast: CGO	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/CGO.txt
[2025-12-09T20:18:59.155012] [INFO ] [sig       ] [679/3614] Completed CGO in 0.3s | 2.89 sym/s | Total: 3.9m | ETA: 16.9m
[2025-12-09T20:18:59.155052] [INFO ] [sig       ] [680/3614] Forecasting CGON...
[2025-12-09T20:18:59.155081] [INFO ] [sig       ] Generating forecast for: CGON
[2025-12-09T20:18:59.155111] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGON' from 'https://tdm.silogroup.org/data/derivative_storage/CGON.csv'.
[2025-12-09T20:18:59.166038] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGON'.
[2025-12-09T20:18:59.166338] [INFO ] [FORECASTER] Starting predict_future for CGON
[2025-12-09T20:18:59.167104] [DEBUG] [LOCAL     ] No optimal features file found for CGON: ./output/feature-sets/CGON.txt
[2025-12-09T20:18:59.167157] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:59.167190] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:59.167216] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:59.167271] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:59.224513] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:59.225482] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:59.225567] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:59.225619] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:59.347021] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:59.347171] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:59.347213] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:59.347241] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:59.350688] [DEBUG] [FORECASTER] CGON: Forecast T+1@11:T+2@11: UP (p=79.78%)
[2025-12-09T20:18:59.350958] [INFO ] [FORECASTER] Completed predict_future for CGON
[2025-12-09T20:18:59.351079] [INFO ] [sig       ] CGON: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:18:59.493348] [INFO ] [LOCAL     ] Saved forecast: CGON	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/CGON.txt
[2025-12-09T20:18:59.493471] [INFO ] [sig       ] [680/3614] Completed CGON in 0.3s | 2.89 sym/s | Total: 3.9m | ETA: 16.9m
[2025-12-09T20:18:59.493509] [INFO ] [sig       ] [681/3614] Forecasting CGTX...
[2025-12-09T20:18:59.493538] [INFO ] [sig       ] Generating forecast for: CGTX
[2025-12-09T20:18:59.493567] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGTX' from 'https://tdm.silogroup.org/data/derivative_storage/CGTX.csv'.
[2025-12-09T20:18:59.505392] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGTX'.
[2025-12-09T20:18:59.505694] [INFO ] [FORECASTER] Starting predict_future for CGTX
[2025-12-09T20:18:59.506483] [DEBUG] [LOCAL     ] No optimal features file found for CGTX: ./output/feature-sets/CGTX.txt
[2025-12-09T20:18:59.506534] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:59.506565] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:59.506619] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:59.506675] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:59.562629] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:59.563215] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:59.563287] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:59.563319] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:18:59.685167] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:18:59.685327] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:18:59.685368] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:18:59.685397] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:18:59.688836] [DEBUG] [FORECASTER] CGTX: Forecast T+1@11:T+2@11: UP (p=95.62%)
[2025-12-09T20:18:59.689126] [INFO ] [FORECASTER] Completed predict_future for CGTX
[2025-12-09T20:18:59.689259] [INFO ] [sig       ] CGTX: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:18:59.828924] [INFO ] [LOCAL     ] Saved forecast: CGTX	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/CGTX.txt
[2025-12-09T20:18:59.829055] [INFO ] [sig       ] [681/3614] Completed CGTX in 0.3s | 2.89 sym/s | Total: 3.9m | ETA: 16.9m
[2025-12-09T20:18:59.829100] [INFO ] [sig       ] [682/3614] Forecasting CHCI...
[2025-12-09T20:18:59.829133] [INFO ] [sig       ] Generating forecast for: CHCI
[2025-12-09T20:18:59.829168] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHCI' from 'https://tdm.silogroup.org/data/derivative_storage/CHCI.csv'.
[2025-12-09T20:18:59.841091] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHCI'.
[2025-12-09T20:18:59.841526] [INFO ] [FORECASTER] Starting predict_future for CHCI
[2025-12-09T20:18:59.842678] [DEBUG] [LOCAL     ] No optimal features file found for CHCI: ./output/feature-sets/CHCI.txt
[2025-12-09T20:18:59.842751] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:18:59.842783] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:18:59.842810] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:18:59.842866] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:18:59.902634] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:18:59.903537] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:18:59.903638] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:18:59.903673] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:00.018636] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:00.018786] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:00.018828] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:00.018858] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:00.022279] [DEBUG] [FORECASTER] CHCI: Forecast T+1@11:T+2@11: DOWN (p=4.10%)
[2025-12-09T20:19:00.022548] [INFO ] [FORECASTER] Completed predict_future for CHCI
[2025-12-09T20:19:00.022695] [INFO ] [sig       ] CHCI: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:19:00.176676] [INFO ] [LOCAL     ] Saved forecast: CHCI	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/CHCI.txt
[2025-12-09T20:19:00.176824] [INFO ] [sig       ] [682/3614] Completed CHCI in 0.3s | 2.89 sym/s | Total: 3.9m | ETA: 16.9m
[2025-12-09T20:19:00.176863] [INFO ] [sig       ] [683/3614] Forecasting CHCO...
[2025-12-09T20:19:00.176892] [INFO ] [sig       ] Generating forecast for: CHCO
[2025-12-09T20:19:00.176932] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHCO' from 'https://tdm.silogroup.org/data/derivative_storage/CHCO.csv'.
[2025-12-09T20:19:00.189080] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHCO'.
[2025-12-09T20:19:00.189339] [INFO ] [FORECASTER] Starting predict_future for CHCO
[2025-12-09T20:19:00.190138] [DEBUG] [LOCAL     ] No optimal features file found for CHCO: ./output/feature-sets/CHCO.txt
[2025-12-09T20:19:00.190191] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:00.190248] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:00.190277] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:00.190335] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:00.247709] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:00.248395] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:00.248474] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:00.248507] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:00.370514] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:00.370668] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:00.370708] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:00.370737] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:00.374049] [DEBUG] [FORECASTER] CHCO: Forecast T+1@11:T+2@11: UP (p=97.49%)
[2025-12-09T20:19:00.374328] [INFO ] [FORECASTER] Completed predict_future for CHCO
[2025-12-09T20:19:00.374472] [INFO ] [sig       ] CHCO: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:19:00.514738] [INFO ] [LOCAL     ] Saved forecast: CHCO	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/CHCO.txt
[2025-12-09T20:19:00.514857] [INFO ] [sig       ] [683/3614] Completed CHCO in 0.3s | 2.89 sym/s | Total: 3.9m | ETA: 16.9m
[2025-12-09T20:19:00.514895] [INFO ] [sig       ] [684/3614] Forecasting CHD...
[2025-12-09T20:19:00.514924] [INFO ] [sig       ] Generating forecast for: CHD
[2025-12-09T20:19:00.514952] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHD' from 'https://tdm.silogroup.org/data/derivative_storage/CHD.csv'.
[2025-12-09T20:19:00.526405] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHD'.
[2025-12-09T20:19:00.526723] [INFO ] [FORECASTER] Starting predict_future for CHD
[2025-12-09T20:19:00.527516] [DEBUG] [LOCAL     ] No optimal features file found for CHD: ./output/feature-sets/CHD.txt
[2025-12-09T20:19:00.527570] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:00.527652] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:00.527680] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:00.527735] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:00.585304] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:00.586070] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:00.586156] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:00.586190] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:00.711482] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:00.711646] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:00.711690] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:00.711719] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:00.715101] [DEBUG] [FORECASTER] CHD: Forecast T+1@11:T+2@11: DOWN (p=15.64%)
[2025-12-09T20:19:00.715395] [INFO ] [FORECASTER] Completed predict_future for CHD
[2025-12-09T20:19:00.715519] [INFO ] [sig       ] CHD: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:19:00.856048] [INFO ] [LOCAL     ] Saved forecast: CHD	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/CHD.txt
[2025-12-09T20:19:00.856170] [INFO ] [sig       ] [684/3614] Completed CHD in 0.3s | 2.89 sym/s | Total: 3.9m | ETA: 16.9m
[2025-12-09T20:19:00.856213] [INFO ] [sig       ] [685/3614] Forecasting CHDN...
[2025-12-09T20:19:00.856241] [INFO ] [sig       ] Generating forecast for: CHDN
[2025-12-09T20:19:00.856270] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHDN' from 'https://tdm.silogroup.org/data/derivative_storage/CHDN.csv'.
[2025-12-09T20:19:00.867528] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHDN'.
[2025-12-09T20:19:00.867830] [INFO ] [FORECASTER] Starting predict_future for CHDN
[2025-12-09T20:19:00.868646] [DEBUG] [LOCAL     ] No optimal features file found for CHDN: ./output/feature-sets/CHDN.txt
[2025-12-09T20:19:00.868699] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:00.868731] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:00.868757] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:00.868817] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:00.930567] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:00.931276] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:00.931354] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:00.931387] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:01.055363] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:01.055515] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:01.055590] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:01.055624] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:01.058967] [DEBUG] [FORECASTER] CHDN: Forecast T+1@11:T+2@11: UP (p=81.34%)
[2025-12-09T20:19:01.059243] [INFO ] [FORECASTER] Completed predict_future for CHDN
[2025-12-09T20:19:01.059368] [INFO ] [sig       ] CHDN: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:19:01.200601] [INFO ] [LOCAL     ] Saved forecast: CHDN	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/CHDN.txt
[2025-12-09T20:19:01.200763] [INFO ] [sig       ] [685/3614] Completed CHDN in 0.3s | 2.89 sym/s | Total: 3.9m | ETA: 16.9m
[2025-12-09T20:19:01.200804] [INFO ] [sig       ] [686/3614] Forecasting CHE...
[2025-12-09T20:19:01.200833] [INFO ] [sig       ] Generating forecast for: CHE
[2025-12-09T20:19:01.200864] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHE' from 'https://tdm.silogroup.org/data/derivative_storage/CHE.csv'.
[2025-12-09T20:19:01.212489] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHE'.
[2025-12-09T20:19:01.212829] [INFO ] [FORECASTER] Starting predict_future for CHE
[2025-12-09T20:19:01.213656] [DEBUG] [LOCAL     ] No optimal features file found for CHE: ./output/feature-sets/CHE.txt
[2025-12-09T20:19:01.213707] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:01.213740] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:01.213767] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:01.213822] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:01.273108] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:01.273927] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:01.274011] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:01.274051] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:01.397221] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:01.397374] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:01.397423] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:01.397512] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:01.401244] [DEBUG] [FORECASTER] CHE: Forecast T+1@11:T+2@11: UP (p=75.30%)
[2025-12-09T20:19:01.401522] [INFO ] [FORECASTER] Completed predict_future for CHE
[2025-12-09T20:19:01.401672] [INFO ] [sig       ] CHE: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:19:01.541773] [INFO ] [LOCAL     ] Saved forecast: CHE	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/CHE.txt
[2025-12-09T20:19:01.541931] [INFO ] [sig       ] [686/3614] Completed CHE in 0.3s | 2.89 sym/s | Total: 4.0m | ETA: 16.9m
[2025-12-09T20:19:01.541970] [INFO ] [sig       ] [687/3614] Forecasting CHEF...
[2025-12-09T20:19:01.542000] [INFO ] [sig       ] Generating forecast for: CHEF
[2025-12-09T20:19:01.542029] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHEF' from 'https://tdm.silogroup.org/data/derivative_storage/CHEF.csv'.
[2025-12-09T20:19:01.553812] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHEF'.
[2025-12-09T20:19:01.554175] [INFO ] [FORECASTER] Starting predict_future for CHEF
[2025-12-09T20:19:01.554970] [DEBUG] [LOCAL     ] No optimal features file found for CHEF: ./output/feature-sets/CHEF.txt
[2025-12-09T20:19:01.555021] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:01.555053] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:01.555079] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:01.555133] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:01.616512] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:01.617491] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:01.617614] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:01.617650] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:01.737930] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:01.738091] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:01.738131] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:01.738159] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:01.741994] [DEBUG] [FORECASTER] CHEF: Forecast T+1@11:T+2@11: UP (p=66.93%)
[2025-12-09T20:19:01.742269] [INFO ] [FORECASTER] Completed predict_future for CHEF
[2025-12-09T20:19:01.742407] [INFO ] [sig       ] CHEF: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:19:01.890141] [INFO ] [LOCAL     ] Saved forecast: CHEF	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/CHEF.txt
[2025-12-09T20:19:01.890293] [INFO ] [sig       ] [687/3614] Completed CHEF in 0.3s | 2.89 sym/s | Total: 4.0m | ETA: 16.9m
[2025-12-09T20:19:01.890332] [INFO ] [sig       ] [688/3614] Forecasting CHH...
[2025-12-09T20:19:01.890546] [INFO ] [sig       ] Generating forecast for: CHH
[2025-12-09T20:19:01.890595] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHH' from 'https://tdm.silogroup.org/data/derivative_storage/CHH.csv'.
[2025-12-09T20:19:01.903014] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHH'.
[2025-12-09T20:19:01.903355] [INFO ] [FORECASTER] Starting predict_future for CHH
[2025-12-09T20:19:01.904142] [DEBUG] [LOCAL     ] No optimal features file found for CHH: ./output/feature-sets/CHH.txt
[2025-12-09T20:19:01.904193] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:01.904224] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:01.904251] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:01.904306] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:01.961595] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:01.962210] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:01.962284] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:01.962316] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:02.081000] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:02.081145] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:02.081187] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:02.081217] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:02.084525] [DEBUG] [FORECASTER] CHH: Forecast T+1@11:T+2@11: UP (p=78.63%)
[2025-12-09T20:19:02.084808] [INFO ] [FORECASTER] Completed predict_future for CHH
[2025-12-09T20:19:02.084931] [INFO ] [sig       ] CHH: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:19:02.225095] [INFO ] [LOCAL     ] Saved forecast: CHH	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/CHH.txt
[2025-12-09T20:19:02.225224] [INFO ] [sig       ] [688/3614] Completed CHH in 0.3s | 2.89 sym/s | Total: 4.0m | ETA: 16.9m
[2025-12-09T20:19:02.225262] [INFO ] [sig       ] [689/3614] Forecasting CHI...
[2025-12-09T20:19:02.225290] [INFO ] [sig       ] Generating forecast for: CHI
[2025-12-09T20:19:02.225321] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHI' from 'https://tdm.silogroup.org/data/derivative_storage/CHI.csv'.
[2025-12-09T20:19:02.238596] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHI'.
[2025-12-09T20:19:02.238966] [INFO ] [FORECASTER] Starting predict_future for CHI
[2025-12-09T20:19:02.239749] [DEBUG] [LOCAL     ] No optimal features file found for CHI: ./output/feature-sets/CHI.txt
[2025-12-09T20:19:02.239801] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:02.239845] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:02.239872] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:02.239927] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:02.299105] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:02.299970] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:02.300052] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:02.300085] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:02.429194] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:02.429380] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:02.429430] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:02.429464] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:02.433194] [DEBUG] [FORECASTER] CHI: Forecast T+1@11:T+2@11: DOWN (p=23.29%)
[2025-12-09T20:19:02.433539] [INFO ] [FORECASTER] Completed predict_future for CHI
[2025-12-09T20:19:02.433698] [INFO ] [sig       ] CHI: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:19:02.586777] [INFO ] [LOCAL     ] Saved forecast: CHI	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/CHI.txt
[2025-12-09T20:19:02.586936] [INFO ] [sig       ] [689/3614] Completed CHI in 0.4s | 2.89 sym/s | Total: 4.0m | ETA: 16.9m
[2025-12-09T20:19:02.586977] [INFO ] [sig       ] [690/3614] Forecasting CHKP...
[2025-12-09T20:19:02.587007] [INFO ] [sig       ] Generating forecast for: CHKP
[2025-12-09T20:19:02.587038] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHKP' from 'https://tdm.silogroup.org/data/derivative_storage/CHKP.csv'.
[2025-12-09T20:19:02.599187] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHKP'.
[2025-12-09T20:19:02.599561] [INFO ] [FORECASTER] Starting predict_future for CHKP
[2025-12-09T20:19:02.600360] [DEBUG] [LOCAL     ] No optimal features file found for CHKP: ./output/feature-sets/CHKP.txt
[2025-12-09T20:19:02.600412] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:02.600444] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:02.600472] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:02.600530] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:02.659426] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:02.660321] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:02.660405] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:02.660439] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:02.787450] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:02.787638] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:02.787680] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:02.787709] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:02.791110] [DEBUG] [FORECASTER] CHKP: Forecast T+1@11:T+2@11: DOWN (p=14.90%)
[2025-12-09T20:19:02.791399] [INFO ] [FORECASTER] Completed predict_future for CHKP
[2025-12-09T20:19:02.791525] [INFO ] [sig       ] CHKP: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:19:02.933762] [INFO ] [LOCAL     ] Saved forecast: CHKP	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/CHKP.txt
[2025-12-09T20:19:02.933887] [INFO ] [sig       ] [690/3614] Completed CHKP in 0.3s | 2.89 sym/s | Total: 4.0m | ETA: 16.9m
[2025-12-09T20:19:02.933926] [INFO ] [sig       ] [691/3614] Forecasting CHMI...
[2025-12-09T20:19:02.933954] [INFO ] [sig       ] Generating forecast for: CHMI
[2025-12-09T20:19:02.933982] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHMI' from 'https://tdm.silogroup.org/data/derivative_storage/CHMI.csv'.
[2025-12-09T20:19:02.944835] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHMI'.
[2025-12-09T20:19:02.945093] [INFO ] [FORECASTER] Starting predict_future for CHMI
[2025-12-09T20:19:02.945862] [DEBUG] [LOCAL     ] No optimal features file found for CHMI: ./output/feature-sets/CHMI.txt
[2025-12-09T20:19:02.945913] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:02.945944] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:02.945971] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:02.946026] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:03.001244] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:03.001829] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:03.001902] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:03.001933] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:03.122259] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:03.122423] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:03.122462] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:03.122490] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:03.125806] [DEBUG] [FORECASTER] CHMI: Forecast T+1@11:T+2@11: UP (p=73.17%)
[2025-12-09T20:19:03.126067] [INFO ] [FORECASTER] Completed predict_future for CHMI
[2025-12-09T20:19:03.126184] [INFO ] [sig       ] CHMI: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:19:03.265118] [INFO ] [LOCAL     ] Saved forecast: CHMI	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/CHMI.txt
[2025-12-09T20:19:03.265224] [INFO ] [sig       ] [691/3614] Completed CHMI in 0.3s | 2.89 sym/s | Total: 4.0m | ETA: 16.9m
[2025-12-09T20:19:03.265262] [INFO ] [sig       ] [692/3614] Forecasting CHRD...
[2025-12-09T20:19:03.265290] [INFO ] [sig       ] Generating forecast for: CHRD
[2025-12-09T20:19:03.265319] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHRD' from 'https://tdm.silogroup.org/data/derivative_storage/CHRD.csv'.
[2025-12-09T20:19:03.276524] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHRD'.
[2025-12-09T20:19:03.276800] [INFO ] [FORECASTER] Starting predict_future for CHRD
[2025-12-09T20:19:03.277561] [DEBUG] [LOCAL     ] No optimal features file found for CHRD: ./output/feature-sets/CHRD.txt
[2025-12-09T20:19:03.277630] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:03.277661] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:03.277687] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:03.277742] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:03.333723] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:03.334312] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:03.334387] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:03.334418] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:03.455070] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:03.455193] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:03.455236] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:03.455270] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:03.458501] [DEBUG] [FORECASTER] CHRD: Forecast T+1@11:T+2@11: DOWN (p=25.99%)
[2025-12-09T20:19:03.458777] [INFO ] [FORECASTER] Completed predict_future for CHRD
[2025-12-09T20:19:03.458898] [INFO ] [sig       ] CHRD: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:19:03.600782] [INFO ] [LOCAL     ] Saved forecast: CHRD	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/CHRD.txt
[2025-12-09T20:19:03.600944] [INFO ] [sig       ] [692/3614] Completed CHRD in 0.3s | 2.89 sym/s | Total: 4.0m | ETA: 16.8m
[2025-12-09T20:19:03.600984] [INFO ] [sig       ] [693/3614] Forecasting CHRS...
[2025-12-09T20:19:03.601020] [INFO ] [sig       ] Generating forecast for: CHRS
[2025-12-09T20:19:03.601052] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHRS' from 'https://tdm.silogroup.org/data/derivative_storage/CHRS.csv'.
[2025-12-09T20:19:03.612750] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHRS'.
[2025-12-09T20:19:03.613137] [INFO ] [FORECASTER] Starting predict_future for CHRS
[2025-12-09T20:19:03.613950] [DEBUG] [LOCAL     ] No optimal features file found for CHRS: ./output/feature-sets/CHRS.txt
[2025-12-09T20:19:03.614002] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:03.614033] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:03.614061] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:03.614117] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:03.671376] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:03.672248] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:03.672385] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:03.672419] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:03.796097] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:03.796254] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:03.796297] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:03.796330] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:03.799756] [DEBUG] [FORECASTER] CHRS: Forecast T+1@11:T+2@11: UP (p=72.05%)
[2025-12-09T20:19:03.800026] [INFO ] [FORECASTER] Completed predict_future for CHRS
[2025-12-09T20:19:03.800151] [INFO ] [sig       ] CHRS: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:19:03.938204] [INFO ] [LOCAL     ] Saved forecast: CHRS	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/CHRS.txt
[2025-12-09T20:19:03.938365] [INFO ] [sig       ] [693/3614] Completed CHRS in 0.3s | 2.89 sym/s | Total: 4.0m | ETA: 16.8m
[2025-12-09T20:19:03.938412] [INFO ] [sig       ] [694/3614] Forecasting CHSCL...
[2025-12-09T20:19:03.938441] [INFO ] [sig       ] Generating forecast for: CHSCL
[2025-12-09T20:19:03.938470] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHSCL' from 'https://tdm.silogroup.org/data/derivative_storage/CHSCL.csv'.
[2025-12-09T20:19:03.949101] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHSCL'.
[2025-12-09T20:19:03.949441] [INFO ] [FORECASTER] Starting predict_future for CHSCL
[2025-12-09T20:19:03.950238] [DEBUG] [LOCAL     ] No optimal features file found for CHSCL: ./output/feature-sets/CHSCL.txt
[2025-12-09T20:19:03.950290] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:03.950321] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:03.950349] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:03.950406] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:04.006117] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:04.006890] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:04.006970] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:04.007001] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:04.122060] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:04.122213] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:04.122255] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:04.122284] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:04.125910] [DEBUG] [FORECASTER] CHSCL: Forecast T+1@11:T+2@11: DOWN (p=9.38%)
[2025-12-09T20:19:04.126175] [INFO ] [FORECASTER] Completed predict_future for CHSCL
[2025-12-09T20:19:04.126298] [INFO ] [sig       ] CHSCL: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:19:04.271108] [INFO ] [LOCAL     ] Saved forecast: CHSCL	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/CHSCL.txt
[2025-12-09T20:19:04.271246] [INFO ] [sig       ] [694/3614] Completed CHSCL in 0.3s | 2.89 sym/s | Total: 4.0m | ETA: 16.8m
[2025-12-09T20:19:04.271283] [INFO ] [sig       ] [695/3614] Forecasting CHSCM...
[2025-12-09T20:19:04.271312] [INFO ] [sig       ] Generating forecast for: CHSCM
[2025-12-09T20:19:04.271340] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHSCM' from 'https://tdm.silogroup.org/data/derivative_storage/CHSCM.csv'.
[2025-12-09T20:19:04.281879] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHSCM'.
[2025-12-09T20:19:04.282153] [INFO ] [FORECASTER] Starting predict_future for CHSCM
[2025-12-09T20:19:04.282952] [DEBUG] [LOCAL     ] No optimal features file found for CHSCM: ./output/feature-sets/CHSCM.txt
[2025-12-09T20:19:04.283006] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:04.283038] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:04.283066] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:04.283122] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:04.344948] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:04.345767] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:04.345850] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:04.345884] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:04.458363] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:04.458519] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:04.458565] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:04.458611] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:04.462004] [DEBUG] [FORECASTER] CHSCM: Forecast T+1@11:T+2@11: UP (p=89.78%)
[2025-12-09T20:19:04.462271] [INFO ] [FORECASTER] Completed predict_future for CHSCM
[2025-12-09T20:19:04.462418] [INFO ] [sig       ] CHSCM: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:19:04.601124] [INFO ] [LOCAL     ] Saved forecast: CHSCM	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/CHSCM.txt
[2025-12-09T20:19:04.601291] [INFO ] [sig       ] [695/3614] Completed CHSCM in 0.3s | 2.89 sym/s | Total: 4.0m | ETA: 16.8m
[2025-12-09T20:19:04.601333] [INFO ] [sig       ] [696/3614] Forecasting CHSCN...
[2025-12-09T20:19:04.601364] [INFO ] [sig       ] Generating forecast for: CHSCN
[2025-12-09T20:19:04.601394] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHSCN' from 'https://tdm.silogroup.org/data/derivative_storage/CHSCN.csv'.
[2025-12-09T20:19:04.613913] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHSCN'.
[2025-12-09T20:19:04.614276] [INFO ] [FORECASTER] Starting predict_future for CHSCN
[2025-12-09T20:19:04.615076] [DEBUG] [LOCAL     ] No optimal features file found for CHSCN: ./output/feature-sets/CHSCN.txt
[2025-12-09T20:19:04.615128] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:04.615162] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:04.615194] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:04.615259] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:04.673376] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:04.674235] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:04.674327] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:04.674361] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:04.789001] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:04.789159] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:04.789201] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:04.789246] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:04.792736] [DEBUG] [FORECASTER] CHSCN: Forecast T+1@11:T+2@11: DOWN (p=2.24%)
[2025-12-09T20:19:04.793013] [INFO ] [FORECASTER] Completed predict_future for CHSCN
[2025-12-09T20:19:04.793142] [INFO ] [sig       ] CHSCN: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:19:04.949893] [INFO ] [LOCAL     ] Saved forecast: CHSCN	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/CHSCN.txt
[2025-12-09T20:19:04.950035] [INFO ] [sig       ] [696/3614] Completed CHSCN in 0.3s | 2.89 sym/s | Total: 4.0m | ETA: 16.8m
[2025-12-09T20:19:04.950074] [INFO ] [sig       ] [697/3614] Forecasting CHSCO...
[2025-12-09T20:19:04.950104] [INFO ] [sig       ] Generating forecast for: CHSCO
[2025-12-09T20:19:04.950133] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHSCO' from 'https://tdm.silogroup.org/data/derivative_storage/CHSCO.csv'.
[2025-12-09T20:19:04.963952] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHSCO'.
[2025-12-09T20:19:04.964465] [INFO ] [FORECASTER] Starting predict_future for CHSCO
[2025-12-09T20:19:04.965352] [DEBUG] [LOCAL     ] No optimal features file found for CHSCO: ./output/feature-sets/CHSCO.txt
[2025-12-09T20:19:04.965407] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:04.965440] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:04.965466] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:04.965522] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:05.034231] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:05.035254] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:05.035346] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:05.035379] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:05.148689] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:05.148843] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:05.148884] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:05.148913] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:05.152382] [DEBUG] [FORECASTER] CHSCO: Forecast T+1@11:T+2@11: UP (p=50.42%)
[2025-12-09T20:19:05.152698] [INFO ] [FORECASTER] Completed predict_future for CHSCO
[2025-12-09T20:19:05.152831] [INFO ] [sig       ] CHSCO: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:19:05.299345] [INFO ] [LOCAL     ] Saved forecast: CHSCO	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/CHSCO.txt
[2025-12-09T20:19:05.299481] [INFO ] [sig       ] [697/3614] Completed CHSCO in 0.3s | 2.89 sym/s | Total: 4.0m | ETA: 16.8m
[2025-12-09T20:19:05.299521] [INFO ] [sig       ] [698/3614] Forecasting CHSCP...
[2025-12-09T20:19:05.299550] [INFO ] [sig       ] Generating forecast for: CHSCP
[2025-12-09T20:19:05.299596] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHSCP' from 'https://tdm.silogroup.org/data/derivative_storage/CHSCP.csv'.
[2025-12-09T20:19:05.310902] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHSCP'.
[2025-12-09T20:19:05.311226] [INFO ] [FORECASTER] Starting predict_future for CHSCP
[2025-12-09T20:19:05.312039] [DEBUG] [LOCAL     ] No optimal features file found for CHSCP: ./output/feature-sets/CHSCP.txt
[2025-12-09T20:19:05.312090] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:05.312121] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:05.312147] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:05.312202] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:05.369167] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:05.369954] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:05.370051] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:05.370087] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:05.478992] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:05.479177] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:05.479219] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:05.479248] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:05.482872] [DEBUG] [FORECASTER] CHSCP: Forecast T+1@11:T+2@11: UP (p=55.63%)
[2025-12-09T20:19:05.483154] [INFO ] [FORECASTER] Completed predict_future for CHSCP
[2025-12-09T20:19:05.483296] [INFO ] [sig       ] CHSCP: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:19:05.631567] [INFO ] [LOCAL     ] Saved forecast: CHSCP	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/CHSCP.txt
[2025-12-09T20:19:05.631748] [INFO ] [sig       ] [698/3614] Completed CHSCP in 0.3s | 2.89 sym/s | Total: 4.0m | ETA: 16.8m
[2025-12-09T20:19:05.631802] [INFO ] [sig       ] [699/3614] Forecasting CHWY...
[2025-12-09T20:19:05.631845] [INFO ] [sig       ] Generating forecast for: CHWY
[2025-12-09T20:19:05.631893] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHWY' from 'https://tdm.silogroup.org/data/derivative_storage/CHWY.csv'.
[2025-12-09T20:19:05.646093] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHWY'.
[2025-12-09T20:19:05.646604] [INFO ] [FORECASTER] Starting predict_future for CHWY
[2025-12-09T20:19:05.647687] [DEBUG] [LOCAL     ] No optimal features file found for CHWY: ./output/feature-sets/CHWY.txt
[2025-12-09T20:19:05.647744] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:05.647778] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:05.647805] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:05.647862] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:05.725311] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:05.726471] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:05.726605] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:05.726654] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:05.860920] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:05.861075] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:05.861116] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:05.861145] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:05.864590] [DEBUG] [FORECASTER] CHWY: Forecast T+1@11:T+2@11: UP (p=95.76%)
[2025-12-09T20:19:05.864861] [INFO ] [FORECASTER] Completed predict_future for CHWY
[2025-12-09T20:19:05.864987] [INFO ] [sig       ] CHWY: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:19:06.012009] [INFO ] [LOCAL     ] Saved forecast: CHWY	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/CHWY.txt
[2025-12-09T20:19:06.012208] [INFO ] [sig       ] [699/3614] Completed CHWY in 0.4s | 2.89 sym/s | Total: 4.0m | ETA: 16.8m
[2025-12-09T20:19:06.012272] [INFO ] [sig       ] [700/3614] Forecasting CHY...
[2025-12-09T20:19:06.012319] [INFO ] [sig       ] Generating forecast for: CHY
[2025-12-09T20:19:06.012364] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHY' from 'https://tdm.silogroup.org/data/derivative_storage/CHY.csv'.
[2025-12-09T20:19:06.025840] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHY'.
[2025-12-09T20:19:06.026207] [INFO ] [FORECASTER] Starting predict_future for CHY
[2025-12-09T20:19:06.027010] [DEBUG] [LOCAL     ] No optimal features file found for CHY: ./output/feature-sets/CHY.txt
[2025-12-09T20:19:06.027087] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:06.027120] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:06.027159] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:06.027226] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:06.084199] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:06.084934] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:06.085012] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:06.085043] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:06.204404] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:06.204603] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:06.204650] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:06.204679] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:06.208105] [DEBUG] [FORECASTER] CHY: Forecast T+1@11:T+2@11: DOWN (p=2.40%)
[2025-12-09T20:19:06.208409] [INFO ] [FORECASTER] Completed predict_future for CHY
[2025-12-09T20:19:06.208548] [INFO ] [sig       ] CHY: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:19:06.349832] [INFO ] [LOCAL     ] Saved forecast: CHY	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/CHY.txt
[2025-12-09T20:19:06.349957] [INFO ] [sig       ] [700/3614] Completed CHY in 0.3s | 2.89 sym/s | Total: 4.0m | ETA: 16.8m
[2025-12-09T20:19:06.349996] [INFO ] [sig       ] [701/3614] Forecasting CI...
[2025-12-09T20:19:06.350025] [INFO ] [sig       ] Generating forecast for: CI
[2025-12-09T20:19:06.350054] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CI' from 'https://tdm.silogroup.org/data/derivative_storage/CI.csv'.
[2025-12-09T20:19:06.361736] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CI'.
[2025-12-09T20:19:06.362007] [INFO ] [FORECASTER] Starting predict_future for CI
[2025-12-09T20:19:06.362809] [DEBUG] [LOCAL     ] No optimal features file found for CI: ./output/feature-sets/CI.txt
[2025-12-09T20:19:06.362860] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:06.362891] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:06.362917] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:06.362971] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:06.422042] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:06.422745] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:06.422820] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:06.422852] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:06.541835] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:06.541997] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:06.542039] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:06.542068] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:06.545563] [DEBUG] [FORECASTER] CI: Forecast T+1@11:T+2@11: UP (p=96.57%)
[2025-12-09T20:19:06.545870] [INFO ] [FORECASTER] Completed predict_future for CI
[2025-12-09T20:19:06.545996] [INFO ] [sig       ] CI: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:19:06.688437] [INFO ] [LOCAL     ] Saved forecast: CI	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/CI.txt
[2025-12-09T20:19:06.688620] [INFO ] [sig       ] [701/3614] Completed CI in 0.3s | 2.89 sym/s | Total: 4.0m | ETA: 16.8m
[2025-12-09T20:19:06.688663] [INFO ] [sig       ] [702/3614] Forecasting CIA...
[2025-12-09T20:19:06.688693] [INFO ] [sig       ] Generating forecast for: CIA
[2025-12-09T20:19:06.688724] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIA' from 'https://tdm.silogroup.org/data/derivative_storage/CIA.csv'.
[2025-12-09T20:19:06.701521] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIA'.
[2025-12-09T20:19:06.701901] [INFO ] [FORECASTER] Starting predict_future for CIA
[2025-12-09T20:19:06.702891] [DEBUG] [LOCAL     ] No optimal features file found for CIA: ./output/feature-sets/CIA.txt
[2025-12-09T20:19:06.702945] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:06.702979] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:06.703005] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:06.703059] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:06.762003] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:06.762701] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:06.762781] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:06.762813] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:06.881109] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:06.881266] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:06.881313] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:06.881347] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:06.884847] [DEBUG] [FORECASTER] CIA: Forecast T+1@11:T+2@11: UP (p=71.22%)
[2025-12-09T20:19:06.885121] [INFO ] [FORECASTER] Completed predict_future for CIA
[2025-12-09T20:19:06.885251] [INFO ] [sig       ] CIA: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:19:07.030323] [INFO ] [LOCAL     ] Saved forecast: CIA	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/CIA.txt
[2025-12-09T20:19:07.030467] [INFO ] [sig       ] [702/3614] Completed CIA in 0.3s | 2.89 sym/s | Total: 4.0m | ETA: 16.8m
[2025-12-09T20:19:07.030505] [INFO ] [sig       ] [703/3614] Forecasting CIB...
[2025-12-09T20:19:07.030536] [INFO ] [sig       ] Generating forecast for: CIB
[2025-12-09T20:19:07.030564] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIB' from 'https://tdm.silogroup.org/data/derivative_storage/CIB.csv'.
[2025-12-09T20:19:07.042505] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIB'.
[2025-12-09T20:19:07.042804] [INFO ] [FORECASTER] Starting predict_future for CIB
[2025-12-09T20:19:07.043561] [DEBUG] [LOCAL     ] No optimal features file found for CIB: ./output/feature-sets/CIB.txt
[2025-12-09T20:19:07.043628] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:07.043659] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:07.043685] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:07.043740] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:07.101163] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:07.101812] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:07.101885] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:07.101916] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:07.224108] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:07.224256] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:07.224296] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:07.224361] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:07.227753] [DEBUG] [FORECASTER] CIB: Forecast T+1@11:T+2@11: UP (p=92.12%)
[2025-12-09T20:19:07.228020] [INFO ] [FORECASTER] Completed predict_future for CIB
[2025-12-09T20:19:07.228141] [INFO ] [sig       ] CIB: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:19:07.368737] [INFO ] [LOCAL     ] Saved forecast: CIB	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/CIB.txt
[2025-12-09T20:19:07.368885] [INFO ] [sig       ] [703/3614] Completed CIB in 0.3s | 2.89 sym/s | Total: 4.1m | ETA: 16.8m
[2025-12-09T20:19:07.368926] [INFO ] [sig       ] [704/3614] Forecasting CIEN...
[2025-12-09T20:19:07.368955] [INFO ] [sig       ] Generating forecast for: CIEN
[2025-12-09T20:19:07.368994] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIEN' from 'https://tdm.silogroup.org/data/derivative_storage/CIEN.csv'.
[2025-12-09T20:19:07.380314] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIEN'.
[2025-12-09T20:19:07.380608] [INFO ] [FORECASTER] Starting predict_future for CIEN
[2025-12-09T20:19:07.381372] [DEBUG] [LOCAL     ] No optimal features file found for CIEN: ./output/feature-sets/CIEN.txt
[2025-12-09T20:19:07.381422] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:07.381453] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:07.381480] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:07.381535] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:07.437970] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:07.438693] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:07.438771] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:07.438804] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:07.561808] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:07.561941] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:07.561981] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:07.562008] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:07.565362] [DEBUG] [FORECASTER] CIEN: Forecast T+1@11:T+2@11: DOWN (p=30.35%)
[2025-12-09T20:19:07.565650] [INFO ] [FORECASTER] Completed predict_future for CIEN
[2025-12-09T20:19:07.565773] [INFO ] [sig       ] CIEN: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:19:07.711175] [INFO ] [LOCAL     ] Saved forecast: CIEN	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/CIEN.txt
[2025-12-09T20:19:07.711336] [INFO ] [sig       ] [704/3614] Completed CIEN in 0.3s | 2.89 sym/s | Total: 4.1m | ETA: 16.8m
[2025-12-09T20:19:07.711376] [INFO ] [sig       ] [705/3614] Forecasting CIF...
[2025-12-09T20:19:07.711403] [INFO ] [sig       ] Generating forecast for: CIF
[2025-12-09T20:19:07.711432] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIF' from 'https://tdm.silogroup.org/data/derivative_storage/CIF.csv'.
[2025-12-09T20:19:07.723344] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIF'.
[2025-12-09T20:19:07.723702] [INFO ] [FORECASTER] Starting predict_future for CIF
[2025-12-09T20:19:07.724460] [DEBUG] [LOCAL     ] No optimal features file found for CIF: ./output/feature-sets/CIF.txt
[2025-12-09T20:19:07.724511] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:07.724542] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:07.724584] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:07.724644] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:07.782284] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:07.783008] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:07.783095] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:07.783129] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:07.893711] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:07.893862] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:07.893902] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:07.893932] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:07.897248] [DEBUG] [FORECASTER] CIF: Forecast T+1@11:T+2@11: UP (p=93.94%)
[2025-12-09T20:19:07.897552] [INFO ] [FORECASTER] Completed predict_future for CIF
[2025-12-09T20:19:07.897697] [INFO ] [sig       ] CIF: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:19:08.041058] [INFO ] [LOCAL     ] Saved forecast: CIF	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/CIF.txt
[2025-12-09T20:19:08.041239] [INFO ] [sig       ] [705/3614] Completed CIF in 0.3s | 2.89 sym/s | Total: 4.1m | ETA: 16.8m
[2025-12-09T20:19:08.041279] [INFO ] [sig       ] [706/3614] Forecasting CIG...
[2025-12-09T20:19:08.041308] [INFO ] [sig       ] Generating forecast for: CIG
[2025-12-09T20:19:08.041338] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIG' from 'https://tdm.silogroup.org/data/derivative_storage/CIG.csv'.
[2025-12-09T20:19:08.053090] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIG'.
[2025-12-09T20:19:08.053431] [INFO ] [FORECASTER] Starting predict_future for CIG
[2025-12-09T20:19:08.054203] [DEBUG] [LOCAL     ] No optimal features file found for CIG: ./output/feature-sets/CIG.txt
[2025-12-09T20:19:08.054255] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:08.054286] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:08.054312] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:08.054367] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:08.111558] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:08.112433] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:08.112514] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:08.112548] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:08.229854] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:08.230002] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:08.230043] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:08.230071] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:08.233452] [DEBUG] [FORECASTER] CIG: Forecast T+1@11:T+2@11: UP (p=76.44%)
[2025-12-09T20:19:08.233728] [INFO ] [FORECASTER] Completed predict_future for CIG
[2025-12-09T20:19:08.233847] [INFO ] [sig       ] CIG: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:19:08.376031] [INFO ] [LOCAL     ] Saved forecast: CIG	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/CIG.txt
[2025-12-09T20:19:08.376171] [INFO ] [sig       ] [706/3614] Completed CIG in 0.3s | 2.89 sym/s | Total: 4.1m | ETA: 16.8m
[2025-12-09T20:19:08.376212] [INFO ] [sig       ] [707/3614] Forecasting CIGI...
[2025-12-09T20:19:08.376242] [INFO ] [sig       ] Generating forecast for: CIGI
[2025-12-09T20:19:08.376271] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIGI' from 'https://tdm.silogroup.org/data/derivative_storage/CIGI.csv'.
[2025-12-09T20:19:08.388874] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIGI'.
[2025-12-09T20:19:08.389266] [INFO ] [FORECASTER] Starting predict_future for CIGI
[2025-12-09T20:19:08.390311] [DEBUG] [LOCAL     ] No optimal features file found for CIGI: ./output/feature-sets/CIGI.txt
[2025-12-09T20:19:08.390374] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:08.390420] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:08.390458] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:08.390515] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:08.449171] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:08.449949] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:08.450044] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:08.450093] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:08.568264] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:08.568417] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:08.568459] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:08.568488] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:08.571932] [DEBUG] [FORECASTER] CIGI: Forecast T+1@11:T+2@11: UP (p=97.42%)
[2025-12-09T20:19:08.572257] [INFO ] [FORECASTER] Completed predict_future for CIGI
[2025-12-09T20:19:08.572381] [INFO ] [sig       ] CIGI: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:19:08.720705] [INFO ] [LOCAL     ] Saved forecast: CIGI	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/CIGI.txt
[2025-12-09T20:19:08.720851] [INFO ] [sig       ] [707/3614] Completed CIGI in 0.3s | 2.89 sym/s | Total: 4.1m | ETA: 16.8m
[2025-12-09T20:19:08.720890] [INFO ] [sig       ] [708/3614] Forecasting CII...
[2025-12-09T20:19:08.720919] [INFO ] [sig       ] Generating forecast for: CII
[2025-12-09T20:19:08.720949] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CII' from 'https://tdm.silogroup.org/data/derivative_storage/CII.csv'.
[2025-12-09T20:19:08.732473] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CII'.
[2025-12-09T20:19:08.732767] [INFO ] [FORECASTER] Starting predict_future for CII
[2025-12-09T20:19:08.733510] [DEBUG] [LOCAL     ] No optimal features file found for CII: ./output/feature-sets/CII.txt
[2025-12-09T20:19:08.733560] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:08.733611] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:08.733638] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:08.733692] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:08.789821] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:08.790526] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:08.790619] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:08.790654] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:08.911087] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:08.911236] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:08.911278] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:08.911308] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:08.915016] [DEBUG] [FORECASTER] CII: Forecast T+1@11:T+2@11: UP (p=83.52%)
[2025-12-09T20:19:08.915296] [INFO ] [FORECASTER] Completed predict_future for CII
[2025-12-09T20:19:08.915424] [INFO ] [sig       ] CII: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:19:09.056705] [INFO ] [LOCAL     ] Saved forecast: CII	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/CII.txt
[2025-12-09T20:19:09.056847] [INFO ] [sig       ] [708/3614] Completed CII in 0.3s | 2.89 sym/s | Total: 4.1m | ETA: 16.7m
[2025-12-09T20:19:09.056888] [INFO ] [sig       ] [709/3614] Forecasting CIM...
[2025-12-09T20:19:09.056918] [INFO ] [sig       ] Generating forecast for: CIM
[2025-12-09T20:19:09.056949] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIM' from 'https://tdm.silogroup.org/data/derivative_storage/CIM.csv'.
[2025-12-09T20:19:09.068849] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIM'.
[2025-12-09T20:19:09.069203] [INFO ] [FORECASTER] Starting predict_future for CIM
[2025-12-09T20:19:09.070014] [DEBUG] [LOCAL     ] No optimal features file found for CIM: ./output/feature-sets/CIM.txt
[2025-12-09T20:19:09.070065] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:09.070095] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:09.070121] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:09.070176] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:09.128694] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:09.129524] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:09.129624] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:09.129659] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:09.251003] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:09.251167] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:09.251207] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:09.251235] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:09.254512] [DEBUG] [FORECASTER] CIM: Forecast T+1@11:T+2@11: UP (p=77.68%)
[2025-12-09T20:19:09.254787] [INFO ] [FORECASTER] Completed predict_future for CIM
[2025-12-09T20:19:09.254905] [INFO ] [sig       ] CIM: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:19:09.401084] [INFO ] [LOCAL     ] Saved forecast: CIM	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/CIM.txt
[2025-12-09T20:19:09.401216] [INFO ] [sig       ] [709/3614] Completed CIM in 0.3s | 2.89 sym/s | Total: 4.1m | ETA: 16.7m
[2025-12-09T20:19:09.401254] [INFO ] [sig       ] [710/3614] Forecasting CINF...
[2025-12-09T20:19:09.401283] [INFO ] [sig       ] Generating forecast for: CINF
[2025-12-09T20:19:09.401311] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CINF' from 'https://tdm.silogroup.org/data/derivative_storage/CINF.csv'.
[2025-12-09T20:19:09.412927] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CINF'.
[2025-12-09T20:19:09.413186] [INFO ] [FORECASTER] Starting predict_future for CINF
[2025-12-09T20:19:09.413961] [DEBUG] [LOCAL     ] No optimal features file found for CINF: ./output/feature-sets/CINF.txt
[2025-12-09T20:19:09.414011] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:09.414042] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:09.414070] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:09.414125] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:09.473863] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:09.475112] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:09.475238] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:09.475283] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:09.595737] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:09.595886] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:09.595927] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:09.595957] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:09.599347] [DEBUG] [FORECASTER] CINF: Forecast T+1@11:T+2@11: UP (p=90.04%)
[2025-12-09T20:19:09.599638] [INFO ] [FORECASTER] Completed predict_future for CINF
[2025-12-09T20:19:09.599779] [INFO ] [sig       ] CINF: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:19:09.749181] [INFO ] [LOCAL     ] Saved forecast: CINF	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/CINF.txt
[2025-12-09T20:19:09.749334] [INFO ] [sig       ] [710/3614] Completed CINF in 0.3s | 2.89 sym/s | Total: 4.1m | ETA: 16.7m
[2025-12-09T20:19:09.749372] [INFO ] [sig       ] [711/3614] Forecasting CING...
[2025-12-09T20:19:09.749402] [INFO ] [sig       ] Generating forecast for: CING
[2025-12-09T20:19:09.749435] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CING' from 'https://tdm.silogroup.org/data/derivative_storage/CING.csv'.
[2025-12-09T20:19:09.762655] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CING'.
[2025-12-09T20:19:09.763061] [INFO ] [FORECASTER] Starting predict_future for CING
[2025-12-09T20:19:09.763991] [DEBUG] [LOCAL     ] No optimal features file found for CING: ./output/feature-sets/CING.txt
[2025-12-09T20:19:09.764054] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:09.764095] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:09.764132] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:09.764203] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:09.832448] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:09.833454] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:09.833548] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:09.833613] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:09.957531] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:09.957700] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:09.957741] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:09.957769] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:09.961074] [DEBUG] [FORECASTER] CING: Forecast T+1@11:T+2@11: UP (p=77.24%)
[2025-12-09T20:19:09.961343] [INFO ] [FORECASTER] Completed predict_future for CING
[2025-12-09T20:19:09.961464] [INFO ] [sig       ] CING: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:19:10.104465] [INFO ] [LOCAL     ] Saved forecast: CING	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/CING.txt
[2025-12-09T20:19:10.104683] [INFO ] [sig       ] [711/3614] Completed CING in 0.4s | 2.89 sym/s | Total: 4.1m | ETA: 16.7m
[2025-12-09T20:19:10.104742] [INFO ] [sig       ] [712/3614] Forecasting CIO...
[2025-12-09T20:19:10.104778] [INFO ] [sig       ] Generating forecast for: CIO
[2025-12-09T20:19:10.104813] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIO' from 'https://tdm.silogroup.org/data/derivative_storage/CIO.csv'.
[2025-12-09T20:19:10.117262] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIO'.
[2025-12-09T20:19:10.117681] [INFO ] [FORECASTER] Starting predict_future for CIO
[2025-12-09T20:19:10.118443] [DEBUG] [LOCAL     ] No optimal features file found for CIO: ./output/feature-sets/CIO.txt
[2025-12-09T20:19:10.118495] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:10.118526] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:10.118551] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:10.118635] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:10.175435] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:10.176326] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:10.176408] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:10.176441] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:10.297199] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:10.297361] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:10.297404] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:10.297433] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:10.300937] [DEBUG] [FORECASTER] CIO: Forecast T+1@11:T+2@11: DOWN (p=42.05%)
[2025-12-09T20:19:10.301229] [INFO ] [FORECASTER] Completed predict_future for CIO
[2025-12-09T20:19:10.301361] [INFO ] [sig       ] CIO: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:19:10.447087] [INFO ] [LOCAL     ] Saved forecast: CIO	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/CIO.txt
[2025-12-09T20:19:10.447258] [INFO ] [sig       ] [712/3614] Completed CIO in 0.3s | 2.89 sym/s | Total: 4.1m | ETA: 16.7m
[2025-12-09T20:19:10.447306] [INFO ] [sig       ] [713/3614] Forecasting CION...
[2025-12-09T20:19:10.447337] [INFO ] [sig       ] Generating forecast for: CION
[2025-12-09T20:19:10.447368] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CION' from 'https://tdm.silogroup.org/data/derivative_storage/CION.csv'.
[2025-12-09T20:19:10.458989] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CION'.
[2025-12-09T20:19:10.459289] [INFO ] [FORECASTER] Starting predict_future for CION
[2025-12-09T20:19:10.460053] [DEBUG] [LOCAL     ] No optimal features file found for CION: ./output/feature-sets/CION.txt
[2025-12-09T20:19:10.460103] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:10.460145] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:10.460173] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:10.460228] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:10.517829] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:10.518598] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:10.518676] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:10.518709] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:10.644596] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:10.644743] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:10.644782] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:10.644810] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:10.648098] [DEBUG] [FORECASTER] CION: Forecast T+1@11:T+2@11: UP (p=52.00%)
[2025-12-09T20:19:10.648360] [INFO ] [FORECASTER] Completed predict_future for CION
[2025-12-09T20:19:10.648476] [INFO ] [sig       ] CION: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:19:10.787169] [INFO ] [LOCAL     ] Saved forecast: CION	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/CION.txt
[2025-12-09T20:19:10.787314] [INFO ] [sig       ] [713/3614] Completed CION in 0.3s | 2.89 sym/s | Total: 4.1m | ETA: 16.7m
[2025-12-09T20:19:10.787353] [INFO ] [sig       ] [714/3614] Forecasting CISS...
[2025-12-09T20:19:10.787381] [INFO ] [sig       ] Generating forecast for: CISS
[2025-12-09T20:19:10.787411] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CISS' from 'https://tdm.silogroup.org/data/derivative_storage/CISS.csv'.
[2025-12-09T20:19:10.798241] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CISS'.
[2025-12-09T20:19:10.798637] [INFO ] [FORECASTER] Starting predict_future for CISS
[2025-12-09T20:19:10.799456] [DEBUG] [LOCAL     ] No optimal features file found for CISS: ./output/feature-sets/CISS.txt
[2025-12-09T20:19:10.799513] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:10.799545] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:10.799597] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:10.799655] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:10.856937] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:10.857852] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:10.857935] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:10.857970] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:10.973697] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:10.973852] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:10.973894] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:10.973923] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:10.977357] [DEBUG] [FORECASTER] CISS: Forecast T+1@11:T+2@11: UP (p=84.65%)
[2025-12-09T20:19:10.977711] [INFO ] [FORECASTER] Completed predict_future for CISS
[2025-12-09T20:19:10.977862] [INFO ] [sig       ] CISS: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:19:11.121604] [INFO ] [LOCAL     ] Saved forecast: CISS	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/CISS.txt
[2025-12-09T20:19:11.121767] [INFO ] [sig       ] [714/3614] Completed CISS in 0.3s | 2.89 sym/s | Total: 4.1m | ETA: 16.7m
[2025-12-09T20:19:11.121807] [INFO ] [sig       ] [715/3614] Forecasting CIVB...
[2025-12-09T20:19:11.121836] [INFO ] [sig       ] Generating forecast for: CIVB
[2025-12-09T20:19:11.121867] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIVB' from 'https://tdm.silogroup.org/data/derivative_storage/CIVB.csv'.
[2025-12-09T20:19:11.133639] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIVB'.
[2025-12-09T20:19:11.133995] [INFO ] [FORECASTER] Starting predict_future for CIVB
[2025-12-09T20:19:11.134776] [DEBUG] [LOCAL     ] No optimal features file found for CIVB: ./output/feature-sets/CIVB.txt
[2025-12-09T20:19:11.134827] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:11.134857] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:11.134884] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:11.134939] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:11.191687] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:11.192533] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:11.192639] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:11.192673] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:11.319000] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:11.319151] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:11.319192] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:11.319221] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:11.322748] [DEBUG] [FORECASTER] CIVB: Forecast T+1@11:T+2@11: UP (p=77.19%)
[2025-12-09T20:19:11.323016] [INFO ] [FORECASTER] Completed predict_future for CIVB
[2025-12-09T20:19:11.323139] [INFO ] [sig       ] CIVB: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:19:11.462161] [INFO ] [LOCAL     ] Saved forecast: CIVB	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/CIVB.txt
[2025-12-09T20:19:11.462287] [INFO ] [sig       ] [715/3614] Completed CIVB in 0.3s | 2.89 sym/s | Total: 4.1m | ETA: 16.7m
[2025-12-09T20:19:11.462324] [INFO ] [sig       ] [716/3614] Forecasting CIVI...
[2025-12-09T20:19:11.462352] [INFO ] [sig       ] Generating forecast for: CIVI
[2025-12-09T20:19:11.462383] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIVI' from 'https://tdm.silogroup.org/data/derivative_storage/CIVI.csv'.
[2025-12-09T20:19:11.473800] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIVI'.
[2025-12-09T20:19:11.474057] [INFO ] [FORECASTER] Starting predict_future for CIVI
[2025-12-09T20:19:11.474813] [DEBUG] [LOCAL     ] No optimal features file found for CIVI: ./output/feature-sets/CIVI.txt
[2025-12-09T20:19:11.474863] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:11.474894] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:11.474920] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:11.474975] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:11.530842] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:11.531447] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:11.531535] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:11.531592] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:11.647747] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:11.647899] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:11.647938] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:11.647967] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:11.651227] [DEBUG] [FORECASTER] CIVI: Forecast T+1@11:T+2@11: DOWN (p=42.01%)
[2025-12-09T20:19:11.651511] [INFO ] [FORECASTER] Completed predict_future for CIVI
[2025-12-09T20:19:11.651660] [INFO ] [sig       ] CIVI: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:19:11.788400] [INFO ] [LOCAL     ] Saved forecast: CIVI	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/CIVI.txt
[2025-12-09T20:19:11.788553] [INFO ] [sig       ] [716/3614] Completed CIVI in 0.3s | 2.89 sym/s | Total: 4.1m | ETA: 16.7m
[2025-12-09T20:19:11.788628] [INFO ] [sig       ] [717/3614] Forecasting CLB...
[2025-12-09T20:19:11.788661] [INFO ] [sig       ] Generating forecast for: CLB
[2025-12-09T20:19:11.788691] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLB' from 'https://tdm.silogroup.org/data/derivative_storage/CLB.csv'.
[2025-12-09T20:19:11.800420] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLB'.
[2025-12-09T20:19:11.800771] [INFO ] [FORECASTER] Starting predict_future for CLB
[2025-12-09T20:19:11.801530] [DEBUG] [LOCAL     ] No optimal features file found for CLB: ./output/feature-sets/CLB.txt
[2025-12-09T20:19:11.801600] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:11.801658] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:11.801685] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:11.801740] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:11.858599] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:11.859415] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:11.859506] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:11.859545] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:11.974889] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:11.975008] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:11.975046] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:11.975074] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:11.978321] [DEBUG] [FORECASTER] CLB: Forecast T+1@11:T+2@11: DOWN (p=39.51%)
[2025-12-09T20:19:11.978639] [INFO ] [FORECASTER] Completed predict_future for CLB
[2025-12-09T20:19:11.978759] [INFO ] [sig       ] CLB: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:19:12.117706] [INFO ] [LOCAL     ] Saved forecast: CLB	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/CLB.txt
[2025-12-09T20:19:12.117843] [INFO ] [sig       ] [717/3614] Completed CLB in 0.3s | 2.89 sym/s | Total: 4.1m | ETA: 16.7m
[2025-12-09T20:19:12.117881] [INFO ] [sig       ] [718/3614] Forecasting CLBK...
[2025-12-09T20:19:12.117910] [INFO ] [sig       ] Generating forecast for: CLBK
[2025-12-09T20:19:12.117939] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLBK' from 'https://tdm.silogroup.org/data/derivative_storage/CLBK.csv'.
[2025-12-09T20:19:12.128999] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLBK'.
[2025-12-09T20:19:12.129261] [INFO ] [FORECASTER] Starting predict_future for CLBK
[2025-12-09T20:19:12.130038] [DEBUG] [LOCAL     ] No optimal features file found for CLBK: ./output/feature-sets/CLBK.txt
[2025-12-09T20:19:12.130088] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:12.130119] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:12.130144] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:12.130199] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:12.185758] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:12.186408] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:12.186486] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:12.186518] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:12.297481] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:12.297652] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:12.297694] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:12.297722] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:12.301005] [DEBUG] [FORECASTER] CLBK: Forecast T+1@11:T+2@11: DOWN (p=10.35%)
[2025-12-09T20:19:12.301265] [INFO ] [FORECASTER] Completed predict_future for CLBK
[2025-12-09T20:19:12.301401] [INFO ] [sig       ] CLBK: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:19:12.447942] [INFO ] [LOCAL     ] Saved forecast: CLBK	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/CLBK.txt
[2025-12-09T20:19:12.448135] [INFO ] [sig       ] [718/3614] Completed CLBK in 0.3s | 2.89 sym/s | Total: 4.1m | ETA: 16.7m
[2025-12-09T20:19:12.448196] [INFO ] [sig       ] [719/3614] Forecasting CLCO...
[2025-12-09T20:19:12.448241] [INFO ] [sig       ] Generating forecast for: CLCO
[2025-12-09T20:19:12.448287] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLCO' from 'https://tdm.silogroup.org/data/derivative_storage/CLCO.csv'.
[2025-12-09T20:19:12.462891] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLCO'.
[2025-12-09T20:19:12.463316] [INFO ] [FORECASTER] Starting predict_future for CLCO
[2025-12-09T20:19:12.464364] [DEBUG] [LOCAL     ] No optimal features file found for CLCO: ./output/feature-sets/CLCO.txt
[2025-12-09T20:19:12.464427] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:12.464467] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:12.464500] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:12.464597] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:12.520978] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:12.521964] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:12.522052] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:12.522084] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:12.641752] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:12.641899] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:12.641939] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:12.641967] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:12.645258] [DEBUG] [FORECASTER] CLCO: Forecast T+1@11:T+2@11: DOWN (p=16.70%)
[2025-12-09T20:19:12.645516] [INFO ] [FORECASTER] Completed predict_future for CLCO
[2025-12-09T20:19:12.645656] [INFO ] [sig       ] CLCO: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:19:12.782762] [INFO ] [LOCAL     ] Saved forecast: CLCO	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/CLCO.txt
[2025-12-09T20:19:12.782890] [INFO ] [sig       ] [719/3614] Completed CLCO in 0.3s | 2.89 sym/s | Total: 4.1m | ETA: 16.7m
[2025-12-09T20:19:12.782928] [INFO ] [sig       ] [720/3614] Forecasting CLDX...
[2025-12-09T20:19:12.782955] [INFO ] [sig       ] Generating forecast for: CLDX
[2025-12-09T20:19:12.782987] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLDX' from 'https://tdm.silogroup.org/data/derivative_storage/CLDX.csv'.
[2025-12-09T20:19:12.793897] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLDX'.
[2025-12-09T20:19:12.794163] [INFO ] [FORECASTER] Starting predict_future for CLDX
[2025-12-09T20:19:12.794936] [DEBUG] [LOCAL     ] No optimal features file found for CLDX: ./output/feature-sets/CLDX.txt
[2025-12-09T20:19:12.794986] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:12.795017] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:12.795043] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:12.795101] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:12.851529] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:12.852170] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:12.852243] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:12.852275] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:12.973194] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:12.973336] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:12.973392] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:12.973449] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:12.976765] [DEBUG] [FORECASTER] CLDX: Forecast T+1@11:T+2@11: DOWN (p=16.63%)
[2025-12-09T20:19:12.977029] [INFO ] [FORECASTER] Completed predict_future for CLDX
[2025-12-09T20:19:12.977149] [INFO ] [sig       ] CLDX: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:19:13.114176] [INFO ] [LOCAL     ] Saved forecast: CLDX	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/CLDX.txt
[2025-12-09T20:19:13.114300] [INFO ] [sig       ] [720/3614] Completed CLDX in 0.3s | 2.89 sym/s | Total: 4.1m | ETA: 16.7m
[2025-12-09T20:19:13.114337] [INFO ] [sig       ] [721/3614] Forecasting CLF...
[2025-12-09T20:19:13.114366] [INFO ] [sig       ] Generating forecast for: CLF
[2025-12-09T20:19:13.114395] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLF' from 'https://tdm.silogroup.org/data/derivative_storage/CLF.csv'.
[2025-12-09T20:19:13.125420] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLF'.
[2025-12-09T20:19:13.125726] [INFO ] [FORECASTER] Starting predict_future for CLF
[2025-12-09T20:19:13.126467] [DEBUG] [LOCAL     ] No optimal features file found for CLF: ./output/feature-sets/CLF.txt
[2025-12-09T20:19:13.126518] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:13.126549] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:13.126595] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:13.126652] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:13.181926] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:13.182717] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:13.182792] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:13.182823] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:13.305237] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:13.305374] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:13.305415] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:13.305445] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:13.308798] [DEBUG] [FORECASTER] CLF: Forecast T+1@11:T+2@11: UP (p=69.41%)
[2025-12-09T20:19:13.309059] [INFO ] [FORECASTER] Completed predict_future for CLF
[2025-12-09T20:19:13.309178] [INFO ] [sig       ] CLF: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:19:13.448522] [INFO ] [LOCAL     ] Saved forecast: CLF	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/CLF.txt
[2025-12-09T20:19:13.448686] [INFO ] [sig       ] [721/3614] Completed CLF in 0.3s | 2.89 sym/s | Total: 4.2m | ETA: 16.7m
[2025-12-09T20:19:13.448728] [INFO ] [sig       ] [722/3614] Forecasting CLFD...
[2025-12-09T20:19:13.448758] [INFO ] [sig       ] Generating forecast for: CLFD
[2025-12-09T20:19:13.448788] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLFD' from 'https://tdm.silogroup.org/data/derivative_storage/CLFD.csv'.
[2025-12-09T20:19:13.460352] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLFD'.
[2025-12-09T20:19:13.460641] [INFO ] [FORECASTER] Starting predict_future for CLFD
[2025-12-09T20:19:13.461380] [DEBUG] [LOCAL     ] No optimal features file found for CLFD: ./output/feature-sets/CLFD.txt
[2025-12-09T20:19:13.461431] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:13.461463] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:13.461490] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:13.461546] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:13.517478] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:13.518107] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:13.518196] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:13.518231] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:13.637838] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:13.637978] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:13.638018] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:13.638046] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:13.641414] [DEBUG] [FORECASTER] CLFD: Forecast T+1@11:T+2@11: DOWN (p=9.52%)
[2025-12-09T20:19:13.641693] [INFO ] [FORECASTER] Completed predict_future for CLFD
[2025-12-09T20:19:13.641811] [INFO ] [sig       ] CLFD: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:19:13.780319] [INFO ] [LOCAL     ] Saved forecast: CLFD	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/CLFD.txt
[2025-12-09T20:19:13.780460] [INFO ] [sig       ] [722/3614] Completed CLFD in 0.3s | 2.89 sym/s | Total: 4.2m | ETA: 16.7m
[2025-12-09T20:19:13.780498] [INFO ] [sig       ] [723/3614] Forecasting CLH...
[2025-12-09T20:19:13.780526] [INFO ] [sig       ] Generating forecast for: CLH
[2025-12-09T20:19:13.780556] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLH' from 'https://tdm.silogroup.org/data/derivative_storage/CLH.csv'.
[2025-12-09T20:19:13.791807] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLH'.
[2025-12-09T20:19:13.792096] [INFO ] [FORECASTER] Starting predict_future for CLH
[2025-12-09T20:19:13.792905] [DEBUG] [LOCAL     ] No optimal features file found for CLH: ./output/feature-sets/CLH.txt
[2025-12-09T20:19:13.792956] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:13.792988] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:13.793013] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:13.793068] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:13.850987] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:13.851712] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:13.851787] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:13.851818] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:13.977371] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:13.977534] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:13.977590] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:13.977621] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:13.981022] [DEBUG] [FORECASTER] CLH: Forecast T+1@11:T+2@11: UP (p=63.71%)
[2025-12-09T20:19:13.981291] [INFO ] [FORECASTER] Completed predict_future for CLH
[2025-12-09T20:19:13.981411] [INFO ] [sig       ] CLH: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:19:14.121715] [INFO ] [LOCAL     ] Saved forecast: CLH	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/CLH.txt
[2025-12-09T20:19:14.121848] [INFO ] [sig       ] [723/3614] Completed CLH in 0.3s | 2.89 sym/s | Total: 4.2m | ETA: 16.7m
[2025-12-09T20:19:14.121887] [INFO ] [sig       ] [724/3614] Forecasting CLLS...
[2025-12-09T20:19:14.121915] [INFO ] [sig       ] Generating forecast for: CLLS
[2025-12-09T20:19:14.121944] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLLS' from 'https://tdm.silogroup.org/data/derivative_storage/CLLS.csv'.
[2025-12-09T20:19:14.133092] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLLS'.
[2025-12-09T20:19:14.133372] [INFO ] [FORECASTER] Starting predict_future for CLLS
[2025-12-09T20:19:14.134127] [DEBUG] [LOCAL     ] No optimal features file found for CLLS: ./output/feature-sets/CLLS.txt
[2025-12-09T20:19:14.134178] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:14.134209] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:14.134246] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:14.134302] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:14.191468] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:14.192228] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:14.192308] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:14.192343] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:14.317406] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:14.317610] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:14.317661] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:14.317690] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:14.321153] [DEBUG] [FORECASTER] CLLS: Forecast T+1@11:T+2@11: UP (p=61.91%)
[2025-12-09T20:19:14.321426] [INFO ] [FORECASTER] Completed predict_future for CLLS
[2025-12-09T20:19:14.321551] [INFO ] [sig       ] CLLS: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:19:14.464420] [INFO ] [LOCAL     ] Saved forecast: CLLS	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/CLLS.txt
[2025-12-09T20:19:14.464551] [INFO ] [sig       ] [724/3614] Completed CLLS in 0.3s | 2.89 sym/s | Total: 4.2m | ETA: 16.6m
[2025-12-09T20:19:14.464607] [INFO ] [sig       ] [725/3614] Forecasting CLMB...
[2025-12-09T20:19:14.464638] [INFO ] [sig       ] Generating forecast for: CLMB
[2025-12-09T20:19:14.464668] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLMB' from 'https://tdm.silogroup.org/data/derivative_storage/CLMB.csv'.
[2025-12-09T20:19:14.475789] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLMB'.
[2025-12-09T20:19:14.476054] [INFO ] [FORECASTER] Starting predict_future for CLMB
[2025-12-09T20:19:14.476855] [DEBUG] [LOCAL     ] No optimal features file found for CLMB: ./output/feature-sets/CLMB.txt
[2025-12-09T20:19:14.476906] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:14.476937] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:14.476963] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:14.477017] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:14.532641] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:14.533244] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:14.533320] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:14.533352] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:14.650900] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:14.651039] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:14.651078] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:14.651106] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:14.654496] [DEBUG] [FORECASTER] CLMB: Forecast T+1@11:T+2@11: UP (p=71.87%)
[2025-12-09T20:19:14.654778] [INFO ] [FORECASTER] Completed predict_future for CLMB
[2025-12-09T20:19:14.654898] [INFO ] [sig       ] CLMB: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:19:14.795790] [INFO ] [LOCAL     ] Saved forecast: CLMB	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/CLMB.txt
[2025-12-09T20:19:14.795931] [INFO ] [sig       ] [725/3614] Completed CLMB in 0.3s | 2.89 sym/s | Total: 4.2m | ETA: 16.6m
[2025-12-09T20:19:14.795970] [INFO ] [sig       ] [726/3614] Forecasting CLNE...
[2025-12-09T20:19:14.795998] [INFO ] [sig       ] Generating forecast for: CLNE
[2025-12-09T20:19:14.796028] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLNE' from 'https://tdm.silogroup.org/data/derivative_storage/CLNE.csv'.
[2025-12-09T20:19:14.807418] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLNE'.
[2025-12-09T20:19:14.807780] [INFO ] [FORECASTER] Starting predict_future for CLNE
[2025-12-09T20:19:14.808567] [DEBUG] [LOCAL     ] No optimal features file found for CLNE: ./output/feature-sets/CLNE.txt
[2025-12-09T20:19:14.808652] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:14.808691] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:14.808717] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:14.808773] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:14.865356] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:14.865971] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:14.866044] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:14.866076] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:14.981505] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:14.981669] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:14.981710] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:14.981738] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:14.985005] [DEBUG] [FORECASTER] CLNE: Forecast T+1@11:T+2@11: UP (p=75.30%)
[2025-12-09T20:19:14.985266] [INFO ] [FORECASTER] Completed predict_future for CLNE
[2025-12-09T20:19:14.985381] [INFO ] [sig       ] CLNE: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:19:15.122380] [INFO ] [LOCAL     ] Saved forecast: CLNE	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/CLNE.txt
[2025-12-09T20:19:15.122528] [INFO ] [sig       ] [726/3614] Completed CLNE in 0.3s | 2.89 sym/s | Total: 4.2m | ETA: 16.6m
[2025-12-09T20:19:15.122566] [INFO ] [sig       ] [727/3614] Forecasting CLNN...
[2025-12-09T20:19:15.122617] [INFO ] [sig       ] Generating forecast for: CLNN
[2025-12-09T20:19:15.122648] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLNN' from 'https://tdm.silogroup.org/data/derivative_storage/CLNN.csv'.
[2025-12-09T20:19:15.134052] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLNN'.
[2025-12-09T20:19:15.134395] [INFO ] [FORECASTER] Starting predict_future for CLNN
[2025-12-09T20:19:15.135169] [DEBUG] [LOCAL     ] No optimal features file found for CLNN: ./output/feature-sets/CLNN.txt
[2025-12-09T20:19:15.135220] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:15.135251] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:15.135279] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:15.135333] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:15.191189] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:15.192046] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:15.192155] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:15.192188] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:15.306394] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:15.306528] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:15.306566] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:15.306612] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:15.309949] [DEBUG] [FORECASTER] CLNN: Forecast T+1@11:T+2@11: UP (p=95.88%)
[2025-12-09T20:19:15.310211] [INFO ] [FORECASTER] Completed predict_future for CLNN
[2025-12-09T20:19:15.310333] [INFO ] [sig       ] CLNN: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:19:15.447317] [INFO ] [LOCAL     ] Saved forecast: CLNN	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/CLNN.txt
[2025-12-09T20:19:15.447488] [INFO ] [sig       ] [727/3614] Completed CLNN in 0.3s | 2.89 sym/s | Total: 4.2m | ETA: 16.6m
[2025-12-09T20:19:15.447530] [INFO ] [sig       ] [728/3614] Forecasting CLOA...
[2025-12-09T20:19:15.447561] [INFO ] [sig       ] Generating forecast for: CLOA
[2025-12-09T20:19:15.447616] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLOA' from 'https://tdm.silogroup.org/data/derivative_storage/CLOA.csv'.
[2025-12-09T20:19:15.466487] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLOA'.
[2025-12-09T20:19:15.466873] [INFO ] [FORECASTER] Starting predict_future for CLOA
[2025-12-09T20:19:15.467677] [DEBUG] [LOCAL     ] No optimal features file found for CLOA: ./output/feature-sets/CLOA.txt
[2025-12-09T20:19:15.467727] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:15.467757] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:15.467783] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:15.467837] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:15.523420] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:15.524238] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:15.524317] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:15.524348] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:15.622102] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:15.622203] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:15.622239] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:15.622266] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:15.625377] [DEBUG] [FORECASTER] CLOA: Forecast T+1@11:T+2@11: UP (p=97.28%)
[2025-12-09T20:19:15.625658] [INFO ] [FORECASTER] Completed predict_future for CLOA
[2025-12-09T20:19:15.625776] [INFO ] [sig       ] CLOA: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:19:15.765627] [INFO ] [LOCAL     ] Saved forecast: CLOA	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/CLOA.txt
[2025-12-09T20:19:15.765731] [INFO ] [sig       ] [728/3614] Completed CLOA in 0.3s | 2.89 sym/s | Total: 4.2m | ETA: 16.6m
[2025-12-09T20:19:15.765767] [INFO ] [sig       ] [729/3614] Forecasting CLRB...
[2025-12-09T20:19:15.765795] [INFO ] [sig       ] Generating forecast for: CLRB
[2025-12-09T20:19:15.765824] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLRB' from 'https://tdm.silogroup.org/data/derivative_storage/CLRB.csv'.
[2025-12-09T20:19:15.776051] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLRB'.
[2025-12-09T20:19:15.776328] [INFO ] [FORECASTER] Starting predict_future for CLRB
[2025-12-09T20:19:15.777098] [DEBUG] [LOCAL     ] No optimal features file found for CLRB: ./output/feature-sets/CLRB.txt
[2025-12-09T20:19:15.777149] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:15.777181] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:15.777207] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:15.777262] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:15.833413] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:15.833996] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:15.834068] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:15.834100] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:15.949764] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:15.949862] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:15.949898] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:15.949925] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:15.952993] [DEBUG] [FORECASTER] CLRB: Forecast T+1@11:T+2@11: DOWN (p=28.08%)
[2025-12-09T20:19:15.953248] [INFO ] [FORECASTER] Completed predict_future for CLRB
[2025-12-09T20:19:15.953362] [INFO ] [sig       ] CLRB: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:19:16.091167] [INFO ] [LOCAL     ] Saved forecast: CLRB	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/CLRB.txt
[2025-12-09T20:19:16.091284] [INFO ] [sig       ] [729/3614] Completed CLRB in 0.3s | 2.89 sym/s | Total: 4.2m | ETA: 16.6m
[2025-12-09T20:19:16.091322] [INFO ] [sig       ] [730/3614] Forecasting CLRO...
[2025-12-09T20:19:16.091350] [INFO ] [sig       ] Generating forecast for: CLRO
[2025-12-09T20:19:16.091379] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLRO' from 'https://tdm.silogroup.org/data/derivative_storage/CLRO.csv'.
[2025-12-09T20:19:16.101283] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLRO'.
[2025-12-09T20:19:16.101548] [INFO ] [FORECASTER] Starting predict_future for CLRO
[2025-12-09T20:19:16.102307] [DEBUG] [LOCAL     ] No optimal features file found for CLRO: ./output/feature-sets/CLRO.txt
[2025-12-09T20:19:16.102357] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:16.102389] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:16.102415] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:16.102470] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:16.157882] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:16.158529] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:16.158621] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:16.158654] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:16.269077] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:16.269232] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:16.269273] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:16.269301] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:16.272816] [DEBUG] [FORECASTER] CLRO: Forecast T+1@11:T+2@11: DOWN (p=9.02%)
[2025-12-09T20:19:16.273125] [INFO ] [FORECASTER] Completed predict_future for CLRO
[2025-12-09T20:19:16.273258] [INFO ] [sig       ] CLRO: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:19:16.412738] [INFO ] [LOCAL     ] Saved forecast: CLRO	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/CLRO.txt
[2025-12-09T20:19:16.412913] [INFO ] [sig       ] [730/3614] Completed CLRO in 0.3s | 2.89 sym/s | Total: 4.2m | ETA: 16.6m
[2025-12-09T20:19:16.412952] [INFO ] [sig       ] [731/3614] Forecasting CLS...
[2025-12-09T20:19:16.412980] [INFO ] [sig       ] Generating forecast for: CLS
[2025-12-09T20:19:16.413009] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLS' from 'https://tdm.silogroup.org/data/derivative_storage/CLS.csv'.
[2025-12-09T20:19:16.424407] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLS'.
[2025-12-09T20:19:16.424745] [INFO ] [FORECASTER] Starting predict_future for CLS
[2025-12-09T20:19:16.425528] [DEBUG] [LOCAL     ] No optimal features file found for CLS: ./output/feature-sets/CLS.txt
[2025-12-09T20:19:16.425596] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:16.425630] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:16.425656] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:16.425710] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:16.482415] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:16.483215] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:16.483290] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:16.483322] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:16.601459] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:16.601606] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:16.601645] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:16.601692] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:16.604935] [DEBUG] [FORECASTER] CLS: Forecast T+1@11:T+2@11: DOWN (p=25.84%)
[2025-12-09T20:19:16.605195] [INFO ] [FORECASTER] Completed predict_future for CLS
[2025-12-09T20:19:16.605313] [INFO ] [sig       ] CLS: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:19:16.747389] [INFO ] [LOCAL     ] Saved forecast: CLS	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/CLS.txt
[2025-12-09T20:19:16.747595] [INFO ] [sig       ] [731/3614] Completed CLS in 0.3s | 2.89 sym/s | Total: 4.2m | ETA: 16.6m
[2025-12-09T20:19:16.747641] [INFO ] [sig       ] [732/3614] Forecasting CLX...
[2025-12-09T20:19:16.747672] [INFO ] [sig       ] Generating forecast for: CLX
[2025-12-09T20:19:16.747712] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLX' from 'https://tdm.silogroup.org/data/derivative_storage/CLX.csv'.
[2025-12-09T20:19:16.760440] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLX'.
[2025-12-09T20:19:16.761042] [INFO ] [FORECASTER] Starting predict_future for CLX
[2025-12-09T20:19:16.761860] [DEBUG] [LOCAL     ] No optimal features file found for CLX: ./output/feature-sets/CLX.txt
[2025-12-09T20:19:16.761912] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:16.761945] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:16.761973] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:16.762030] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:16.820562] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:16.821438] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:16.821523] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:16.821555] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:16.949883] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:16.950039] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:16.950080] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:16.950107] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:16.953599] [DEBUG] [FORECASTER] CLX: Forecast T+1@11:T+2@11: DOWN (p=3.46%)
[2025-12-09T20:19:16.953902] [INFO ] [FORECASTER] Completed predict_future for CLX
[2025-12-09T20:19:16.954044] [INFO ] [sig       ] CLX: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:19:17.093417] [INFO ] [LOCAL     ] Saved forecast: CLX	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/CLX.txt
[2025-12-09T20:19:17.093541] [INFO ] [sig       ] [732/3614] Completed CLX in 0.3s | 2.89 sym/s | Total: 4.2m | ETA: 16.6m
[2025-12-09T20:19:17.093596] [INFO ] [sig       ] [733/3614] Forecasting CM...
[2025-12-09T20:19:17.093630] [INFO ] [sig       ] Generating forecast for: CM
[2025-12-09T20:19:17.093661] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CM' from 'https://tdm.silogroup.org/data/derivative_storage/CM.csv'.
[2025-12-09T20:19:17.104957] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CM'.
[2025-12-09T20:19:17.105215] [INFO ] [FORECASTER] Starting predict_future for CM
[2025-12-09T20:19:17.105978] [DEBUG] [LOCAL     ] No optimal features file found for CM: ./output/feature-sets/CM.txt
[2025-12-09T20:19:17.106029] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:17.106060] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:17.106086] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:17.106141] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:17.164750] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:17.165349] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:17.165421] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:17.165453] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:17.283937] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:17.284081] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:17.284120] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:17.284149] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:17.287426] [DEBUG] [FORECASTER] CM: Forecast T+1@11:T+2@11: UP (p=60.80%)
[2025-12-09T20:19:17.287745] [INFO ] [FORECASTER] Completed predict_future for CM
[2025-12-09T20:19:17.287865] [INFO ] [sig       ] CM: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:19:17.424781] [INFO ] [LOCAL     ] Saved forecast: CM	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/CM.txt
[2025-12-09T20:19:17.424905] [INFO ] [sig       ] [733/3614] Completed CM in 0.3s | 2.89 sym/s | Total: 4.2m | ETA: 16.6m
[2025-12-09T20:19:17.424943] [INFO ] [sig       ] [734/3614] Forecasting CMA...
[2025-12-09T20:19:17.424970] [INFO ] [sig       ] Generating forecast for: CMA
[2025-12-09T20:19:17.425000] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMA' from 'https://tdm.silogroup.org/data/derivative_storage/CMA.csv'.
[2025-12-09T20:19:17.436151] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMA'.
[2025-12-09T20:19:17.436434] [INFO ] [FORECASTER] Starting predict_future for CMA
[2025-12-09T20:19:17.437212] [DEBUG] [LOCAL     ] No optimal features file found for CMA: ./output/feature-sets/CMA.txt
[2025-12-09T20:19:17.437262] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:17.437318] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:17.437345] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:17.437401] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:17.492811] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:17.493488] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:17.493563] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:17.493614] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:17.611956] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:17.612046] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:17.612081] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:17.612107] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:17.615148] [DEBUG] [FORECASTER] CMA: Forecast T+1@11:T+2@11: UP (p=91.74%)
[2025-12-09T20:19:17.615403] [INFO ] [FORECASTER] Completed predict_future for CMA
[2025-12-09T20:19:17.615518] [INFO ] [sig       ] CMA: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:19:17.751939] [INFO ] [LOCAL     ] Saved forecast: CMA	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/CMA.txt
[2025-12-09T20:19:17.752043] [INFO ] [sig       ] [734/3614] Completed CMA in 0.3s | 2.90 sym/s | Total: 4.2m | ETA: 16.6m
[2025-12-09T20:19:17.752080] [INFO ] [sig       ] [735/3614] Forecasting CMC...
[2025-12-09T20:19:17.752109] [INFO ] [sig       ] Generating forecast for: CMC
[2025-12-09T20:19:17.752137] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMC' from 'https://tdm.silogroup.org/data/derivative_storage/CMC.csv'.
[2025-12-09T20:19:17.763413] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMC'.
[2025-12-09T20:19:17.763676] [INFO ] [FORECASTER] Starting predict_future for CMC
[2025-12-09T20:19:17.764406] [DEBUG] [LOCAL     ] No optimal features file found for CMC: ./output/feature-sets/CMC.txt
[2025-12-09T20:19:17.764455] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:17.764486] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:17.764512] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:17.764584] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:17.820538] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:17.821122] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:17.821194] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:17.821224] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:17.940935] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:17.941019] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:17.941054] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:17.941080] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:17.944101] [DEBUG] [FORECASTER] CMC: Forecast T+1@11:T+2@11: UP (p=54.18%)
[2025-12-09T20:19:17.944351] [INFO ] [FORECASTER] Completed predict_future for CMC
[2025-12-09T20:19:17.944465] [INFO ] [sig       ] CMC: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:19:18.081824] [INFO ] [LOCAL     ] Saved forecast: CMC	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/CMC.txt
[2025-12-09T20:19:18.081928] [INFO ] [sig       ] [735/3614] Completed CMC in 0.3s | 2.90 sym/s | Total: 4.2m | ETA: 16.6m
[2025-12-09T20:19:18.081965] [INFO ] [sig       ] [736/3614] Forecasting CMCM...
[2025-12-09T20:19:18.081992] [INFO ] [sig       ] Generating forecast for: CMCM
[2025-12-09T20:19:18.082020] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMCM' from 'https://tdm.silogroup.org/data/derivative_storage/CMCM.csv'.
[2025-12-09T20:19:18.092072] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMCM'.
[2025-12-09T20:19:18.092333] [INFO ] [FORECASTER] Starting predict_future for CMCM
[2025-12-09T20:19:18.093089] [DEBUG] [LOCAL     ] No optimal features file found for CMCM: ./output/feature-sets/CMCM.txt
[2025-12-09T20:19:18.093140] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:18.093171] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:18.093197] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:18.093251] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:18.148589] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:18.149175] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:18.149247] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:18.149278] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:18.257510] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:18.257633] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:18.257670] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:18.257696] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:18.260978] [DEBUG] [FORECASTER] CMCM: Forecast T+1@11:T+2@11: UP (p=54.74%)
[2025-12-09T20:19:18.261234] [INFO ] [FORECASTER] Completed predict_future for CMCM
[2025-12-09T20:19:18.261351] [INFO ] [sig       ] CMCM: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:19:18.398277] [INFO ] [LOCAL     ] Saved forecast: CMCM	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/CMCM.txt
[2025-12-09T20:19:18.398382] [INFO ] [sig       ] [736/3614] Completed CMCM in 0.3s | 2.90 sym/s | Total: 4.2m | ETA: 16.6m
[2025-12-09T20:19:18.398418] [INFO ] [sig       ] [737/3614] Forecasting CMCO...
[2025-12-09T20:19:18.398446] [INFO ] [sig       ] Generating forecast for: CMCO
[2025-12-09T20:19:18.398475] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMCO' from 'https://tdm.silogroup.org/data/derivative_storage/CMCO.csv'.
[2025-12-09T20:19:18.409982] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMCO'.
[2025-12-09T20:19:18.410224] [INFO ] [FORECASTER] Starting predict_future for CMCO
[2025-12-09T20:19:18.410983] [DEBUG] [LOCAL     ] No optimal features file found for CMCO: ./output/feature-sets/CMCO.txt
[2025-12-09T20:19:18.411044] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:18.411075] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:18.411100] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:18.411155] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:18.466958] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:18.467535] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:18.467624] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:18.467657] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:18.588642] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:18.588759] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:18.588796] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:18.588851] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:18.592302] [DEBUG] [FORECASTER] CMCO: Forecast T+1@11:T+2@11: UP (p=61.28%)
[2025-12-09T20:19:18.592561] [INFO ] [FORECASTER] Completed predict_future for CMCO
[2025-12-09T20:19:18.592703] [INFO ] [sig       ] CMCO: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:19:18.729979] [INFO ] [LOCAL     ] Saved forecast: CMCO	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/CMCO.txt
[2025-12-09T20:19:18.730078] [INFO ] [sig       ] [737/3614] Completed CMCO in 0.3s | 2.90 sym/s | Total: 4.2m | ETA: 16.6m
[2025-12-09T20:19:18.730114] [INFO ] [sig       ] [738/3614] Forecasting CMCSA...
[2025-12-09T20:19:18.730142] [INFO ] [sig       ] Generating forecast for: CMCSA
[2025-12-09T20:19:18.730171] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMCSA' from 'https://tdm.silogroup.org/data/derivative_storage/CMCSA.csv'.
[2025-12-09T20:19:18.741486] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMCSA'.
[2025-12-09T20:19:18.741756] [INFO ] [FORECASTER] Starting predict_future for CMCSA
[2025-12-09T20:19:18.742486] [DEBUG] [LOCAL     ] No optimal features file found for CMCSA: ./output/feature-sets/CMCSA.txt
[2025-12-09T20:19:18.742537] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:18.742588] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:18.742619] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:18.742674] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:18.798203] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:18.798795] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:18.798866] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:18.798897] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:18.918476] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:18.918644] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:18.918686] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:18.918714] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:18.922417] [DEBUG] [FORECASTER] CMCSA: Forecast T+1@11:T+2@11: UP (p=95.57%)
[2025-12-09T20:19:18.922697] [INFO ] [FORECASTER] Completed predict_future for CMCSA
[2025-12-09T20:19:18.922819] [INFO ] [sig       ] CMCSA: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:19:19.063302] [INFO ] [LOCAL     ] Saved forecast: CMCSA	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/CMCSA.txt
[2025-12-09T20:19:19.063417] [INFO ] [sig       ] [738/3614] Completed CMCSA in 0.3s | 2.90 sym/s | Total: 4.2m | ETA: 16.6m
[2025-12-09T20:19:19.063454] [INFO ] [sig       ] [739/3614] Forecasting CME...
[2025-12-09T20:19:19.063483] [INFO ] [sig       ] Generating forecast for: CME
[2025-12-09T20:19:19.063512] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CME' from 'https://tdm.silogroup.org/data/derivative_storage/CME.csv'.
[2025-12-09T20:19:19.075436] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CME'.
[2025-12-09T20:19:19.075704] [INFO ] [FORECASTER] Starting predict_future for CME
[2025-12-09T20:19:19.076654] [DEBUG] [LOCAL     ] No optimal features file found for CME: ./output/feature-sets/CME.txt
[2025-12-09T20:19:19.076705] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:19.076736] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:19.076762] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:19.076818] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:19.134458] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:19.135044] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:19.135115] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:19.135146] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:19.256678] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:19.256800] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:19.257025] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:19.257054] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:19.260464] [DEBUG] [FORECASTER] CME: Forecast T+1@11:T+2@11: DOWN (p=24.30%)
[2025-12-09T20:19:19.260742] [INFO ] [FORECASTER] Completed predict_future for CME
[2025-12-09T20:19:19.260862] [INFO ] [sig       ] CME: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:19:19.398328] [INFO ] [LOCAL     ] Saved forecast: CME	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/CME.txt
[2025-12-09T20:19:19.398443] [INFO ] [sig       ] [739/3614] Completed CME in 0.3s | 2.90 sym/s | Total: 4.3m | ETA: 16.5m
[2025-12-09T20:19:19.398481] [INFO ] [sig       ] [740/3614] Forecasting CMG...
[2025-12-09T20:19:19.398509] [INFO ] [sig       ] Generating forecast for: CMG
[2025-12-09T20:19:19.398539] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMG' from 'https://tdm.silogroup.org/data/derivative_storage/CMG.csv'.
[2025-12-09T20:19:19.409777] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMG'.
[2025-12-09T20:19:19.410042] [INFO ] [FORECASTER] Starting predict_future for CMG
[2025-12-09T20:19:19.410809] [DEBUG] [LOCAL     ] No optimal features file found for CMG: ./output/feature-sets/CMG.txt
[2025-12-09T20:19:19.410858] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:19.410889] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:19.410915] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:19.410970] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:19.466792] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:19.467355] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:19.467427] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:19.467458] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:19.583275] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:19.583380] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:19.583416] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:19.583443] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:19.586593] [DEBUG] [FORECASTER] CMG: Forecast T+1@11:T+2@11: DOWN (p=6.90%)
[2025-12-09T20:19:19.586860] [INFO ] [FORECASTER] Completed predict_future for CMG
[2025-12-09T20:19:19.586979] [INFO ] [sig       ] CMG: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:19:19.726174] [INFO ] [LOCAL     ] Saved forecast: CMG	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/CMG.txt
[2025-12-09T20:19:19.726278] [INFO ] [sig       ] [740/3614] Completed CMG in 0.3s | 2.90 sym/s | Total: 4.3m | ETA: 16.5m
[2025-12-09T20:19:19.726322] [INFO ] [sig       ] [741/3614] Forecasting CMI...
[2025-12-09T20:19:19.726351] [INFO ] [sig       ] Generating forecast for: CMI
[2025-12-09T20:19:19.726379] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMI' from 'https://tdm.silogroup.org/data/derivative_storage/CMI.csv'.
[2025-12-09T20:19:19.738360] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMI'.
[2025-12-09T20:19:19.738622] [INFO ] [FORECASTER] Starting predict_future for CMI
[2025-12-09T20:19:19.739354] [DEBUG] [LOCAL     ] No optimal features file found for CMI: ./output/feature-sets/CMI.txt
[2025-12-09T20:19:19.739405] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:19.739435] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:19.739462] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:19.739516] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:19.796258] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:19.797067] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:19.797140] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:19.797172] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:19.916394] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:19.916493] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:19.916529] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:19.916557] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:19.919686] [DEBUG] [FORECASTER] CMI: Forecast T+1@11:T+2@11: UP (p=97.15%)
[2025-12-09T20:19:19.919949] [INFO ] [FORECASTER] Completed predict_future for CMI
[2025-12-09T20:19:19.920067] [INFO ] [sig       ] CMI: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:19:20.060453] [INFO ] [LOCAL     ] Saved forecast: CMI	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/CMI.txt
[2025-12-09T20:19:20.060585] [INFO ] [sig       ] [741/3614] Completed CMI in 0.3s | 2.90 sym/s | Total: 4.3m | ETA: 16.5m
[2025-12-09T20:19:20.060625] [INFO ] [sig       ] [742/3614] Forecasting CMMB...
[2025-12-09T20:19:20.060653] [INFO ] [sig       ] Generating forecast for: CMMB
[2025-12-09T20:19:20.060682] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMMB' from 'https://tdm.silogroup.org/data/derivative_storage/CMMB.csv'.
[2025-12-09T20:19:20.071523] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMMB'.
[2025-12-09T20:19:20.071803] [INFO ] [FORECASTER] Starting predict_future for CMMB
[2025-12-09T20:19:20.072540] [DEBUG] [LOCAL     ] No optimal features file found for CMMB: ./output/feature-sets/CMMB.txt
[2025-12-09T20:19:20.072610] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:20.072642] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:20.072668] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:20.072723] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:20.128344] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:20.128935] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:20.129007] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:20.129038] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:20.243011] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:20.243128] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:20.243165] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:20.243193] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:20.246360] [DEBUG] [FORECASTER] CMMB: Forecast T+1@11:T+2@11: DOWN (p=49.32%)
[2025-12-09T20:19:20.246637] [INFO ] [FORECASTER] Completed predict_future for CMMB
[2025-12-09T20:19:20.246777] [INFO ] [sig       ] CMMB: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:19:20.387589] [INFO ] [LOCAL     ] Saved forecast: CMMB	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/CMMB.txt
[2025-12-09T20:19:20.387753] [INFO ] [sig       ] [742/3614] Completed CMMB in 0.3s | 2.90 sym/s | Total: 4.3m | ETA: 16.5m
[2025-12-09T20:19:20.387792] [INFO ] [sig       ] [743/3614] Forecasting CMP...
[2025-12-09T20:19:20.387824] [INFO ] [sig       ] Generating forecast for: CMP
[2025-12-09T20:19:20.387854] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMP' from 'https://tdm.silogroup.org/data/derivative_storage/CMP.csv'.
[2025-12-09T20:19:20.399737] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMP'.
[2025-12-09T20:19:20.400105] [INFO ] [FORECASTER] Starting predict_future for CMP
[2025-12-09T20:19:20.400889] [DEBUG] [LOCAL     ] No optimal features file found for CMP: ./output/feature-sets/CMP.txt
[2025-12-09T20:19:20.400940] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:20.400971] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:20.400997] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:20.401052] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:20.457857] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:20.458744] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:20.458832] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:20.458863] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:20.584003] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:20.584156] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:20.584199] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:20.584230] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:20.587885] [DEBUG] [FORECASTER] CMP: Forecast T+1@11:T+2@11: UP (p=86.84%)
[2025-12-09T20:19:20.588187] [INFO ] [FORECASTER] Completed predict_future for CMP
[2025-12-09T20:19:20.588345] [INFO ] [sig       ] CMP: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:19:20.726525] [INFO ] [LOCAL     ] Saved forecast: CMP	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/CMP.txt
[2025-12-09T20:19:20.726671] [INFO ] [sig       ] [743/3614] Completed CMP in 0.3s | 2.90 sym/s | Total: 4.3m | ETA: 16.5m
[2025-12-09T20:19:20.726710] [INFO ] [sig       ] [744/3614] Forecasting CMPO...
[2025-12-09T20:19:20.726738] [INFO ] [sig       ] Generating forecast for: CMPO
[2025-12-09T20:19:20.726768] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMPO' from 'https://tdm.silogroup.org/data/derivative_storage/CMPO.csv'.
[2025-12-09T20:19:20.738836] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMPO'.
[2025-12-09T20:19:20.739125] [INFO ] [FORECASTER] Starting predict_future for CMPO
[2025-12-09T20:19:20.739897] [DEBUG] [LOCAL     ] No optimal features file found for CMPO: ./output/feature-sets/CMPO.txt
[2025-12-09T20:19:20.739947] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:20.739977] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:20.740004] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:20.740059] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:20.796984] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:20.797644] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:20.797746] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:20.797778] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:20.915931] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:20.916078] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:20.916134] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:20.916165] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:20.919547] [DEBUG] [FORECASTER] CMPO: Forecast T+1@11:T+2@11: DOWN (p=2.58%)
[2025-12-09T20:19:20.919837] [INFO ] [FORECASTER] Completed predict_future for CMPO
[2025-12-09T20:19:20.919959] [INFO ] [sig       ] CMPO: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:19:21.056486] [INFO ] [LOCAL     ] Saved forecast: CMPO	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/CMPO.txt
[2025-12-09T20:19:21.056623] [INFO ] [sig       ] [744/3614] Completed CMPO in 0.3s | 2.90 sym/s | Total: 4.3m | ETA: 16.5m
[2025-12-09T20:19:21.056663] [INFO ] [sig       ] [745/3614] Forecasting CMPS...
[2025-12-09T20:19:21.056693] [INFO ] [sig       ] Generating forecast for: CMPS
[2025-12-09T20:19:21.056721] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMPS' from 'https://tdm.silogroup.org/data/derivative_storage/CMPS.csv'.
[2025-12-09T20:19:21.067598] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMPS'.
[2025-12-09T20:19:21.067899] [INFO ] [FORECASTER] Starting predict_future for CMPS
[2025-12-09T20:19:21.068662] [DEBUG] [LOCAL     ] No optimal features file found for CMPS: ./output/feature-sets/CMPS.txt
[2025-12-09T20:19:21.068713] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:21.068744] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:21.068770] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:21.068825] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:21.124747] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:21.125389] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:21.125463] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:21.125494] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:21.243810] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:21.243956] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:21.243996] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:21.244025] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:21.247302] [DEBUG] [FORECASTER] CMPS: Forecast T+1@11:T+2@11: UP (p=72.27%)
[2025-12-09T20:19:21.247605] [INFO ] [FORECASTER] Completed predict_future for CMPS
[2025-12-09T20:19:21.247725] [INFO ] [sig       ] CMPS: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:19:21.384200] [INFO ] [LOCAL     ] Saved forecast: CMPS	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/CMPS.txt
[2025-12-09T20:19:21.384327] [INFO ] [sig       ] [745/3614] Completed CMPS in 0.3s | 2.90 sym/s | Total: 4.3m | ETA: 16.5m
[2025-12-09T20:19:21.384366] [INFO ] [sig       ] [746/3614] Forecasting CMPX...
[2025-12-09T20:19:21.384394] [INFO ] [sig       ] Generating forecast for: CMPX
[2025-12-09T20:19:21.384422] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMPX' from 'https://tdm.silogroup.org/data/derivative_storage/CMPX.csv'.
[2025-12-09T20:19:21.395629] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMPX'.
[2025-12-09T20:19:21.395927] [INFO ] [FORECASTER] Starting predict_future for CMPX
[2025-12-09T20:19:21.396694] [DEBUG] [LOCAL     ] No optimal features file found for CMPX: ./output/feature-sets/CMPX.txt
[2025-12-09T20:19:21.396745] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:21.396776] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:21.396802] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:21.396857] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:21.454723] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:21.455374] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:21.455448] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:21.455479] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:21.569012] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:21.569135] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:21.569174] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:21.569201] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:21.572399] [DEBUG] [FORECASTER] CMPX: Forecast T+1@11:T+2@11: DOWN (p=6.78%)
[2025-12-09T20:19:21.572676] [INFO ] [FORECASTER] Completed predict_future for CMPX
[2025-12-09T20:19:21.572798] [INFO ] [sig       ] CMPX: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:19:21.710262] [INFO ] [LOCAL     ] Saved forecast: CMPX	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/CMPX.txt
[2025-12-09T20:19:21.710379] [INFO ] [sig       ] [746/3614] Completed CMPX in 0.3s | 2.90 sym/s | Total: 4.3m | ETA: 16.5m
[2025-12-09T20:19:21.710418] [INFO ] [sig       ] [747/3614] Forecasting CMRE...
[2025-12-09T20:19:21.710446] [INFO ] [sig       ] Generating forecast for: CMRE
[2025-12-09T20:19:21.710475] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMRE' from 'https://tdm.silogroup.org/data/derivative_storage/CMRE.csv'.
[2025-12-09T20:19:21.722218] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMRE'.
[2025-12-09T20:19:21.722472] [INFO ] [FORECASTER] Starting predict_future for CMRE
[2025-12-09T20:19:21.723235] [DEBUG] [LOCAL     ] No optimal features file found for CMRE: ./output/feature-sets/CMRE.txt
[2025-12-09T20:19:21.723285] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:21.723316] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:21.723343] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:21.723397] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:21.780204] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:21.780794] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:21.780865] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:21.780896] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:21.899179] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:21.899279] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:21.899314] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:21.899342] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:21.902461] [DEBUG] [FORECASTER] CMRE: Forecast T+1@11:T+2@11: DOWN (p=12.79%)
[2025-12-09T20:19:21.902734] [INFO ] [FORECASTER] Completed predict_future for CMRE
[2025-12-09T20:19:21.902853] [INFO ] [sig       ] CMRE: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:19:22.039699] [INFO ] [LOCAL     ] Saved forecast: CMRE	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/CMRE.txt
[2025-12-09T20:19:22.039829] [INFO ] [sig       ] [747/3614] Completed CMRE in 0.3s | 2.90 sym/s | Total: 4.3m | ETA: 16.5m
[2025-12-09T20:19:22.039867] [INFO ] [sig       ] [748/3614] Forecasting CMS...
[2025-12-09T20:19:22.039896] [INFO ] [sig       ] Generating forecast for: CMS
[2025-12-09T20:19:22.039924] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMS' from 'https://tdm.silogroup.org/data/derivative_storage/CMS.csv'.
[2025-12-09T20:19:22.050668] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMS'.
[2025-12-09T20:19:22.050941] [INFO ] [FORECASTER] Starting predict_future for CMS
[2025-12-09T20:19:22.051704] [DEBUG] [LOCAL     ] No optimal features file found for CMS: ./output/feature-sets/CMS.txt
[2025-12-09T20:19:22.051756] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:22.051803] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:22.051834] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:22.051894] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:22.107081] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:22.107681] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:22.107753] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:22.107784] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:22.227536] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:22.227699] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:22.227740] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:22.227768] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:22.231020] [DEBUG] [FORECASTER] CMS: Forecast T+1@11:T+2@11: DOWN (p=3.04%)
[2025-12-09T20:19:22.231280] [INFO ] [FORECASTER] Completed predict_future for CMS
[2025-12-09T20:19:22.231397] [INFO ] [sig       ] CMS: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:19:22.368152] [INFO ] [LOCAL     ] Saved forecast: CMS	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/CMS.txt
[2025-12-09T20:19:22.368276] [INFO ] [sig       ] [748/3614] Completed CMS in 0.3s | 2.90 sym/s | Total: 4.3m | ETA: 16.5m
[2025-12-09T20:19:22.368313] [INFO ] [sig       ] [749/3614] Forecasting CMSA...
[2025-12-09T20:19:22.368341] [INFO ] [sig       ] Generating forecast for: CMSA
[2025-12-09T20:19:22.368371] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMSA' from 'https://tdm.silogroup.org/data/derivative_storage/CMSA.csv'.
[2025-12-09T20:19:22.378978] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMSA'.
[2025-12-09T20:19:22.379376] [INFO ] [FORECASTER] Starting predict_future for CMSA
[2025-12-09T20:19:22.380203] [DEBUG] [LOCAL     ] No optimal features file found for CMSA: ./output/feature-sets/CMSA.txt
[2025-12-09T20:19:22.380257] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:22.380287] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:22.380313] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:22.380367] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:22.440175] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:22.441076] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:22.441154] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:22.441186] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:22.551195] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:22.551335] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:22.551375] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:22.551402] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:22.554701] [DEBUG] [FORECASTER] CMSA: Forecast T+1@11:T+2@11: DOWN (p=15.76%)
[2025-12-09T20:19:22.554965] [INFO ] [FORECASTER] Completed predict_future for CMSA
[2025-12-09T20:19:22.555083] [INFO ] [sig       ] CMSA: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:19:22.691908] [INFO ] [LOCAL     ] Saved forecast: CMSA	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/CMSA.txt
[2025-12-09T20:19:22.692035] [INFO ] [sig       ] [749/3614] Completed CMSA in 0.3s | 2.90 sym/s | Total: 4.3m | ETA: 16.5m
[2025-12-09T20:19:22.692074] [INFO ] [sig       ] [750/3614] Forecasting CMSC...
[2025-12-09T20:19:22.692103] [INFO ] [sig       ] Generating forecast for: CMSC
[2025-12-09T20:19:22.692131] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMSC' from 'https://tdm.silogroup.org/data/derivative_storage/CMSC.csv'.
[2025-12-09T20:19:22.702615] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMSC'.
[2025-12-09T20:19:22.702962] [INFO ] [FORECASTER] Starting predict_future for CMSC
[2025-12-09T20:19:22.703737] [DEBUG] [LOCAL     ] No optimal features file found for CMSC: ./output/feature-sets/CMSC.txt
[2025-12-09T20:19:22.703788] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:22.703820] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:22.703846] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:22.703901] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:22.758609] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:22.759223] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:22.759295] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:22.759327] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:22.872455] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:22.872606] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:22.872648] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:22.872676] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:22.875940] [DEBUG] [FORECASTER] CMSC: Forecast T+1@11:T+2@11: DOWN (p=20.42%)
[2025-12-09T20:19:22.876204] [INFO ] [FORECASTER] Completed predict_future for CMSC
[2025-12-09T20:19:22.876325] [INFO ] [sig       ] CMSC: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:19:23.012678] [INFO ] [LOCAL     ] Saved forecast: CMSC	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/CMSC.txt
[2025-12-09T20:19:23.012796] [INFO ] [sig       ] [750/3614] Completed CMSC in 0.3s | 2.90 sym/s | Total: 4.3m | ETA: 16.5m
[2025-12-09T20:19:23.012833] [INFO ] [sig       ] [751/3614] Forecasting CMSD...
[2025-12-09T20:19:23.012861] [INFO ] [sig       ] Generating forecast for: CMSD
[2025-12-09T20:19:23.012891] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMSD' from 'https://tdm.silogroup.org/data/derivative_storage/CMSD.csv'.
[2025-12-09T20:19:23.023838] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMSD'.
[2025-12-09T20:19:23.024138] [INFO ] [FORECASTER] Starting predict_future for CMSD
[2025-12-09T20:19:23.024905] [DEBUG] [LOCAL     ] No optimal features file found for CMSD: ./output/feature-sets/CMSD.txt
[2025-12-09T20:19:23.024955] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:23.025012] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:23.025040] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:23.025095] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:23.079916] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:23.080590] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:23.080665] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:23.080696] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:23.197019] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:23.197155] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:23.197194] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:23.197221] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:23.200507] [DEBUG] [FORECASTER] CMSD: Forecast T+1@11:T+2@11: UP (p=96.96%)
[2025-12-09T20:19:23.200795] [INFO ] [FORECASTER] Completed predict_future for CMSD
[2025-12-09T20:19:23.200911] [INFO ] [sig       ] CMSD: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:19:23.337455] [INFO ] [LOCAL     ] Saved forecast: CMSD	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/CMSD.txt
[2025-12-09T20:19:23.337621] [INFO ] [sig       ] [751/3614] Completed CMSD in 0.3s | 2.90 sym/s | Total: 4.3m | ETA: 16.5m
[2025-12-09T20:19:23.337662] [INFO ] [sig       ] [752/3614] Forecasting CMTG...
[2025-12-09T20:19:23.337697] [INFO ] [sig       ] Generating forecast for: CMTG
[2025-12-09T20:19:23.337727] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMTG' from 'https://tdm.silogroup.org/data/derivative_storage/CMTG.csv'.
[2025-12-09T20:19:23.348488] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMTG'.
[2025-12-09T20:19:23.348770] [INFO ] [FORECASTER] Starting predict_future for CMTG
[2025-12-09T20:19:23.349509] [DEBUG] [LOCAL     ] No optimal features file found for CMTG: ./output/feature-sets/CMTG.txt
[2025-12-09T20:19:23.349559] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:23.349608] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:23.349636] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:23.349690] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:23.404947] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:23.405530] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:23.405621] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:23.405654] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:23.519469] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:23.519604] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:23.519645] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:23.519672] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:23.522891] [DEBUG] [FORECASTER] CMTG: Forecast T+1@11:T+2@11: DOWN (p=44.81%)
[2025-12-09T20:19:23.523149] [INFO ] [FORECASTER] Completed predict_future for CMTG
[2025-12-09T20:19:23.523265] [INFO ] [sig       ] CMTG: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:19:23.660430] [INFO ] [LOCAL     ] Saved forecast: CMTG	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/CMTG.txt
[2025-12-09T20:19:23.660534] [INFO ] [sig       ] [752/3614] Completed CMTG in 0.3s | 2.90 sym/s | Total: 4.3m | ETA: 16.5m
[2025-12-09T20:19:23.660586] [INFO ] [sig       ] [753/3614] Forecasting CMTL...
[2025-12-09T20:19:23.660618] [INFO ] [sig       ] Generating forecast for: CMTL
[2025-12-09T20:19:23.660646] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMTL' from 'https://tdm.silogroup.org/data/derivative_storage/CMTL.csv'.
[2025-12-09T20:19:23.671376] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMTL'.
[2025-12-09T20:19:23.671671] [INFO ] [FORECASTER] Starting predict_future for CMTL
[2025-12-09T20:19:23.672420] [DEBUG] [LOCAL     ] No optimal features file found for CMTL: ./output/feature-sets/CMTL.txt
[2025-12-09T20:19:23.672471] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:23.672503] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:23.672529] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:23.672606] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:23.727742] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:23.728329] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:23.728402] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:23.728433] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:23.847344] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:23.847490] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:23.847529] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:23.847557] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:23.850840] [DEBUG] [FORECASTER] CMTL: Forecast T+1@11:T+2@11: DOWN (p=36.87%)
[2025-12-09T20:19:23.851103] [INFO ] [FORECASTER] Completed predict_future for CMTL
[2025-12-09T20:19:23.851221] [INFO ] [sig       ] CMTL: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:19:23.988066] [INFO ] [LOCAL     ] Saved forecast: CMTL	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/CMTL.txt
[2025-12-09T20:19:23.988194] [INFO ] [sig       ] [753/3614] Completed CMTL in 0.3s | 2.90 sym/s | Total: 4.3m | ETA: 16.4m
[2025-12-09T20:19:23.988232] [INFO ] [sig       ] [754/3614] Forecasting CNA...
[2025-12-09T20:19:23.988260] [INFO ] [sig       ] Generating forecast for: CNA
[2025-12-09T20:19:23.988290] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNA' from 'https://tdm.silogroup.org/data/derivative_storage/CNA.csv'.
[2025-12-09T20:19:23.999352] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNA'.
[2025-12-09T20:19:23.999679] [INFO ] [FORECASTER] Starting predict_future for CNA
[2025-12-09T20:19:24.000472] [DEBUG] [LOCAL     ] No optimal features file found for CNA: ./output/feature-sets/CNA.txt
[2025-12-09T20:19:24.000523] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:24.000554] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:24.000597] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:24.000659] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:24.055485] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:24.056121] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:24.056196] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:24.056228] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:24.176847] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:24.176997] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:24.177038] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:24.177100] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:24.180726] [DEBUG] [FORECASTER] CNA: Forecast T+1@11:T+2@11: DOWN (p=10.81%)
[2025-12-09T20:19:24.181025] [INFO ] [FORECASTER] Completed predict_future for CNA
[2025-12-09T20:19:24.181164] [INFO ] [sig       ] CNA: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:19:24.318604] [INFO ] [LOCAL     ] Saved forecast: CNA	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/CNA.txt
[2025-12-09T20:19:24.318734] [INFO ] [sig       ] [754/3614] Completed CNA in 0.3s | 2.90 sym/s | Total: 4.3m | ETA: 16.4m
[2025-12-09T20:19:24.318772] [INFO ] [sig       ] [755/3614] Forecasting CNC...
[2025-12-09T20:19:24.318801] [INFO ] [sig       ] Generating forecast for: CNC
[2025-12-09T20:19:24.318836] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNC' from 'https://tdm.silogroup.org/data/derivative_storage/CNC.csv'.
[2025-12-09T20:19:24.329594] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNC'.
[2025-12-09T20:19:24.329913] [INFO ] [FORECASTER] Starting predict_future for CNC
[2025-12-09T20:19:24.330687] [DEBUG] [LOCAL     ] No optimal features file found for CNC: ./output/feature-sets/CNC.txt
[2025-12-09T20:19:24.330736] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:24.330766] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:24.330792] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:24.330847] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:24.386885] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:24.387693] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:24.387770] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:24.387805] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:24.507182] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:24.507331] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:24.507369] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:24.507414] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:24.511198] [DEBUG] [FORECASTER] CNC: Forecast T+1@11:T+2@11: DOWN (p=6.67%)
[2025-12-09T20:19:24.511473] [INFO ] [FORECASTER] Completed predict_future for CNC
[2025-12-09T20:19:24.511614] [INFO ] [sig       ] CNC: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:19:24.656778] [INFO ] [LOCAL     ] Saved forecast: CNC	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/CNC.txt
[2025-12-09T20:19:24.656908] [INFO ] [sig       ] [755/3614] Completed CNC in 0.3s | 2.90 sym/s | Total: 4.3m | ETA: 16.4m
[2025-12-09T20:19:24.656947] [INFO ] [sig       ] [756/3614] Forecasting CNF...
[2025-12-09T20:19:24.656975] [INFO ] [sig       ] Generating forecast for: CNF
[2025-12-09T20:19:24.657194] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNF' from 'https://tdm.silogroup.org/data/derivative_storage/CNF.csv'.
[2025-12-09T20:19:24.667962] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNF'.
[2025-12-09T20:19:24.668253] [INFO ] [FORECASTER] Starting predict_future for CNF
[2025-12-09T20:19:24.669026] [DEBUG] [LOCAL     ] No optimal features file found for CNF: ./output/feature-sets/CNF.txt
[2025-12-09T20:19:24.669076] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:24.669107] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:24.669133] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:24.669188] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:24.725523] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:24.726369] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:24.726448] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:24.726479] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:24.832186] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:24.832338] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:24.832377] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:24.832406] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:24.835754] [DEBUG] [FORECASTER] CNF: Forecast T+1@11:T+2@11: UP (p=56.27%)
[2025-12-09T20:19:24.836017] [INFO ] [FORECASTER] Completed predict_future for CNF
[2025-12-09T20:19:24.836137] [INFO ] [sig       ] CNF: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:19:24.974763] [INFO ] [LOCAL     ] Saved forecast: CNF	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/CNF.txt
[2025-12-09T20:19:24.974883] [INFO ] [sig       ] [756/3614] Completed CNF in 0.3s | 2.90 sym/s | Total: 4.3m | ETA: 16.4m
[2025-12-09T20:19:24.974921] [INFO ] [sig       ] [757/3614] Forecasting CNI...
[2025-12-09T20:19:24.974950] [INFO ] [sig       ] Generating forecast for: CNI
[2025-12-09T20:19:24.974980] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNI' from 'https://tdm.silogroup.org/data/derivative_storage/CNI.csv'.
[2025-12-09T20:19:24.986751] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNI'.
[2025-12-09T20:19:24.987031] [INFO ] [FORECASTER] Starting predict_future for CNI
[2025-12-09T20:19:24.987818] [DEBUG] [LOCAL     ] No optimal features file found for CNI: ./output/feature-sets/CNI.txt
[2025-12-09T20:19:24.987868] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:24.987899] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:24.987925] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:24.987980] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:25.044544] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:25.045194] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:25.045268] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:25.045314] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:25.164090] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:25.164241] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:25.164280] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:25.164309] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:25.167731] [DEBUG] [FORECASTER] CNI: Forecast T+1@11:T+2@11: UP (p=98.15%)
[2025-12-09T20:19:25.168016] [INFO ] [FORECASTER] Completed predict_future for CNI
[2025-12-09T20:19:25.168135] [INFO ] [sig       ] CNI: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:19:25.307835] [INFO ] [LOCAL     ] Saved forecast: CNI	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/CNI.txt
[2025-12-09T20:19:25.307983] [INFO ] [sig       ] [757/3614] Completed CNI in 0.3s | 2.90 sym/s | Total: 4.4m | ETA: 16.4m
[2025-12-09T20:19:25.308022] [INFO ] [sig       ] [758/3614] Forecasting CNK...
[2025-12-09T20:19:25.308051] [INFO ] [sig       ] Generating forecast for: CNK
[2025-12-09T20:19:25.308080] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNK' from 'https://tdm.silogroup.org/data/derivative_storage/CNK.csv'.
[2025-12-09T20:19:25.322735] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNK'.
[2025-12-09T20:19:25.323139] [INFO ] [FORECASTER] Starting predict_future for CNK
[2025-12-09T20:19:25.324289] [DEBUG] [LOCAL     ] No optimal features file found for CNK: ./output/feature-sets/CNK.txt
[2025-12-09T20:19:25.324358] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:25.324410] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:25.324458] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:25.324553] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:25.392968] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:25.393615] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:25.393693] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:25.393725] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:25.514876] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:25.514981] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:25.515018] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:25.515046] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:25.518147] [DEBUG] [FORECASTER] CNK: Forecast T+1@11:T+2@11: DOWN (p=37.13%)
[2025-12-09T20:19:25.518408] [INFO ] [FORECASTER] Completed predict_future for CNK
[2025-12-09T20:19:25.518524] [INFO ] [sig       ] CNK: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:19:25.655169] [INFO ] [LOCAL     ] Saved forecast: CNK	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/CNK.txt
[2025-12-09T20:19:25.655275] [INFO ] [sig       ] [758/3614] Completed CNK in 0.3s | 2.90 sym/s | Total: 4.4m | ETA: 16.4m
[2025-12-09T20:19:25.655312] [INFO ] [sig       ] [759/3614] Forecasting CNM...
[2025-12-09T20:19:25.655340] [INFO ] [sig       ] Generating forecast for: CNM
[2025-12-09T20:19:25.655368] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNM' from 'https://tdm.silogroup.org/data/derivative_storage/CNM.csv'.
[2025-12-09T20:19:25.666446] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNM'.
[2025-12-09T20:19:25.666728] [INFO ] [FORECASTER] Starting predict_future for CNM
[2025-12-09T20:19:25.667505] [DEBUG] [LOCAL     ] No optimal features file found for CNM: ./output/feature-sets/CNM.txt
[2025-12-09T20:19:25.667557] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:25.667605] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:25.667633] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:25.667698] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:25.723067] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:25.723652] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:25.723724] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:25.723761] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:25.846335] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:25.846460] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:25.846497] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:25.846524] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:25.849848] [DEBUG] [FORECASTER] CNM: Forecast T+1@11:T+2@11: DOWN (p=2.73%)
[2025-12-09T20:19:25.850126] [INFO ] [FORECASTER] Completed predict_future for CNM
[2025-12-09T20:19:25.850245] [INFO ] [sig       ] CNM: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:19:25.986357] [INFO ] [LOCAL     ] Saved forecast: CNM	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/CNM.txt
[2025-12-09T20:19:25.986462] [INFO ] [sig       ] [759/3614] Completed CNM in 0.3s | 2.90 sym/s | Total: 4.4m | ETA: 16.4m
[2025-12-09T20:19:25.986498] [INFO ] [sig       ] [760/3614] Forecasting CNMD...
[2025-12-09T20:19:25.986526] [INFO ] [sig       ] Generating forecast for: CNMD
[2025-12-09T20:19:25.986555] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNMD' from 'https://tdm.silogroup.org/data/derivative_storage/CNMD.csv'.
[2025-12-09T20:19:25.997415] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNMD'.
[2025-12-09T20:19:25.997707] [INFO ] [FORECASTER] Starting predict_future for CNMD
[2025-12-09T20:19:25.998445] [DEBUG] [LOCAL     ] No optimal features file found for CNMD: ./output/feature-sets/CNMD.txt
[2025-12-09T20:19:25.998494] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:25.998524] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:25.998550] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:25.998625] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:26.053635] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:26.054254] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:26.054328] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:26.054359] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:26.175816] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:26.175920] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:26.175957] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:26.175985] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:26.179110] [DEBUG] [FORECASTER] CNMD: Forecast T+1@11:T+2@11: UP (p=60.99%)
[2025-12-09T20:19:26.179368] [INFO ] [FORECASTER] Completed predict_future for CNMD
[2025-12-09T20:19:26.179486] [INFO ] [sig       ] CNMD: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:19:26.316215] [INFO ] [LOCAL     ] Saved forecast: CNMD	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/CNMD.txt
[2025-12-09T20:19:26.316320] [INFO ] [sig       ] [760/3614] Completed CNMD in 0.3s | 2.90 sym/s | Total: 4.4m | ETA: 16.4m
[2025-12-09T20:19:26.316356] [INFO ] [sig       ] [761/3614] Forecasting CNNE...
[2025-12-09T20:19:26.316385] [INFO ] [sig       ] Generating forecast for: CNNE
[2025-12-09T20:19:26.316413] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNNE' from 'https://tdm.silogroup.org/data/derivative_storage/CNNE.csv'.
[2025-12-09T20:19:26.327440] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNNE'.
[2025-12-09T20:19:26.331145] [INFO ] [FORECASTER] Starting predict_future for CNNE
[2025-12-09T20:19:26.331941] [DEBUG] [LOCAL     ] No optimal features file found for CNNE: ./output/feature-sets/CNNE.txt
[2025-12-09T20:19:26.332002] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:26.332034] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:26.332061] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:26.332116] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:26.387143] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:26.387751] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:26.387858] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:26.387890] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:26.505942] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:26.506047] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:26.506082] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:26.506109] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:26.509249] [DEBUG] [FORECASTER] CNNE: Forecast T+1@11:T+2@11: UP (p=89.26%)
[2025-12-09T20:19:26.509506] [INFO ] [FORECASTER] Completed predict_future for CNNE
[2025-12-09T20:19:26.509641] [INFO ] [sig       ] CNNE: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:19:26.646080] [INFO ] [LOCAL     ] Saved forecast: CNNE	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/CNNE.txt
[2025-12-09T20:19:26.646189] [INFO ] [sig       ] [761/3614] Completed CNNE in 0.3s | 2.90 sym/s | Total: 4.4m | ETA: 16.4m
[2025-12-09T20:19:26.646227] [INFO ] [sig       ] [762/3614] Forecasting CNO...
[2025-12-09T20:19:26.646256] [INFO ] [sig       ] Generating forecast for: CNO
[2025-12-09T20:19:26.646285] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNO' from 'https://tdm.silogroup.org/data/derivative_storage/CNO.csv'.
[2025-12-09T20:19:26.657108] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNO'.
[2025-12-09T20:19:26.657364] [INFO ] [FORECASTER] Starting predict_future for CNO
[2025-12-09T20:19:26.658154] [DEBUG] [LOCAL     ] No optimal features file found for CNO: ./output/feature-sets/CNO.txt
[2025-12-09T20:19:26.658203] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:26.658234] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:26.658260] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:26.658315] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:26.713677] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:26.714258] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:26.714336] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:26.714367] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:26.832381] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:26.832494] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:26.832530] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:26.832558] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:26.835727] [DEBUG] [FORECASTER] CNO: Forecast T+1@11:T+2@11: UP (p=91.87%)
[2025-12-09T20:19:26.835988] [INFO ] [FORECASTER] Completed predict_future for CNO
[2025-12-09T20:19:26.836104] [INFO ] [sig       ] CNO: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:19:26.972630] [INFO ] [LOCAL     ] Saved forecast: CNO	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/CNO.txt
[2025-12-09T20:19:26.972744] [INFO ] [sig       ] [762/3614] Completed CNO in 0.3s | 2.90 sym/s | Total: 4.4m | ETA: 16.4m
[2025-12-09T20:19:26.972781] [INFO ] [sig       ] [763/3614] Forecasting CNOB...
[2025-12-09T20:19:26.972809] [INFO ] [sig       ] Generating forecast for: CNOB
[2025-12-09T20:19:26.972837] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNOB' from 'https://tdm.silogroup.org/data/derivative_storage/CNOB.csv'.
[2025-12-09T20:19:26.983864] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNOB'.
[2025-12-09T20:19:26.984125] [INFO ] [FORECASTER] Starting predict_future for CNOB
[2025-12-09T20:19:26.984889] [DEBUG] [LOCAL     ] No optimal features file found for CNOB: ./output/feature-sets/CNOB.txt
[2025-12-09T20:19:26.984938] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:26.984967] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:26.984992] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:26.985046] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:27.040329] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:27.040997] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:27.041070] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:27.041101] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:27.157387] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:27.157520] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:27.157557] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:27.157601] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:27.160786] [DEBUG] [FORECASTER] CNOB: Forecast T+1@11:T+2@11: DOWN (p=4.97%)
[2025-12-09T20:19:27.161043] [INFO ] [FORECASTER] Completed predict_future for CNOB
[2025-12-09T20:19:27.161160] [INFO ] [sig       ] CNOB: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:19:27.299462] [INFO ] [LOCAL     ] Saved forecast: CNOB	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/CNOB.txt
[2025-12-09T20:19:27.299601] [INFO ] [sig       ] [763/3614] Completed CNOB in 0.3s | 2.90 sym/s | Total: 4.4m | ETA: 16.4m
[2025-12-09T20:19:27.299641] [INFO ] [sig       ] [764/3614] Forecasting CNP...
[2025-12-09T20:19:27.299670] [INFO ] [sig       ] Generating forecast for: CNP
[2025-12-09T20:19:27.299699] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNP' from 'https://tdm.silogroup.org/data/derivative_storage/CNP.csv'.
[2025-12-09T20:19:27.310803] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNP'.
[2025-12-09T20:19:27.311078] [INFO ] [FORECASTER] Starting predict_future for CNP
[2025-12-09T20:19:27.311863] [DEBUG] [LOCAL     ] No optimal features file found for CNP: ./output/feature-sets/CNP.txt
[2025-12-09T20:19:27.311912] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:27.311943] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:27.311968] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:27.312022] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:27.367537] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:27.368248] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:27.368323] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:27.368354] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:27.488255] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:27.488389] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:27.488427] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:27.488456] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:27.491781] [DEBUG] [FORECASTER] CNP: Forecast T+1@11:T+2@11: UP (p=98.42%)
[2025-12-09T20:19:27.492047] [INFO ] [FORECASTER] Completed predict_future for CNP
[2025-12-09T20:19:27.492163] [INFO ] [sig       ] CNP: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:19:27.630253] [INFO ] [LOCAL     ] Saved forecast: CNP	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/CNP.txt
[2025-12-09T20:19:27.630408] [INFO ] [sig       ] [764/3614] Completed CNP in 0.3s | 2.90 sym/s | Total: 4.4m | ETA: 16.4m
[2025-12-09T20:19:27.630447] [INFO ] [sig       ] [765/3614] Forecasting CNQ...
[2025-12-09T20:19:27.630476] [INFO ] [sig       ] Generating forecast for: CNQ
[2025-12-09T20:19:27.630505] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNQ' from 'https://tdm.silogroup.org/data/derivative_storage/CNQ.csv'.
[2025-12-09T20:19:27.641031] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNQ'.
[2025-12-09T20:19:27.641312] [INFO ] [FORECASTER] Starting predict_future for CNQ
[2025-12-09T20:19:27.642075] [DEBUG] [LOCAL     ] No optimal features file found for CNQ: ./output/feature-sets/CNQ.txt
[2025-12-09T20:19:27.642126] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:27.642158] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:27.642184] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:27.642240] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:27.697707] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:27.698345] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:27.698421] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:27.698453] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:27.823499] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:27.823674] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:27.823720] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:27.823750] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:27.827041] [DEBUG] [FORECASTER] CNQ: Forecast T+1@11:T+2@11: DOWN (p=25.52%)
[2025-12-09T20:19:27.827306] [INFO ] [FORECASTER] Completed predict_future for CNQ
[2025-12-09T20:19:27.827426] [INFO ] [sig       ] CNQ: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:19:27.964155] [INFO ] [LOCAL     ] Saved forecast: CNQ	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/CNQ.txt
[2025-12-09T20:19:27.964277] [INFO ] [sig       ] [765/3614] Completed CNQ in 0.3s | 2.90 sym/s | Total: 4.4m | ETA: 16.4m
[2025-12-09T20:19:27.964315] [INFO ] [sig       ] [766/3614] Forecasting CNS...
[2025-12-09T20:19:27.964342] [INFO ] [sig       ] Generating forecast for: CNS
[2025-12-09T20:19:27.964372] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNS' from 'https://tdm.silogroup.org/data/derivative_storage/CNS.csv'.
[2025-12-09T20:19:27.975237] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNS'.
[2025-12-09T20:19:27.975518] [INFO ] [FORECASTER] Starting predict_future for CNS
[2025-12-09T20:19:27.976296] [DEBUG] [LOCAL     ] No optimal features file found for CNS: ./output/feature-sets/CNS.txt
[2025-12-09T20:19:27.976345] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:27.976375] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:27.976401] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:27.976456] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:28.031552] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:28.032335] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:28.032414] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:28.032446] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:28.149589] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:28.149740] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:28.149782] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:28.149810] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:28.153183] [DEBUG] [FORECASTER] CNS: Forecast T+1@11:T+2@11: UP (p=93.53%)
[2025-12-09T20:19:28.153469] [INFO ] [FORECASTER] Completed predict_future for CNS
[2025-12-09T20:19:28.153614] [INFO ] [sig       ] CNS: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:19:28.301269] [INFO ] [LOCAL     ] Saved forecast: CNS	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/CNS.txt
[2025-12-09T20:19:28.301436] [INFO ] [sig       ] [766/3614] Completed CNS in 0.3s | 2.90 sym/s | Total: 4.4m | ETA: 16.4m
[2025-12-09T20:19:28.301477] [INFO ] [sig       ] [767/3614] Forecasting CNSP...
[2025-12-09T20:19:28.301506] [INFO ] [sig       ] Generating forecast for: CNSP
[2025-12-09T20:19:28.301537] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNSP' from 'https://tdm.silogroup.org/data/derivative_storage/CNSP.csv'.
[2025-12-09T20:19:28.311885] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNSP'.
[2025-12-09T20:19:28.312207] [INFO ] [FORECASTER] Starting predict_future for CNSP
[2025-12-09T20:19:28.312998] [DEBUG] [LOCAL     ] No optimal features file found for CNSP: ./output/feature-sets/CNSP.txt
[2025-12-09T20:19:28.313048] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:28.313080] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:28.313105] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:28.313160] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:28.368162] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:28.368782] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:28.368859] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:28.368892] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:28.487802] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:28.487951] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:28.487991] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:28.488021] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:28.491303] [DEBUG] [FORECASTER] CNSP: Forecast T+1@11:T+2@11: DOWN (p=2.01%)
[2025-12-09T20:19:28.491561] [INFO ] [FORECASTER] Completed predict_future for CNSP
[2025-12-09T20:19:28.491695] [INFO ] [sig       ] CNSP: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:19:28.629005] [INFO ] [LOCAL     ] Saved forecast: CNSP	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/CNSP.txt
[2025-12-09T20:19:28.629140] [INFO ] [sig       ] [767/3614] Completed CNSP in 0.3s | 2.90 sym/s | Total: 4.4m | ETA: 16.4m
[2025-12-09T20:19:28.629177] [INFO ] [sig       ] [768/3614] Forecasting CNTA...
[2025-12-09T20:19:28.629206] [INFO ] [sig       ] Generating forecast for: CNTA
[2025-12-09T20:19:28.629235] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNTA' from 'https://tdm.silogroup.org/data/derivative_storage/CNTA.csv'.
[2025-12-09T20:19:28.640347] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNTA'.
[2025-12-09T20:19:28.640643] [INFO ] [FORECASTER] Starting predict_future for CNTA
[2025-12-09T20:19:28.641389] [DEBUG] [LOCAL     ] No optimal features file found for CNTA: ./output/feature-sets/CNTA.txt
[2025-12-09T20:19:28.641438] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:28.641493] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:28.641520] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:28.641594] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:28.696539] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:28.697311] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:28.697386] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:28.697417] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:28.809451] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:28.809595] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:28.809652] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:28.809681] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:28.812916] [DEBUG] [FORECASTER] CNTA: Forecast T+1@11:T+2@11: UP (p=86.29%)
[2025-12-09T20:19:28.813175] [INFO ] [FORECASTER] Completed predict_future for CNTA
[2025-12-09T20:19:28.813293] [INFO ] [sig       ] CNTA: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:19:28.950300] [INFO ] [LOCAL     ] Saved forecast: CNTA	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/CNTA.txt
[2025-12-09T20:19:28.950419] [INFO ] [sig       ] [768/3614] Completed CNTA in 0.3s | 2.90 sym/s | Total: 4.4m | ETA: 16.4m
[2025-12-09T20:19:28.950458] [INFO ] [sig       ] [769/3614] Forecasting CNTY...
[2025-12-09T20:19:28.950494] [INFO ] [sig       ] Generating forecast for: CNTY
[2025-12-09T20:19:28.950523] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNTY' from 'https://tdm.silogroup.org/data/derivative_storage/CNTY.csv'.
[2025-12-09T20:19:28.961777] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNTY'.
[2025-12-09T20:19:28.962035] [INFO ] [FORECASTER] Starting predict_future for CNTY
[2025-12-09T20:19:28.962794] [DEBUG] [LOCAL     ] No optimal features file found for CNTY: ./output/feature-sets/CNTY.txt
[2025-12-09T20:19:28.962843] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:28.962874] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:28.962900] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:28.962958] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:29.018464] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:29.019077] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:29.019149] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:29.019180] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:29.138914] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:29.139071] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:29.139113] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:29.139145] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:29.142490] [DEBUG] [FORECASTER] CNTY: Forecast T+1@11:T+2@11: UP (p=78.55%)
[2025-12-09T20:19:29.142788] [INFO ] [FORECASTER] Completed predict_future for CNTY
[2025-12-09T20:19:29.142910] [INFO ] [sig       ] CNTY: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:19:29.285148] [INFO ] [LOCAL     ] Saved forecast: CNTY	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/CNTY.txt
[2025-12-09T20:19:29.285288] [INFO ] [sig       ] [769/3614] Completed CNTY in 0.3s | 2.90 sym/s | Total: 4.4m | ETA: 16.3m
[2025-12-09T20:19:29.285330] [INFO ] [sig       ] [770/3614] Forecasting CNVS...
[2025-12-09T20:19:29.285359] [INFO ] [sig       ] Generating forecast for: CNVS
[2025-12-09T20:19:29.285389] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNVS' from 'https://tdm.silogroup.org/data/derivative_storage/CNVS.csv'.
[2025-12-09T20:19:29.296678] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNVS'.
[2025-12-09T20:19:29.296947] [INFO ] [FORECASTER] Starting predict_future for CNVS
[2025-12-09T20:19:29.297733] [DEBUG] [LOCAL     ] No optimal features file found for CNVS: ./output/feature-sets/CNVS.txt
[2025-12-09T20:19:29.297782] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:29.297813] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:29.297839] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:29.297893] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:29.355390] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:29.356419] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:29.356504] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:29.356536] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:29.474410] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:29.474525] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:29.474562] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:29.474608] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:29.477771] [DEBUG] [FORECASTER] CNVS: Forecast T+1@11:T+2@11: UP (p=69.02%)
[2025-12-09T20:19:29.478032] [INFO ] [FORECASTER] Completed predict_future for CNVS
[2025-12-09T20:19:29.478150] [INFO ] [sig       ] CNVS: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:19:29.614624] [INFO ] [LOCAL     ] Saved forecast: CNVS	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/CNVS.txt
[2025-12-09T20:19:29.614727] [INFO ] [sig       ] [770/3614] Completed CNVS in 0.3s | 2.90 sym/s | Total: 4.4m | ETA: 16.3m
[2025-12-09T20:19:29.614764] [INFO ] [sig       ] [771/3614] Forecasting CNX...
[2025-12-09T20:19:29.614792] [INFO ] [sig       ] Generating forecast for: CNX
[2025-12-09T20:19:29.614822] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNX' from 'https://tdm.silogroup.org/data/derivative_storage/CNX.csv'.
[2025-12-09T20:19:29.626022] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNX'.
[2025-12-09T20:19:29.626263] [INFO ] [FORECASTER] Starting predict_future for CNX
[2025-12-09T20:19:29.627054] [DEBUG] [LOCAL     ] No optimal features file found for CNX: ./output/feature-sets/CNX.txt
[2025-12-09T20:19:29.627104] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:29.627134] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:29.627159] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:29.627213] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:29.682264] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:29.682869] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:29.682947] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:29.682977] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:29.800486] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:29.800591] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:29.800628] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:29.800681] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:29.803739] [DEBUG] [FORECASTER] CNX: Forecast T+1@11:T+2@11: UP (p=69.70%)
[2025-12-09T20:19:29.803997] [INFO ] [FORECASTER] Completed predict_future for CNX
[2025-12-09T20:19:29.804114] [INFO ] [sig       ] CNX: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:19:29.941640] [INFO ] [LOCAL     ] Saved forecast: CNX	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/CNX.txt
[2025-12-09T20:19:29.941752] [INFO ] [sig       ] [771/3614] Completed CNX in 0.3s | 2.90 sym/s | Total: 4.4m | ETA: 16.3m
[2025-12-09T20:19:29.941790] [INFO ] [sig       ] [772/3614] Forecasting CNXC...
[2025-12-09T20:19:29.941818] [INFO ] [sig       ] Generating forecast for: CNXC
[2025-12-09T20:19:29.941847] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNXC' from 'https://tdm.silogroup.org/data/derivative_storage/CNXC.csv'.
[2025-12-09T20:19:29.953035] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNXC'.
[2025-12-09T20:19:29.953299] [INFO ] [FORECASTER] Starting predict_future for CNXC
[2025-12-09T20:19:29.954097] [DEBUG] [LOCAL     ] No optimal features file found for CNXC: ./output/feature-sets/CNXC.txt
[2025-12-09T20:19:29.954148] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:29.954190] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:29.954217] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:29.954273] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:30.012171] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:30.012761] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:30.012834] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:30.012865] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:30.131597] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:30.131714] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:30.131753] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:30.131781] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:30.134972] [DEBUG] [FORECASTER] CNXC: Forecast T+1@11:T+2@11: UP (p=80.04%)
[2025-12-09T20:19:30.135233] [INFO ] [FORECASTER] Completed predict_future for CNXC
[2025-12-09T20:19:30.135350] [INFO ] [sig       ] CNXC: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:19:30.271893] [INFO ] [LOCAL     ] Saved forecast: CNXC	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/CNXC.txt
[2025-12-09T20:19:30.271994] [INFO ] [sig       ] [772/3614] Completed CNXC in 0.3s | 2.90 sym/s | Total: 4.4m | ETA: 16.3m
[2025-12-09T20:19:30.272031] [INFO ] [sig       ] [773/3614] Forecasting CNXN...
[2025-12-09T20:19:30.272059] [INFO ] [sig       ] Generating forecast for: CNXN
[2025-12-09T20:19:30.272088] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNXN' from 'https://tdm.silogroup.org/data/derivative_storage/CNXN.csv'.
[2025-12-09T20:19:30.282818] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNXN'.
[2025-12-09T20:19:30.283070] [INFO ] [FORECASTER] Starting predict_future for CNXN
[2025-12-09T20:19:30.283825] [DEBUG] [LOCAL     ] No optimal features file found for CNXN: ./output/feature-sets/CNXN.txt
[2025-12-09T20:19:30.283875] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:30.283905] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:30.283932] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:30.283987] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:30.339174] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:30.339756] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:30.339829] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:30.339860] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:30.456379] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:30.456475] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:30.456511] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:30.456540] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:30.459734] [DEBUG] [FORECASTER] CNXN: Forecast T+1@11:T+2@11: DOWN (p=14.03%)
[2025-12-09T20:19:30.459993] [INFO ] [FORECASTER] Completed predict_future for CNXN
[2025-12-09T20:19:30.460111] [INFO ] [sig       ] CNXN: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:19:30.601455] [INFO ] [LOCAL     ] Saved forecast: CNXN	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/CNXN.txt
[2025-12-09T20:19:30.601598] [INFO ] [sig       ] [773/3614] Completed CNXN in 0.3s | 2.90 sym/s | Total: 4.4m | ETA: 16.3m
[2025-12-09T20:19:30.601638] [INFO ] [sig       ] [774/3614] Forecasting COCO...
[2025-12-09T20:19:30.601667] [INFO ] [sig       ] Generating forecast for: COCO
[2025-12-09T20:19:30.601696] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COCO' from 'https://tdm.silogroup.org/data/derivative_storage/COCO.csv'.
[2025-12-09T20:19:30.612983] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COCO'.
[2025-12-09T20:19:30.613264] [INFO ] [FORECASTER] Starting predict_future for COCO
[2025-12-09T20:19:30.614037] [DEBUG] [LOCAL     ] No optimal features file found for COCO: ./output/feature-sets/COCO.txt
[2025-12-09T20:19:30.614087] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:30.614117] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:30.614143] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:30.614198] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:30.670162] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:30.670756] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:30.670841] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:30.670874] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:30.790058] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:30.790175] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:30.790212] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:30.790239] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:30.793394] [DEBUG] [FORECASTER] COCO: Forecast T+1@11:T+2@11: DOWN (p=25.58%)
[2025-12-09T20:19:30.793671] [INFO ] [FORECASTER] Completed predict_future for COCO
[2025-12-09T20:19:30.793788] [INFO ] [sig       ] COCO: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:19:30.932912] [INFO ] [LOCAL     ] Saved forecast: COCO	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/COCO.txt
[2025-12-09T20:19:30.933041] [INFO ] [sig       ] [774/3614] Completed COCO in 0.3s | 2.90 sym/s | Total: 4.4m | ETA: 16.3m
[2025-12-09T20:19:30.933083] [INFO ] [sig       ] [775/3614] Forecasting CODA...
[2025-12-09T20:19:30.933110] [INFO ] [sig       ] Generating forecast for: CODA
[2025-12-09T20:19:30.933139] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CODA' from 'https://tdm.silogroup.org/data/derivative_storage/CODA.csv'.
[2025-12-09T20:19:30.943451] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CODA'.
[2025-12-09T20:19:30.943762] [INFO ] [FORECASTER] Starting predict_future for CODA
[2025-12-09T20:19:30.944509] [DEBUG] [LOCAL     ] No optimal features file found for CODA: ./output/feature-sets/CODA.txt
[2025-12-09T20:19:30.944559] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:30.944615] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:30.944642] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:30.944697] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:31.000083] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:31.000678] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:31.000751] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:31.000781] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:31.107432] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:31.107547] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:31.107599] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:31.107628] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:31.110714] [DEBUG] [FORECASTER] CODA: Forecast T+1@11:T+2@11: DOWN (p=28.29%)
[2025-12-09T20:19:31.110970] [INFO ] [FORECASTER] Completed predict_future for CODA
[2025-12-09T20:19:31.111088] [INFO ] [sig       ] CODA: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:19:31.248702] [INFO ] [LOCAL     ] Saved forecast: CODA	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/CODA.txt
[2025-12-09T20:19:31.248805] [INFO ] [sig       ] [775/3614] Completed CODA in 0.3s | 2.90 sym/s | Total: 4.5m | ETA: 16.3m
[2025-12-09T20:19:31.248848] [INFO ] [sig       ] [776/3614] Forecasting CODI...
[2025-12-09T20:19:31.248877] [INFO ] [sig       ] Generating forecast for: CODI
[2025-12-09T20:19:31.248906] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CODI' from 'https://tdm.silogroup.org/data/derivative_storage/CODI.csv'.
[2025-12-09T20:19:31.259906] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CODI'.
[2025-12-09T20:19:31.260148] [INFO ] [FORECASTER] Starting predict_future for CODI
[2025-12-09T20:19:31.260901] [DEBUG] [LOCAL     ] No optimal features file found for CODI: ./output/feature-sets/CODI.txt
[2025-12-09T20:19:31.260955] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:31.260986] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:31.261012] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:31.261067] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:31.316987] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:31.317562] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:31.317652] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:31.317684] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:31.431293] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:31.431386] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:31.431422] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:31.431449] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:31.434557] [DEBUG] [FORECASTER] CODI: Forecast T+1@11:T+2@11: DOWN (p=26.31%)
[2025-12-09T20:19:31.434830] [INFO ] [FORECASTER] Completed predict_future for CODI
[2025-12-09T20:19:31.434946] [INFO ] [sig       ] CODI: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:19:31.573540] [INFO ] [LOCAL     ] Saved forecast: CODI	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/CODI.txt
[2025-12-09T20:19:31.573657] [INFO ] [sig       ] [776/3614] Completed CODI in 0.3s | 2.90 sym/s | Total: 4.5m | ETA: 16.3m
[2025-12-09T20:19:31.573695] [INFO ] [sig       ] [777/3614] Forecasting COEP...
[2025-12-09T20:19:31.573722] [INFO ] [sig       ] Generating forecast for: COEP
[2025-12-09T20:19:31.573750] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COEP' from 'https://tdm.silogroup.org/data/derivative_storage/COEP.csv'.
[2025-12-09T20:19:31.584513] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COEP'.
[2025-12-09T20:19:31.584807] [INFO ] [FORECASTER] Starting predict_future for COEP
[2025-12-09T20:19:31.585542] [DEBUG] [LOCAL     ] No optimal features file found for COEP: ./output/feature-sets/COEP.txt
[2025-12-09T20:19:31.585615] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:31.585648] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:31.585674] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:31.585729] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:31.641731] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:31.642296] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:31.642367] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:31.642398] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:31.762820] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:31.762904] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:31.762937] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:31.762963] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:31.766366] [DEBUG] [FORECASTER] COEP: Forecast T+1@11:T+2@11: UP (p=51.01%)
[2025-12-09T20:19:31.766636] [INFO ] [FORECASTER] Completed predict_future for COEP
[2025-12-09T20:19:31.766772] [INFO ] [sig       ] COEP: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:19:31.905353] [INFO ] [LOCAL     ] Saved forecast: COEP	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/COEP.txt
[2025-12-09T20:19:31.905457] [INFO ] [sig       ] [777/3614] Completed COEP in 0.3s | 2.90 sym/s | Total: 4.5m | ETA: 16.3m
[2025-12-09T20:19:31.905494] [INFO ] [sig       ] [778/3614] Forecasting COF...
[2025-12-09T20:19:31.905521] [INFO ] [sig       ] Generating forecast for: COF
[2025-12-09T20:19:31.905550] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COF' from 'https://tdm.silogroup.org/data/derivative_storage/COF.csv'.
[2025-12-09T20:19:31.916901] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COF'.
[2025-12-09T20:19:31.917155] [INFO ] [FORECASTER] Starting predict_future for COF
[2025-12-09T20:19:31.917938] [DEBUG] [LOCAL     ] No optimal features file found for COF: ./output/feature-sets/COF.txt
[2025-12-09T20:19:31.917988] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:31.918018] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:31.918044] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:31.918099] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:31.973843] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:31.974411] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:31.974506] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:31.974538] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:32.096849] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:32.096984] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:32.097029] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:32.097058] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:32.100360] [DEBUG] [FORECASTER] COF: Forecast T+1@11:T+2@11: UP (p=53.53%)
[2025-12-09T20:19:32.100634] [INFO ] [FORECASTER] Completed predict_future for COF
[2025-12-09T20:19:32.100756] [INFO ] [sig       ] COF: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:19:32.238532] [INFO ] [LOCAL     ] Saved forecast: COF	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/COF.txt
[2025-12-09T20:19:32.238726] [INFO ] [sig       ] [778/3614] Completed COF in 0.3s | 2.90 sym/s | Total: 4.5m | ETA: 16.3m
[2025-12-09T20:19:32.238767] [INFO ] [sig       ] [779/3614] Forecasting COFS...
[2025-12-09T20:19:32.238796] [INFO ] [sig       ] Generating forecast for: COFS
[2025-12-09T20:19:32.238827] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COFS' from 'https://tdm.silogroup.org/data/derivative_storage/COFS.csv'.
[2025-12-09T20:19:32.250693] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COFS'.
[2025-12-09T20:19:32.250995] [INFO ] [FORECASTER] Starting predict_future for COFS
[2025-12-09T20:19:32.251807] [DEBUG] [LOCAL     ] No optimal features file found for COFS: ./output/feature-sets/COFS.txt
[2025-12-09T20:19:32.251858] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:32.251890] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:32.251916] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:32.251971] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:32.307337] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:32.308080] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:32.308159] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:32.308192] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:32.420655] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:32.420801] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:32.420842] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:32.420887] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:32.424200] [DEBUG] [FORECASTER] COFS: Forecast T+1@11:T+2@11: DOWN (p=28.45%)
[2025-12-09T20:19:32.424465] [INFO ] [FORECASTER] Completed predict_future for COFS
[2025-12-09T20:19:32.424601] [INFO ] [sig       ] COFS: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:19:32.569758] [INFO ] [LOCAL     ] Saved forecast: COFS	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/COFS.txt
[2025-12-09T20:19:32.569912] [INFO ] [sig       ] [779/3614] Completed COFS in 0.3s | 2.90 sym/s | Total: 4.5m | ETA: 16.3m
[2025-12-09T20:19:32.569951] [INFO ] [sig       ] [780/3614] Forecasting COIN...
[2025-12-09T20:19:32.569980] [INFO ] [sig       ] Generating forecast for: COIN
[2025-12-09T20:19:32.570011] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COIN' from 'https://tdm.silogroup.org/data/derivative_storage/COIN.csv'.
[2025-12-09T20:19:32.581647] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COIN'.
[2025-12-09T20:19:32.581952] [INFO ] [FORECASTER] Starting predict_future for COIN
[2025-12-09T20:19:32.582724] [DEBUG] [LOCAL     ] No optimal features file found for COIN: ./output/feature-sets/COIN.txt
[2025-12-09T20:19:32.582775] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:32.582806] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:32.582833] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:32.582888] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:32.638620] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:32.639384] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:32.639465] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:32.639497] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:32.762838] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:32.762987] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:32.763032] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:32.763062] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:32.766458] [DEBUG] [FORECASTER] COIN: Forecast T+1@11:T+2@11: UP (p=94.93%)
[2025-12-09T20:19:32.766749] [INFO ] [FORECASTER] Completed predict_future for COIN
[2025-12-09T20:19:32.766871] [INFO ] [sig       ] COIN: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:19:32.908381] [INFO ] [LOCAL     ] Saved forecast: COIN	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/COIN.txt
[2025-12-09T20:19:32.908508] [INFO ] [sig       ] [780/3614] Completed COIN in 0.3s | 2.90 sym/s | Total: 4.5m | ETA: 16.3m
[2025-12-09T20:19:32.908546] [INFO ] [sig       ] [781/3614] Forecasting COKE...
[2025-12-09T20:19:32.908592] [INFO ] [sig       ] Generating forecast for: COKE
[2025-12-09T20:19:32.908624] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COKE' from 'https://tdm.silogroup.org/data/derivative_storage/COKE.csv'.
[2025-12-09T20:19:32.920627] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COKE'.
[2025-12-09T20:19:32.920919] [INFO ] [FORECASTER] Starting predict_future for COKE
[2025-12-09T20:19:32.921707] [DEBUG] [LOCAL     ] No optimal features file found for COKE: ./output/feature-sets/COKE.txt
[2025-12-09T20:19:32.921758] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:32.921790] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:32.921816] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:32.921871] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:32.982476] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:32.983300] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:32.983397] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:32.983431] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:33.101242] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:33.101388] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:33.101428] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:33.101456] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:33.104767] [DEBUG] [FORECASTER] COKE: Forecast T+1@11:T+2@11: DOWN (p=43.44%)
[2025-12-09T20:19:33.105029] [INFO ] [FORECASTER] Completed predict_future for COKE
[2025-12-09T20:19:33.105149] [INFO ] [sig       ] COKE: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:19:33.243852] [INFO ] [LOCAL     ] Saved forecast: COKE	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/COKE.txt
[2025-12-09T20:19:33.244029] [INFO ] [sig       ] [781/3614] Completed COKE in 0.3s | 2.90 sym/s | Total: 4.5m | ETA: 16.3m
[2025-12-09T20:19:33.244072] [INFO ] [sig       ] [782/3614] Forecasting COLB...
[2025-12-09T20:19:33.244102] [INFO ] [sig       ] Generating forecast for: COLB
[2025-12-09T20:19:33.244133] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COLB' from 'https://tdm.silogroup.org/data/derivative_storage/COLB.csv'.
[2025-12-09T20:19:33.256013] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COLB'.
[2025-12-09T20:19:33.256313] [INFO ] [FORECASTER] Starting predict_future for COLB
[2025-12-09T20:19:33.257142] [DEBUG] [LOCAL     ] No optimal features file found for COLB: ./output/feature-sets/COLB.txt
[2025-12-09T20:19:33.257195] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:33.257227] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:33.257255] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:33.257310] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:33.313644] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:33.314312] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:33.314390] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:33.314422] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:33.433520] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:33.433679] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:33.433723] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:33.433752] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:33.437125] [DEBUG] [FORECASTER] COLB: Forecast T+1@11:T+2@11: UP (p=96.17%)
[2025-12-09T20:19:33.437397] [INFO ] [FORECASTER] Completed predict_future for COLB
[2025-12-09T20:19:33.440429] [INFO ] [sig       ] COLB: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:19:33.582820] [INFO ] [LOCAL     ] Saved forecast: COLB	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/COLB.txt
[2025-12-09T20:19:33.582980] [INFO ] [sig       ] [782/3614] Completed COLB in 0.3s | 2.90 sym/s | Total: 4.5m | ETA: 16.3m
[2025-12-09T20:19:33.583022] [INFO ] [sig       ] [783/3614] Forecasting COLD...
[2025-12-09T20:19:33.583050] [INFO ] [sig       ] Generating forecast for: COLD
[2025-12-09T20:19:33.583080] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COLD' from 'https://tdm.silogroup.org/data/derivative_storage/COLD.csv'.
[2025-12-09T20:19:33.594788] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COLD'.
[2025-12-09T20:19:33.595079] [INFO ] [FORECASTER] Starting predict_future for COLD
[2025-12-09T20:19:33.595864] [DEBUG] [LOCAL     ] No optimal features file found for COLD: ./output/feature-sets/COLD.txt
[2025-12-09T20:19:33.595917] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:33.595956] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:33.596002] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:33.596076] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:33.653461] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:33.654155] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:33.654231] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:33.654264] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:33.776117] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:33.776263] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:33.776306] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:33.776335] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:33.779778] [DEBUG] [FORECASTER] COLD: Forecast T+1@11:T+2@11: DOWN (p=7.85%)
[2025-12-09T20:19:33.780050] [INFO ] [FORECASTER] Completed predict_future for COLD
[2025-12-09T20:19:33.780178] [INFO ] [sig       ] COLD: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:19:33.918948] [INFO ] [LOCAL     ] Saved forecast: COLD	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/COLD.txt
[2025-12-09T20:19:33.919096] [INFO ] [sig       ] [783/3614] Completed COLD in 0.3s | 2.90 sym/s | Total: 4.5m | ETA: 16.3m
[2025-12-09T20:19:33.919135] [INFO ] [sig       ] [784/3614] Forecasting COLL...
[2025-12-09T20:19:33.919164] [INFO ] [sig       ] Generating forecast for: COLL
[2025-12-09T20:19:33.919192] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COLL' from 'https://tdm.silogroup.org/data/derivative_storage/COLL.csv'.
[2025-12-09T20:19:33.930692] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COLL'.
[2025-12-09T20:19:33.930998] [INFO ] [FORECASTER] Starting predict_future for COLL
[2025-12-09T20:19:33.931771] [DEBUG] [LOCAL     ] No optimal features file found for COLL: ./output/feature-sets/COLL.txt
[2025-12-09T20:19:33.931821] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:33.931853] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:33.931879] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:33.931934] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:33.989263] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:33.990092] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:33.990169] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:33.990200] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:34.115489] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:34.115652] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:34.115694] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:34.115725] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:34.119142] [DEBUG] [FORECASTER] COLL: Forecast T+1@11:T+2@11: DOWN (p=2.22%)
[2025-12-09T20:19:34.119415] [INFO ] [FORECASTER] Completed predict_future for COLL
[2025-12-09T20:19:34.119537] [INFO ] [sig       ] COLL: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:19:34.260346] [INFO ] [LOCAL     ] Saved forecast: COLL	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/COLL.txt
[2025-12-09T20:19:34.260492] [INFO ] [sig       ] [784/3614] Completed COLL in 0.3s | 2.90 sym/s | Total: 4.5m | ETA: 16.2m
[2025-12-09T20:19:34.260530] [INFO ] [sig       ] [785/3614] Forecasting COLM...
[2025-12-09T20:19:34.260560] [INFO ] [sig       ] Generating forecast for: COLM
[2025-12-09T20:19:34.260611] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COLM' from 'https://tdm.silogroup.org/data/derivative_storage/COLM.csv'.
[2025-12-09T20:19:34.272211] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COLM'.
[2025-12-09T20:19:34.272478] [INFO ] [FORECASTER] Starting predict_future for COLM
[2025-12-09T20:19:34.273242] [DEBUG] [LOCAL     ] No optimal features file found for COLM: ./output/feature-sets/COLM.txt
[2025-12-09T20:19:34.273293] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:34.273348] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:34.273376] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:34.273432] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:34.330435] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:34.331276] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:34.331357] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:34.331391] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:34.450264] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:34.450412] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:34.450453] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:34.450483] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:34.453939] [DEBUG] [FORECASTER] COLM: Forecast T+1@11:T+2@11: UP (p=58.59%)
[2025-12-09T20:19:34.454215] [INFO ] [FORECASTER] Completed predict_future for COLM
[2025-12-09T20:19:34.454340] [INFO ] [sig       ] COLM: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:19:34.653998] [INFO ] [LOCAL     ] Saved forecast: COLM	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/COLM.txt
[2025-12-09T20:19:34.654165] [INFO ] [sig       ] [785/3614] Completed COLM in 0.4s | 2.90 sym/s | Total: 4.5m | ETA: 16.2m
[2025-12-09T20:19:34.654203] [INFO ] [sig       ] [786/3614] Forecasting COMM...
[2025-12-09T20:19:34.654234] [INFO ] [sig       ] Generating forecast for: COMM
[2025-12-09T20:19:34.654264] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COMM' from 'https://tdm.silogroup.org/data/derivative_storage/COMM.csv'.
[2025-12-09T20:19:34.666008] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COMM'.
[2025-12-09T20:19:34.666382] [INFO ] [FORECASTER] Starting predict_future for COMM
[2025-12-09T20:19:34.667191] [DEBUG] [LOCAL     ] No optimal features file found for COMM: ./output/feature-sets/COMM.txt
[2025-12-09T20:19:34.667243] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:34.667275] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:34.667301] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:34.667357] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:34.723998] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:34.724915] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:34.725004] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:34.725047] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:34.852305] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:34.852455] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:34.852497] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:34.852528] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:34.856074] [DEBUG] [FORECASTER] COMM: Forecast T+1@11:T+2@11: UP (p=99.44%)
[2025-12-09T20:19:34.856398] [INFO ] [FORECASTER] Completed predict_future for COMM
[2025-12-09T20:19:34.856540] [INFO ] [sig       ] COMM: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:19:35.008101] [INFO ] [LOCAL     ] Saved forecast: COMM	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/COMM.txt
[2025-12-09T20:19:35.008264] [INFO ] [sig       ] [786/3614] Completed COMM in 0.4s | 2.90 sym/s | Total: 4.5m | ETA: 16.2m
[2025-12-09T20:19:35.008305] [INFO ] [sig       ] [787/3614] Forecasting COMP...
[2025-12-09T20:19:35.008337] [INFO ] [sig       ] Generating forecast for: COMP
[2025-12-09T20:19:35.008373] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COMP' from 'https://tdm.silogroup.org/data/derivative_storage/COMP.csv'.
[2025-12-09T20:19:35.020236] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COMP'.
[2025-12-09T20:19:35.020565] [INFO ] [FORECASTER] Starting predict_future for COMP
[2025-12-09T20:19:35.021550] [DEBUG] [LOCAL     ] No optimal features file found for COMP: ./output/feature-sets/COMP.txt
[2025-12-09T20:19:35.021623] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:35.021661] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:35.021686] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:35.021741] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:35.081280] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:35.082176] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:35.082262] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:35.082294] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:35.204327] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:35.204474] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:35.204514] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:35.204543] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:35.207923] [DEBUG] [FORECASTER] COMP: Forecast T+1@11:T+2@11: UP (p=74.62%)
[2025-12-09T20:19:35.208222] [INFO ] [FORECASTER] Completed predict_future for COMP
[2025-12-09T20:19:35.208347] [INFO ] [sig       ] COMP: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:19:35.346980] [INFO ] [LOCAL     ] Saved forecast: COMP	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/COMP.txt
[2025-12-09T20:19:35.347110] [INFO ] [sig       ] [787/3614] Completed COMP in 0.3s | 2.90 sym/s | Total: 4.5m | ETA: 16.2m
[2025-12-09T20:19:35.347148] [INFO ] [sig       ] [788/3614] Forecasting CONL...
[2025-12-09T20:19:35.347177] [INFO ] [sig       ] Generating forecast for: CONL
[2025-12-09T20:19:35.347208] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CONL' from 'https://tdm.silogroup.org/data/derivative_storage/CONL.csv'.
[2025-12-09T20:19:35.358438] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CONL'.
[2025-12-09T20:19:35.358763] [INFO ] [FORECASTER] Starting predict_future for CONL
[2025-12-09T20:19:35.359543] [DEBUG] [LOCAL     ] No optimal features file found for CONL: ./output/feature-sets/CONL.txt
[2025-12-09T20:19:35.359632] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:35.359665] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:35.359691] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:35.359746] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:35.415451] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:35.416108] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:35.416192] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:35.416223] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:35.536700] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:35.536847] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:35.536887] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:35.536964] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:35.540373] [DEBUG] [FORECASTER] CONL: Forecast T+1@11:T+2@11: UP (p=61.29%)
[2025-12-09T20:19:35.540661] [INFO ] [FORECASTER] Completed predict_future for CONL
[2025-12-09T20:19:35.540784] [INFO ] [sig       ] CONL: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:19:35.679852] [INFO ] [LOCAL     ] Saved forecast: CONL	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/CONL.txt
[2025-12-09T20:19:35.679982] [INFO ] [sig       ] [788/3614] Completed CONL in 0.3s | 2.90 sym/s | Total: 4.5m | ETA: 16.2m
[2025-12-09T20:19:35.680020] [INFO ] [sig       ] [789/3614] Forecasting COO...
[2025-12-09T20:19:35.680050] [INFO ] [sig       ] Generating forecast for: COO
[2025-12-09T20:19:35.680080] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COO' from 'https://tdm.silogroup.org/data/derivative_storage/COO.csv'.
[2025-12-09T20:19:35.691134] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COO'.
[2025-12-09T20:19:35.691433] [INFO ] [FORECASTER] Starting predict_future for COO
[2025-12-09T20:19:35.692207] [DEBUG] [LOCAL     ] No optimal features file found for COO: ./output/feature-sets/COO.txt
[2025-12-09T20:19:35.692259] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:35.692291] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:35.692318] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:35.692373] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:35.748758] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:35.749415] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:35.749490] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:35.749521] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:35.866930] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:35.867058] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:35.867100] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:35.867128] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:35.870522] [DEBUG] [FORECASTER] COO: Forecast T+1@11:T+2@11: DOWN (p=42.41%)
[2025-12-09T20:19:35.870807] [INFO ] [FORECASTER] Completed predict_future for COO
[2025-12-09T20:19:35.870931] [INFO ] [sig       ] COO: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:19:36.008220] [INFO ] [LOCAL     ] Saved forecast: COO	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/COO.txt
[2025-12-09T20:19:36.008332] [INFO ] [sig       ] [789/3614] Completed COO in 0.3s | 2.90 sym/s | Total: 4.5m | ETA: 16.2m
[2025-12-09T20:19:36.008369] [INFO ] [sig       ] [790/3614] Forecasting COP...
[2025-12-09T20:19:36.008397] [INFO ] [sig       ] Generating forecast for: COP
[2025-12-09T20:19:36.008426] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COP' from 'https://tdm.silogroup.org/data/derivative_storage/COP.csv'.
[2025-12-09T20:19:36.019713] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COP'.
[2025-12-09T20:19:36.019993] [INFO ] [FORECASTER] Starting predict_future for COP
[2025-12-09T20:19:36.020838] [DEBUG] [LOCAL     ] No optimal features file found for COP: ./output/feature-sets/COP.txt
[2025-12-09T20:19:36.020890] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:36.020922] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:36.020949] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:36.021007] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:36.076465] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:36.077110] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:36.077186] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:36.077217] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:36.194159] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:36.194265] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:36.194300] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:36.194344] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:36.197494] [DEBUG] [FORECASTER] COP: Forecast T+1@11:T+2@11: UP (p=67.17%)
[2025-12-09T20:19:36.197770] [INFO ] [FORECASTER] Completed predict_future for COP
[2025-12-09T20:19:36.197888] [INFO ] [sig       ] COP: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:19:36.336133] [INFO ] [LOCAL     ] Saved forecast: COP	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/COP.txt
[2025-12-09T20:19:36.336247] [INFO ] [sig       ] [790/3614] Completed COP in 0.3s | 2.90 sym/s | Total: 4.5m | ETA: 16.2m
[2025-12-09T20:19:36.336283] [INFO ] [sig       ] [791/3614] Forecasting COPP...
[2025-12-09T20:19:36.336311] [INFO ] [sig       ] Generating forecast for: COPP
[2025-12-09T20:19:36.336341] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COPP' from 'https://tdm.silogroup.org/data/derivative_storage/COPP.csv'.
[2025-12-09T20:19:36.346840] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COPP'.
[2025-12-09T20:19:36.347136] [INFO ] [FORECASTER] Starting predict_future for COPP
[2025-12-09T20:19:36.347951] [DEBUG] [LOCAL     ] No optimal features file found for COPP: ./output/feature-sets/COPP.txt
[2025-12-09T20:19:36.348000] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:36.348031] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:36.348056] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:36.348109] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:36.404443] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:36.405050] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:36.405123] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:36.405155] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:36.518516] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:36.518628] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:36.518664] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:36.518691] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:36.521771] [DEBUG] [FORECASTER] COPP: Forecast T+1@11:T+2@11: UP (p=83.07%)
[2025-12-09T20:19:36.522024] [INFO ] [FORECASTER] Completed predict_future for COPP
[2025-12-09T20:19:36.522142] [INFO ] [sig       ] COPP: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:19:36.661486] [INFO ] [LOCAL     ] Saved forecast: COPP	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/COPP.txt
[2025-12-09T20:19:36.661610] [INFO ] [sig       ] [791/3614] Completed COPP in 0.3s | 2.90 sym/s | Total: 4.5m | ETA: 16.2m
[2025-12-09T20:19:36.661649] [INFO ] [sig       ] [792/3614] Forecasting CORZ...
[2025-12-09T20:19:36.661678] [INFO ] [sig       ] Generating forecast for: CORZ
[2025-12-09T20:19:36.661707] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CORZ' from 'https://tdm.silogroup.org/data/derivative_storage/CORZ.csv'.
[2025-12-09T20:19:36.673453] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CORZ'.
[2025-12-09T20:19:36.673741] [INFO ] [FORECASTER] Starting predict_future for CORZ
[2025-12-09T20:19:36.674494] [DEBUG] [LOCAL     ] No optimal features file found for CORZ: ./output/feature-sets/CORZ.txt
[2025-12-09T20:19:36.674544] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:36.674592] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:36.674621] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:36.674677] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:36.729927] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:36.730507] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:36.730596] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:36.730629] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:36.850983] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:36.851081] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:36.851116] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:36.851144] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:36.854238] [DEBUG] [FORECASTER] CORZ: Forecast T+1@11:T+2@11: DOWN (p=24.49%)
[2025-12-09T20:19:36.854494] [INFO ] [FORECASTER] Completed predict_future for CORZ
[2025-12-09T20:19:36.854627] [INFO ] [sig       ] CORZ: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:19:36.992605] [INFO ] [LOCAL     ] Saved forecast: CORZ	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/CORZ.txt
[2025-12-09T20:19:36.992711] [INFO ] [sig       ] [792/3614] Completed CORZ in 0.3s | 2.90 sym/s | Total: 4.5m | ETA: 16.2m
[2025-12-09T20:19:36.992747] [INFO ] [sig       ] [793/3614] Forecasting CORZZ...
[2025-12-09T20:19:36.992776] [INFO ] [sig       ] Generating forecast for: CORZZ
[2025-12-09T20:19:36.992805] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CORZZ' from 'https://tdm.silogroup.org/data/derivative_storage/CORZZ.csv'.
[2025-12-09T20:19:37.004089] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CORZZ'.
[2025-12-09T20:19:37.004371] [INFO ] [FORECASTER] Starting predict_future for CORZZ
[2025-12-09T20:19:37.005140] [DEBUG] [LOCAL     ] No optimal features file found for CORZZ: ./output/feature-sets/CORZZ.txt
[2025-12-09T20:19:37.005190] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:37.005221] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:37.005247] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:37.005302] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:37.061021] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:37.061604] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:37.061677] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:37.061708] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:37.170411] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:37.170503] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:37.170539] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:37.170566] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:37.173704] [DEBUG] [FORECASTER] CORZZ: Forecast T+1@11:T+2@11: UP (p=69.94%)
[2025-12-09T20:19:37.173960] [INFO ] [FORECASTER] Completed predict_future for CORZZ
[2025-12-09T20:19:37.174090] [INFO ] [sig       ] CORZZ: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:19:37.317193] [INFO ] [LOCAL     ] Saved forecast: CORZZ	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/CORZZ.txt
[2025-12-09T20:19:37.317369] [INFO ] [sig       ] [793/3614] Completed CORZZ in 0.3s | 2.90 sym/s | Total: 4.6m | ETA: 16.2m
[2025-12-09T20:19:37.317420] [INFO ] [sig       ] [794/3614] Forecasting COTY...
[2025-12-09T20:19:37.317487] [INFO ] [sig       ] Generating forecast for: COTY
[2025-12-09T20:19:37.317535] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COTY' from 'https://tdm.silogroup.org/data/derivative_storage/COTY.csv'.
[2025-12-09T20:19:37.330007] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COTY'.
[2025-12-09T20:19:37.330303] [INFO ] [FORECASTER] Starting predict_future for COTY
[2025-12-09T20:19:37.331099] [DEBUG] [LOCAL     ] No optimal features file found for COTY: ./output/feature-sets/COTY.txt
[2025-12-09T20:19:37.331149] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:37.331180] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:37.331206] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:37.331272] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:37.386787] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:37.387380] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:37.387455] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:37.387502] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:37.506993] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:37.507099] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:37.507135] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:37.507162] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:37.510325] [DEBUG] [FORECASTER] COTY: Forecast T+1@11:T+2@11: UP (p=90.96%)
[2025-12-09T20:19:37.510605] [INFO ] [FORECASTER] Completed predict_future for COTY
[2025-12-09T20:19:37.510721] [INFO ] [sig       ] COTY: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:19:37.647978] [INFO ] [LOCAL     ] Saved forecast: COTY	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/COTY.txt
[2025-12-09T20:19:37.648083] [INFO ] [sig       ] [794/3614] Completed COTY in 0.3s | 2.90 sym/s | Total: 4.6m | ETA: 16.2m
[2025-12-09T20:19:37.648119] [INFO ] [sig       ] [795/3614] Forecasting COWG...
[2025-12-09T20:19:37.648148] [INFO ] [sig       ] Generating forecast for: COWG
[2025-12-09T20:19:37.648180] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COWG' from 'https://tdm.silogroup.org/data/derivative_storage/COWG.csv'.
[2025-12-09T20:19:37.659061] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COWG'.
[2025-12-09T20:19:37.659338] [INFO ] [FORECASTER] Starting predict_future for COWG
[2025-12-09T20:19:37.660111] [DEBUG] [LOCAL     ] No optimal features file found for COWG: ./output/feature-sets/COWG.txt
[2025-12-09T20:19:37.660161] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:37.660191] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:37.660219] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:37.660273] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:37.716171] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:37.716763] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:37.716859] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:37.716891] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:37.832668] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:37.832779] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:37.832815] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:37.832843] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:37.836008] [DEBUG] [FORECASTER] COWG: Forecast T+1@11:T+2@11: DOWN (p=1.72%)
[2025-12-09T20:19:37.836267] [INFO ] [FORECASTER] Completed predict_future for COWG
[2025-12-09T20:19:37.836384] [INFO ] [sig       ] COWG: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:19:37.973292] [INFO ] [LOCAL     ] Saved forecast: COWG	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/COWG.txt
[2025-12-09T20:19:37.973394] [INFO ] [sig       ] [795/3614] Completed COWG in 0.3s | 2.90 sym/s | Total: 4.6m | ETA: 16.2m
[2025-12-09T20:19:37.973431] [INFO ] [sig       ] [796/3614] Forecasting COYA...
[2025-12-09T20:19:37.973459] [INFO ] [sig       ] Generating forecast for: COYA
[2025-12-09T20:19:37.973488] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COYA' from 'https://tdm.silogroup.org/data/derivative_storage/COYA.csv'.
[2025-12-09T20:19:37.984076] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COYA'.
[2025-12-09T20:19:37.984352] [INFO ] [FORECASTER] Starting predict_future for COYA
[2025-12-09T20:19:37.985183] [DEBUG] [LOCAL     ] No optimal features file found for COYA: ./output/feature-sets/COYA.txt
[2025-12-09T20:19:37.985244] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:37.985278] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:37.985305] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:37.985360] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:38.040895] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:38.041465] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:38.041540] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:38.041587] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:38.152833] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:38.152921] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:38.152956] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:38.152982] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:38.156003] [DEBUG] [FORECASTER] COYA: Forecast T+1@11:T+2@11: UP (p=61.00%)
[2025-12-09T20:19:38.156258] [INFO ] [FORECASTER] Completed predict_future for COYA
[2025-12-09T20:19:38.156375] [INFO ] [sig       ] COYA: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:19:38.294180] [INFO ] [LOCAL     ] Saved forecast: COYA	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/COYA.txt
[2025-12-09T20:19:38.294293] [INFO ] [sig       ] [796/3614] Completed COYA in 0.3s | 2.90 sym/s | Total: 4.6m | ETA: 16.2m
[2025-12-09T20:19:38.294331] [INFO ] [sig       ] [797/3614] Forecasting CP...
[2025-12-09T20:19:38.294361] [INFO ] [sig       ] Generating forecast for: CP
[2025-12-09T20:19:38.294391] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CP' from 'https://tdm.silogroup.org/data/derivative_storage/CP.csv'.
[2025-12-09T20:19:38.305990] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CP'.
[2025-12-09T20:19:38.306259] [INFO ] [FORECASTER] Starting predict_future for CP
[2025-12-09T20:19:38.307048] [DEBUG] [LOCAL     ] No optimal features file found for CP: ./output/feature-sets/CP.txt
[2025-12-09T20:19:38.307103] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:38.307137] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:38.307164] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:38.307220] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:38.363463] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:38.364050] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:38.364128] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:38.364159] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:38.483434] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:38.483524] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:38.483558] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:38.483604] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:38.486696] [DEBUG] [FORECASTER] CP: Forecast T+1@11:T+2@11: UP (p=91.93%)
[2025-12-09T20:19:38.486952] [INFO ] [FORECASTER] Completed predict_future for CP
[2025-12-09T20:19:38.487069] [INFO ] [sig       ] CP: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:19:38.624894] [INFO ] [LOCAL     ] Saved forecast: CP	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/CP.txt
[2025-12-09T20:19:38.625002] [INFO ] [sig       ] [797/3614] Completed CP in 0.3s | 2.90 sym/s | Total: 4.6m | ETA: 16.2m
[2025-12-09T20:19:38.625039] [INFO ] [sig       ] [798/3614] Forecasting CPA...
[2025-12-09T20:19:38.625067] [INFO ] [sig       ] Generating forecast for: CPA
[2025-12-09T20:19:38.625099] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPA' from 'https://tdm.silogroup.org/data/derivative_storage/CPA.csv'.
[2025-12-09T20:19:38.635904] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPA'.
[2025-12-09T20:19:38.636166] [INFO ] [FORECASTER] Starting predict_future for CPA
[2025-12-09T20:19:38.636933] [DEBUG] [LOCAL     ] No optimal features file found for CPA: ./output/feature-sets/CPA.txt
[2025-12-09T20:19:38.636983] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:38.637014] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:38.637041] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:38.637096] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:38.692657] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:38.693282] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:38.693356] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:38.693387] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:38.812600] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:38.812719] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:38.812757] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:38.812785] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:38.816243] [DEBUG] [FORECASTER] CPA: Forecast T+1@11:T+2@11: DOWN (p=8.51%)
[2025-12-09T20:19:38.816501] [INFO ] [FORECASTER] Completed predict_future for CPA
[2025-12-09T20:19:38.816636] [INFO ] [sig       ] CPA: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:19:38.955094] [INFO ] [LOCAL     ] Saved forecast: CPA	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/CPA.txt
[2025-12-09T20:19:38.955220] [INFO ] [sig       ] [798/3614] Completed CPA in 0.3s | 2.90 sym/s | Total: 4.6m | ETA: 16.2m
[2025-12-09T20:19:38.955257] [INFO ] [sig       ] [799/3614] Forecasting CPB...
[2025-12-09T20:19:38.955285] [INFO ] [sig       ] Generating forecast for: CPB
[2025-12-09T20:19:38.955315] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPB' from 'https://tdm.silogroup.org/data/derivative_storage/CPB.csv'.
[2025-12-09T20:19:38.966038] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPB'.
[2025-12-09T20:19:38.966309] [INFO ] [FORECASTER] Starting predict_future for CPB
[2025-12-09T20:19:38.967082] [DEBUG] [LOCAL     ] No optimal features file found for CPB: ./output/feature-sets/CPB.txt
[2025-12-09T20:19:38.967141] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:38.967179] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:38.967212] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:38.967280] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:39.023404] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:39.024028] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:39.024101] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:39.024132] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:39.137856] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:39.137995] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:39.138037] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:39.138065] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:39.141360] [DEBUG] [FORECASTER] CPB: Forecast T+1@11:T+2@11: UP (p=87.16%)
[2025-12-09T20:19:39.141644] [INFO ] [FORECASTER] Completed predict_future for CPB
[2025-12-09T20:19:39.141765] [INFO ] [sig       ] CPB: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:19:39.279005] [INFO ] [LOCAL     ] Saved forecast: CPB	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/CPB.txt
[2025-12-09T20:19:39.279128] [INFO ] [sig       ] [799/3614] Completed CPB in 0.3s | 2.90 sym/s | Total: 4.6m | ETA: 16.2m
[2025-12-09T20:19:39.279171] [INFO ] [sig       ] [800/3614] Forecasting CPF...
[2025-12-09T20:19:39.279200] [INFO ] [sig       ] Generating forecast for: CPF
[2025-12-09T20:19:39.279231] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPF' from 'https://tdm.silogroup.org/data/derivative_storage/CPF.csv'.
[2025-12-09T20:19:39.290198] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPF'.
[2025-12-09T20:19:39.290510] [INFO ] [FORECASTER] Starting predict_future for CPF
[2025-12-09T20:19:39.291328] [DEBUG] [LOCAL     ] No optimal features file found for CPF: ./output/feature-sets/CPF.txt
[2025-12-09T20:19:39.291379] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:39.291411] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:39.291438] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:39.291495] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:39.347090] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:39.347724] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:39.347797] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:39.347828] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:39.461275] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:39.461414] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:39.461454] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:39.461482] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:39.464985] [DEBUG] [FORECASTER] CPF: Forecast T+1@11:T+2@11: DOWN (p=5.87%)
[2025-12-09T20:19:39.465258] [INFO ] [FORECASTER] Completed predict_future for CPF
[2025-12-09T20:19:39.465374] [INFO ] [sig       ] CPF: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:19:39.604006] [INFO ] [LOCAL     ] Saved forecast: CPF	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/CPF.txt
[2025-12-09T20:19:39.604147] [INFO ] [sig       ] [800/3614] Completed CPF in 0.3s | 2.90 sym/s | Total: 4.6m | ETA: 16.1m
[2025-12-09T20:19:39.604185] [INFO ] [sig       ] [801/3614] Forecasting CPIX...
[2025-12-09T20:19:39.604214] [INFO ] [sig       ] Generating forecast for: CPIX
[2025-12-09T20:19:39.604243] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPIX' from 'https://tdm.silogroup.org/data/derivative_storage/CPIX.csv'.
[2025-12-09T20:19:39.615202] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPIX'.
[2025-12-09T20:19:39.615596] [INFO ] [FORECASTER] Starting predict_future for CPIX
[2025-12-09T20:19:39.616564] [DEBUG] [LOCAL     ] No optimal features file found for CPIX: ./output/feature-sets/CPIX.txt
[2025-12-09T20:19:39.616639] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:39.616673] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:39.616699] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:39.616755] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:39.672236] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:39.673047] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:39.673124] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:39.673155] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:39.790036] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:39.790182] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:19:39.790221] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:39.790249] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:39.793565] [DEBUG] [FORECASTER] CPIX: Forecast T+1@11:T+2@11: UP (p=83.77%)
[2025-12-09T20:19:39.793862] [INFO ] [FORECASTER] Completed predict_future for CPIX
[2025-12-09T20:19:39.793980] [INFO ] [sig       ] CPIX: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:19:39.931148] [INFO ] [LOCAL     ] Saved forecast: CPIX	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/CPIX.txt
[2025-12-09T20:19:39.931294] [INFO ] [sig       ] [801/3614] Completed CPIX in 0.3s | 2.91 sym/s | Total: 4.6m | ETA: 16.1m
[2025-12-09T20:19:39.931332] [INFO ] [sig       ] [802/3614] Forecasting CPK...
[2025-12-09T20:19:39.931360] [INFO ] [sig       ] Generating forecast for: CPK
[2025-12-09T20:19:39.931390] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPK' from 'https://tdm.silogroup.org/data/derivative_storage/CPK.csv'.
[2025-12-09T20:19:39.942701] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPK'.
[2025-12-09T20:19:39.943006] [INFO ] [FORECASTER] Starting predict_future for CPK
[2025-12-09T20:19:39.943829] [DEBUG] [LOCAL     ] No optimal features file found for CPK: ./output/feature-sets/CPK.txt
[2025-12-09T20:19:39.943880] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:39.943937] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:39.943967] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:39.944023] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:39.999167] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:39.999974] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:40.000054] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:40.000087] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:40.113474] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:40.113633] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:40.113674] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:40.113701] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:40.116973] [DEBUG] [FORECASTER] CPK: Forecast T+1@11:T+2@11: UP (p=54.45%)
[2025-12-09T20:19:40.117235] [INFO ] [FORECASTER] Completed predict_future for CPK
[2025-12-09T20:19:40.117353] [INFO ] [sig       ] CPK: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:19:40.257308] [INFO ] [LOCAL     ] Saved forecast: CPK	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/CPK.txt
[2025-12-09T20:19:40.257436] [INFO ] [sig       ] [802/3614] Completed CPK in 0.3s | 2.91 sym/s | Total: 4.6m | ETA: 16.1m
[2025-12-09T20:19:40.257514] [INFO ] [sig       ] [803/3614] Forecasting CPNG...
[2025-12-09T20:19:40.257546] [INFO ] [sig       ] Generating forecast for: CPNG
[2025-12-09T20:19:40.257589] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPNG' from 'https://tdm.silogroup.org/data/derivative_storage/CPNG.csv'.
[2025-12-09T20:19:40.268864] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPNG'.
[2025-12-09T20:19:40.269189] [INFO ] [FORECASTER] Starting predict_future for CPNG
[2025-12-09T20:19:40.269992] [DEBUG] [LOCAL     ] No optimal features file found for CPNG: ./output/feature-sets/CPNG.txt
[2025-12-09T20:19:40.270045] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:40.270076] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:40.270104] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:40.270160] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:40.324954] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:40.325610] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:40.325683] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:40.325715] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:40.449069] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:40.449210] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:40.449267] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:40.449296] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:40.452619] [DEBUG] [FORECASTER] CPNG: Forecast T+1@11:T+2@11: UP (p=78.43%)
[2025-12-09T20:19:40.452882] [INFO ] [FORECASTER] Completed predict_future for CPNG
[2025-12-09T20:19:40.452999] [INFO ] [sig       ] CPNG: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:19:40.590014] [INFO ] [LOCAL     ] Saved forecast: CPNG	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/CPNG.txt
[2025-12-09T20:19:40.590157] [INFO ] [sig       ] [803/3614] Completed CPNG in 0.3s | 2.91 sym/s | Total: 4.6m | ETA: 16.1m
[2025-12-09T20:19:40.590203] [INFO ] [sig       ] [804/3614] Forecasting CPRI...
[2025-12-09T20:19:40.590238] [INFO ] [sig       ] Generating forecast for: CPRI
[2025-12-09T20:19:40.590273] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPRI' from 'https://tdm.silogroup.org/data/derivative_storage/CPRI.csv'.
[2025-12-09T20:19:40.601152] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPRI'.
[2025-12-09T20:19:40.601446] [INFO ] [FORECASTER] Starting predict_future for CPRI
[2025-12-09T20:19:40.602221] [DEBUG] [LOCAL     ] No optimal features file found for CPRI: ./output/feature-sets/CPRI.txt
[2025-12-09T20:19:40.602272] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:40.602303] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:40.602330] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:40.602385] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:40.658109] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:40.658739] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:40.658812] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:40.658842] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:40.778248] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:40.778387] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:40.778425] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:40.778453] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:40.781796] [DEBUG] [FORECASTER] CPRI: Forecast T+1@11:T+2@11: DOWN (p=1.07%)
[2025-12-09T20:19:40.782066] [INFO ] [FORECASTER] Completed predict_future for CPRI
[2025-12-09T20:19:40.782206] [INFO ] [sig       ] CPRI: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:19:40.920923] [INFO ] [LOCAL     ] Saved forecast: CPRI	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/CPRI.txt
[2025-12-09T20:19:40.921048] [INFO ] [sig       ] [804/3614] Completed CPRI in 0.3s | 2.91 sym/s | Total: 4.6m | ETA: 16.1m
[2025-12-09T20:19:40.921084] [INFO ] [sig       ] [805/3614] Forecasting CPRX...
[2025-12-09T20:19:40.921113] [INFO ] [sig       ] Generating forecast for: CPRX
[2025-12-09T20:19:40.921143] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPRX' from 'https://tdm.silogroup.org/data/derivative_storage/CPRX.csv'.
[2025-12-09T20:19:40.931880] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPRX'.
[2025-12-09T20:19:40.932146] [INFO ] [FORECASTER] Starting predict_future for CPRX
[2025-12-09T20:19:40.932915] [DEBUG] [LOCAL     ] No optimal features file found for CPRX: ./output/feature-sets/CPRX.txt
[2025-12-09T20:19:40.932965] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:40.932996] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:40.933022] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:40.933077] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:40.988244] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:40.988863] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:40.988937] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:40.988968] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:41.103760] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:41.103878] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:41.103915] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:41.103971] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:41.107194] [DEBUG] [FORECASTER] CPRX: Forecast T+1@11:T+2@11: UP (p=98.61%)
[2025-12-09T20:19:41.107454] [INFO ] [FORECASTER] Completed predict_future for CPRX
[2025-12-09T20:19:41.107607] [INFO ] [sig       ] CPRX: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:19:41.245546] [INFO ] [LOCAL     ] Saved forecast: CPRX	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/CPRX.txt
[2025-12-09T20:19:41.245676] [INFO ] [sig       ] [805/3614] Completed CPRX in 0.3s | 2.91 sym/s | Total: 4.6m | ETA: 16.1m
[2025-12-09T20:19:41.245714] [INFO ] [sig       ] [806/3614] Forecasting CPS...
[2025-12-09T20:19:41.245744] [INFO ] [sig       ] Generating forecast for: CPS
[2025-12-09T20:19:41.245773] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPS' from 'https://tdm.silogroup.org/data/derivative_storage/CPS.csv'.
[2025-12-09T20:19:41.256892] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPS'.
[2025-12-09T20:19:41.257157] [INFO ] [FORECASTER] Starting predict_future for CPS
[2025-12-09T20:19:41.258060] [DEBUG] [LOCAL     ] No optimal features file found for CPS: ./output/feature-sets/CPS.txt
[2025-12-09T20:19:41.258113] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:41.258145] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:41.258172] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:41.258231] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:41.314030] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:41.314637] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:41.314710] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:41.314741] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:41.435939] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:41.436042] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:41.436078] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:41.436106] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:41.439267] [DEBUG] [FORECASTER] CPS: Forecast T+1@11:T+2@11: UP (p=69.72%)
[2025-12-09T20:19:41.439530] [INFO ] [FORECASTER] Completed predict_future for CPS
[2025-12-09T20:19:41.439663] [INFO ] [sig       ] CPS: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:19:41.578549] [INFO ] [LOCAL     ] Saved forecast: CPS	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/CPS.txt
[2025-12-09T20:19:41.578670] [INFO ] [sig       ] [806/3614] Completed CPS in 0.3s | 2.91 sym/s | Total: 4.6m | ETA: 16.1m
[2025-12-09T20:19:41.578708] [INFO ] [sig       ] [807/3614] Forecasting CPSH...
[2025-12-09T20:19:41.578736] [INFO ] [sig       ] Generating forecast for: CPSH
[2025-12-09T20:19:41.578765] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPSH' from 'https://tdm.silogroup.org/data/derivative_storage/CPSH.csv'.
[2025-12-09T20:19:41.589589] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPSH'.
[2025-12-09T20:19:41.589849] [INFO ] [FORECASTER] Starting predict_future for CPSH
[2025-12-09T20:19:41.590607] [DEBUG] [LOCAL     ] No optimal features file found for CPSH: ./output/feature-sets/CPSH.txt
[2025-12-09T20:19:41.590657] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:41.590696] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:41.590724] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:41.590779] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:41.647512] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:41.648141] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:41.648215] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:41.648246] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:41.766105] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:41.766210] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:41.766246] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:41.766274] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:41.769394] [DEBUG] [FORECASTER] CPSH: Forecast T+1@11:T+2@11: UP (p=91.94%)
[2025-12-09T20:19:41.769671] [INFO ] [FORECASTER] Completed predict_future for CPSH
[2025-12-09T20:19:41.769789] [INFO ] [sig       ] CPSH: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:19:41.907964] [INFO ] [LOCAL     ] Saved forecast: CPSH	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/CPSH.txt
[2025-12-09T20:19:41.908068] [INFO ] [sig       ] [807/3614] Completed CPSH in 0.3s | 2.91 sym/s | Total: 4.6m | ETA: 16.1m
[2025-12-09T20:19:41.908105] [INFO ] [sig       ] [808/3614] Forecasting CPSS...
[2025-12-09T20:19:41.908132] [INFO ] [sig       ] Generating forecast for: CPSS
[2025-12-09T20:19:41.908161] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPSS' from 'https://tdm.silogroup.org/data/derivative_storage/CPSS.csv'.
[2025-12-09T20:19:41.918219] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPSS'.
[2025-12-09T20:19:41.918501] [INFO ] [FORECASTER] Starting predict_future for CPSS
[2025-12-09T20:19:41.919268] [DEBUG] [LOCAL     ] No optimal features file found for CPSS: ./output/feature-sets/CPSS.txt
[2025-12-09T20:19:41.919318] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:41.919349] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:41.919375] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:41.919430] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:41.975081] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:41.975693] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:41.975766] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:41.975797] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:42.082076] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:42.082171] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:42.082209] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:42.082236] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:42.085330] [DEBUG] [FORECASTER] CPSS: Forecast T+1@11:T+2@11: DOWN (p=5.16%)
[2025-12-09T20:19:42.085610] [INFO ] [FORECASTER] Completed predict_future for CPSS
[2025-12-09T20:19:42.085728] [INFO ] [sig       ] CPSS: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:19:42.222779] [INFO ] [LOCAL     ] Saved forecast: CPSS	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/CPSS.txt
[2025-12-09T20:19:42.222916] [INFO ] [sig       ] [808/3614] Completed CPSS in 0.3s | 2.91 sym/s | Total: 4.6m | ETA: 16.1m
[2025-12-09T20:19:42.222957] [INFO ] [sig       ] [809/3614] Forecasting CPZ...
[2025-12-09T20:19:42.222985] [INFO ] [sig       ] Generating forecast for: CPZ
[2025-12-09T20:19:42.223019] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPZ' from 'https://tdm.silogroup.org/data/derivative_storage/CPZ.csv'.
[2025-12-09T20:19:42.234243] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPZ'.
[2025-12-09T20:19:42.234527] [INFO ] [FORECASTER] Starting predict_future for CPZ
[2025-12-09T20:19:42.235318] [DEBUG] [LOCAL     ] No optimal features file found for CPZ: ./output/feature-sets/CPZ.txt
[2025-12-09T20:19:42.235370] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:42.235403] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:42.235431] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:42.235488] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:42.291239] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:42.291821] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:42.291894] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:42.291925] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:42.406362] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:42.406474] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:42.406510] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:42.406537] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:42.409789] [DEBUG] [FORECASTER] CPZ: Forecast T+1@11:T+2@11: UP (p=50.62%)
[2025-12-09T20:19:42.410054] [INFO ] [FORECASTER] Completed predict_future for CPZ
[2025-12-09T20:19:42.410174] [INFO ] [sig       ] CPZ: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:19:42.549108] [INFO ] [LOCAL     ] Saved forecast: CPZ	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/CPZ.txt
[2025-12-09T20:19:42.549211] [INFO ] [sig       ] [809/3614] Completed CPZ in 0.3s | 2.91 sym/s | Total: 4.6m | ETA: 16.1m
[2025-12-09T20:19:42.549252] [INFO ] [sig       ] [810/3614] Forecasting CQP...
[2025-12-09T20:19:42.549280] [INFO ] [sig       ] Generating forecast for: CQP
[2025-12-09T20:19:42.549308] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CQP' from 'https://tdm.silogroup.org/data/derivative_storage/CQP.csv'.
[2025-12-09T20:19:42.560188] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CQP'.
[2025-12-09T20:19:42.560469] [INFO ] [FORECASTER] Starting predict_future for CQP
[2025-12-09T20:19:42.561261] [DEBUG] [LOCAL     ] No optimal features file found for CQP: ./output/feature-sets/CQP.txt
[2025-12-09T20:19:42.561313] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:42.561345] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:42.561371] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:42.561428] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:42.617888] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:42.618455] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:42.618528] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:42.618559] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:42.733925] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:42.734024] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:42.734059] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:42.734086] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:42.737215] [DEBUG] [FORECASTER] CQP: Forecast T+1@11:T+2@11: DOWN (p=41.23%)
[2025-12-09T20:19:42.737485] [INFO ] [FORECASTER] Completed predict_future for CQP
[2025-12-09T20:19:42.737619] [INFO ] [sig       ] CQP: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:19:42.874725] [INFO ] [LOCAL     ] Saved forecast: CQP	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/CQP.txt
[2025-12-09T20:19:42.874830] [INFO ] [sig       ] [810/3614] Completed CQP in 0.3s | 2.91 sym/s | Total: 4.6m | ETA: 16.1m
[2025-12-09T20:19:42.874867] [INFO ] [sig       ] [811/3614] Forecasting CRAI...
[2025-12-09T20:19:42.874900] [INFO ] [sig       ] Generating forecast for: CRAI
[2025-12-09T20:19:42.874930] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRAI' from 'https://tdm.silogroup.org/data/derivative_storage/CRAI.csv'.
[2025-12-09T20:19:42.886361] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRAI'.
[2025-12-09T20:19:42.886660] [INFO ] [FORECASTER] Starting predict_future for CRAI
[2025-12-09T20:19:42.890543] [DEBUG] [LOCAL     ] No optimal features file found for CRAI: ./output/feature-sets/CRAI.txt
[2025-12-09T20:19:42.890629] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:42.890668] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:42.890700] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:42.890756] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:42.948333] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:42.948950] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:42.949023] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:42.949054] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:43.064176] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:43.064264] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:43.064298] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:43.064325] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:43.067390] [DEBUG] [FORECASTER] CRAI: Forecast T+1@11:T+2@11: DOWN (p=3.36%)
[2025-12-09T20:19:43.067677] [INFO ] [FORECASTER] Completed predict_future for CRAI
[2025-12-09T20:19:43.067792] [INFO ] [sig       ] CRAI: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:19:43.205764] [INFO ] [LOCAL     ] Saved forecast: CRAI	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/CRAI.txt
[2025-12-09T20:19:43.205876] [INFO ] [sig       ] [811/3614] Completed CRAI in 0.3s | 2.91 sym/s | Total: 4.6m | ETA: 16.1m
[2025-12-09T20:19:43.205913] [INFO ] [sig       ] [812/3614] Forecasting CRBG...
[2025-12-09T20:19:43.205941] [INFO ] [sig       ] Generating forecast for: CRBG
[2025-12-09T20:19:43.205969] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRBG' from 'https://tdm.silogroup.org/data/derivative_storage/CRBG.csv'.
[2025-12-09T20:19:43.217364] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRBG'.
[2025-12-09T20:19:43.217685] [INFO ] [FORECASTER] Starting predict_future for CRBG
[2025-12-09T20:19:43.218483] [DEBUG] [LOCAL     ] No optimal features file found for CRBG: ./output/feature-sets/CRBG.txt
[2025-12-09T20:19:43.218535] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:43.218566] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:43.218621] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:43.218680] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:43.274262] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:43.275066] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:43.275165] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:43.275197] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:43.392268] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:43.392384] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:43.392421] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:43.392448] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:43.395675] [DEBUG] [FORECASTER] CRBG: Forecast T+1@11:T+2@11: UP (p=67.82%)
[2025-12-09T20:19:43.395934] [INFO ] [FORECASTER] Completed predict_future for CRBG
[2025-12-09T20:19:43.396052] [INFO ] [sig       ] CRBG: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:19:43.533553] [INFO ] [LOCAL     ] Saved forecast: CRBG	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/CRBG.txt
[2025-12-09T20:19:43.533676] [INFO ] [sig       ] [812/3614] Completed CRBG in 0.3s | 2.91 sym/s | Total: 4.7m | ETA: 16.1m
[2025-12-09T20:19:43.533712] [INFO ] [sig       ] [813/3614] Forecasting CRBP...
[2025-12-09T20:19:43.533741] [INFO ] [sig       ] Generating forecast for: CRBP
[2025-12-09T20:19:43.533770] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRBP' from 'https://tdm.silogroup.org/data/derivative_storage/CRBP.csv'.
[2025-12-09T20:19:43.545512] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRBP'.
[2025-12-09T20:19:43.545788] [INFO ] [FORECASTER] Starting predict_future for CRBP
[2025-12-09T20:19:43.546542] [DEBUG] [LOCAL     ] No optimal features file found for CRBP: ./output/feature-sets/CRBP.txt
[2025-12-09T20:19:43.546611] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:43.546643] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:43.546669] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:43.546724] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:43.602675] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:43.603269] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:43.603344] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:43.603376] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:43.720554] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:43.720667] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:43.720702] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:43.720729] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:43.723822] [DEBUG] [FORECASTER] CRBP: Forecast T+1@11:T+2@11: UP (p=74.34%)
[2025-12-09T20:19:43.724080] [INFO ] [FORECASTER] Completed predict_future for CRBP
[2025-12-09T20:19:43.724195] [INFO ] [sig       ] CRBP: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:19:43.861977] [INFO ] [LOCAL     ] Saved forecast: CRBP	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/CRBP.txt
[2025-12-09T20:19:43.862081] [INFO ] [sig       ] [813/3614] Completed CRBP in 0.3s | 2.91 sym/s | Total: 4.7m | ETA: 16.1m
[2025-12-09T20:19:43.862117] [INFO ] [sig       ] [814/3614] Forecasting CRC...
[2025-12-09T20:19:43.862146] [INFO ] [sig       ] Generating forecast for: CRC
[2025-12-09T20:19:43.862174] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRC' from 'https://tdm.silogroup.org/data/derivative_storage/CRC.csv'.
[2025-12-09T20:19:43.872938] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRC'.
[2025-12-09T20:19:43.873196] [INFO ] [FORECASTER] Starting predict_future for CRC
[2025-12-09T20:19:43.873956] [DEBUG] [LOCAL     ] No optimal features file found for CRC: ./output/feature-sets/CRC.txt
[2025-12-09T20:19:43.874006] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:43.874037] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:43.874063] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:43.874119] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:43.929699] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:43.930284] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:43.930358] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:43.930390] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:44.047630] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:44.047726] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:44.047769] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:44.047827] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:44.051126] [DEBUG] [FORECASTER] CRC: Forecast T+1@11:T+2@11: DOWN (p=18.43%)
[2025-12-09T20:19:44.051382] [INFO ] [FORECASTER] Completed predict_future for CRC
[2025-12-09T20:19:44.051501] [INFO ] [sig       ] CRC: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:19:44.191371] [INFO ] [LOCAL     ] Saved forecast: CRC	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/CRC.txt
[2025-12-09T20:19:44.191479] [INFO ] [sig       ] [814/3614] Completed CRC in 0.3s | 2.91 sym/s | Total: 4.7m | ETA: 16.1m
[2025-12-09T20:19:44.191515] [INFO ] [sig       ] [815/3614] Forecasting CRDF...
[2025-12-09T20:19:44.191543] [INFO ] [sig       ] Generating forecast for: CRDF
[2025-12-09T20:19:44.191586] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRDF' from 'https://tdm.silogroup.org/data/derivative_storage/CRDF.csv'.
[2025-12-09T20:19:44.203113] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRDF'.
[2025-12-09T20:19:44.203432] [INFO ] [FORECASTER] Starting predict_future for CRDF
[2025-12-09T20:19:44.204232] [DEBUG] [LOCAL     ] No optimal features file found for CRDF: ./output/feature-sets/CRDF.txt
[2025-12-09T20:19:44.204283] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:44.204314] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:44.204339] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:44.204392] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:44.260907] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:44.261775] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:44.261857] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:44.261888] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:44.381140] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:44.381290] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:44.381329] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:44.381358] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:44.384673] [DEBUG] [FORECASTER] CRDF: Forecast T+1@11:T+2@11: DOWN (p=10.48%)
[2025-12-09T20:19:44.384945] [INFO ] [FORECASTER] Completed predict_future for CRDF
[2025-12-09T20:19:44.385069] [INFO ] [sig       ] CRDF: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:19:44.524116] [INFO ] [LOCAL     ] Saved forecast: CRDF	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/CRDF.txt
[2025-12-09T20:19:44.524285] [INFO ] [sig       ] [815/3614] Completed CRDF in 0.3s | 2.91 sym/s | Total: 4.7m | ETA: 16.0m
[2025-12-09T20:19:44.524325] [INFO ] [sig       ] [816/3614] Forecasting CRDO...
[2025-12-09T20:19:44.524353] [INFO ] [sig       ] Generating forecast for: CRDO
[2025-12-09T20:19:44.524383] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRDO' from 'https://tdm.silogroup.org/data/derivative_storage/CRDO.csv'.
[2025-12-09T20:19:44.536217] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRDO'.
[2025-12-09T20:19:44.536544] [INFO ] [FORECASTER] Starting predict_future for CRDO
[2025-12-09T20:19:44.537371] [DEBUG] [LOCAL     ] No optimal features file found for CRDO: ./output/feature-sets/CRDO.txt
[2025-12-09T20:19:44.537424] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:44.537456] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:44.537507] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:44.537566] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:44.593107] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:44.593799] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:44.593876] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:44.593924] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:44.710788] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:44.710936] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:44.710975] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:44.711003] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:44.714253] [DEBUG] [FORECASTER] CRDO: Forecast T+1@11:T+2@11: DOWN (p=8.64%)
[2025-12-09T20:19:44.714519] [INFO ] [FORECASTER] Completed predict_future for CRDO
[2025-12-09T20:19:44.714657] [INFO ] [sig       ] CRDO: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:19:44.852804] [INFO ] [LOCAL     ] Saved forecast: CRDO	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/CRDO.txt
[2025-12-09T20:19:44.852935] [INFO ] [sig       ] [816/3614] Completed CRDO in 0.3s | 2.91 sym/s | Total: 4.7m | ETA: 16.0m
[2025-12-09T20:19:44.852974] [INFO ] [sig       ] [817/3614] Forecasting CREG...
[2025-12-09T20:19:44.853003] [INFO ] [sig       ] Generating forecast for: CREG
[2025-12-09T20:19:44.853031] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CREG' from 'https://tdm.silogroup.org/data/derivative_storage/CREG.csv'.
[2025-12-09T20:19:44.867557] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CREG'.
[2025-12-09T20:19:44.867934] [INFO ] [FORECASTER] Starting predict_future for CREG
[2025-12-09T20:19:44.868760] [DEBUG] [LOCAL     ] No optimal features file found for CREG: ./output/feature-sets/CREG.txt
[2025-12-09T20:19:44.868812] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:44.868843] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:44.868870] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:44.868928] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:44.924994] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:44.925721] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:44.925797] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:44.925830] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:45.029852] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:45.029996] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:45.030036] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:45.030064] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:45.033395] [DEBUG] [FORECASTER] CREG: Forecast T+1@11:T+2@11: UP (p=93.76%)
[2025-12-09T20:19:45.033672] [INFO ] [FORECASTER] Completed predict_future for CREG
[2025-12-09T20:19:45.033789] [INFO ] [sig       ] CREG: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:19:45.170794] [INFO ] [LOCAL     ] Saved forecast: CREG	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/CREG.txt
[2025-12-09T20:19:45.170924] [INFO ] [sig       ] [817/3614] Completed CREG in 0.3s | 2.91 sym/s | Total: 4.7m | ETA: 16.0m
[2025-12-09T20:19:45.170962] [INFO ] [sig       ] [818/3614] Forecasting CRESY...
[2025-12-09T20:19:45.170991] [INFO ] [sig       ] Generating forecast for: CRESY
[2025-12-09T20:19:45.171020] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRESY' from 'https://tdm.silogroup.org/data/derivative_storage/CRESY.csv'.
[2025-12-09T20:19:45.182891] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRESY'.
[2025-12-09T20:19:45.183181] [INFO ] [FORECASTER] Starting predict_future for CRESY
[2025-12-09T20:19:45.183964] [DEBUG] [LOCAL     ] No optimal features file found for CRESY: ./output/feature-sets/CRESY.txt
[2025-12-09T20:19:45.184015] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:45.184046] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:45.184084] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:45.184141] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:45.240540] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:45.241207] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:45.241284] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:45.241317] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:45.359332] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:45.359454] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:45.359492] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:45.359520] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:45.362847] [DEBUG] [FORECASTER] CRESY: Forecast T+1@11:T+2@11: DOWN (p=13.09%)
[2025-12-09T20:19:45.363115] [INFO ] [FORECASTER] Completed predict_future for CRESY
[2025-12-09T20:19:45.363236] [INFO ] [sig       ] CRESY: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:19:45.504441] [INFO ] [LOCAL     ] Saved forecast: CRESY	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/CRESY.txt
[2025-12-09T20:19:45.504602] [INFO ] [sig       ] [818/3614] Completed CRESY in 0.3s | 2.91 sym/s | Total: 4.7m | ETA: 16.0m
[2025-12-09T20:19:45.504643] [INFO ] [sig       ] [819/3614] Forecasting CREX...
[2025-12-09T20:19:45.504672] [INFO ] [sig       ] Generating forecast for: CREX
[2025-12-09T20:19:45.504701] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CREX' from 'https://tdm.silogroup.org/data/derivative_storage/CREX.csv'.
[2025-12-09T20:19:45.516650] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CREX'.
[2025-12-09T20:19:45.517005] [INFO ] [FORECASTER] Starting predict_future for CREX
[2025-12-09T20:19:45.517976] [DEBUG] [LOCAL     ] No optimal features file found for CREX: ./output/feature-sets/CREX.txt
[2025-12-09T20:19:45.518027] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:45.518086] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:45.518112] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:45.518167] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:45.577786] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:45.578650] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:45.578730] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:45.578763] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:45.700562] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:45.700734] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:45.700776] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:45.700804] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:45.704132] [DEBUG] [FORECASTER] CREX: Forecast T+1@11:T+2@11: DOWN (p=15.87%)
[2025-12-09T20:19:45.704410] [INFO ] [FORECASTER] Completed predict_future for CREX
[2025-12-09T20:19:45.704534] [INFO ] [sig       ] CREX: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:19:45.857609] [INFO ] [LOCAL     ] Saved forecast: CREX	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/CREX.txt
[2025-12-09T20:19:45.857746] [INFO ] [sig       ] [819/3614] Completed CREX in 0.4s | 2.91 sym/s | Total: 4.7m | ETA: 16.0m
[2025-12-09T20:19:45.857785] [INFO ] [sig       ] [820/3614] Forecasting CRGO...
[2025-12-09T20:19:45.857817] [INFO ] [sig       ] Generating forecast for: CRGO
[2025-12-09T20:19:45.857847] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRGO' from 'https://tdm.silogroup.org/data/derivative_storage/CRGO.csv'.
[2025-12-09T20:19:45.871189] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRGO'.
[2025-12-09T20:19:45.871781] [INFO ] [FORECASTER] Starting predict_future for CRGO
[2025-12-09T20:19:45.872816] [DEBUG] [LOCAL     ] No optimal features file found for CRGO: ./output/feature-sets/CRGO.txt
[2025-12-09T20:19:45.872868] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:45.872899] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:45.872925] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:45.872980] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:45.929953] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:45.930749] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:45.930827] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:45.930858] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:46.051233] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:46.051391] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:46.051432] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:46.051460] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:46.054787] [DEBUG] [FORECASTER] CRGO: Forecast T+1@11:T+2@11: DOWN (p=15.04%)
[2025-12-09T20:19:46.055058] [INFO ] [FORECASTER] Completed predict_future for CRGO
[2025-12-09T20:19:46.055181] [INFO ] [sig       ] CRGO: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:19:46.193245] [INFO ] [LOCAL     ] Saved forecast: CRGO	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/CRGO.txt
[2025-12-09T20:19:46.193376] [INFO ] [sig       ] [820/3614] Completed CRGO in 0.3s | 2.91 sym/s | Total: 4.7m | ETA: 16.0m
[2025-12-09T20:19:46.193415] [INFO ] [sig       ] [821/3614] Forecasting CRGY...
[2025-12-09T20:19:46.193444] [INFO ] [sig       ] Generating forecast for: CRGY
[2025-12-09T20:19:46.193473] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRGY' from 'https://tdm.silogroup.org/data/derivative_storage/CRGY.csv'.
[2025-12-09T20:19:46.205337] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRGY'.
[2025-12-09T20:19:46.205684] [INFO ] [FORECASTER] Starting predict_future for CRGY
[2025-12-09T20:19:46.206444] [DEBUG] [LOCAL     ] No optimal features file found for CRGY: ./output/feature-sets/CRGY.txt
[2025-12-09T20:19:46.206494] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:46.206526] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:46.206552] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:46.206631] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:46.263321] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:46.263940] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:46.264015] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:46.264047] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:46.383090] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:46.383230] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:46.383274] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:46.383308] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:46.386626] [DEBUG] [FORECASTER] CRGY: Forecast T+1@11:T+2@11: DOWN (p=28.55%)
[2025-12-09T20:19:46.386890] [INFO ] [FORECASTER] Completed predict_future for CRGY
[2025-12-09T20:19:46.387008] [INFO ] [sig       ] CRGY: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:19:46.530734] [INFO ] [LOCAL     ] Saved forecast: CRGY	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/CRGY.txt
[2025-12-09T20:19:46.530886] [INFO ] [sig       ] [821/3614] Completed CRGY in 0.3s | 2.91 sym/s | Total: 4.7m | ETA: 16.0m
[2025-12-09T20:19:46.530925] [INFO ] [sig       ] [822/3614] Forecasting CRH...
[2025-12-09T20:19:46.530953] [INFO ] [sig       ] Generating forecast for: CRH
[2025-12-09T20:19:46.530991] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRH' from 'https://tdm.silogroup.org/data/derivative_storage/CRH.csv'.
[2025-12-09T20:19:46.543485] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRH'.
[2025-12-09T20:19:46.543900] [INFO ] [FORECASTER] Starting predict_future for CRH
[2025-12-09T20:19:46.544670] [DEBUG] [LOCAL     ] No optimal features file found for CRH: ./output/feature-sets/CRH.txt
[2025-12-09T20:19:46.544720] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:46.544751] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:46.544777] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:46.544831] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:46.600901] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:46.601775] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:46.601856] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:46.601888] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:46.722548] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:46.722708] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:46.722748] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:46.722806] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:46.726108] [DEBUG] [FORECASTER] CRH: Forecast T+1@11:T+2@11: DOWN (p=5.93%)
[2025-12-09T20:19:46.726371] [INFO ] [FORECASTER] Completed predict_future for CRH
[2025-12-09T20:19:46.726490] [INFO ] [sig       ] CRH: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:19:46.864827] [INFO ] [LOCAL     ] Saved forecast: CRH	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/CRH.txt
[2025-12-09T20:19:46.864945] [INFO ] [sig       ] [822/3614] Completed CRH in 0.3s | 2.91 sym/s | Total: 4.7m | ETA: 16.0m
[2025-12-09T20:19:46.864982] [INFO ] [sig       ] [823/3614] Forecasting CRI...
[2025-12-09T20:19:46.865010] [INFO ] [sig       ] Generating forecast for: CRI
[2025-12-09T20:19:46.865038] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRI' from 'https://tdm.silogroup.org/data/derivative_storage/CRI.csv'.
[2025-12-09T20:19:46.876936] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRI'.
[2025-12-09T20:19:46.877182] [INFO ] [FORECASTER] Starting predict_future for CRI
[2025-12-09T20:19:46.877967] [DEBUG] [LOCAL     ] No optimal features file found for CRI: ./output/feature-sets/CRI.txt
[2025-12-09T20:19:46.878017] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:46.878047] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:46.878073] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:46.878128] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:46.943493] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:46.944300] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:46.944380] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:46.944412] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:47.071666] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:47.071820] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:47.071861] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:47.071889] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:47.075327] [DEBUG] [FORECASTER] CRI: Forecast T+1@11:T+2@11: DOWN (p=19.12%)
[2025-12-09T20:19:47.075654] [INFO ] [FORECASTER] Completed predict_future for CRI
[2025-12-09T20:19:47.075783] [INFO ] [sig       ] CRI: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:19:47.218105] [INFO ] [LOCAL     ] Saved forecast: CRI	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/CRI.txt
[2025-12-09T20:19:47.218234] [INFO ] [sig       ] [823/3614] Completed CRI in 0.4s | 2.91 sym/s | Total: 4.7m | ETA: 16.0m
[2025-12-09T20:19:47.218280] [INFO ] [sig       ] [824/3614] Forecasting CRIS...
[2025-12-09T20:19:47.218314] [INFO ] [sig       ] Generating forecast for: CRIS
[2025-12-09T20:19:47.218349] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRIS' from 'https://tdm.silogroup.org/data/derivative_storage/CRIS.csv'.
[2025-12-09T20:19:47.229803] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRIS'.
[2025-12-09T20:19:47.230047] [INFO ] [FORECASTER] Starting predict_future for CRIS
[2025-12-09T20:19:47.230806] [DEBUG] [LOCAL     ] No optimal features file found for CRIS: ./output/feature-sets/CRIS.txt
[2025-12-09T20:19:47.230857] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:47.230888] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:47.230914] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:47.230970] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:47.287189] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:47.287781] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:47.287855] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:47.287886] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:47.405430] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:47.405531] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:47.405566] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:47.405611] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:47.408737] [DEBUG] [FORECASTER] CRIS: Forecast T+1@11:T+2@11: DOWN (p=15.67%)
[2025-12-09T20:19:47.408990] [INFO ] [FORECASTER] Completed predict_future for CRIS
[2025-12-09T20:19:47.409109] [INFO ] [sig       ] CRIS: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:19:47.548405] [INFO ] [LOCAL     ] Saved forecast: CRIS	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/CRIS.txt
[2025-12-09T20:19:47.548517] [INFO ] [sig       ] [824/3614] Completed CRIS in 0.3s | 2.91 sym/s | Total: 4.7m | ETA: 16.0m
[2025-12-09T20:19:47.548554] [INFO ] [sig       ] [825/3614] Forecasting CRK...
[2025-12-09T20:19:47.548599] [INFO ] [sig       ] Generating forecast for: CRK
[2025-12-09T20:19:47.548631] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRK' from 'https://tdm.silogroup.org/data/derivative_storage/CRK.csv'.
[2025-12-09T20:19:47.562638] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRK'.
[2025-12-09T20:19:47.563170] [INFO ] [FORECASTER] Starting predict_future for CRK
[2025-12-09T20:19:47.564149] [DEBUG] [LOCAL     ] No optimal features file found for CRK: ./output/feature-sets/CRK.txt
[2025-12-09T20:19:47.564203] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:47.564235] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:47.564261] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:47.564318] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:47.620603] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:47.621879] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:47.622004] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:47.622038] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:47.742989] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:47.743212] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:47.743257] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:47.743286] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:47.747156] [DEBUG] [FORECASTER] CRK: Forecast T+1@11:T+2@11: UP (p=77.19%)
[2025-12-09T20:19:47.747448] [INFO ] [FORECASTER] Completed predict_future for CRK
[2025-12-09T20:19:47.747616] [INFO ] [sig       ] CRK: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:19:47.889620] [INFO ] [LOCAL     ] Saved forecast: CRK	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/CRK.txt
[2025-12-09T20:19:47.889801] [INFO ] [sig       ] [825/3614] Completed CRK in 0.3s | 2.91 sym/s | Total: 4.7m | ETA: 16.0m
[2025-12-09T20:19:47.889842] [INFO ] [sig       ] [826/3614] Forecasting CRL...
[2025-12-09T20:19:47.889871] [INFO ] [sig       ] Generating forecast for: CRL
[2025-12-09T20:19:47.889902] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRL' from 'https://tdm.silogroup.org/data/derivative_storage/CRL.csv'.
[2025-12-09T20:19:47.903001] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRL'.
[2025-12-09T20:19:47.903439] [INFO ] [FORECASTER] Starting predict_future for CRL
[2025-12-09T20:19:47.904346] [DEBUG] [LOCAL     ] No optimal features file found for CRL: ./output/feature-sets/CRL.txt
[2025-12-09T20:19:47.904397] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:47.904429] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:47.904454] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:47.904510] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:47.962289] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:47.963337] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:47.963430] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:47.963462] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:48.089510] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:48.089765] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:48.089810] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:48.089840] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:48.093513] [DEBUG] [FORECASTER] CRL: Forecast T+1@11:T+2@11: DOWN (p=33.06%)
[2025-12-09T20:19:48.093826] [INFO ] [FORECASTER] Completed predict_future for CRL
[2025-12-09T20:19:48.093956] [INFO ] [sig       ] CRL: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:19:48.236772] [INFO ] [LOCAL     ] Saved forecast: CRL	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/CRL.txt
[2025-12-09T20:19:48.236963] [INFO ] [sig       ] [826/3614] Completed CRL in 0.3s | 2.91 sym/s | Total: 4.7m | ETA: 16.0m
[2025-12-09T20:19:48.237005] [INFO ] [sig       ] [827/3614] Forecasting CRM...
[2025-12-09T20:19:48.237034] [INFO ] [sig       ] Generating forecast for: CRM
[2025-12-09T20:19:48.237067] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRM' from 'https://tdm.silogroup.org/data/derivative_storage/CRM.csv'.
[2025-12-09T20:19:48.250208] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRM'.
[2025-12-09T20:19:48.250636] [INFO ] [FORECASTER] Starting predict_future for CRM
[2025-12-09T20:19:48.251495] [DEBUG] [LOCAL     ] No optimal features file found for CRM: ./output/feature-sets/CRM.txt
[2025-12-09T20:19:48.251545] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:48.251601] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:48.251630] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:48.251687] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:48.310329] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:48.311334] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:48.311423] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:48.311455] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:48.435098] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:48.435355] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:48.435400] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:48.435427] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:48.439395] [DEBUG] [FORECASTER] CRM: Forecast T+1@11:T+2@11: UP (p=89.36%)
[2025-12-09T20:19:48.439753] [INFO ] [FORECASTER] Completed predict_future for CRM
[2025-12-09T20:19:48.439887] [INFO ] [sig       ] CRM: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:19:48.581028] [INFO ] [LOCAL     ] Saved forecast: CRM	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/CRM.txt
[2025-12-09T20:19:48.581202] [INFO ] [sig       ] [827/3614] Completed CRM in 0.3s | 2.91 sym/s | Total: 4.7m | ETA: 16.0m
[2025-12-09T20:19:48.581244] [INFO ] [sig       ] [828/3614] Forecasting CRMD...
[2025-12-09T20:19:48.581273] [INFO ] [sig       ] Generating forecast for: CRMD
[2025-12-09T20:19:48.581305] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRMD' from 'https://tdm.silogroup.org/data/derivative_storage/CRMD.csv'.
[2025-12-09T20:19:48.595137] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRMD'.
[2025-12-09T20:19:48.595898] [INFO ] [FORECASTER] Starting predict_future for CRMD
[2025-12-09T20:19:48.596995] [DEBUG] [LOCAL     ] No optimal features file found for CRMD: ./output/feature-sets/CRMD.txt
[2025-12-09T20:19:48.597047] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:48.597079] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:48.597105] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:48.597161] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:48.654053] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:48.655031] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:48.655122] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:48.655155] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:48.771772] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:48.771997] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:48.772040] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:48.772068] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:48.775994] [DEBUG] [FORECASTER] CRMD: Forecast T+1@11:T+2@11: DOWN (p=13.45%)
[2025-12-09T20:19:48.776302] [INFO ] [FORECASTER] Completed predict_future for CRMD
[2025-12-09T20:19:48.776429] [INFO ] [sig       ] CRMD: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:19:48.918383] [INFO ] [LOCAL     ] Saved forecast: CRMD	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/CRMD.txt
[2025-12-09T20:19:48.918594] [INFO ] [sig       ] [828/3614] Completed CRMD in 0.3s | 2.91 sym/s | Total: 4.7m | ETA: 16.0m
[2025-12-09T20:19:48.918638] [INFO ] [sig       ] [829/3614] Forecasting CRML...
[2025-12-09T20:19:48.918667] [INFO ] [sig       ] Generating forecast for: CRML
[2025-12-09T20:19:48.918699] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRML' from 'https://tdm.silogroup.org/data/derivative_storage/CRML.csv'.
[2025-12-09T20:19:48.934456] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRML'.
[2025-12-09T20:19:48.935002] [INFO ] [FORECASTER] Starting predict_future for CRML
[2025-12-09T20:19:48.935877] [DEBUG] [LOCAL     ] No optimal features file found for CRML: ./output/feature-sets/CRML.txt
[2025-12-09T20:19:48.935938] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:48.935975] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:48.936001] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:48.936057] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:48.992928] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:48.993864] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:48.993983] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:48.994016] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:49.113962] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:49.114130] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:49.114171] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:49.114199] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:49.117630] [DEBUG] [FORECASTER] CRML: Forecast T+1@11:T+2@11: DOWN (p=14.89%)
[2025-12-09T20:19:49.117919] [INFO ] [FORECASTER] Completed predict_future for CRML
[2025-12-09T20:19:49.118069] [INFO ] [sig       ] CRML: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:19:49.264677] [INFO ] [LOCAL     ] Saved forecast: CRML	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/CRML.txt
[2025-12-09T20:19:49.264843] [INFO ] [sig       ] [829/3614] Completed CRML in 0.3s | 2.91 sym/s | Total: 4.8m | ETA: 16.0m
[2025-12-09T20:19:49.264883] [INFO ] [sig       ] [830/3614] Forecasting CRNC...
[2025-12-09T20:19:49.264912] [INFO ] [sig       ] Generating forecast for: CRNC
[2025-12-09T20:19:49.264943] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRNC' from 'https://tdm.silogroup.org/data/derivative_storage/CRNC.csv'.
[2025-12-09T20:19:49.278532] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRNC'.
[2025-12-09T20:19:49.279103] [INFO ] [FORECASTER] Starting predict_future for CRNC
[2025-12-09T20:19:49.280097] [DEBUG] [LOCAL     ] No optimal features file found for CRNC: ./output/feature-sets/CRNC.txt
[2025-12-09T20:19:49.280153] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:49.280187] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:49.280215] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:49.280275] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:49.341007] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:49.342005] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:49.342098] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:49.342130] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:49.465705] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:49.465916] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:49.465960] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:49.465991] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:49.469790] [DEBUG] [FORECASTER] CRNC: Forecast T+1@11:T+2@11: UP (p=70.14%)
[2025-12-09T20:19:49.470100] [INFO ] [FORECASTER] Completed predict_future for CRNC
[2025-12-09T20:19:49.470234] [INFO ] [sig       ] CRNC: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:19:49.614154] [INFO ] [LOCAL     ] Saved forecast: CRNC	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/CRNC.txt
[2025-12-09T20:19:49.614349] [INFO ] [sig       ] [830/3614] Completed CRNC in 0.3s | 2.91 sym/s | Total: 4.8m | ETA: 16.0m
[2025-12-09T20:19:49.614390] [INFO ] [sig       ] [831/3614] Forecasting CRNX...
[2025-12-09T20:19:49.614419] [INFO ] [sig       ] Generating forecast for: CRNX
[2025-12-09T20:19:49.614451] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRNX' from 'https://tdm.silogroup.org/data/derivative_storage/CRNX.csv'.
[2025-12-09T20:19:49.627852] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRNX'.
[2025-12-09T20:19:49.628298] [INFO ] [FORECASTER] Starting predict_future for CRNX
[2025-12-09T20:19:49.629272] [DEBUG] [LOCAL     ] No optimal features file found for CRNX: ./output/feature-sets/CRNX.txt
[2025-12-09T20:19:49.629341] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:49.629376] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:49.629404] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:49.629462] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:49.688472] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:49.689482] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:49.689595] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:49.689629] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:49.815722] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:49.815975] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:49.816031] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:49.816060] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:49.820038] [DEBUG] [FORECASTER] CRNX: Forecast T+1@11:T+2@11: UP (p=75.26%)
[2025-12-09T20:19:49.820353] [INFO ] [FORECASTER] Completed predict_future for CRNX
[2025-12-09T20:19:49.820495] [INFO ] [sig       ] CRNX: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:19:49.969173] [INFO ] [LOCAL     ] Saved forecast: CRNX	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/CRNX.txt
[2025-12-09T20:19:49.969386] [INFO ] [sig       ] [831/3614] Completed CRNX in 0.4s | 2.91 sym/s | Total: 4.8m | ETA: 15.9m
[2025-12-09T20:19:49.969428] [INFO ] [sig       ] [832/3614] Forecasting CRON...
[2025-12-09T20:19:49.969457] [INFO ] [sig       ] Generating forecast for: CRON
[2025-12-09T20:19:49.969488] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRON' from 'https://tdm.silogroup.org/data/derivative_storage/CRON.csv'.
[2025-12-09T20:19:49.983398] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRON'.
[2025-12-09T20:19:49.983961] [INFO ] [FORECASTER] Starting predict_future for CRON
[2025-12-09T20:19:49.985010] [DEBUG] [LOCAL     ] No optimal features file found for CRON: ./output/feature-sets/CRON.txt
[2025-12-09T20:19:49.985065] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:49.985100] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:49.985126] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:49.985184] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:50.045940] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:50.047131] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:50.047240] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:50.047274] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:50.175439] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:50.175690] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:50.175739] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:50.175788] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:50.180061] [DEBUG] [FORECASTER] CRON: Forecast T+1@11:T+2@11: DOWN (p=2.36%)
[2025-12-09T20:19:50.180480] [INFO ] [FORECASTER] Completed predict_future for CRON
[2025-12-09T20:19:50.180666] [INFO ] [sig       ] CRON: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:19:50.399200] [INFO ] [LOCAL     ] Saved forecast: CRON	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/CRON.txt
[2025-12-09T20:19:50.399539] [INFO ] [sig       ] [832/3614] Completed CRON in 0.4s | 2.91 sym/s | Total: 4.8m | ETA: 15.9m
[2025-12-09T20:19:50.399639] [INFO ] [sig       ] [833/3614] Forecasting CROX...
[2025-12-09T20:19:50.399684] [INFO ] [sig       ] Generating forecast for: CROX
[2025-12-09T20:19:50.399729] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CROX' from 'https://tdm.silogroup.org/data/derivative_storage/CROX.csv'.
[2025-12-09T20:19:50.415848] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CROX'.
[2025-12-09T20:19:50.416293] [INFO ] [FORECASTER] Starting predict_future for CROX
[2025-12-09T20:19:50.417212] [DEBUG] [LOCAL     ] No optimal features file found for CROX: ./output/feature-sets/CROX.txt
[2025-12-09T20:19:50.417267] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:50.417301] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:50.417329] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:50.417386] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:50.498600] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:50.499991] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:50.500133] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:50.500168] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:50.673645] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:50.673940] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:50.674016] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:50.674065] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:50.680650] [DEBUG] [FORECASTER] CROX: Forecast T+1@11:T+2@11: DOWN (p=32.00%)
[2025-12-09T20:19:50.681353] [INFO ] [FORECASTER] Completed predict_future for CROX
[2025-12-09T20:19:50.681660] [INFO ] [sig       ] CROX: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:19:50.923130] [INFO ] [LOCAL     ] Saved forecast: CROX	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/CROX.txt
[2025-12-09T20:19:50.923308] [INFO ] [sig       ] [833/3614] Completed CROX in 0.5s | 2.91 sym/s | Total: 4.8m | ETA: 16.0m
[2025-12-09T20:19:50.923352] [INFO ] [sig       ] [834/3614] Forecasting CRS...
[2025-12-09T20:19:50.923381] [INFO ] [sig       ] Generating forecast for: CRS
[2025-12-09T20:19:50.923412] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRS' from 'https://tdm.silogroup.org/data/derivative_storage/CRS.csv'.
[2025-12-09T20:19:50.939678] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRS'.
[2025-12-09T20:19:50.940138] [INFO ] [FORECASTER] Starting predict_future for CRS
[2025-12-09T20:19:50.941063] [DEBUG] [LOCAL     ] No optimal features file found for CRS: ./output/feature-sets/CRS.txt
[2025-12-09T20:19:50.941117] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:50.941151] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:50.941180] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:50.941242] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:51.005702] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:51.006642] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:51.006737] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:51.006770] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:51.155004] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:51.155182] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:51.155249] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:51.155298] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:51.159479] [DEBUG] [FORECASTER] CRS: Forecast T+1@11:T+2@11: UP (p=80.20%)
[2025-12-09T20:19:51.159803] [INFO ] [FORECASTER] Completed predict_future for CRS
[2025-12-09T20:19:51.159942] [INFO ] [sig       ] CRS: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:19:51.300135] [INFO ] [LOCAL     ] Saved forecast: CRS	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/CRS.txt
[2025-12-09T20:19:51.300281] [INFO ] [sig       ] [834/3614] Completed CRS in 0.4s | 2.91 sym/s | Total: 4.8m | ETA: 15.9m
[2025-12-09T20:19:51.300330] [INFO ] [sig       ] [835/3614] Forecasting CRSP...
[2025-12-09T20:19:51.300361] [INFO ] [sig       ] Generating forecast for: CRSP
[2025-12-09T20:19:51.300392] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRSP' from 'https://tdm.silogroup.org/data/derivative_storage/CRSP.csv'.
[2025-12-09T20:19:51.312020] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRSP'.
[2025-12-09T20:19:51.312395] [INFO ] [FORECASTER] Starting predict_future for CRSP
[2025-12-09T20:19:51.313201] [DEBUG] [LOCAL     ] No optimal features file found for CRSP: ./output/feature-sets/CRSP.txt
[2025-12-09T20:19:51.313252] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:51.313284] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:51.313311] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:51.313369] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:51.369064] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:51.369985] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:51.370062] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:51.370095] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:51.486037] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:51.486189] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:51.486230] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:51.486257] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:51.489659] [DEBUG] [FORECASTER] CRSP: Forecast T+1@11:T+2@11: UP (p=65.83%)
[2025-12-09T20:19:51.489941] [INFO ] [FORECASTER] Completed predict_future for CRSP
[2025-12-09T20:19:51.490064] [INFO ] [sig       ] CRSP: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:19:51.630075] [INFO ] [LOCAL     ] Saved forecast: CRSP	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/CRSP.txt
[2025-12-09T20:19:51.630234] [INFO ] [sig       ] [835/3614] Completed CRSP in 0.3s | 2.91 sym/s | Total: 4.8m | ETA: 15.9m
[2025-12-09T20:19:51.630273] [INFO ] [sig       ] [836/3614] Forecasting CRTO...
[2025-12-09T20:19:51.630303] [INFO ] [sig       ] Generating forecast for: CRTO
[2025-12-09T20:19:51.630333] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRTO' from 'https://tdm.silogroup.org/data/derivative_storage/CRTO.csv'.
[2025-12-09T20:19:51.641857] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRTO'.
[2025-12-09T20:19:51.642180] [INFO ] [FORECASTER] Starting predict_future for CRTO
[2025-12-09T20:19:51.642965] [DEBUG] [LOCAL     ] No optimal features file found for CRTO: ./output/feature-sets/CRTO.txt
[2025-12-09T20:19:51.643016] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:51.643074] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:51.643102] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:51.643157] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:51.698621] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:51.699443] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:51.699523] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:51.699556] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:51.828520] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:51.828686] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:51.828731] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:51.828761] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:51.832358] [DEBUG] [FORECASTER] CRTO: Forecast T+1@11:T+2@11: DOWN (p=40.85%)
[2025-12-09T20:19:51.832867] [INFO ] [FORECASTER] Completed predict_future for CRTO
[2025-12-09T20:19:51.833015] [INFO ] [sig       ] CRTO: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:19:51.969672] [INFO ] [LOCAL     ] Saved forecast: CRTO	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/CRTO.txt
[2025-12-09T20:19:51.969804] [INFO ] [sig       ] [836/3614] Completed CRTO in 0.3s | 2.91 sym/s | Total: 4.8m | ETA: 15.9m
[2025-12-09T20:19:51.969842] [INFO ] [sig       ] [837/3614] Forecasting CRUS...
[2025-12-09T20:19:51.969871] [INFO ] [sig       ] Generating forecast for: CRUS
[2025-12-09T20:19:51.969901] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRUS' from 'https://tdm.silogroup.org/data/derivative_storage/CRUS.csv'.
[2025-12-09T20:19:51.980867] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRUS'.
[2025-12-09T20:19:51.981154] [INFO ] [FORECASTER] Starting predict_future for CRUS
[2025-12-09T20:19:51.981940] [DEBUG] [LOCAL     ] No optimal features file found for CRUS: ./output/feature-sets/CRUS.txt
[2025-12-09T20:19:51.981990] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:51.982021] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:51.982046] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:51.982100] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:52.037340] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:52.038082] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:52.038159] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:52.038191] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:52.155910] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:52.156063] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:52.156104] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:52.156131] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:52.159478] [DEBUG] [FORECASTER] CRUS: Forecast T+1@11:T+2@11: UP (p=52.61%)
[2025-12-09T20:19:52.159756] [INFO ] [FORECASTER] Completed predict_future for CRUS
[2025-12-09T20:19:52.159876] [INFO ] [sig       ] CRUS: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:19:52.300209] [INFO ] [LOCAL     ] Saved forecast: CRUS	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/CRUS.txt
[2025-12-09T20:19:52.300357] [INFO ] [sig       ] [837/3614] Completed CRUS in 0.3s | 2.91 sym/s | Total: 4.8m | ETA: 15.9m
[2025-12-09T20:19:52.300400] [INFO ] [sig       ] [838/3614] Forecasting CRVL...
[2025-12-09T20:19:52.300430] [INFO ] [sig       ] Generating forecast for: CRVL
[2025-12-09T20:19:52.300459] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRVL' from 'https://tdm.silogroup.org/data/derivative_storage/CRVL.csv'.
[2025-12-09T20:19:52.311460] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRVL'.
[2025-12-09T20:19:52.311853] [INFO ] [FORECASTER] Starting predict_future for CRVL
[2025-12-09T20:19:52.312676] [DEBUG] [LOCAL     ] No optimal features file found for CRVL: ./output/feature-sets/CRVL.txt
[2025-12-09T20:19:52.312729] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:52.312762] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:52.312788] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:52.312843] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:52.369371] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:52.370188] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:52.370266] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:52.370298] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:52.495678] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:52.495844] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:52.495907] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:52.495936] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:52.499568] [DEBUG] [FORECASTER] CRVL: Forecast T+1@11:T+2@11: DOWN (p=11.51%)
[2025-12-09T20:19:52.499923] [INFO ] [FORECASTER] Completed predict_future for CRVL
[2025-12-09T20:19:52.500068] [INFO ] [sig       ] CRVL: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:19:52.645069] [INFO ] [LOCAL     ] Saved forecast: CRVL	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/CRVL.txt
[2025-12-09T20:19:52.645205] [INFO ] [sig       ] [838/3614] Completed CRVL in 0.3s | 2.91 sym/s | Total: 4.8m | ETA: 15.9m
[2025-12-09T20:19:52.645244] [INFO ] [sig       ] [839/3614] Forecasting CRVO...
[2025-12-09T20:19:52.645273] [INFO ] [sig       ] Generating forecast for: CRVO
[2025-12-09T20:19:52.645303] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRVO' from 'https://tdm.silogroup.org/data/derivative_storage/CRVO.csv'.
[2025-12-09T20:19:52.657413] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRVO'.
[2025-12-09T20:19:52.657777] [INFO ] [FORECASTER] Starting predict_future for CRVO
[2025-12-09T20:19:52.658522] [DEBUG] [LOCAL     ] No optimal features file found for CRVO: ./output/feature-sets/CRVO.txt
[2025-12-09T20:19:52.658590] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:52.658624] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:52.658650] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:52.658704] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:52.715970] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:52.716751] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:52.716827] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:52.716859] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:52.838281] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:52.838444] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:52.838495] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:52.838570] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:52.842306] [DEBUG] [FORECASTER] CRVO: Forecast T+1@11:T+2@11: DOWN (p=39.07%)
[2025-12-09T20:19:52.842599] [INFO ] [FORECASTER] Completed predict_future for CRVO
[2025-12-09T20:19:52.842735] [INFO ] [sig       ] CRVO: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:19:52.987812] [INFO ] [LOCAL     ] Saved forecast: CRVO	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/CRVO.txt
[2025-12-09T20:19:52.987963] [INFO ] [sig       ] [839/3614] Completed CRVO in 0.3s | 2.91 sym/s | Total: 4.8m | ETA: 15.9m
[2025-12-09T20:19:52.988002] [INFO ] [sig       ] [840/3614] Forecasting CRVS...
[2025-12-09T20:19:52.988031] [INFO ] [sig       ] Generating forecast for: CRVS
[2025-12-09T20:19:52.988062] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRVS' from 'https://tdm.silogroup.org/data/derivative_storage/CRVS.csv'.
[2025-12-09T20:19:52.999363] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRVS'.
[2025-12-09T20:19:52.999742] [INFO ] [FORECASTER] Starting predict_future for CRVS
[2025-12-09T20:19:53.000711] [DEBUG] [LOCAL     ] No optimal features file found for CRVS: ./output/feature-sets/CRVS.txt
[2025-12-09T20:19:53.000773] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:53.000812] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:53.000846] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:53.000922] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:53.061326] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:53.062120] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:53.062199] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:53.062233] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:53.187853] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:53.188107] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:53.188150] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:53.188178] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:53.191637] [DEBUG] [FORECASTER] CRVS: Forecast T+1@11:T+2@11: DOWN (p=30.67%)
[2025-12-09T20:19:53.191912] [INFO ] [FORECASTER] Completed predict_future for CRVS
[2025-12-09T20:19:53.192038] [INFO ] [sig       ] CRVS: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:19:53.338663] [INFO ] [LOCAL     ] Saved forecast: CRVS	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/CRVS.txt
[2025-12-09T20:19:53.338815] [INFO ] [sig       ] [840/3614] Completed CRVS in 0.4s | 2.91 sym/s | Total: 4.8m | ETA: 15.9m
[2025-12-09T20:19:53.338856] [INFO ] [sig       ] [841/3614] Forecasting CRWD...
[2025-12-09T20:19:53.338886] [INFO ] [sig       ] Generating forecast for: CRWD
[2025-12-09T20:19:53.338916] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRWD' from 'https://tdm.silogroup.org/data/derivative_storage/CRWD.csv'.
[2025-12-09T20:19:53.350640] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRWD'.
[2025-12-09T20:19:53.350917] [INFO ] [FORECASTER] Starting predict_future for CRWD
[2025-12-09T20:19:53.351754] [DEBUG] [LOCAL     ] No optimal features file found for CRWD: ./output/feature-sets/CRWD.txt
[2025-12-09T20:19:53.351806] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:53.351838] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:53.351865] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:53.351923] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:53.408635] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:53.409291] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:53.409368] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:53.409405] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:53.530168] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:53.530314] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:53.530354] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:53.530384] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:53.533806] [DEBUG] [FORECASTER] CRWD: Forecast T+1@11:T+2@11: UP (p=69.66%)
[2025-12-09T20:19:53.534069] [INFO ] [FORECASTER] Completed predict_future for CRWD
[2025-12-09T20:19:53.534190] [INFO ] [sig       ] CRWD: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:19:53.672191] [INFO ] [LOCAL     ] Saved forecast: CRWD	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/CRWD.txt
[2025-12-09T20:19:53.672307] [INFO ] [sig       ] [841/3614] Completed CRWD in 0.3s | 2.91 sym/s | Total: 4.8m | ETA: 15.9m
[2025-12-09T20:19:53.672345] [INFO ] [sig       ] [842/3614] Forecasting CRWS...
[2025-12-09T20:19:53.672373] [INFO ] [sig       ] Generating forecast for: CRWS
[2025-12-09T20:19:53.672403] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRWS' from 'https://tdm.silogroup.org/data/derivative_storage/CRWS.csv'.
[2025-12-09T20:19:53.683444] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRWS'.
[2025-12-09T20:19:53.683766] [INFO ] [FORECASTER] Starting predict_future for CRWS
[2025-12-09T20:19:53.684511] [DEBUG] [LOCAL     ] No optimal features file found for CRWS: ./output/feature-sets/CRWS.txt
[2025-12-09T20:19:53.684562] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:53.684625] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:53.684653] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:53.684707] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:53.740997] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:53.741610] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:53.741683] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:53.741715] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:53.848062] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:53.848212] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:53.848251] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:53.848279] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:53.851539] [DEBUG] [FORECASTER] CRWS: Forecast T+1@11:T+2@11: DOWN (p=45.79%)
[2025-12-09T20:19:53.851820] [INFO ] [FORECASTER] Completed predict_future for CRWS
[2025-12-09T20:19:53.851937] [INFO ] [sig       ] CRWS: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:19:53.993549] [INFO ] [LOCAL     ] Saved forecast: CRWS	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/CRWS.txt
[2025-12-09T20:19:53.993738] [INFO ] [sig       ] [842/3614] Completed CRWS in 0.3s | 2.91 sym/s | Total: 4.8m | ETA: 15.9m
[2025-12-09T20:19:53.993777] [INFO ] [sig       ] [843/3614] Forecasting CSAN...
[2025-12-09T20:19:53.993805] [INFO ] [sig       ] Generating forecast for: CSAN
[2025-12-09T20:19:53.993835] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSAN' from 'https://tdm.silogroup.org/data/derivative_storage/CSAN.csv'.
[2025-12-09T20:19:54.005103] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSAN'.
[2025-12-09T20:19:54.005477] [INFO ] [FORECASTER] Starting predict_future for CSAN
[2025-12-09T20:19:54.006270] [DEBUG] [LOCAL     ] No optimal features file found for CSAN: ./output/feature-sets/CSAN.txt
[2025-12-09T20:19:54.006321] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:54.006351] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:54.006376] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:54.006431] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:54.062956] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:54.063692] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:54.063766] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:54.063798] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:54.181222] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:54.181357] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:54.181396] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:54.181424] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:54.184798] [DEBUG] [FORECASTER] CSAN: Forecast T+1@11:T+2@11: DOWN (p=2.44%)
[2025-12-09T20:19:54.185062] [INFO ] [FORECASTER] Completed predict_future for CSAN
[2025-12-09T20:19:54.185179] [INFO ] [sig       ] CSAN: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:19:54.325678] [INFO ] [LOCAL     ] Saved forecast: CSAN	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/CSAN.txt
[2025-12-09T20:19:54.325829] [INFO ] [sig       ] [843/3614] Completed CSAN in 0.3s | 2.91 sym/s | Total: 4.8m | ETA: 15.9m
[2025-12-09T20:19:54.325869] [INFO ] [sig       ] [844/3614] Forecasting CSB...
[2025-12-09T20:19:54.325897] [INFO ] [sig       ] Generating forecast for: CSB
[2025-12-09T20:19:54.325927] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSB' from 'https://tdm.silogroup.org/data/derivative_storage/CSB.csv'.
[2025-12-09T20:19:54.336102] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSB'.
[2025-12-09T20:19:54.336421] [INFO ] [FORECASTER] Starting predict_future for CSB
[2025-12-09T20:19:54.337188] [DEBUG] [LOCAL     ] No optimal features file found for CSB: ./output/feature-sets/CSB.txt
[2025-12-09T20:19:54.337238] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:54.337269] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:54.337296] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:54.337351] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:54.395759] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:54.396393] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:54.396474] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:54.396506] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:54.515161] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:54.515329] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:54.515385] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:54.515417] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:54.519615] [DEBUG] [FORECASTER] CSB: Forecast T+1@11:T+2@11: DOWN (p=1.73%)
[2025-12-09T20:19:54.519954] [INFO ] [FORECASTER] Completed predict_future for CSB
[2025-12-09T20:19:54.520108] [INFO ] [sig       ] CSB: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:19:54.672107] [INFO ] [LOCAL     ] Saved forecast: CSB	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/CSB.txt
[2025-12-09T20:19:54.672265] [INFO ] [sig       ] [844/3614] Completed CSB in 0.3s | 2.91 sym/s | Total: 4.8m | ETA: 15.9m
[2025-12-09T20:19:54.672304] [INFO ] [sig       ] [845/3614] Forecasting CSCO...
[2025-12-09T20:19:54.672332] [INFO ] [sig       ] Generating forecast for: CSCO
[2025-12-09T20:19:54.672363] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSCO' from 'https://tdm.silogroup.org/data/derivative_storage/CSCO.csv'.
[2025-12-09T20:19:54.683410] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSCO'.
[2025-12-09T20:19:54.683740] [INFO ] [FORECASTER] Starting predict_future for CSCO
[2025-12-09T20:19:54.684501] [DEBUG] [LOCAL     ] No optimal features file found for CSCO: ./output/feature-sets/CSCO.txt
[2025-12-09T20:19:54.684553] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:54.684605] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:54.684644] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:54.684713] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:54.741558] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:54.742235] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:54.742312] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:54.742344] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:54.861829] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:54.861971] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:54.862009] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:54.862037] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:54.865317] [DEBUG] [FORECASTER] CSCO: Forecast T+1@11:T+2@11: DOWN (p=39.32%)
[2025-12-09T20:19:54.865601] [INFO ] [FORECASTER] Completed predict_future for CSCO
[2025-12-09T20:19:54.865721] [INFO ] [sig       ] CSCO: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:19:55.004334] [INFO ] [LOCAL     ] Saved forecast: CSCO	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/CSCO.txt
[2025-12-09T20:19:55.004468] [INFO ] [sig       ] [845/3614] Completed CSCO in 0.3s | 2.91 sym/s | Total: 4.8m | ETA: 15.9m
[2025-12-09T20:19:55.004508] [INFO ] [sig       ] [846/3614] Forecasting CSGP...
[2025-12-09T20:19:55.004542] [INFO ] [sig       ] Generating forecast for: CSGP
[2025-12-09T20:19:55.004588] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSGP' from 'https://tdm.silogroup.org/data/derivative_storage/CSGP.csv'.
[2025-12-09T20:19:55.016359] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSGP'.
[2025-12-09T20:19:55.016746] [INFO ] [FORECASTER] Starting predict_future for CSGP
[2025-12-09T20:19:55.017533] [DEBUG] [LOCAL     ] No optimal features file found for CSGP: ./output/feature-sets/CSGP.txt
[2025-12-09T20:19:55.017601] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:55.017633] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:55.017661] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:55.017715] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:55.072529] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:55.073131] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:55.073233] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:55.073265] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:55.193698] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:55.193834] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:55.193872] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:55.193900] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:55.197175] [DEBUG] [FORECASTER] CSGP: Forecast T+1@11:T+2@11: UP (p=79.67%)
[2025-12-09T20:19:55.197440] [INFO ] [FORECASTER] Completed predict_future for CSGP
[2025-12-09T20:19:55.197593] [INFO ] [sig       ] CSGP: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:19:55.335007] [INFO ] [LOCAL     ] Saved forecast: CSGP	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/CSGP.txt
[2025-12-09T20:19:55.335116] [INFO ] [sig       ] [846/3614] Completed CSGP in 0.3s | 2.91 sym/s | Total: 4.9m | ETA: 15.9m
[2025-12-09T20:19:55.335153] [INFO ] [sig       ] [847/3614] Forecasting CSGS...
[2025-12-09T20:19:55.335182] [INFO ] [sig       ] Generating forecast for: CSGS
[2025-12-09T20:19:55.335211] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSGS' from 'https://tdm.silogroup.org/data/derivative_storage/CSGS.csv'.
[2025-12-09T20:19:55.346501] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSGS'.
[2025-12-09T20:19:55.346779] [INFO ] [FORECASTER] Starting predict_future for CSGS
[2025-12-09T20:19:55.347545] [DEBUG] [LOCAL     ] No optimal features file found for CSGS: ./output/feature-sets/CSGS.txt
[2025-12-09T20:19:55.347618] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:55.347651] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:55.347677] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:55.347732] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:55.403195] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:55.403791] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:55.403861] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:55.403892] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:55.524541] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:55.524713] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:55.524759] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:55.524788] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:55.528199] [DEBUG] [FORECASTER] CSGS: Forecast T+1@11:T+2@11: UP (p=86.43%)
[2025-12-09T20:19:55.528472] [INFO ] [FORECASTER] Completed predict_future for CSGS
[2025-12-09T20:19:55.528623] [INFO ] [sig       ] CSGS: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:19:55.665135] [INFO ] [LOCAL     ] Saved forecast: CSGS	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/CSGS.txt
[2025-12-09T20:19:55.665251] [INFO ] [sig       ] [847/3614] Completed CSGS in 0.3s | 2.91 sym/s | Total: 4.9m | ETA: 15.9m
[2025-12-09T20:19:55.665288] [INFO ] [sig       ] [848/3614] Forecasting CSIQ...
[2025-12-09T20:19:55.665316] [INFO ] [sig       ] Generating forecast for: CSIQ
[2025-12-09T20:19:55.665344] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSIQ' from 'https://tdm.silogroup.org/data/derivative_storage/CSIQ.csv'.
[2025-12-09T20:19:55.676823] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSIQ'.
[2025-12-09T20:19:55.677092] [INFO ] [FORECASTER] Starting predict_future for CSIQ
[2025-12-09T20:19:55.677885] [DEBUG] [LOCAL     ] No optimal features file found for CSIQ: ./output/feature-sets/CSIQ.txt
[2025-12-09T20:19:55.677935] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:55.677965] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:55.677992] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:55.678046] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:55.734016] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:55.734675] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:55.734749] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:55.734780] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:55.856947] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:55.857076] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:55.857114] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:55.857143] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:55.860472] [DEBUG] [FORECASTER] CSIQ: Forecast T+1@11:T+2@11: DOWN (p=7.75%)
[2025-12-09T20:19:55.860753] [INFO ] [FORECASTER] Completed predict_future for CSIQ
[2025-12-09T20:19:55.860873] [INFO ] [sig       ] CSIQ: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:19:55.997698] [INFO ] [LOCAL     ] Saved forecast: CSIQ	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/CSIQ.txt
[2025-12-09T20:19:55.997810] [INFO ] [sig       ] [848/3614] Completed CSIQ in 0.3s | 2.91 sym/s | Total: 4.9m | ETA: 15.9m
[2025-12-09T20:19:55.997850] [INFO ] [sig       ] [849/3614] Forecasting CSPI...
[2025-12-09T20:19:55.997878] [INFO ] [sig       ] Generating forecast for: CSPI
[2025-12-09T20:19:55.997906] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSPI' from 'https://tdm.silogroup.org/data/derivative_storage/CSPI.csv'.
[2025-12-09T20:19:56.009059] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSPI'.
[2025-12-09T20:19:56.009352] [INFO ] [FORECASTER] Starting predict_future for CSPI
[2025-12-09T20:19:56.010236] [DEBUG] [LOCAL     ] No optimal features file found for CSPI: ./output/feature-sets/CSPI.txt
[2025-12-09T20:19:56.010287] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:56.010318] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:56.010345] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:56.010400] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:56.065246] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:56.065852] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:56.065924] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:56.065954] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:56.176612] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:56.176736] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:19:56.176773] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:56.176819] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:56.180083] [DEBUG] [FORECASTER] CSPI: Forecast T+1@11:T+2@11: UP (p=78.36%)
[2025-12-09T20:19:56.180346] [INFO ] [FORECASTER] Completed predict_future for CSPI
[2025-12-09T20:19:56.180465] [INFO ] [sig       ] CSPI: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:19:56.323028] [INFO ] [LOCAL     ] Saved forecast: CSPI	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/CSPI.txt
[2025-12-09T20:19:56.323173] [INFO ] [sig       ] [849/3614] Completed CSPI in 0.3s | 2.91 sym/s | Total: 4.9m | ETA: 15.9m
[2025-12-09T20:19:56.323210] [INFO ] [sig       ] [850/3614] Forecasting CSQ...
[2025-12-09T20:19:56.323239] [INFO ] [sig       ] Generating forecast for: CSQ
[2025-12-09T20:19:56.323269] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSQ' from 'https://tdm.silogroup.org/data/derivative_storage/CSQ.csv'.
[2025-12-09T20:19:56.335682] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSQ'.
[2025-12-09T20:19:56.336010] [INFO ] [FORECASTER] Starting predict_future for CSQ
[2025-12-09T20:19:56.337111] [DEBUG] [LOCAL     ] No optimal features file found for CSQ: ./output/feature-sets/CSQ.txt
[2025-12-09T20:19:56.337164] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:56.337196] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:56.337222] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:56.337277] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:56.393957] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:56.394592] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:56.394670] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:56.394701] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:56.511927] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:56.512085] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:56.512126] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:56.512154] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:56.515592] [DEBUG] [FORECASTER] CSQ: Forecast T+1@11:T+2@11: DOWN (p=10.73%)
[2025-12-09T20:19:56.515863] [INFO ] [FORECASTER] Completed predict_future for CSQ
[2025-12-09T20:19:56.515987] [INFO ] [sig       ] CSQ: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:19:56.654372] [INFO ] [LOCAL     ] Saved forecast: CSQ	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/CSQ.txt
[2025-12-09T20:19:56.654502] [INFO ] [sig       ] [850/3614] Completed CSQ in 0.3s | 2.91 sym/s | Total: 4.9m | ETA: 15.8m
[2025-12-09T20:19:56.654540] [INFO ] [sig       ] [851/3614] Forecasting CSTL...
[2025-12-09T20:19:56.654584] [INFO ] [sig       ] Generating forecast for: CSTL
[2025-12-09T20:19:56.654617] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSTL' from 'https://tdm.silogroup.org/data/derivative_storage/CSTL.csv'.
[2025-12-09T20:19:56.665553] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSTL'.
[2025-12-09T20:19:56.665862] [INFO ] [FORECASTER] Starting predict_future for CSTL
[2025-12-09T20:19:56.666625] [DEBUG] [LOCAL     ] No optimal features file found for CSTL: ./output/feature-sets/CSTL.txt
[2025-12-09T20:19:56.666674] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:56.666705] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:56.666731] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:56.666786] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:56.722901] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:56.723527] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:56.723632] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:56.723666] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:56.847798] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:56.847941] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:56.847982] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:56.848010] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:56.851305] [DEBUG] [FORECASTER] CSTL: Forecast T+1@11:T+2@11: UP (p=92.96%)
[2025-12-09T20:19:56.851589] [INFO ] [FORECASTER] Completed predict_future for CSTL
[2025-12-09T20:19:56.851711] [INFO ] [sig       ] CSTL: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:19:56.989504] [INFO ] [LOCAL     ] Saved forecast: CSTL	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/CSTL.txt
[2025-12-09T20:19:56.989645] [INFO ] [sig       ] [851/3614] Completed CSTL in 0.3s | 2.91 sym/s | Total: 4.9m | ETA: 15.8m
[2025-12-09T20:19:56.989685] [INFO ] [sig       ] [852/3614] Forecasting CSTM...
[2025-12-09T20:19:56.989713] [INFO ] [sig       ] Generating forecast for: CSTM
[2025-12-09T20:19:56.989743] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSTM' from 'https://tdm.silogroup.org/data/derivative_storage/CSTM.csv'.
[2025-12-09T20:19:57.001365] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSTM'.
[2025-12-09T20:19:57.001737] [INFO ] [FORECASTER] Starting predict_future for CSTM
[2025-12-09T20:19:57.002552] [DEBUG] [LOCAL     ] No optimal features file found for CSTM: ./output/feature-sets/CSTM.txt
[2025-12-09T20:19:57.002624] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:57.002659] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:57.002686] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:57.002741] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:57.060148] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:57.060811] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:57.060884] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:57.060916] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:57.184901] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:57.185061] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:57.185109] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:57.185139] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:57.188585] [DEBUG] [FORECASTER] CSTM: Forecast T+1@11:T+2@11: DOWN (p=19.73%)
[2025-12-09T20:19:57.188864] [INFO ] [FORECASTER] Completed predict_future for CSTM
[2025-12-09T20:19:57.188984] [INFO ] [sig       ] CSTM: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:19:57.326497] [INFO ] [LOCAL     ] Saved forecast: CSTM	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/CSTM.txt
[2025-12-09T20:19:57.326641] [INFO ] [sig       ] [852/3614] Completed CSTM in 0.3s | 2.91 sym/s | Total: 4.9m | ETA: 15.8m
[2025-12-09T20:19:57.326680] [INFO ] [sig       ] [853/3614] Forecasting CSWC...
[2025-12-09T20:19:57.326710] [INFO ] [sig       ] Generating forecast for: CSWC
[2025-12-09T20:19:57.326739] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSWC' from 'https://tdm.silogroup.org/data/derivative_storage/CSWC.csv'.
[2025-12-09T20:19:57.338228] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSWC'.
[2025-12-09T20:19:57.338500] [INFO ] [FORECASTER] Starting predict_future for CSWC
[2025-12-09T20:19:57.339265] [DEBUG] [LOCAL     ] No optimal features file found for CSWC: ./output/feature-sets/CSWC.txt
[2025-12-09T20:19:57.339315] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:57.339370] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:57.339410] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:57.339467] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:57.395292] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:57.395962] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:57.396036] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:57.396068] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:57.511910] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:57.512060] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:57.512100] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:57.512127] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:57.515378] [DEBUG] [FORECASTER] CSWC: Forecast T+1@11:T+2@11: UP (p=83.90%)
[2025-12-09T20:19:57.515661] [INFO ] [FORECASTER] Completed predict_future for CSWC
[2025-12-09T20:19:57.515783] [INFO ] [sig       ] CSWC: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:19:57.653638] [INFO ] [LOCAL     ] Saved forecast: CSWC	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/CSWC.txt
[2025-12-09T20:19:57.653762] [INFO ] [sig       ] [853/3614] Completed CSWC in 0.3s | 2.91 sym/s | Total: 4.9m | ETA: 15.8m
[2025-12-09T20:19:57.653800] [INFO ] [sig       ] [854/3614] Forecasting CSX...
[2025-12-09T20:19:57.653828] [INFO ] [sig       ] Generating forecast for: CSX
[2025-12-09T20:19:57.653857] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSX' from 'https://tdm.silogroup.org/data/derivative_storage/CSX.csv'.
[2025-12-09T20:19:57.665352] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSX'.
[2025-12-09T20:19:57.665654] [INFO ] [FORECASTER] Starting predict_future for CSX
[2025-12-09T20:19:57.666394] [DEBUG] [LOCAL     ] No optimal features file found for CSX: ./output/feature-sets/CSX.txt
[2025-12-09T20:19:57.666444] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:57.666475] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:57.666501] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:57.666556] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:57.723469] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:57.724110] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:57.724183] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:57.724215] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:57.843283] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:57.843416] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:57.843455] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:57.843484] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:57.846768] [DEBUG] [FORECASTER] CSX: Forecast T+1@11:T+2@11: DOWN (p=9.89%)
[2025-12-09T20:19:57.847028] [INFO ] [FORECASTER] Completed predict_future for CSX
[2025-12-09T20:19:57.847146] [INFO ] [sig       ] CSX: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:19:57.988430] [INFO ] [LOCAL     ] Saved forecast: CSX	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/CSX.txt
[2025-12-09T20:19:57.988552] [INFO ] [sig       ] [854/3614] Completed CSX in 0.3s | 2.91 sym/s | Total: 4.9m | ETA: 15.8m
[2025-12-09T20:19:57.988613] [INFO ] [sig       ] [855/3614] Forecasting CTAS...
[2025-12-09T20:19:57.988643] [INFO ] [sig       ] Generating forecast for: CTAS
[2025-12-09T20:19:57.988672] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTAS' from 'https://tdm.silogroup.org/data/derivative_storage/CTAS.csv'.
[2025-12-09T20:19:57.999919] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTAS'.
[2025-12-09T20:19:58.000207] [INFO ] [FORECASTER] Starting predict_future for CTAS
[2025-12-09T20:19:58.001003] [DEBUG] [LOCAL     ] No optimal features file found for CTAS: ./output/feature-sets/CTAS.txt
[2025-12-09T20:19:58.001054] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:58.001085] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:58.001111] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:58.001166] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:58.056894] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:58.057558] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:58.057651] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:58.057683] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:58.169481] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:58.169664] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:58.169705] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:58.169732] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:58.173174] [DEBUG] [FORECASTER] CTAS: Forecast T+1@11:T+2@11: UP (p=56.76%)
[2025-12-09T20:19:58.173478] [INFO ] [FORECASTER] Completed predict_future for CTAS
[2025-12-09T20:19:58.173633] [INFO ] [sig       ] CTAS: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:19:58.312506] [INFO ] [LOCAL     ] Saved forecast: CTAS	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/CTAS.txt
[2025-12-09T20:19:58.312649] [INFO ] [sig       ] [855/3614] Completed CTAS in 0.3s | 2.91 sym/s | Total: 4.9m | ETA: 15.8m
[2025-12-09T20:19:58.312689] [INFO ] [sig       ] [856/3614] Forecasting CTBB...
[2025-12-09T20:19:58.312717] [INFO ] [sig       ] Generating forecast for: CTBB
[2025-12-09T20:19:58.312747] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTBB' from 'https://tdm.silogroup.org/data/derivative_storage/CTBB.csv'.
[2025-12-09T20:19:58.323498] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTBB'.
[2025-12-09T20:19:58.323810] [INFO ] [FORECASTER] Starting predict_future for CTBB
[2025-12-09T20:19:58.324556] [DEBUG] [LOCAL     ] No optimal features file found for CTBB: ./output/feature-sets/CTBB.txt
[2025-12-09T20:19:58.324630] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:58.324662] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:58.324687] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:58.324742] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:58.381722] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:58.382521] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:58.382610] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:58.382644] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:58.502464] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:58.502656] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:58.502716] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:58.502802] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:58.507526] [DEBUG] [FORECASTER] CTBB: Forecast T+1@11:T+2@11: UP (p=77.05%)
[2025-12-09T20:19:58.507920] [INFO ] [FORECASTER] Completed predict_future for CTBB
[2025-12-09T20:19:58.508087] [INFO ] [sig       ] CTBB: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:19:58.647182] [INFO ] [LOCAL     ] Saved forecast: CTBB	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/CTBB.txt
[2025-12-09T20:19:58.647317] [INFO ] [sig       ] [856/3614] Completed CTBB in 0.3s | 2.91 sym/s | Total: 4.9m | ETA: 15.8m
[2025-12-09T20:19:58.647355] [INFO ] [sig       ] [857/3614] Forecasting CTBI...
[2025-12-09T20:19:58.647385] [INFO ] [sig       ] Generating forecast for: CTBI
[2025-12-09T20:19:58.647421] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTBI' from 'https://tdm.silogroup.org/data/derivative_storage/CTBI.csv'.
[2025-12-09T20:19:58.657903] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTBI'.
[2025-12-09T20:19:58.658196] [INFO ] [FORECASTER] Starting predict_future for CTBI
[2025-12-09T20:19:58.658993] [DEBUG] [LOCAL     ] No optimal features file found for CTBI: ./output/feature-sets/CTBI.txt
[2025-12-09T20:19:58.659045] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:58.659078] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:58.659105] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:58.659160] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:58.718508] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:58.719375] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:58.719467] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:58.719500] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:58.843320] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:58.843462] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:58.843502] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:58.843529] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:58.846870] [DEBUG] [FORECASTER] CTBI: Forecast T+1@11:T+2@11: UP (p=69.82%)
[2025-12-09T20:19:58.847133] [INFO ] [FORECASTER] Completed predict_future for CTBI
[2025-12-09T20:19:58.847252] [INFO ] [sig       ] CTBI: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:19:58.985638] [INFO ] [LOCAL     ] Saved forecast: CTBI	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/CTBI.txt
[2025-12-09T20:19:58.985778] [INFO ] [sig       ] [857/3614] Completed CTBI in 0.3s | 2.91 sym/s | Total: 4.9m | ETA: 15.8m
[2025-12-09T20:19:58.985817] [INFO ] [sig       ] [858/3614] Forecasting CTDD...
[2025-12-09T20:19:58.985845] [INFO ] [sig       ] Generating forecast for: CTDD
[2025-12-09T20:19:58.985875] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTDD' from 'https://tdm.silogroup.org/data/derivative_storage/CTDD.csv'.
[2025-12-09T20:19:58.996773] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTDD'.
[2025-12-09T20:19:58.997098] [INFO ] [FORECASTER] Starting predict_future for CTDD
[2025-12-09T20:19:58.997907] [DEBUG] [LOCAL     ] No optimal features file found for CTDD: ./output/feature-sets/CTDD.txt
[2025-12-09T20:19:58.997959] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:58.997990] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:58.998018] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:58.998074] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:59.054702] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:59.055474] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:59.055553] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:59.055605] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:59.170712] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:59.170865] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:59.170907] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:59.170938] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:59.174307] [DEBUG] [FORECASTER] CTDD: Forecast T+1@11:T+2@11: DOWN (p=38.61%)
[2025-12-09T20:19:59.174570] [INFO ] [FORECASTER] Completed predict_future for CTDD
[2025-12-09T20:19:59.174711] [INFO ] [sig       ] CTDD: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:19:59.317592] [INFO ] [LOCAL     ] Saved forecast: CTDD	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/CTDD.txt
[2025-12-09T20:19:59.317742] [INFO ] [sig       ] [858/3614] Completed CTDD in 0.3s | 2.91 sym/s | Total: 4.9m | ETA: 15.8m
[2025-12-09T20:19:59.317785] [INFO ] [sig       ] [859/3614] Forecasting CTKB...
[2025-12-09T20:19:59.317825] [INFO ] [sig       ] Generating forecast for: CTKB
[2025-12-09T20:19:59.317867] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTKB' from 'https://tdm.silogroup.org/data/derivative_storage/CTKB.csv'.
[2025-12-09T20:19:59.328946] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTKB'.
[2025-12-09T20:19:59.329247] [INFO ] [FORECASTER] Starting predict_future for CTKB
[2025-12-09T20:19:59.330016] [DEBUG] [LOCAL     ] No optimal features file found for CTKB: ./output/feature-sets/CTKB.txt
[2025-12-09T20:19:59.330067] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:59.330098] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:59.330124] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:59.330179] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:59.386142] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:59.386929] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:59.387009] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:59.387042] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:59.507113] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:59.507276] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:59.507322] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:59.507356] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:59.511013] [DEBUG] [FORECASTER] CTKB: Forecast T+1@11:T+2@11: UP (p=70.53%)
[2025-12-09T20:19:59.511294] [INFO ] [FORECASTER] Completed predict_future for CTKB
[2025-12-09T20:19:59.511420] [INFO ] [sig       ] CTKB: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:19:59.651059] [INFO ] [LOCAL     ] Saved forecast: CTKB	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/CTKB.txt
[2025-12-09T20:19:59.651204] [INFO ] [sig       ] [859/3614] Completed CTKB in 0.3s | 2.91 sym/s | Total: 4.9m | ETA: 15.8m
[2025-12-09T20:19:59.651242] [INFO ] [sig       ] [860/3614] Forecasting CTLP...
[2025-12-09T20:19:59.651271] [INFO ] [sig       ] Generating forecast for: CTLP
[2025-12-09T20:19:59.651300] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTLP' from 'https://tdm.silogroup.org/data/derivative_storage/CTLP.csv'.
[2025-12-09T20:19:59.664194] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTLP'.
[2025-12-09T20:19:59.664564] [INFO ] [FORECASTER] Starting predict_future for CTLP
[2025-12-09T20:19:59.665414] [DEBUG] [LOCAL     ] No optimal features file found for CTLP: ./output/feature-sets/CTLP.txt
[2025-12-09T20:19:59.665468] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:19:59.665500] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:19:59.665528] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:19:59.665606] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:19:59.723649] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:19:59.724356] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:19:59.724452] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:19:59.724502] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:19:59.846410] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:19:59.846552] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:19:59.846611] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:19:59.846640] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:19:59.850309] [DEBUG] [FORECASTER] CTLP: Forecast T+1@11:T+2@11: DOWN (p=17.27%)
[2025-12-09T20:19:59.850593] [INFO ] [FORECASTER] Completed predict_future for CTLP
[2025-12-09T20:19:59.850713] [INFO ] [sig       ] CTLP: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:19:59.988802] [INFO ] [LOCAL     ] Saved forecast: CTLP	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/CTLP.txt
[2025-12-09T20:19:59.988923] [INFO ] [sig       ] [860/3614] Completed CTLP in 0.3s | 2.91 sym/s | Total: 4.9m | ETA: 15.8m
[2025-12-09T20:19:59.988961] [INFO ] [sig       ] [861/3614] Forecasting CTMX...
[2025-12-09T20:19:59.988989] [INFO ] [sig       ] Generating forecast for: CTMX
[2025-12-09T20:19:59.989017] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTMX' from 'https://tdm.silogroup.org/data/derivative_storage/CTMX.csv'.
[2025-12-09T20:20:00.000757] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTMX'.
[2025-12-09T20:20:00.001127] [INFO ] [FORECASTER] Starting predict_future for CTMX
[2025-12-09T20:20:00.002161] [DEBUG] [LOCAL     ] No optimal features file found for CTMX: ./output/feature-sets/CTMX.txt
[2025-12-09T20:20:00.002229] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:00.002278] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:00.002320] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:00.002407] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:00.065075] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:00.065877] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:00.065953] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:00.065985] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:00.191694] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:00.191839] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:00.191878] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:00.191906] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:00.195343] [DEBUG] [FORECASTER] CTMX: Forecast T+1@11:T+2@11: UP (p=86.45%)
[2025-12-09T20:20:00.195646] [INFO ] [FORECASTER] Completed predict_future for CTMX
[2025-12-09T20:20:00.195768] [INFO ] [sig       ] CTMX: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:20:00.342499] [INFO ] [LOCAL     ] Saved forecast: CTMX	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/CTMX.txt
[2025-12-09T20:20:00.342688] [INFO ] [sig       ] [861/3614] Completed CTMX in 0.4s | 2.91 sym/s | Total: 4.9m | ETA: 15.8m
[2025-12-09T20:20:00.342738] [INFO ] [sig       ] [862/3614] Forecasting CTNM...
[2025-12-09T20:20:00.342768] [INFO ] [sig       ] Generating forecast for: CTNM
[2025-12-09T20:20:00.342796] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTNM' from 'https://tdm.silogroup.org/data/derivative_storage/CTNM.csv'.
[2025-12-09T20:20:00.354009] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTNM'.
[2025-12-09T20:20:00.354256] [INFO ] [FORECASTER] Starting predict_future for CTNM
[2025-12-09T20:20:00.355027] [DEBUG] [LOCAL     ] No optimal features file found for CTNM: ./output/feature-sets/CTNM.txt
[2025-12-09T20:20:00.355077] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:00.355108] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:00.355134] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:00.355193] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:00.413283] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:00.414056] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:00.414146] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:00.414185] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:00.535749] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:00.535894] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:00.535933] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:00.535960] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:00.539290] [DEBUG] [FORECASTER] CTNM: Forecast T+1@11:T+2@11: UP (p=78.27%)
[2025-12-09T20:20:00.539556] [INFO ] [FORECASTER] Completed predict_future for CTNM
[2025-12-09T20:20:00.539726] [INFO ] [sig       ] CTNM: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:20:00.680293] [INFO ] [LOCAL     ] Saved forecast: CTNM	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/CTNM.txt
[2025-12-09T20:20:00.680418] [INFO ] [sig       ] [862/3614] Completed CTNM in 0.3s | 2.91 sym/s | Total: 4.9m | ETA: 15.8m
[2025-12-09T20:20:00.680456] [INFO ] [sig       ] [863/3614] Forecasting CTO...
[2025-12-09T20:20:00.680484] [INFO ] [sig       ] Generating forecast for: CTO
[2025-12-09T20:20:00.680514] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTO' from 'https://tdm.silogroup.org/data/derivative_storage/CTO.csv'.
[2025-12-09T20:20:00.698012] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTO'.
[2025-12-09T20:20:00.698307] [INFO ] [FORECASTER] Starting predict_future for CTO
[2025-12-09T20:20:00.699092] [DEBUG] [LOCAL     ] No optimal features file found for CTO: ./output/feature-sets/CTO.txt
[2025-12-09T20:20:00.699142] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:00.699172] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:00.699199] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:00.699255] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:00.758765] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:00.759399] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:00.759502] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:00.759535] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:00.881911] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:00.882065] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:00.882106] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:00.882134] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:00.885486] [DEBUG] [FORECASTER] CTO: Forecast T+1@11:T+2@11: UP (p=82.52%)
[2025-12-09T20:20:00.885770] [INFO ] [FORECASTER] Completed predict_future for CTO
[2025-12-09T20:20:00.885889] [INFO ] [sig       ] CTO: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:20:01.026106] [INFO ] [LOCAL     ] Saved forecast: CTO	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/CTO.txt
[2025-12-09T20:20:01.026249] [INFO ] [sig       ] [863/3614] Completed CTO in 0.3s | 2.91 sym/s | Total: 4.9m | ETA: 15.8m
[2025-12-09T20:20:01.026288] [INFO ] [sig       ] [864/3614] Forecasting CTRA...
[2025-12-09T20:20:01.026317] [INFO ] [sig       ] Generating forecast for: CTRA
[2025-12-09T20:20:01.026344] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTRA' from 'https://tdm.silogroup.org/data/derivative_storage/CTRA.csv'.
[2025-12-09T20:20:01.039140] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTRA'.
[2025-12-09T20:20:01.039420] [INFO ] [FORECASTER] Starting predict_future for CTRA
[2025-12-09T20:20:01.040192] [DEBUG] [LOCAL     ] No optimal features file found for CTRA: ./output/feature-sets/CTRA.txt
[2025-12-09T20:20:01.040243] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:01.040274] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:01.040300] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:01.040367] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:01.098110] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:01.098766] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:01.099190] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:01.099227] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:01.216465] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:01.216644] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:01.216690] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:01.216717] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:01.220784] [DEBUG] [FORECASTER] CTRA: Forecast T+1@11:T+2@11: UP (p=97.54%)
[2025-12-09T20:20:01.221071] [INFO ] [FORECASTER] Completed predict_future for CTRA
[2025-12-09T20:20:01.221200] [INFO ] [sig       ] CTRA: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:20:01.362496] [INFO ] [LOCAL     ] Saved forecast: CTRA	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/CTRA.txt
[2025-12-09T20:20:01.362670] [INFO ] [sig       ] [864/3614] Completed CTRA in 0.3s | 2.91 sym/s | Total: 5.0m | ETA: 15.8m
[2025-12-09T20:20:01.362711] [INFO ] [sig       ] [865/3614] Forecasting CTRE...
[2025-12-09T20:20:01.362741] [INFO ] [sig       ] Generating forecast for: CTRE
[2025-12-09T20:20:01.362768] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTRE' from 'https://tdm.silogroup.org/data/derivative_storage/CTRE.csv'.
[2025-12-09T20:20:01.374546] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTRE'.
[2025-12-09T20:20:01.374864] [INFO ] [FORECASTER] Starting predict_future for CTRE
[2025-12-09T20:20:01.375642] [DEBUG] [LOCAL     ] No optimal features file found for CTRE: ./output/feature-sets/CTRE.txt
[2025-12-09T20:20:01.375692] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:01.375723] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:01.375749] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:01.375802] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:01.430704] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:01.431521] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:01.431621] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:01.431655] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:01.558403] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:01.558559] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:01.558620] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:01.558650] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:01.562092] [DEBUG] [FORECASTER] CTRE: Forecast T+1@11:T+2@11: UP (p=90.01%)
[2025-12-09T20:20:01.562381] [INFO ] [FORECASTER] Completed predict_future for CTRE
[2025-12-09T20:20:01.562511] [INFO ] [sig       ] CTRE: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:20:01.715818] [INFO ] [LOCAL     ] Saved forecast: CTRE	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/CTRE.txt
[2025-12-09T20:20:01.715951] [INFO ] [sig       ] [865/3614] Completed CTRE in 0.4s | 2.91 sym/s | Total: 5.0m | ETA: 15.8m
[2025-12-09T20:20:01.715989] [INFO ] [sig       ] [866/3614] Forecasting CTRM...
[2025-12-09T20:20:01.716018] [INFO ] [sig       ] Generating forecast for: CTRM
[2025-12-09T20:20:01.716046] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTRM' from 'https://tdm.silogroup.org/data/derivative_storage/CTRM.csv'.
[2025-12-09T20:20:01.728006] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTRM'.
[2025-12-09T20:20:01.728266] [INFO ] [FORECASTER] Starting predict_future for CTRM
[2025-12-09T20:20:01.729040] [DEBUG] [LOCAL     ] No optimal features file found for CTRM: ./output/feature-sets/CTRM.txt
[2025-12-09T20:20:01.729104] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:01.729137] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:01.729163] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:01.729218] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:01.788235] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:01.789384] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:01.789466] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:01.789498] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:01.906809] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:01.906961] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:01.907000] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:01.907029] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:01.910476] [DEBUG] [FORECASTER] CTRM: Forecast T+1@11:T+2@11: DOWN (p=0.56%)
[2025-12-09T20:20:01.910788] [INFO ] [FORECASTER] Completed predict_future for CTRM
[2025-12-09T20:20:01.910917] [INFO ] [sig       ] CTRM: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:20:02.056536] [INFO ] [LOCAL     ] Saved forecast: CTRM	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/CTRM.txt
[2025-12-09T20:20:02.056740] [INFO ] [sig       ] [866/3614] Completed CTRM in 0.3s | 2.91 sym/s | Total: 5.0m | ETA: 15.8m
[2025-12-09T20:20:02.056781] [INFO ] [sig       ] [867/3614] Forecasting CTRN...
[2025-12-09T20:20:02.056810] [INFO ] [sig       ] Generating forecast for: CTRN
[2025-12-09T20:20:02.057021] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTRN' from 'https://tdm.silogroup.org/data/derivative_storage/CTRN.csv'.
[2025-12-09T20:20:02.069002] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTRN'.
[2025-12-09T20:20:02.069384] [INFO ] [FORECASTER] Starting predict_future for CTRN
[2025-12-09T20:20:02.070206] [DEBUG] [LOCAL     ] No optimal features file found for CTRN: ./output/feature-sets/CTRN.txt
[2025-12-09T20:20:02.070258] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:02.070289] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:02.070315] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:02.070369] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:02.126821] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:02.127749] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:02.127837] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:02.127869] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:02.247539] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:02.247711] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:02.247751] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:02.247778] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:02.251179] [DEBUG] [FORECASTER] CTRN: Forecast T+1@11:T+2@11: DOWN (p=24.70%)
[2025-12-09T20:20:02.251487] [INFO ] [FORECASTER] Completed predict_future for CTRN
[2025-12-09T20:20:02.251636] [INFO ] [sig       ] CTRN: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:20:02.416783] [INFO ] [LOCAL     ] Saved forecast: CTRN	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/CTRN.txt
[2025-12-09T20:20:02.416943] [INFO ] [sig       ] [867/3614] Completed CTRN in 0.4s | 2.91 sym/s | Total: 5.0m | ETA: 15.7m
[2025-12-09T20:20:02.416986] [INFO ] [sig       ] [868/3614] Forecasting CTS...
[2025-12-09T20:20:02.417016] [INFO ] [sig       ] Generating forecast for: CTS
[2025-12-09T20:20:02.417048] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTS' from 'https://tdm.silogroup.org/data/derivative_storage/CTS.csv'.
[2025-12-09T20:20:02.493560] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTS'.
[2025-12-09T20:20:02.493945] [INFO ] [FORECASTER] Starting predict_future for CTS
[2025-12-09T20:20:02.494759] [DEBUG] [LOCAL     ] No optimal features file found for CTS: ./output/feature-sets/CTS.txt
[2025-12-09T20:20:02.494812] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:02.494844] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:02.495066] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:02.495121] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:02.552820] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:02.553655] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:02.553738] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:02.553771] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:02.676660] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:02.676819] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:02.676860] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:02.677070] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:02.680657] [DEBUG] [FORECASTER] CTS: Forecast T+1@11:T+2@11: DOWN (p=37.54%)
[2025-12-09T20:20:02.681081] [INFO ] [FORECASTER] Completed predict_future for CTS
[2025-12-09T20:20:02.681201] [INFO ] [sig       ] CTS: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:20:02.826839] [INFO ] [LOCAL     ] Saved forecast: CTS	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/CTS.txt
[2025-12-09T20:20:02.826992] [INFO ] [sig       ] [868/3614] Completed CTS in 0.4s | 2.91 sym/s | Total: 5.0m | ETA: 15.7m
[2025-12-09T20:20:02.827035] [INFO ] [sig       ] [869/3614] Forecasting CTSH...
[2025-12-09T20:20:02.827064] [INFO ] [sig       ] Generating forecast for: CTSH
[2025-12-09T20:20:02.827098] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTSH' from 'https://tdm.silogroup.org/data/derivative_storage/CTSH.csv'.
[2025-12-09T20:20:02.838318] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTSH'.
[2025-12-09T20:20:02.838699] [INFO ] [FORECASTER] Starting predict_future for CTSH
[2025-12-09T20:20:02.839492] [DEBUG] [LOCAL     ] No optimal features file found for CTSH: ./output/feature-sets/CTSH.txt
[2025-12-09T20:20:02.839544] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:02.839605] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:02.839647] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:02.839707] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:02.899645] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:02.900729] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:02.900998] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:02.901031] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:03.020385] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:03.020495] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:03.020532] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:03.020560] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:03.023751] [DEBUG] [FORECASTER] CTSH: Forecast T+1@11:T+2@11: DOWN (p=8.48%)
[2025-12-09T20:20:03.024026] [INFO ] [FORECASTER] Completed predict_future for CTSH
[2025-12-09T20:20:03.024146] [INFO ] [sig       ] CTSH: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:20:03.163258] [INFO ] [LOCAL     ] Saved forecast: CTSH	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/CTSH.txt
[2025-12-09T20:20:03.163371] [INFO ] [sig       ] [869/3614] Completed CTSH in 0.3s | 2.91 sym/s | Total: 5.0m | ETA: 15.7m
[2025-12-09T20:20:03.163409] [INFO ] [sig       ] [870/3614] Forecasting CTVA...
[2025-12-09T20:20:03.163436] [INFO ] [sig       ] Generating forecast for: CTVA
[2025-12-09T20:20:03.163463] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTVA' from 'https://tdm.silogroup.org/data/derivative_storage/CTVA.csv'.
[2025-12-09T20:20:03.174724] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTVA'.
[2025-12-09T20:20:03.174966] [INFO ] [FORECASTER] Starting predict_future for CTVA
[2025-12-09T20:20:03.175724] [DEBUG] [LOCAL     ] No optimal features file found for CTVA: ./output/feature-sets/CTVA.txt
[2025-12-09T20:20:03.175774] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:03.175829] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:03.175856] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:03.175912] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:03.231452] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:03.232049] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:03.232137] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:03.232169] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:03.355114] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:03.355234] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:03.355270] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:03.355297] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:03.358509] [DEBUG] [FORECASTER] CTVA: Forecast T+1@11:T+2@11: DOWN (p=39.53%)
[2025-12-09T20:20:03.358791] [INFO ] [FORECASTER] Completed predict_future for CTVA
[2025-12-09T20:20:03.358909] [INFO ] [sig       ] CTVA: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:20:03.496917] [INFO ] [LOCAL     ] Saved forecast: CTVA	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/CTVA.txt
[2025-12-09T20:20:03.497022] [INFO ] [sig       ] [870/3614] Completed CTVA in 0.3s | 2.91 sym/s | Total: 5.0m | ETA: 15.7m
[2025-12-09T20:20:03.497059] [INFO ] [sig       ] [871/3614] Forecasting CUBE...
[2025-12-09T20:20:03.497087] [INFO ] [sig       ] Generating forecast for: CUBE
[2025-12-09T20:20:03.497115] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CUBE' from 'https://tdm.silogroup.org/data/derivative_storage/CUBE.csv'.
[2025-12-09T20:20:03.508466] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CUBE'.
[2025-12-09T20:20:03.508741] [INFO ] [FORECASTER] Starting predict_future for CUBE
[2025-12-09T20:20:03.509489] [DEBUG] [LOCAL     ] No optimal features file found for CUBE: ./output/feature-sets/CUBE.txt
[2025-12-09T20:20:03.509538] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:03.509586] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:03.509616] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:03.509674] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:03.565516] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:03.566099] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:03.566171] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:03.566202] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:03.685673] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:03.685809] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:03.685848] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:03.685875] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:03.689497] [DEBUG] [FORECASTER] CUBE: Forecast T+1@11:T+2@11: DOWN (p=15.54%)
[2025-12-09T20:20:03.689796] [INFO ] [FORECASTER] Completed predict_future for CUBE
[2025-12-09T20:20:03.689914] [INFO ] [sig       ] CUBE: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:20:03.828845] [INFO ] [LOCAL     ] Saved forecast: CUBE	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/CUBE.txt
[2025-12-09T20:20:03.829136] [INFO ] [sig       ] [871/3614] Completed CUBE in 0.3s | 2.91 sym/s | Total: 5.0m | ETA: 15.7m
[2025-12-09T20:20:03.829173] [INFO ] [sig       ] [872/3614] Forecasting CUBI...
[2025-12-09T20:20:03.829200] [INFO ] [sig       ] Generating forecast for: CUBI
[2025-12-09T20:20:03.829228] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CUBI' from 'https://tdm.silogroup.org/data/derivative_storage/CUBI.csv'.
[2025-12-09T20:20:03.840254] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CUBI'.
[2025-12-09T20:20:03.840494] [INFO ] [FORECASTER] Starting predict_future for CUBI
[2025-12-09T20:20:03.841237] [DEBUG] [LOCAL     ] No optimal features file found for CUBI: ./output/feature-sets/CUBI.txt
[2025-12-09T20:20:03.841287] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:03.841320] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:03.841346] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:03.841401] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:03.899442] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:03.900228] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:03.900302] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:03.900333] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:04.022109] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:04.022196] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:04.022230] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:04.022256] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:04.025276] [DEBUG] [FORECASTER] CUBI: Forecast T+1@11:T+2@11: UP (p=68.14%)
[2025-12-09T20:20:04.025527] [INFO ] [FORECASTER] Completed predict_future for CUBI
[2025-12-09T20:20:04.025666] [INFO ] [sig       ] CUBI: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:20:04.165464] [INFO ] [LOCAL     ] Saved forecast: CUBI	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/CUBI.txt
[2025-12-09T20:20:04.165587] [INFO ] [sig       ] [872/3614] Completed CUBI in 0.3s | 2.91 sym/s | Total: 5.0m | ETA: 15.7m
[2025-12-09T20:20:04.165626] [INFO ] [sig       ] [873/3614] Forecasting CUK...
[2025-12-09T20:20:04.165655] [INFO ] [sig       ] Generating forecast for: CUK
[2025-12-09T20:20:04.165684] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CUK' from 'https://tdm.silogroup.org/data/derivative_storage/CUK.csv'.
[2025-12-09T20:20:04.176843] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CUK'.
[2025-12-09T20:20:04.177102] [INFO ] [FORECASTER] Starting predict_future for CUK
[2025-12-09T20:20:04.177913] [DEBUG] [LOCAL     ] No optimal features file found for CUK: ./output/feature-sets/CUK.txt
[2025-12-09T20:20:04.177963] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:04.177994] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:04.178019] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:04.178074] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:04.235037] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:04.235625] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:04.235700] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:04.235733] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:04.358210] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:04.358322] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:04.358373] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:04.358426] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:04.361664] [DEBUG] [FORECASTER] CUK: Forecast T+1@11:T+2@11: DOWN (p=16.83%)
[2025-12-09T20:20:04.361935] [INFO ] [FORECASTER] Completed predict_future for CUK
[2025-12-09T20:20:04.362053] [INFO ] [sig       ] CUK: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:20:04.500404] [INFO ] [LOCAL     ] Saved forecast: CUK	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/CUK.txt
[2025-12-09T20:20:04.500517] [INFO ] [sig       ] [873/3614] Completed CUK in 0.3s | 2.91 sym/s | Total: 5.0m | ETA: 15.7m
[2025-12-09T20:20:04.500554] [INFO ] [sig       ] [874/3614] Forecasting CULP...
[2025-12-09T20:20:04.500600] [INFO ] [sig       ] Generating forecast for: CULP
[2025-12-09T20:20:04.500632] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CULP' from 'https://tdm.silogroup.org/data/derivative_storage/CULP.csv'.
[2025-12-09T20:20:04.510901] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CULP'.
[2025-12-09T20:20:04.511169] [INFO ] [FORECASTER] Starting predict_future for CULP
[2025-12-09T20:20:04.511946] [DEBUG] [LOCAL     ] No optimal features file found for CULP: ./output/feature-sets/CULP.txt
[2025-12-09T20:20:04.511996] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:04.512027] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:04.512053] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:04.512108] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:04.567366] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:04.567967] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:04.568039] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:04.568070] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:04.668976] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:04.669080] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:04.669116] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:04.669144] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:04.672269] [DEBUG] [FORECASTER] CULP: Forecast T+1@11:T+2@11: UP (p=58.98%)
[2025-12-09T20:20:04.672523] [INFO ] [FORECASTER] Completed predict_future for CULP
[2025-12-09T20:20:04.672655] [INFO ] [sig       ] CULP: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:20:04.810526] [INFO ] [LOCAL     ] Saved forecast: CULP	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/CULP.txt
[2025-12-09T20:20:04.810652] [INFO ] [sig       ] [874/3614] Completed CULP in 0.3s | 2.91 sym/s | Total: 5.0m | ETA: 15.7m
[2025-12-09T20:20:04.810690] [INFO ] [sig       ] [875/3614] Forecasting CURI...
[2025-12-09T20:20:04.810718] [INFO ] [sig       ] Generating forecast for: CURI
[2025-12-09T20:20:04.810746] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CURI' from 'https://tdm.silogroup.org/data/derivative_storage/CURI.csv'.
[2025-12-09T20:20:04.822954] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CURI'.
[2025-12-09T20:20:04.823220] [INFO ] [FORECASTER] Starting predict_future for CURI
[2025-12-09T20:20:04.823997] [DEBUG] [LOCAL     ] No optimal features file found for CURI: ./output/feature-sets/CURI.txt
[2025-12-09T20:20:04.824048] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:04.824079] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:04.824105] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:04.824160] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:04.879879] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:04.880491] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:04.880563] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:04.880613] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:04.998276] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:04.998373] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:04.998409] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:04.998437] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:05.001537] [DEBUG] [FORECASTER] CURI: Forecast T+1@11:T+2@11: DOWN (p=11.93%)
[2025-12-09T20:20:05.001812] [INFO ] [FORECASTER] Completed predict_future for CURI
[2025-12-09T20:20:05.001928] [INFO ] [sig       ] CURI: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:20:05.139199] [INFO ] [LOCAL     ] Saved forecast: CURI	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/CURI.txt
[2025-12-09T20:20:05.139310] [INFO ] [sig       ] [875/3614] Completed CURI in 0.3s | 2.91 sym/s | Total: 5.0m | ETA: 15.7m
[2025-12-09T20:20:05.139348] [INFO ] [sig       ] [876/3614] Forecasting CUZ...
[2025-12-09T20:20:05.139376] [INFO ] [sig       ] Generating forecast for: CUZ
[2025-12-09T20:20:05.139406] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CUZ' from 'https://tdm.silogroup.org/data/derivative_storage/CUZ.csv'.
[2025-12-09T20:20:05.150081] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CUZ'.
[2025-12-09T20:20:05.150333] [INFO ] [FORECASTER] Starting predict_future for CUZ
[2025-12-09T20:20:05.151083] [DEBUG] [LOCAL     ] No optimal features file found for CUZ: ./output/feature-sets/CUZ.txt
[2025-12-09T20:20:05.151132] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:05.151163] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:05.151189] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:05.151244] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:05.206499] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:05.207076] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:05.207150] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:05.207181] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:05.324442] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:05.324562] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:05.324617] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:05.324645] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:05.327861] [DEBUG] [FORECASTER] CUZ: Forecast T+1@11:T+2@11: UP (p=81.77%)
[2025-12-09T20:20:05.328131] [INFO ] [FORECASTER] Completed predict_future for CUZ
[2025-12-09T20:20:05.328246] [INFO ] [sig       ] CUZ: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:20:05.465223] [INFO ] [LOCAL     ] Saved forecast: CUZ	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/CUZ.txt
[2025-12-09T20:20:05.465331] [INFO ] [sig       ] [876/3614] Completed CUZ in 0.3s | 2.91 sym/s | Total: 5.0m | ETA: 15.7m
[2025-12-09T20:20:05.465369] [INFO ] [sig       ] [877/3614] Forecasting CVAC...
[2025-12-09T20:20:05.465398] [INFO ] [sig       ] Generating forecast for: CVAC
[2025-12-09T20:20:05.465427] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVAC' from 'https://tdm.silogroup.org/data/derivative_storage/CVAC.csv'.
[2025-12-09T20:20:05.476475] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVAC'.
[2025-12-09T20:20:05.476764] [INFO ] [FORECASTER] Starting predict_future for CVAC
[2025-12-09T20:20:05.477557] [DEBUG] [LOCAL     ] No optimal features file found for CVAC: ./output/feature-sets/CVAC.txt
[2025-12-09T20:20:05.477628] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:05.477668] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:05.477696] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:05.477755] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:05.533340] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:05.533942] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:05.534016] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:05.534046] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:05.654852] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:05.654966] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:05.655004] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:05.655036] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:05.658262] [DEBUG] [FORECASTER] CVAC: Forecast T+1@11:T+2@11: DOWN (p=11.07%)
[2025-12-09T20:20:05.658521] [INFO ] [FORECASTER] Completed predict_future for CVAC
[2025-12-09T20:20:05.658657] [INFO ] [sig       ] CVAC: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:20:05.797265] [INFO ] [LOCAL     ] Saved forecast: CVAC	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/CVAC.txt
[2025-12-09T20:20:05.797366] [INFO ] [sig       ] [877/3614] Completed CVAC in 0.3s | 2.91 sym/s | Total: 5.0m | ETA: 15.7m
[2025-12-09T20:20:05.797403] [INFO ] [sig       ] [878/3614] Forecasting CVBF...
[2025-12-09T20:20:05.797432] [INFO ] [sig       ] Generating forecast for: CVBF
[2025-12-09T20:20:05.797463] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVBF' from 'https://tdm.silogroup.org/data/derivative_storage/CVBF.csv'.
[2025-12-09T20:20:05.808906] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVBF'.
[2025-12-09T20:20:05.809167] [INFO ] [FORECASTER] Starting predict_future for CVBF
[2025-12-09T20:20:05.809931] [DEBUG] [LOCAL     ] No optimal features file found for CVBF: ./output/feature-sets/CVBF.txt
[2025-12-09T20:20:05.809982] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:05.810014] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:05.810040] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:05.810096] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:05.865905] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:05.866518] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:05.866608] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:05.866642] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:05.981839] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:05.981937] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:05.981972] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:05.981999] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:05.985073] [DEBUG] [FORECASTER] CVBF: Forecast T+1@11:T+2@11: DOWN (p=12.10%)
[2025-12-09T20:20:05.985328] [INFO ] [FORECASTER] Completed predict_future for CVBF
[2025-12-09T20:20:05.985442] [INFO ] [sig       ] CVBF: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:20:06.122297] [INFO ] [LOCAL     ] Saved forecast: CVBF	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/CVBF.txt
[2025-12-09T20:20:06.122401] [INFO ] [sig       ] [878/3614] Completed CVBF in 0.3s | 2.91 sym/s | Total: 5.0m | ETA: 15.7m
[2025-12-09T20:20:06.122439] [INFO ] [sig       ] [879/3614] Forecasting CVCO...
[2025-12-09T20:20:06.122467] [INFO ] [sig       ] Generating forecast for: CVCO
[2025-12-09T20:20:06.122496] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVCO' from 'https://tdm.silogroup.org/data/derivative_storage/CVCO.csv'.
[2025-12-09T20:20:06.133402] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVCO'.
[2025-12-09T20:20:06.133688] [INFO ] [FORECASTER] Starting predict_future for CVCO
[2025-12-09T20:20:06.134424] [DEBUG] [LOCAL     ] No optimal features file found for CVCO: ./output/feature-sets/CVCO.txt
[2025-12-09T20:20:06.134474] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:06.134505] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:06.134531] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:06.134603] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:06.190509] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:06.191103] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:06.191176] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:06.191207] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:06.308854] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:06.308977] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:06.309015] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:06.309043] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:06.312291] [DEBUG] [FORECASTER] CVCO: Forecast T+1@11:T+2@11: UP (p=93.31%)
[2025-12-09T20:20:06.312550] [INFO ] [FORECASTER] Completed predict_future for CVCO
[2025-12-09T20:20:06.312687] [INFO ] [sig       ] CVCO: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:20:06.451748] [INFO ] [LOCAL     ] Saved forecast: CVCO	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/CVCO.txt
[2025-12-09T20:20:06.451857] [INFO ] [sig       ] [879/3614] Completed CVCO in 0.3s | 2.91 sym/s | Total: 5.0m | ETA: 15.7m
[2025-12-09T20:20:06.451893] [INFO ] [sig       ] [880/3614] Forecasting CVE...
[2025-12-09T20:20:06.451920] [INFO ] [sig       ] Generating forecast for: CVE
[2025-12-09T20:20:06.451948] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVE' from 'https://tdm.silogroup.org/data/derivative_storage/CVE.csv'.
[2025-12-09T20:20:06.464633] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVE'.
[2025-12-09T20:20:06.464919] [INFO ] [FORECASTER] Starting predict_future for CVE
[2025-12-09T20:20:06.465684] [DEBUG] [LOCAL     ] No optimal features file found for CVE: ./output/feature-sets/CVE.txt
[2025-12-09T20:20:06.465736] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:06.465767] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:06.465795] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:06.465849] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:06.521804] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:06.522368] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:06.522463] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:06.522495] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:06.645185] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:06.645274] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:06.645310] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:06.645337] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:06.648455] [DEBUG] [FORECASTER] CVE: Forecast T+1@11:T+2@11: UP (p=66.85%)
[2025-12-09T20:20:06.648729] [INFO ] [FORECASTER] Completed predict_future for CVE
[2025-12-09T20:20:06.648851] [INFO ] [sig       ] CVE: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:20:06.786366] [INFO ] [LOCAL     ] Saved forecast: CVE	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/CVE.txt
[2025-12-09T20:20:06.786473] [INFO ] [sig       ] [880/3614] Completed CVE in 0.3s | 2.91 sym/s | Total: 5.0m | ETA: 15.7m
[2025-12-09T20:20:06.786516] [INFO ] [sig       ] [881/3614] Forecasting CVEO...
[2025-12-09T20:20:06.786546] [INFO ] [sig       ] Generating forecast for: CVEO
[2025-12-09T20:20:06.786592] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVEO' from 'https://tdm.silogroup.org/data/derivative_storage/CVEO.csv'.
[2025-12-09T20:20:06.797401] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVEO'.
[2025-12-09T20:20:06.797683] [INFO ] [FORECASTER] Starting predict_future for CVEO
[2025-12-09T20:20:06.798420] [DEBUG] [LOCAL     ] No optimal features file found for CVEO: ./output/feature-sets/CVEO.txt
[2025-12-09T20:20:06.798470] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:06.798500] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:06.798526] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:06.798600] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:06.853377] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:06.853964] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:06.854035] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:06.854067] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:06.970038] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:06.970150] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:06.970187] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:06.970215] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:06.973401] [DEBUG] [FORECASTER] CVEO: Forecast T+1@11:T+2@11: UP (p=57.97%)
[2025-12-09T20:20:06.973685] [INFO ] [FORECASTER] Completed predict_future for CVEO
[2025-12-09T20:20:06.973806] [INFO ] [sig       ] CVEO: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:20:07.111880] [INFO ] [LOCAL     ] Saved forecast: CVEO	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/CVEO.txt
[2025-12-09T20:20:07.111991] [INFO ] [sig       ] [881/3614] Completed CVEO in 0.3s | 2.91 sym/s | Total: 5.0m | ETA: 15.7m
[2025-12-09T20:20:07.112028] [INFO ] [sig       ] [882/3614] Forecasting CVGI...
[2025-12-09T20:20:07.112058] [INFO ] [sig       ] Generating forecast for: CVGI
[2025-12-09T20:20:07.112086] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVGI' from 'https://tdm.silogroup.org/data/derivative_storage/CVGI.csv'.
[2025-12-09T20:20:07.129174] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVGI'.
[2025-12-09T20:20:07.129608] [INFO ] [FORECASTER] Starting predict_future for CVGI
[2025-12-09T20:20:07.130507] [DEBUG] [LOCAL     ] No optimal features file found for CVGI: ./output/feature-sets/CVGI.txt
[2025-12-09T20:20:07.130564] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:07.130642] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:07.130683] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:07.130763] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:07.191161] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:07.191921] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:07.192001] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:07.192034] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:07.317840] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:07.318019] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:07.318072] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:07.318104] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:07.321809] [DEBUG] [FORECASTER] CVGI: Forecast T+1@11:T+2@11: UP (p=70.05%)
[2025-12-09T20:20:07.322102] [INFO ] [FORECASTER] Completed predict_future for CVGI
[2025-12-09T20:20:07.322260] [INFO ] [sig       ] CVGI: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:20:07.465267] [INFO ] [LOCAL     ] Saved forecast: CVGI	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/CVGI.txt
[2025-12-09T20:20:07.465407] [INFO ] [sig       ] [882/3614] Completed CVGI in 0.4s | 2.91 sym/s | Total: 5.1m | ETA: 15.7m
[2025-12-09T20:20:07.465447] [INFO ] [sig       ] [883/3614] Forecasting CVI...
[2025-12-09T20:20:07.465476] [INFO ] [sig       ] Generating forecast for: CVI
[2025-12-09T20:20:07.465508] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVI' from 'https://tdm.silogroup.org/data/derivative_storage/CVI.csv'.
[2025-12-09T20:20:07.477819] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVI'.
[2025-12-09T20:20:07.478140] [INFO ] [FORECASTER] Starting predict_future for CVI
[2025-12-09T20:20:07.478934] [DEBUG] [LOCAL     ] No optimal features file found for CVI: ./output/feature-sets/CVI.txt
[2025-12-09T20:20:07.478986] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:07.479017] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:07.479042] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:07.479096] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:07.535355] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:07.535989] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:07.536068] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:07.536100] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:07.657064] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:07.657220] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:07.657261] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:07.657290] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:07.660761] [DEBUG] [FORECASTER] CVI: Forecast T+1@11:T+2@11: DOWN (p=44.60%)
[2025-12-09T20:20:07.661036] [INFO ] [FORECASTER] Completed predict_future for CVI
[2025-12-09T20:20:07.661163] [INFO ] [sig       ] CVI: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:20:07.808960] [INFO ] [LOCAL     ] Saved forecast: CVI	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/CVI.txt
[2025-12-09T20:20:07.809176] [INFO ] [sig       ] [883/3614] Completed CVI in 0.3s | 2.91 sym/s | Total: 5.1m | ETA: 15.6m
[2025-12-09T20:20:07.809242] [INFO ] [sig       ] [884/3614] Forecasting CVKD...
[2025-12-09T20:20:07.809291] [INFO ] [sig       ] Generating forecast for: CVKD
[2025-12-09T20:20:07.809337] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVKD' from 'https://tdm.silogroup.org/data/derivative_storage/CVKD.csv'.
[2025-12-09T20:20:07.821228] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVKD'.
[2025-12-09T20:20:07.821542] [INFO ] [FORECASTER] Starting predict_future for CVKD
[2025-12-09T20:20:07.822321] [DEBUG] [LOCAL     ] No optimal features file found for CVKD: ./output/feature-sets/CVKD.txt
[2025-12-09T20:20:07.822373] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:07.822405] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:07.822432] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:07.822489] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:07.879948] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:07.880593] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:07.880671] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:07.880704] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:08.004790] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:08.004946] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:08.004987] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:08.005033] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:08.008440] [DEBUG] [FORECASTER] CVKD: Forecast T+1@11:T+2@11: UP (p=75.13%)
[2025-12-09T20:20:08.008729] [INFO ] [FORECASTER] Completed predict_future for CVKD
[2025-12-09T20:20:08.008855] [INFO ] [sig       ] CVKD: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:20:08.155018] [INFO ] [LOCAL     ] Saved forecast: CVKD	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/CVKD.txt
[2025-12-09T20:20:08.155137] [INFO ] [sig       ] [884/3614] Completed CVKD in 0.3s | 2.91 sym/s | Total: 5.1m | ETA: 15.6m
[2025-12-09T20:20:08.155175] [INFO ] [sig       ] [885/3614] Forecasting CVNA...
[2025-12-09T20:20:08.155203] [INFO ] [sig       ] Generating forecast for: CVNA
[2025-12-09T20:20:08.155231] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVNA' from 'https://tdm.silogroup.org/data/derivative_storage/CVNA.csv'.
[2025-12-09T20:20:08.167106] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVNA'.
[2025-12-09T20:20:08.167374] [INFO ] [FORECASTER] Starting predict_future for CVNA
[2025-12-09T20:20:08.168179] [DEBUG] [LOCAL     ] No optimal features file found for CVNA: ./output/feature-sets/CVNA.txt
[2025-12-09T20:20:08.168233] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:08.168265] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:08.168293] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:08.168348] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:08.226840] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:08.227515] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:08.227615] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:08.227650] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:08.346326] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:08.346479] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:08.346518] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:08.346546] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:08.349872] [DEBUG] [FORECASTER] CVNA: Forecast T+1@11:T+2@11: DOWN (p=10.48%)
[2025-12-09T20:20:08.350131] [INFO ] [FORECASTER] Completed predict_future for CVNA
[2025-12-09T20:20:08.350253] [INFO ] [sig       ] CVNA: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:20:08.489963] [INFO ] [LOCAL     ] Saved forecast: CVNA	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/CVNA.txt
[2025-12-09T20:20:08.490100] [INFO ] [sig       ] [885/3614] Completed CVNA in 0.3s | 2.91 sym/s | Total: 5.1m | ETA: 15.6m
[2025-12-09T20:20:08.490138] [INFO ] [sig       ] [886/3614] Forecasting CVRX...
[2025-12-09T20:20:08.490168] [INFO ] [sig       ] Generating forecast for: CVRX
[2025-12-09T20:20:08.490196] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVRX' from 'https://tdm.silogroup.org/data/derivative_storage/CVRX.csv'.
[2025-12-09T20:20:08.501552] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVRX'.
[2025-12-09T20:20:08.501840] [INFO ] [FORECASTER] Starting predict_future for CVRX
[2025-12-09T20:20:08.502608] [DEBUG] [LOCAL     ] No optimal features file found for CVRX: ./output/feature-sets/CVRX.txt
[2025-12-09T20:20:08.502658] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:08.502689] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:08.502715] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:08.502770] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:08.557921] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:08.558521] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:08.558626] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:08.558659] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:08.679284] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:08.679435] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:08.679473] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:08.679502] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:08.682804] [DEBUG] [FORECASTER] CVRX: Forecast T+1@11:T+2@11: UP (p=66.88%)
[2025-12-09T20:20:08.683063] [INFO ] [FORECASTER] Completed predict_future for CVRX
[2025-12-09T20:20:08.683184] [INFO ] [sig       ] CVRX: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:20:08.820906] [INFO ] [LOCAL     ] Saved forecast: CVRX	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/CVRX.txt
[2025-12-09T20:20:08.821030] [INFO ] [sig       ] [886/3614] Completed CVRX in 0.3s | 2.91 sym/s | Total: 5.1m | ETA: 15.6m
[2025-12-09T20:20:08.821068] [INFO ] [sig       ] [887/3614] Forecasting CVS...
[2025-12-09T20:20:08.821098] [INFO ] [sig       ] Generating forecast for: CVS
[2025-12-09T20:20:08.821127] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVS' from 'https://tdm.silogroup.org/data/derivative_storage/CVS.csv'.
[2025-12-09T20:20:08.832772] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVS'.
[2025-12-09T20:20:08.833100] [INFO ] [FORECASTER] Starting predict_future for CVS
[2025-12-09T20:20:08.833898] [DEBUG] [LOCAL     ] No optimal features file found for CVS: ./output/feature-sets/CVS.txt
[2025-12-09T20:20:08.833950] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:08.834009] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:08.834036] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:08.834092] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:08.891408] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:08.892109] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:08.892185] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:08.892219] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:09.016123] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:09.016286] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:09.016329] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:09.016356] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:09.019848] [DEBUG] [FORECASTER] CVS: Forecast T+1@11:T+2@11: UP (p=98.49%)
[2025-12-09T20:20:09.020126] [INFO ] [FORECASTER] Completed predict_future for CVS
[2025-12-09T20:20:09.020254] [INFO ] [sig       ] CVS: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:20:09.164365] [INFO ] [LOCAL     ] Saved forecast: CVS	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/CVS.txt
[2025-12-09T20:20:09.164532] [INFO ] [sig       ] [887/3614] Completed CVS in 0.3s | 2.91 sym/s | Total: 5.1m | ETA: 15.6m
[2025-12-09T20:20:09.164591] [INFO ] [sig       ] [888/3614] Forecasting CVX...
[2025-12-09T20:20:09.164624] [INFO ] [sig       ] Generating forecast for: CVX
[2025-12-09T20:20:09.164652] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVX' from 'https://tdm.silogroup.org/data/derivative_storage/CVX.csv'.
[2025-12-09T20:20:09.177176] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVX'.
[2025-12-09T20:20:09.177512] [INFO ] [FORECASTER] Starting predict_future for CVX
[2025-12-09T20:20:09.178283] [DEBUG] [LOCAL     ] No optimal features file found for CVX: ./output/feature-sets/CVX.txt
[2025-12-09T20:20:09.178334] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:09.178364] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:09.178402] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:09.178459] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:09.235249] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:09.236075] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:09.236155] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:09.236187] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:09.359694] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:09.359857] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:09.359899] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:09.359927] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:09.363533] [DEBUG] [FORECASTER] CVX: Forecast T+1@11:T+2@11: DOWN (p=12.10%)
[2025-12-09T20:20:09.363821] [INFO ] [FORECASTER] Completed predict_future for CVX
[2025-12-09T20:20:09.363946] [INFO ] [sig       ] CVX: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:20:09.510232] [INFO ] [LOCAL     ] Saved forecast: CVX	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/CVX.txt
[2025-12-09T20:20:09.510354] [INFO ] [sig       ] [888/3614] Completed CVX in 0.3s | 2.91 sym/s | Total: 5.1m | ETA: 15.6m
[2025-12-09T20:20:09.510391] [INFO ] [sig       ] [889/3614] Forecasting CWAN...
[2025-12-09T20:20:09.510419] [INFO ] [sig       ] Generating forecast for: CWAN
[2025-12-09T20:20:09.510447] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWAN' from 'https://tdm.silogroup.org/data/derivative_storage/CWAN.csv'.
[2025-12-09T20:20:09.522216] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWAN'.
[2025-12-09T20:20:09.522516] [INFO ] [FORECASTER] Starting predict_future for CWAN
[2025-12-09T20:20:09.523285] [DEBUG] [LOCAL     ] No optimal features file found for CWAN: ./output/feature-sets/CWAN.txt
[2025-12-09T20:20:09.523336] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:09.523368] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:09.523394] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:09.523449] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:09.582684] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:09.583389] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:09.583478] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:09.583519] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:09.702421] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:09.702587] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:09.702631] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:09.702660] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:09.706068] [DEBUG] [FORECASTER] CWAN: Forecast T+1@11:T+2@11: UP (p=95.01%)
[2025-12-09T20:20:09.706338] [INFO ] [FORECASTER] Completed predict_future for CWAN
[2025-12-09T20:20:09.706464] [INFO ] [sig       ] CWAN: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:20:09.849640] [INFO ] [LOCAL     ] Saved forecast: CWAN	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/CWAN.txt
[2025-12-09T20:20:09.849783] [INFO ] [sig       ] [889/3614] Completed CWAN in 0.3s | 2.91 sym/s | Total: 5.1m | ETA: 15.6m
[2025-12-09T20:20:09.849821] [INFO ] [sig       ] [890/3614] Forecasting CWBC...
[2025-12-09T20:20:09.849850] [INFO ] [sig       ] Generating forecast for: CWBC
[2025-12-09T20:20:09.849880] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWBC' from 'https://tdm.silogroup.org/data/derivative_storage/CWBC.csv'.
[2025-12-09T20:20:09.860772] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWBC'.
[2025-12-09T20:20:09.861067] [INFO ] [FORECASTER] Starting predict_future for CWBC
[2025-12-09T20:20:09.861839] [DEBUG] [LOCAL     ] No optimal features file found for CWBC: ./output/feature-sets/CWBC.txt
[2025-12-09T20:20:09.861889] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:09.861919] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:09.861945] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:09.862000] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:09.918167] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:09.918942] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:09.919019] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:09.919052] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:10.043056] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:10.043215] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:10.043256] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:10.043347] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:10.047165] [DEBUG] [FORECASTER] CWBC: Forecast T+1@11:T+2@11: UP (p=95.15%)
[2025-12-09T20:20:10.047486] [INFO ] [FORECASTER] Completed predict_future for CWBC
[2025-12-09T20:20:10.047641] [INFO ] [sig       ] CWBC: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:20:10.201601] [INFO ] [LOCAL     ] Saved forecast: CWBC	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/CWBC.txt
[2025-12-09T20:20:10.201743] [INFO ] [sig       ] [890/3614] Completed CWBC in 0.4s | 2.91 sym/s | Total: 5.1m | ETA: 15.6m
[2025-12-09T20:20:10.201787] [INFO ] [sig       ] [891/3614] Forecasting CWCO...
[2025-12-09T20:20:10.201820] [INFO ] [sig       ] Generating forecast for: CWCO
[2025-12-09T20:20:10.201853] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWCO' from 'https://tdm.silogroup.org/data/derivative_storage/CWCO.csv'.
[2025-12-09T20:20:10.212483] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWCO'.
[2025-12-09T20:20:10.212778] [INFO ] [FORECASTER] Starting predict_future for CWCO
[2025-12-09T20:20:10.213530] [DEBUG] [LOCAL     ] No optimal features file found for CWCO: ./output/feature-sets/CWCO.txt
[2025-12-09T20:20:10.213605] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:10.213639] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:10.213666] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:10.213721] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:10.269818] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:10.270496] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:10.270588] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:10.270622] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:10.387492] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:10.387652] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:10.387693] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:10.387721] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:10.391015] [DEBUG] [FORECASTER] CWCO: Forecast T+1@11:T+2@11: DOWN (p=24.43%)
[2025-12-09T20:20:10.391277] [INFO ] [FORECASTER] Completed predict_future for CWCO
[2025-12-09T20:20:10.391395] [INFO ] [sig       ] CWCO: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:20:10.528820] [INFO ] [LOCAL     ] Saved forecast: CWCO	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/CWCO.txt
[2025-12-09T20:20:10.528951] [INFO ] [sig       ] [891/3614] Completed CWCO in 0.3s | 2.91 sym/s | Total: 5.1m | ETA: 15.6m
[2025-12-09T20:20:10.528989] [INFO ] [sig       ] [892/3614] Forecasting CWD...
[2025-12-09T20:20:10.529020] [INFO ] [sig       ] Generating forecast for: CWD
[2025-12-09T20:20:10.529055] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWD' from 'https://tdm.silogroup.org/data/derivative_storage/CWD.csv'.
[2025-12-09T20:20:10.540598] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWD'.
[2025-12-09T20:20:10.540913] [INFO ] [FORECASTER] Starting predict_future for CWD
[2025-12-09T20:20:10.541707] [DEBUG] [LOCAL     ] No optimal features file found for CWD: ./output/feature-sets/CWD.txt
[2025-12-09T20:20:10.541758] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:10.541789] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:10.541817] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:10.541878] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:10.598898] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:10.599637] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:10.599715] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:10.599748] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:10.708554] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:10.708720] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:10.708762] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:10.708791] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:10.712158] [DEBUG] [FORECASTER] CWD: Forecast T+1@11:T+2@11: DOWN (p=2.61%)
[2025-12-09T20:20:10.712421] [INFO ] [FORECASTER] Completed predict_future for CWD
[2025-12-09T20:20:10.712542] [INFO ] [sig       ] CWD: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:20:10.850735] [INFO ] [LOCAL     ] Saved forecast: CWD	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/CWD.txt
[2025-12-09T20:20:10.850854] [INFO ] [sig       ] [892/3614] Completed CWD in 0.3s | 2.91 sym/s | Total: 5.1m | ETA: 15.6m
[2025-12-09T20:20:10.850892] [INFO ] [sig       ] [893/3614] Forecasting CWEN...
[2025-12-09T20:20:10.850921] [INFO ] [sig       ] Generating forecast for: CWEN
[2025-12-09T20:20:10.850951] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWEN' from 'https://tdm.silogroup.org/data/derivative_storage/CWEN.csv'.
[2025-12-09T20:20:10.862987] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWEN'.
[2025-12-09T20:20:10.863307] [INFO ] [FORECASTER] Starting predict_future for CWEN
[2025-12-09T20:20:10.864094] [DEBUG] [LOCAL     ] No optimal features file found for CWEN: ./output/feature-sets/CWEN.txt
[2025-12-09T20:20:10.864145] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:10.864175] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:10.864201] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:10.864255] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:10.919739] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:10.920371] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:10.920448] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:10.920479] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:11.040290] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:11.040449] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:11.040492] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:11.040519] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:11.043866] [DEBUG] [FORECASTER] CWEN: Forecast T+1@11:T+2@11: DOWN (p=33.63%)
[2025-12-09T20:20:11.044133] [INFO ] [FORECASTER] Completed predict_future for CWEN
[2025-12-09T20:20:11.044254] [INFO ] [sig       ] CWEN: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:20:11.187680] [INFO ] [LOCAL     ] Saved forecast: CWEN	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/CWEN.txt
[2025-12-09T20:20:11.187815] [INFO ] [sig       ] [893/3614] Completed CWEN in 0.3s | 2.91 sym/s | Total: 5.1m | ETA: 15.6m
[2025-12-09T20:20:11.187854] [INFO ] [sig       ] [894/3614] Forecasting CWH...
[2025-12-09T20:20:11.187882] [INFO ] [sig       ] Generating forecast for: CWH
[2025-12-09T20:20:11.187912] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWH' from 'https://tdm.silogroup.org/data/derivative_storage/CWH.csv'.
[2025-12-09T20:20:11.200556] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWH'.
[2025-12-09T20:20:11.200878] [INFO ] [FORECASTER] Starting predict_future for CWH
[2025-12-09T20:20:11.201647] [DEBUG] [LOCAL     ] No optimal features file found for CWH: ./output/feature-sets/CWH.txt
[2025-12-09T20:20:11.201697] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:11.201729] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:11.201755] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:11.201809] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:11.258384] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:11.259015] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:11.259089] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:11.259121] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:11.379535] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:11.379693] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:11.379734] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:11.379765] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:11.383450] [DEBUG] [FORECASTER] CWH: Forecast T+1@11:T+2@11: UP (p=77.58%)
[2025-12-09T20:20:11.383734] [INFO ] [FORECASTER] Completed predict_future for CWH
[2025-12-09T20:20:11.383855] [INFO ] [sig       ] CWH: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:20:11.524916] [INFO ] [LOCAL     ] Saved forecast: CWH	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/CWH.txt
[2025-12-09T20:20:11.525071] [INFO ] [sig       ] [894/3614] Completed CWH in 0.3s | 2.91 sym/s | Total: 5.1m | ETA: 15.6m
[2025-12-09T20:20:11.525110] [INFO ] [sig       ] [895/3614] Forecasting CWK...
[2025-12-09T20:20:11.525140] [INFO ] [sig       ] Generating forecast for: CWK
[2025-12-09T20:20:11.525169] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWK' from 'https://tdm.silogroup.org/data/derivative_storage/CWK.csv'.
[2025-12-09T20:20:11.537213] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWK'.
[2025-12-09T20:20:11.537607] [INFO ] [FORECASTER] Starting predict_future for CWK
[2025-12-09T20:20:11.538383] [DEBUG] [LOCAL     ] No optimal features file found for CWK: ./output/feature-sets/CWK.txt
[2025-12-09T20:20:11.538435] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:11.538468] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:11.538496] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:11.538553] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:11.595897] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:11.596653] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:11.596729] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:11.596760] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:11.715105] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:11.715275] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:11.715321] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:11.715350] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:11.718807] [DEBUG] [FORECASTER] CWK: Forecast T+1@11:T+2@11: DOWN (p=1.75%)
[2025-12-09T20:20:11.719273] [INFO ] [FORECASTER] Completed predict_future for CWK
[2025-12-09T20:20:11.719398] [INFO ] [sig       ] CWK: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:20:11.860873] [INFO ] [LOCAL     ] Saved forecast: CWK	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/CWK.txt
[2025-12-09T20:20:11.861009] [INFO ] [sig       ] [895/3614] Completed CWK in 0.3s | 2.91 sym/s | Total: 5.1m | ETA: 15.6m
[2025-12-09T20:20:11.861048] [INFO ] [sig       ] [896/3614] Forecasting CXDO...
[2025-12-09T20:20:11.861078] [INFO ] [sig       ] Generating forecast for: CXDO
[2025-12-09T20:20:11.861107] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CXDO' from 'https://tdm.silogroup.org/data/derivative_storage/CXDO.csv'.
[2025-12-09T20:20:11.872558] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CXDO'.
[2025-12-09T20:20:11.872924] [INFO ] [FORECASTER] Starting predict_future for CXDO
[2025-12-09T20:20:11.873750] [DEBUG] [LOCAL     ] No optimal features file found for CXDO: ./output/feature-sets/CXDO.txt
[2025-12-09T20:20:11.873802] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:11.873834] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:11.873861] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:11.873918] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:11.931514] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:11.932219] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:11.932303] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:11.932346] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:12.051400] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:12.051550] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:12.051610] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:12.051642] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:12.055006] [DEBUG] [FORECASTER] CXDO: Forecast T+1@11:T+2@11: UP (p=96.28%)
[2025-12-09T20:20:12.055346] [INFO ] [FORECASTER] Completed predict_future for CXDO
[2025-12-09T20:20:12.055486] [INFO ] [sig       ] CXDO: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:20:12.203417] [INFO ] [LOCAL     ] Saved forecast: CXDO	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/CXDO.txt
[2025-12-09T20:20:12.203566] [INFO ] [sig       ] [896/3614] Completed CXDO in 0.3s | 2.91 sym/s | Total: 5.1m | ETA: 15.6m
[2025-12-09T20:20:12.203625] [INFO ] [sig       ] [897/3614] Forecasting CXE...
[2025-12-09T20:20:12.203657] [INFO ] [sig       ] Generating forecast for: CXE
[2025-12-09T20:20:12.203689] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CXE' from 'https://tdm.silogroup.org/data/derivative_storage/CXE.csv'.
[2025-12-09T20:20:12.214765] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CXE'.
[2025-12-09T20:20:12.215087] [INFO ] [FORECASTER] Starting predict_future for CXE
[2025-12-09T20:20:12.215864] [DEBUG] [LOCAL     ] No optimal features file found for CXE: ./output/feature-sets/CXE.txt
[2025-12-09T20:20:12.215914] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:12.215944] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:12.215971] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:12.216025] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:12.272884] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:12.273665] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:12.273773] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:12.273806] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:12.383725] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:12.383924] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:12.383968] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:12.383996] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:12.387300] [DEBUG] [FORECASTER] CXE: Forecast T+1@11:T+2@11: DOWN (p=26.90%)
[2025-12-09T20:20:12.387602] [INFO ] [FORECASTER] Completed predict_future for CXE
[2025-12-09T20:20:12.387725] [INFO ] [sig       ] CXE: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:20:12.528369] [INFO ] [LOCAL     ] Saved forecast: CXE	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/CXE.txt
[2025-12-09T20:20:12.528497] [INFO ] [sig       ] [897/3614] Completed CXE in 0.3s | 2.91 sym/s | Total: 5.1m | ETA: 15.6m
[2025-12-09T20:20:12.528535] [INFO ] [sig       ] [898/3614] Forecasting CXSE...
[2025-12-09T20:20:12.528564] [INFO ] [sig       ] Generating forecast for: CXSE
[2025-12-09T20:20:12.528612] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CXSE' from 'https://tdm.silogroup.org/data/derivative_storage/CXSE.csv'.
[2025-12-09T20:20:12.539355] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CXSE'.
[2025-12-09T20:20:12.539675] [INFO ] [FORECASTER] Starting predict_future for CXSE
[2025-12-09T20:20:12.540419] [DEBUG] [LOCAL     ] No optimal features file found for CXSE: ./output/feature-sets/CXSE.txt
[2025-12-09T20:20:12.540469] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:12.540500] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:12.540526] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:12.540597] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:12.598337] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:12.599104] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:12.599180] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:12.599212] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:12.710151] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:12.710310] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:12.710349] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:12.710376] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:12.713720] [DEBUG] [FORECASTER] CXSE: Forecast T+1@11:T+2@11: DOWN (p=19.78%)
[2025-12-09T20:20:12.713991] [INFO ] [FORECASTER] Completed predict_future for CXSE
[2025-12-09T20:20:12.714111] [INFO ] [sig       ] CXSE: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:20:12.856342] [INFO ] [LOCAL     ] Saved forecast: CXSE	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/CXSE.txt
[2025-12-09T20:20:12.856493] [INFO ] [sig       ] [898/3614] Completed CXSE in 0.3s | 2.91 sym/s | Total: 5.1m | ETA: 15.6m
[2025-12-09T20:20:12.856532] [INFO ] [sig       ] [899/3614] Forecasting CYD...
[2025-12-09T20:20:12.856561] [INFO ] [sig       ] Generating forecast for: CYD
[2025-12-09T20:20:12.856613] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CYD' from 'https://tdm.silogroup.org/data/derivative_storage/CYD.csv'.
[2025-12-09T20:20:12.867781] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CYD'.
[2025-12-09T20:20:12.868149] [INFO ] [FORECASTER] Starting predict_future for CYD
[2025-12-09T20:20:12.868973] [DEBUG] [LOCAL     ] No optimal features file found for CYD: ./output/feature-sets/CYD.txt
[2025-12-09T20:20:12.869026] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:12.869057] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:12.869084] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:12.869141] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:12.926315] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:12.927170] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:12.927249] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:12.927281] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:13.045302] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:13.045457] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:13.045497] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:13.045524] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:13.048968] [DEBUG] [FORECASTER] CYD: Forecast T+1@11:T+2@11: UP (p=52.21%)
[2025-12-09T20:20:13.049252] [INFO ] [FORECASTER] Completed predict_future for CYD
[2025-12-09T20:20:13.049384] [INFO ] [sig       ] CYD: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:20:13.195243] [INFO ] [LOCAL     ] Saved forecast: CYD	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/CYD.txt
[2025-12-09T20:20:13.195394] [INFO ] [sig       ] [899/3614] Completed CYD in 0.3s | 2.91 sym/s | Total: 5.1m | ETA: 15.6m
[2025-12-09T20:20:13.195432] [INFO ] [sig       ] [900/3614] Forecasting CYH...
[2025-12-09T20:20:13.195461] [INFO ] [sig       ] Generating forecast for: CYH
[2025-12-09T20:20:13.195491] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CYH' from 'https://tdm.silogroup.org/data/derivative_storage/CYH.csv'.
[2025-12-09T20:20:13.206424] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CYH'.
[2025-12-09T20:20:13.206783] [INFO ] [FORECASTER] Starting predict_future for CYH
[2025-12-09T20:20:13.207563] [DEBUG] [LOCAL     ] No optimal features file found for CYH: ./output/feature-sets/CYH.txt
[2025-12-09T20:20:13.207637] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:13.207668] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:13.207694] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:13.207748] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:13.266287] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:13.267181] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:13.267262] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:13.267296] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:13.388878] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:13.389026] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:13.389067] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:13.389096] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:13.392511] [DEBUG] [FORECASTER] CYH: Forecast T+1@11:T+2@11: DOWN (p=3.36%)
[2025-12-09T20:20:13.392827] [INFO ] [FORECASTER] Completed predict_future for CYH
[2025-12-09T20:20:13.392964] [INFO ] [sig       ] CYH: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:20:13.535642] [INFO ] [LOCAL     ] Saved forecast: CYH	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/CYH.txt
[2025-12-09T20:20:13.535822] [INFO ] [sig       ] [900/3614] Completed CYH in 0.3s | 2.91 sym/s | Total: 5.2m | ETA: 15.5m
[2025-12-09T20:20:13.535860] [INFO ] [sig       ] [901/3614] Forecasting CYN...
[2025-12-09T20:20:13.535890] [INFO ] [sig       ] Generating forecast for: CYN
[2025-12-09T20:20:13.535921] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CYN' from 'https://tdm.silogroup.org/data/derivative_storage/CYN.csv'.
[2025-12-09T20:20:13.546854] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CYN'.
[2025-12-09T20:20:13.547221] [INFO ] [FORECASTER] Starting predict_future for CYN
[2025-12-09T20:20:13.548028] [DEBUG] [LOCAL     ] No optimal features file found for CYN: ./output/feature-sets/CYN.txt
[2025-12-09T20:20:13.548106] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:13.548139] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:13.548165] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:13.548220] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:13.605508] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:13.606327] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:13.606404] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:13.606435] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:13.723217] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:13.723365] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:13.723404] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:13.723432] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:13.726835] [DEBUG] [FORECASTER] CYN: Forecast T+1@11:T+2@11: DOWN (p=5.09%)
[2025-12-09T20:20:13.727129] [INFO ] [FORECASTER] Completed predict_future for CYN
[2025-12-09T20:20:13.727252] [INFO ] [sig       ] CYN: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:20:13.868622] [INFO ] [LOCAL     ] Saved forecast: CYN	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/CYN.txt
[2025-12-09T20:20:13.868773] [INFO ] [sig       ] [901/3614] Completed CYN in 0.3s | 2.91 sym/s | Total: 5.2m | ETA: 15.5m
[2025-12-09T20:20:13.868813] [INFO ] [sig       ] [902/3614] Forecasting CYRX...
[2025-12-09T20:20:13.868841] [INFO ] [sig       ] Generating forecast for: CYRX
[2025-12-09T20:20:13.868872] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CYRX' from 'https://tdm.silogroup.org/data/derivative_storage/CYRX.csv'.
[2025-12-09T20:20:13.880479] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CYRX'.
[2025-12-09T20:20:13.880872] [INFO ] [FORECASTER] Starting predict_future for CYRX
[2025-12-09T20:20:13.881644] [DEBUG] [LOCAL     ] No optimal features file found for CYRX: ./output/feature-sets/CYRX.txt
[2025-12-09T20:20:13.881695] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:13.881725] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:13.881751] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:13.881806] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:13.939899] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:13.940741] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:13.940818] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:13.940849] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:14.064378] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:14.064522] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:14.064560] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:14.064608] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:14.068016] [DEBUG] [FORECASTER] CYRX: Forecast T+1@11:T+2@11: UP (p=73.30%)
[2025-12-09T20:20:14.068391] [INFO ] [FORECASTER] Completed predict_future for CYRX
[2025-12-09T20:20:14.068533] [INFO ] [sig       ] CYRX: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:20:14.210847] [INFO ] [LOCAL     ] Saved forecast: CYRX	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/CYRX.txt
[2025-12-09T20:20:14.210999] [INFO ] [sig       ] [902/3614] Completed CYRX in 0.3s | 2.91 sym/s | Total: 5.2m | ETA: 15.5m
[2025-12-09T20:20:14.211039] [INFO ] [sig       ] [903/3614] Forecasting CYTK...
[2025-12-09T20:20:14.211068] [INFO ] [sig       ] Generating forecast for: CYTK
[2025-12-09T20:20:14.211096] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CYTK' from 'https://tdm.silogroup.org/data/derivative_storage/CYTK.csv'.
[2025-12-09T20:20:14.222898] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CYTK'.
[2025-12-09T20:20:14.223255] [INFO ] [FORECASTER] Starting predict_future for CYTK
[2025-12-09T20:20:14.224034] [DEBUG] [LOCAL     ] No optimal features file found for CYTK: ./output/feature-sets/CYTK.txt
[2025-12-09T20:20:14.224084] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:14.224115] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:14.224141] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:14.224196] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:14.280514] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:14.281609] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:14.281689] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:14.281721] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:14.403674] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:14.403825] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:14.403865] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:14.403894] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:14.407159] [DEBUG] [FORECASTER] CYTK: Forecast T+1@11:T+2@11: DOWN (p=23.42%)
[2025-12-09T20:20:14.407421] [INFO ] [FORECASTER] Completed predict_future for CYTK
[2025-12-09T20:20:14.407597] [INFO ] [sig       ] CYTK: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:20:14.544035] [INFO ] [LOCAL     ] Saved forecast: CYTK	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/CYTK.txt
[2025-12-09T20:20:14.544171] [INFO ] [sig       ] [903/3614] Completed CYTK in 0.3s | 2.91 sym/s | Total: 5.2m | ETA: 15.5m
[2025-12-09T20:20:14.544209] [INFO ] [sig       ] [904/3614] Forecasting CZFS...
[2025-12-09T20:20:14.544239] [INFO ] [sig       ] Generating forecast for: CZFS
[2025-12-09T20:20:14.544269] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CZFS' from 'https://tdm.silogroup.org/data/derivative_storage/CZFS.csv'.
[2025-12-09T20:20:14.554144] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CZFS'.
[2025-12-09T20:20:14.554387] [INFO ] [FORECASTER] Starting predict_future for CZFS
[2025-12-09T20:20:14.555142] [DEBUG] [LOCAL     ] No optimal features file found for CZFS: ./output/feature-sets/CZFS.txt
[2025-12-09T20:20:14.555192] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:14.555249] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:14.555277] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:14.555333] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:14.611035] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:14.611725] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:14.611799] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:14.611831] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:14.703469] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:14.703639] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:14.703685] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:14.703714] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:14.707041] [DEBUG] [FORECASTER] CZFS: Forecast T+1@11:T+2@11: DOWN (p=7.80%)
[2025-12-09T20:20:14.707307] [INFO ] [FORECASTER] Completed predict_future for CZFS
[2025-12-09T20:20:14.707428] [INFO ] [sig       ] CZFS: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:20:14.843763] [INFO ] [LOCAL     ] Saved forecast: CZFS	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/CZFS.txt
[2025-12-09T20:20:14.843868] [INFO ] [sig       ] [904/3614] Completed CZFS in 0.3s | 2.91 sym/s | Total: 5.2m | ETA: 15.5m
[2025-12-09T20:20:14.843912] [INFO ] [sig       ] [905/3614] Forecasting CZNC...
[2025-12-09T20:20:14.843942] [INFO ] [sig       ] Generating forecast for: CZNC
[2025-12-09T20:20:14.843971] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CZNC' from 'https://tdm.silogroup.org/data/derivative_storage/CZNC.csv'.
[2025-12-09T20:20:14.854926] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CZNC'.
[2025-12-09T20:20:14.855175] [INFO ] [FORECASTER] Starting predict_future for CZNC
[2025-12-09T20:20:14.855926] [DEBUG] [LOCAL     ] No optimal features file found for CZNC: ./output/feature-sets/CZNC.txt
[2025-12-09T20:20:14.855976] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:14.856007] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:14.856033] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:14.856092] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:14.912858] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:14.913451] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:14.913524] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:14.913554] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:15.030866] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:15.031014] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:15.031054] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:15.031082] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:15.034371] [DEBUG] [FORECASTER] CZNC: Forecast T+1@11:T+2@11: DOWN (p=1.88%)
[2025-12-09T20:20:15.034648] [INFO ] [FORECASTER] Completed predict_future for CZNC
[2025-12-09T20:20:15.034766] [INFO ] [sig       ] CZNC: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:20:15.172487] [INFO ] [LOCAL     ] Saved forecast: CZNC	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/CZNC.txt
[2025-12-09T20:20:15.172604] [INFO ] [sig       ] [905/3614] Completed CZNC in 0.3s | 2.91 sym/s | Total: 5.2m | ETA: 15.5m
[2025-12-09T20:20:15.172643] [INFO ] [sig       ] [906/3614] Forecasting CZWI...
[2025-12-09T20:20:15.172672] [INFO ] [sig       ] Generating forecast for: CZWI
[2025-12-09T20:20:15.172700] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CZWI' from 'https://tdm.silogroup.org/data/derivative_storage/CZWI.csv'.
[2025-12-09T20:20:15.183361] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CZWI'.
[2025-12-09T20:20:15.183667] [INFO ] [FORECASTER] Starting predict_future for CZWI
[2025-12-09T20:20:15.184402] [DEBUG] [LOCAL     ] No optimal features file found for CZWI: ./output/feature-sets/CZWI.txt
[2025-12-09T20:20:15.184451] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:15.184483] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:15.184509] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:15.184563] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:15.240640] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:15.241197] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:15.241270] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:15.241301] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:15.358156] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:15.358259] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:15.358295] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:15.358323] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:15.361445] [DEBUG] [FORECASTER] CZWI: Forecast T+1@11:T+2@11: DOWN (p=24.68%)
[2025-12-09T20:20:15.361716] [INFO ] [FORECASTER] Completed predict_future for CZWI
[2025-12-09T20:20:15.361852] [INFO ] [sig       ] CZWI: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:20:15.499628] [INFO ] [LOCAL     ] Saved forecast: CZWI	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/CZWI.txt
[2025-12-09T20:20:15.499731] [INFO ] [sig       ] [906/3614] Completed CZWI in 0.3s | 2.91 sym/s | Total: 5.2m | ETA: 15.5m
[2025-12-09T20:20:15.499767] [INFO ] [sig       ] [907/3614] Forecasting DAIO...
[2025-12-09T20:20:15.499795] [INFO ] [sig       ] Generating forecast for: DAIO
[2025-12-09T20:20:15.499825] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAIO' from 'https://tdm.silogroup.org/data/derivative_storage/DAIO.csv'.
[2025-12-09T20:20:15.510875] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAIO'.
[2025-12-09T20:20:15.511224] [INFO ] [FORECASTER] Starting predict_future for DAIO
[2025-12-09T20:20:15.512046] [DEBUG] [LOCAL     ] No optimal features file found for DAIO: ./output/feature-sets/DAIO.txt
[2025-12-09T20:20:15.512097] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:15.512129] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:15.512155] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:15.512209] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:15.583682] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:15.584775] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:15.584881] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:15.584926] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:15.689666] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:15.689830] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:15.689871] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:15.689937] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:15.693817] [DEBUG] [FORECASTER] DAIO: Forecast T+1@11:T+2@11: UP (p=56.84%)
[2025-12-09T20:20:15.694105] [INFO ] [FORECASTER] Completed predict_future for DAIO
[2025-12-09T20:20:15.694235] [INFO ] [sig       ] DAIO: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:20:15.834175] [INFO ] [LOCAL     ] Saved forecast: DAIO	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/DAIO.txt
[2025-12-09T20:20:15.834339] [INFO ] [sig       ] [907/3614] Completed DAIO in 0.3s | 2.91 sym/s | Total: 5.2m | ETA: 15.5m
[2025-12-09T20:20:15.834379] [INFO ] [sig       ] [908/3614] Forecasting DAL...
[2025-12-09T20:20:15.834409] [INFO ] [sig       ] Generating forecast for: DAL
[2025-12-09T20:20:15.834438] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAL' from 'https://tdm.silogroup.org/data/derivative_storage/DAL.csv'.
[2025-12-09T20:20:15.846442] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAL'.
[2025-12-09T20:20:15.846774] [INFO ] [FORECASTER] Starting predict_future for DAL
[2025-12-09T20:20:15.847584] [DEBUG] [LOCAL     ] No optimal features file found for DAL: ./output/feature-sets/DAL.txt
[2025-12-09T20:20:15.847636] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:15.847667] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:15.847693] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:15.847747] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:15.907171] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:15.908121] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:15.908203] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:15.908237] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:16.032489] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:16.032653] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:16.032709] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:16.032738] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:16.036054] [DEBUG] [FORECASTER] DAL: Forecast T+1@11:T+2@11: UP (p=90.45%)
[2025-12-09T20:20:16.036317] [INFO ] [FORECASTER] Completed predict_future for DAL
[2025-12-09T20:20:16.036436] [INFO ] [sig       ] DAL: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:20:16.175279] [INFO ] [LOCAL     ] Saved forecast: DAL	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/DAL.txt
[2025-12-09T20:20:16.175428] [INFO ] [sig       ] [908/3614] Completed DAL in 0.3s | 2.91 sym/s | Total: 5.2m | ETA: 15.5m
[2025-12-09T20:20:16.175467] [INFO ] [sig       ] [909/3614] Forecasting DAN...
[2025-12-09T20:20:16.175498] [INFO ] [sig       ] Generating forecast for: DAN
[2025-12-09T20:20:16.175528] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAN' from 'https://tdm.silogroup.org/data/derivative_storage/DAN.csv'.
[2025-12-09T20:20:16.187052] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAN'.
[2025-12-09T20:20:16.187358] [INFO ] [FORECASTER] Starting predict_future for DAN
[2025-12-09T20:20:16.188137] [DEBUG] [LOCAL     ] No optimal features file found for DAN: ./output/feature-sets/DAN.txt
[2025-12-09T20:20:16.188187] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:16.188218] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:16.188244] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:16.188299] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:16.243518] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:16.244358] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:16.244435] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:16.244467] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:16.369006] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:16.369155] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:16.369195] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:16.369224] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:16.372558] [DEBUG] [FORECASTER] DAN: Forecast T+1@11:T+2@11: DOWN (p=10.05%)
[2025-12-09T20:20:16.372862] [INFO ] [FORECASTER] Completed predict_future for DAN
[2025-12-09T20:20:16.372984] [INFO ] [sig       ] DAN: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:20:16.511640] [INFO ] [LOCAL     ] Saved forecast: DAN	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/DAN.txt
[2025-12-09T20:20:16.511787] [INFO ] [sig       ] [909/3614] Completed DAN in 0.3s | 2.91 sym/s | Total: 5.2m | ETA: 15.5m
[2025-12-09T20:20:16.511826] [INFO ] [sig       ] [910/3614] Forecasting DAO...
[2025-12-09T20:20:16.511855] [INFO ] [sig       ] Generating forecast for: DAO
[2025-12-09T20:20:16.511885] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAO' from 'https://tdm.silogroup.org/data/derivative_storage/DAO.csv'.
[2025-12-09T20:20:16.522547] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAO'.
[2025-12-09T20:20:16.522848] [INFO ] [FORECASTER] Starting predict_future for DAO
[2025-12-09T20:20:16.523604] [DEBUG] [LOCAL     ] No optimal features file found for DAO: ./output/feature-sets/DAO.txt
[2025-12-09T20:20:16.523654] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:16.523685] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:16.523711] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:16.523765] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:16.579654] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:16.580365] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:16.580455] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:16.580488] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:16.703587] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:16.703733] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:16.703774] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:16.703803] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:16.707297] [DEBUG] [FORECASTER] DAO: Forecast T+1@11:T+2@11: UP (p=85.42%)
[2025-12-09T20:20:16.707607] [INFO ] [FORECASTER] Completed predict_future for DAO
[2025-12-09T20:20:16.707734] [INFO ] [sig       ] DAO: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:20:16.844706] [INFO ] [LOCAL     ] Saved forecast: DAO	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/DAO.txt
[2025-12-09T20:20:16.844845] [INFO ] [sig       ] [910/3614] Completed DAO in 0.3s | 2.91 sym/s | Total: 5.2m | ETA: 15.5m
[2025-12-09T20:20:16.844883] [INFO ] [sig       ] [911/3614] Forecasting DAPP...
[2025-12-09T20:20:16.844912] [INFO ] [sig       ] Generating forecast for: DAPP
[2025-12-09T20:20:16.844941] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAPP' from 'https://tdm.silogroup.org/data/derivative_storage/DAPP.csv'.
[2025-12-09T20:20:16.856194] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAPP'.
[2025-12-09T20:20:16.856552] [INFO ] [FORECASTER] Starting predict_future for DAPP
[2025-12-09T20:20:16.857318] [DEBUG] [LOCAL     ] No optimal features file found for DAPP: ./output/feature-sets/DAPP.txt
[2025-12-09T20:20:16.857368] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:16.857400] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:16.857425] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:16.857509] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:16.916018] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:16.916889] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:16.916983] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:16.917026] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:17.039024] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:17.039180] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:17.039222] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:17.039252] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:17.042624] [DEBUG] [FORECASTER] DAPP: Forecast T+1@11:T+2@11: DOWN (p=11.42%)
[2025-12-09T20:20:17.042903] [INFO ] [FORECASTER] Completed predict_future for DAPP
[2025-12-09T20:20:17.043046] [INFO ] [sig       ] DAPP: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:20:17.190190] [INFO ] [LOCAL     ] Saved forecast: DAPP	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/DAPP.txt
[2025-12-09T20:20:17.190327] [INFO ] [sig       ] [911/3614] Completed DAPP in 0.3s | 2.91 sym/s | Total: 5.2m | ETA: 15.5m
[2025-12-09T20:20:17.190365] [INFO ] [sig       ] [912/3614] Forecasting DARE...
[2025-12-09T20:20:17.190394] [INFO ] [sig       ] Generating forecast for: DARE
[2025-12-09T20:20:17.190423] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DARE' from 'https://tdm.silogroup.org/data/derivative_storage/DARE.csv'.
[2025-12-09T20:20:17.200779] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DARE'.
[2025-12-09T20:20:17.201104] [INFO ] [FORECASTER] Starting predict_future for DARE
[2025-12-09T20:20:17.201882] [DEBUG] [LOCAL     ] No optimal features file found for DARE: ./output/feature-sets/DARE.txt
[2025-12-09T20:20:17.201933] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:17.201976] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:17.202003] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:17.202057] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:17.269138] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:17.270174] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:17.270286] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:17.270323] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:17.386089] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:17.386239] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:17.386278] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:17.386305] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:17.389821] [DEBUG] [FORECASTER] DARE: Forecast T+1@11:T+2@11: UP (p=61.91%)
[2025-12-09T20:20:17.390179] [INFO ] [FORECASTER] Completed predict_future for DARE
[2025-12-09T20:20:17.390313] [INFO ] [sig       ] DARE: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:20:17.552193] [INFO ] [LOCAL     ] Saved forecast: DARE	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/DARE.txt
[2025-12-09T20:20:17.552337] [INFO ] [sig       ] [912/3614] Completed DARE in 0.4s | 2.91 sym/s | Total: 5.2m | ETA: 15.5m
[2025-12-09T20:20:17.552376] [INFO ] [sig       ] [913/3614] Forecasting DASH...
[2025-12-09T20:20:17.552406] [INFO ] [sig       ] Generating forecast for: DASH
[2025-12-09T20:20:17.552435] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DASH' from 'https://tdm.silogroup.org/data/derivative_storage/DASH.csv'.
[2025-12-09T20:20:17.563981] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DASH'.
[2025-12-09T20:20:17.564315] [INFO ] [FORECASTER] Starting predict_future for DASH
[2025-12-09T20:20:17.565201] [DEBUG] [LOCAL     ] No optimal features file found for DASH: ./output/feature-sets/DASH.txt
[2025-12-09T20:20:17.565265] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:17.565308] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:17.565344] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:17.565421] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:17.622547] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:17.623390] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:17.623471] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:17.623506] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:17.746960] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:17.747109] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:17.747150] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:17.747180] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:17.750659] [DEBUG] [FORECASTER] DASH: Forecast T+1@11:T+2@11: UP (p=89.35%)
[2025-12-09T20:20:17.750931] [INFO ] [FORECASTER] Completed predict_future for DASH
[2025-12-09T20:20:17.751055] [INFO ] [sig       ] DASH: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:20:17.902749] [INFO ] [LOCAL     ] Saved forecast: DASH	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/DASH.txt
[2025-12-09T20:20:17.902889] [INFO ] [sig       ] [913/3614] Completed DASH in 0.4s | 2.91 sym/s | Total: 5.2m | ETA: 15.5m
[2025-12-09T20:20:17.902928] [INFO ] [sig       ] [914/3614] Forecasting DAVA...
[2025-12-09T20:20:17.902957] [INFO ] [sig       ] Generating forecast for: DAVA
[2025-12-09T20:20:17.902986] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAVA' from 'https://tdm.silogroup.org/data/derivative_storage/DAVA.csv'.
[2025-12-09T20:20:17.913842] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAVA'.
[2025-12-09T20:20:17.914130] [INFO ] [FORECASTER] Starting predict_future for DAVA
[2025-12-09T20:20:17.914904] [DEBUG] [LOCAL     ] No optimal features file found for DAVA: ./output/feature-sets/DAVA.txt
[2025-12-09T20:20:17.914954] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:17.914985] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:17.915012] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:17.915067] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:17.970284] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:17.971120] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:17.971237] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:17.971271] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:18.088500] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:18.088663] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:18.088704] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:18.088732] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:18.092014] [DEBUG] [FORECASTER] DAVA: Forecast T+1@11:T+2@11: UP (p=70.68%)
[2025-12-09T20:20:18.092273] [INFO ] [FORECASTER] Completed predict_future for DAVA
[2025-12-09T20:20:18.092388] [INFO ] [sig       ] DAVA: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:20:18.229464] [INFO ] [LOCAL     ] Saved forecast: DAVA	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/DAVA.txt
[2025-12-09T20:20:18.229617] [INFO ] [sig       ] [914/3614] Completed DAVA in 0.3s | 2.91 sym/s | Total: 5.2m | ETA: 15.5m
[2025-12-09T20:20:18.229658] [INFO ] [sig       ] [915/3614] Forecasting DAVE...
[2025-12-09T20:20:18.229688] [INFO ] [sig       ] Generating forecast for: DAVE
[2025-12-09T20:20:18.229716] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAVE' from 'https://tdm.silogroup.org/data/derivative_storage/DAVE.csv'.
[2025-12-09T20:20:18.240943] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAVE'.
[2025-12-09T20:20:18.241236] [INFO ] [FORECASTER] Starting predict_future for DAVE
[2025-12-09T20:20:18.242000] [DEBUG] [LOCAL     ] No optimal features file found for DAVE: ./output/feature-sets/DAVE.txt
[2025-12-09T20:20:18.242051] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:18.242081] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:18.242107] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:18.242161] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:18.297559] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:18.298317] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:18.298394] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:18.298426] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:18.414288] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:18.414441] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:18.414480] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:18.414509] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:18.417864] [DEBUG] [FORECASTER] DAVE: Forecast T+1@11:T+2@11: UP (p=53.68%)
[2025-12-09T20:20:18.418131] [INFO ] [FORECASTER] Completed predict_future for DAVE
[2025-12-09T20:20:18.418252] [INFO ] [sig       ] DAVE: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:20:18.558899] [INFO ] [LOCAL     ] Saved forecast: DAVE	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/DAVE.txt
[2025-12-09T20:20:18.559036] [INFO ] [sig       ] [915/3614] Completed DAVE in 0.3s | 2.91 sym/s | Total: 5.2m | ETA: 15.5m
[2025-12-09T20:20:18.559075] [INFO ] [sig       ] [916/3614] Forecasting DAWN...
[2025-12-09T20:20:18.559111] [INFO ] [sig       ] Generating forecast for: DAWN
[2025-12-09T20:20:18.559142] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAWN' from 'https://tdm.silogroup.org/data/derivative_storage/DAWN.csv'.
[2025-12-09T20:20:18.570070] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAWN'.
[2025-12-09T20:20:18.570360] [INFO ] [FORECASTER] Starting predict_future for DAWN
[2025-12-09T20:20:18.571125] [DEBUG] [LOCAL     ] No optimal features file found for DAWN: ./output/feature-sets/DAWN.txt
[2025-12-09T20:20:18.571175] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:18.571206] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:18.571232] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:18.571287] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:18.628543] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:18.629460] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:18.629543] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:18.629594] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:18.751041] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:18.751189] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:18.751230] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:18.751259] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:18.754654] [DEBUG] [FORECASTER] DAWN: Forecast T+1@11:T+2@11: DOWN (p=9.23%)
[2025-12-09T20:20:18.754926] [INFO ] [FORECASTER] Completed predict_future for DAWN
[2025-12-09T20:20:18.755049] [INFO ] [sig       ] DAWN: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:20:18.942157] [INFO ] [LOCAL     ] Saved forecast: DAWN	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/DAWN.txt
[2025-12-09T20:20:18.942300] [INFO ] [sig       ] [916/3614] Completed DAWN in 0.4s | 2.91 sym/s | Total: 5.2m | ETA: 15.5m
[2025-12-09T20:20:18.942339] [INFO ] [sig       ] [917/3614] Forecasting DB...
[2025-12-09T20:20:18.942379] [INFO ] [sig       ] Generating forecast for: DB
[2025-12-09T20:20:18.942418] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DB' from 'https://tdm.silogroup.org/data/derivative_storage/DB.csv'.
[2025-12-09T20:20:18.953519] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DB'.
[2025-12-09T20:20:18.953861] [INFO ] [FORECASTER] Starting predict_future for DB
[2025-12-09T20:20:18.954708] [DEBUG] [LOCAL     ] No optimal features file found for DB: ./output/feature-sets/DB.txt
[2025-12-09T20:20:18.954771] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:18.954819] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:18.954859] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:18.954938] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:19.012753] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:19.013548] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:19.013656] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:19.013691] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:19.140301] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:19.140447] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:19.140487] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:19.140516] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:19.143871] [DEBUG] [FORECASTER] DB: Forecast T+1@11:T+2@11: UP (p=84.00%)
[2025-12-09T20:20:19.144141] [INFO ] [FORECASTER] Completed predict_future for DB
[2025-12-09T20:20:19.144262] [INFO ] [sig       ] DB: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:20:19.285183] [INFO ] [LOCAL     ] Saved forecast: DB	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/DB.txt
[2025-12-09T20:20:19.285348] [INFO ] [sig       ] [917/3614] Completed DB in 0.3s | 2.91 sym/s | Total: 5.3m | ETA: 15.4m
[2025-12-09T20:20:19.285389] [INFO ] [sig       ] [918/3614] Forecasting DBI...
[2025-12-09T20:20:19.285419] [INFO ] [sig       ] Generating forecast for: DBI
[2025-12-09T20:20:19.285448] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DBI' from 'https://tdm.silogroup.org/data/derivative_storage/DBI.csv'.
[2025-12-09T20:20:19.296452] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DBI'.
[2025-12-09T20:20:19.296775] [INFO ] [FORECASTER] Starting predict_future for DBI
[2025-12-09T20:20:19.297544] [DEBUG] [LOCAL     ] No optimal features file found for DBI: ./output/feature-sets/DBI.txt
[2025-12-09T20:20:19.297613] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:19.297647] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:19.297675] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:19.297732] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:19.354450] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:19.355267] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:19.355345] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:19.355378] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:19.474383] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:19.474527] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:19.474584] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:19.474617] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:19.478110] [DEBUG] [FORECASTER] DBI: Forecast T+1@11:T+2@11: UP (p=61.39%)
[2025-12-09T20:20:19.478385] [INFO ] [FORECASTER] Completed predict_future for DBI
[2025-12-09T20:20:19.478511] [INFO ] [sig       ] DBI: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:20:19.619585] [INFO ] [LOCAL     ] Saved forecast: DBI	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/DBI.txt
[2025-12-09T20:20:19.619756] [INFO ] [sig       ] [918/3614] Completed DBI in 0.3s | 2.91 sym/s | Total: 5.3m | ETA: 15.4m
[2025-12-09T20:20:19.619809] [INFO ] [sig       ] [919/3614] Forecasting DBL...
[2025-12-09T20:20:19.619851] [INFO ] [sig       ] Generating forecast for: DBL
[2025-12-09T20:20:19.619888] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DBL' from 'https://tdm.silogroup.org/data/derivative_storage/DBL.csv'.
[2025-12-09T20:20:19.632075] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DBL'.
[2025-12-09T20:20:19.632449] [INFO ] [FORECASTER] Starting predict_future for DBL
[2025-12-09T20:20:19.633234] [DEBUG] [LOCAL     ] No optimal features file found for DBL: ./output/feature-sets/DBL.txt
[2025-12-09T20:20:19.633285] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:19.633315] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:19.633341] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:19.633397] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:19.690213] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:19.691132] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:19.691220] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:19.691254] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:19.810559] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:19.810729] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:19.810769] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:19.810816] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:19.814230] [DEBUG] [FORECASTER] DBL: Forecast T+1@11:T+2@11: UP (p=76.66%)
[2025-12-09T20:20:19.814502] [INFO ] [FORECASTER] Completed predict_future for DBL
[2025-12-09T20:20:19.814641] [INFO ] [sig       ] DBL: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:20:19.957238] [INFO ] [LOCAL     ] Saved forecast: DBL	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/DBL.txt
[2025-12-09T20:20:19.957375] [INFO ] [sig       ] [919/3614] Completed DBL in 0.3s | 2.91 sym/s | Total: 5.3m | ETA: 15.4m
[2025-12-09T20:20:19.957414] [INFO ] [sig       ] [920/3614] Forecasting DBRG...
[2025-12-09T20:20:19.957444] [INFO ] [sig       ] Generating forecast for: DBRG
[2025-12-09T20:20:19.957497] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DBRG' from 'https://tdm.silogroup.org/data/derivative_storage/DBRG.csv'.
[2025-12-09T20:20:19.969047] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DBRG'.
[2025-12-09T20:20:19.969362] [INFO ] [FORECASTER] Starting predict_future for DBRG
[2025-12-09T20:20:19.970131] [DEBUG] [LOCAL     ] No optimal features file found for DBRG: ./output/feature-sets/DBRG.txt
[2025-12-09T20:20:19.970183] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:19.970215] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:19.970242] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:19.970297] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:20.026083] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:20.026933] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:20.027011] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:20.027043] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:20.148734] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:20.148885] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:20.148926] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:20.148956] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:20.152510] [DEBUG] [FORECASTER] DBRG: Forecast T+1@11:T+2@11: DOWN (p=13.25%)
[2025-12-09T20:20:20.152817] [INFO ] [FORECASTER] Completed predict_future for DBRG
[2025-12-09T20:20:20.152944] [INFO ] [sig       ] DBRG: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:20:20.290899] [INFO ] [LOCAL     ] Saved forecast: DBRG	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/DBRG.txt
[2025-12-09T20:20:20.291040] [INFO ] [sig       ] [920/3614] Completed DBRG in 0.3s | 2.91 sym/s | Total: 5.3m | ETA: 15.4m
[2025-12-09T20:20:20.291079] [INFO ] [sig       ] [921/3614] Forecasting DBX...
[2025-12-09T20:20:20.291109] [INFO ] [sig       ] Generating forecast for: DBX
[2025-12-09T20:20:20.291138] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DBX' from 'https://tdm.silogroup.org/data/derivative_storage/DBX.csv'.
[2025-12-09T20:20:20.302190] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DBX'.
[2025-12-09T20:20:20.302504] [INFO ] [FORECASTER] Starting predict_future for DBX
[2025-12-09T20:20:20.303288] [DEBUG] [LOCAL     ] No optimal features file found for DBX: ./output/feature-sets/DBX.txt
[2025-12-09T20:20:20.303341] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:20.303400] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:20.303433] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:20.303511] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:20.360800] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:20.361563] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:20.361659] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:20.361691] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:20.479746] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:20.479890] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:20.479931] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:20.479959] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:20.483236] [DEBUG] [FORECASTER] DBX: Forecast T+1@11:T+2@11: DOWN (p=20.54%)
[2025-12-09T20:20:20.483498] [INFO ] [FORECASTER] Completed predict_future for DBX
[2025-12-09T20:20:20.483636] [INFO ] [sig       ] DBX: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:20:20.628209] [INFO ] [LOCAL     ] Saved forecast: DBX	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/DBX.txt
[2025-12-09T20:20:20.628350] [INFO ] [sig       ] [921/3614] Completed DBX in 0.3s | 2.91 sym/s | Total: 5.3m | ETA: 15.4m
[2025-12-09T20:20:20.628391] [INFO ] [sig       ] [922/3614] Forecasting DCBO...
[2025-12-09T20:20:20.628422] [INFO ] [sig       ] Generating forecast for: DCBO
[2025-12-09T20:20:20.628450] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DCBO' from 'https://tdm.silogroup.org/data/derivative_storage/DCBO.csv'.
[2025-12-09T20:20:20.639383] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DCBO'.
[2025-12-09T20:20:20.639732] [INFO ] [FORECASTER] Starting predict_future for DCBO
[2025-12-09T20:20:20.640496] [DEBUG] [LOCAL     ] No optimal features file found for DCBO: ./output/feature-sets/DCBO.txt
[2025-12-09T20:20:20.640554] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:20.640645] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:20.640682] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:20.640739] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:20.696959] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:20.697785] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:20.697864] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:20.697898] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:20.822236] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:20.822379] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:20.822422] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:20.822451] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:20.825947] [DEBUG] [FORECASTER] DCBO: Forecast T+1@11:T+2@11: DOWN (p=11.45%)
[2025-12-09T20:20:20.826228] [INFO ] [FORECASTER] Completed predict_future for DCBO
[2025-12-09T20:20:20.826370] [INFO ] [sig       ] DCBO: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:20:20.969608] [INFO ] [LOCAL     ] Saved forecast: DCBO	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/DCBO.txt
[2025-12-09T20:20:20.969754] [INFO ] [sig       ] [922/3614] Completed DCBO in 0.3s | 2.91 sym/s | Total: 5.3m | ETA: 15.4m
[2025-12-09T20:20:20.969794] [INFO ] [sig       ] [923/3614] Forecasting DCI...
[2025-12-09T20:20:20.969824] [INFO ] [sig       ] Generating forecast for: DCI
[2025-12-09T20:20:20.969853] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DCI' from 'https://tdm.silogroup.org/data/derivative_storage/DCI.csv'.
[2025-12-09T20:20:20.980995] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DCI'.
[2025-12-09T20:20:20.981348] [INFO ] [FORECASTER] Starting predict_future for DCI
[2025-12-09T20:20:20.982179] [DEBUG] [LOCAL     ] No optimal features file found for DCI: ./output/feature-sets/DCI.txt
[2025-12-09T20:20:20.982232] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:20.982264] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:20.982291] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:20.982359] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:21.039869] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:21.040760] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:21.040841] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:21.040874] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:21.162923] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:21.163079] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:21.163124] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:21.163155] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:21.166540] [DEBUG] [FORECASTER] DCI: Forecast T+1@11:T+2@11: UP (p=57.36%)
[2025-12-09T20:20:21.166830] [INFO ] [FORECASTER] Completed predict_future for DCI
[2025-12-09T20:20:21.166954] [INFO ] [sig       ] DCI: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:20:21.314975] [INFO ] [LOCAL     ] Saved forecast: DCI	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/DCI.txt
[2025-12-09T20:20:21.315120] [INFO ] [sig       ] [923/3614] Completed DCI in 0.3s | 2.91 sym/s | Total: 5.3m | ETA: 15.4m
[2025-12-09T20:20:21.315158] [INFO ] [sig       ] [924/3614] Forecasting DCO...
[2025-12-09T20:20:21.315187] [INFO ] [sig       ] Generating forecast for: DCO
[2025-12-09T20:20:21.315217] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DCO' from 'https://tdm.silogroup.org/data/derivative_storage/DCO.csv'.
[2025-12-09T20:20:21.326282] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DCO'.
[2025-12-09T20:20:21.326600] [INFO ] [FORECASTER] Starting predict_future for DCO
[2025-12-09T20:20:21.327442] [DEBUG] [LOCAL     ] No optimal features file found for DCO: ./output/feature-sets/DCO.txt
[2025-12-09T20:20:21.327596] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:21.327670] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:21.327701] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:21.327758] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:21.385421] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:21.386252] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:21.386331] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:21.386365] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:21.509778] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:21.509928] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:21.509970] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:21.510032] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:21.514450] [DEBUG] [FORECASTER] DCO: Forecast T+1@11:T+2@11: UP (p=99.05%)
[2025-12-09T20:20:21.514764] [INFO ] [FORECASTER] Completed predict_future for DCO
[2025-12-09T20:20:21.514898] [INFO ] [sig       ] DCO: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:20:21.654542] [INFO ] [LOCAL     ] Saved forecast: DCO	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/DCO.txt
[2025-12-09T20:20:21.654719] [INFO ] [sig       ] [924/3614] Completed DCO in 0.3s | 2.91 sym/s | Total: 5.3m | ETA: 15.4m
[2025-12-09T20:20:21.654762] [INFO ] [sig       ] [925/3614] Forecasting DCOM...
[2025-12-09T20:20:21.654792] [INFO ] [sig       ] Generating forecast for: DCOM
[2025-12-09T20:20:21.654821] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DCOM' from 'https://tdm.silogroup.org/data/derivative_storage/DCOM.csv'.
[2025-12-09T20:20:21.665927] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DCOM'.
[2025-12-09T20:20:21.666239] [INFO ] [FORECASTER] Starting predict_future for DCOM
[2025-12-09T20:20:21.667080] [DEBUG] [LOCAL     ] No optimal features file found for DCOM: ./output/feature-sets/DCOM.txt
[2025-12-09T20:20:21.667142] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:21.667175] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:21.667202] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:21.667258] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:21.729453] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:21.730457] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:21.730555] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:21.730624] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:21.856139] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:21.856286] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:21.856327] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:21.856355] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:21.859820] [DEBUG] [FORECASTER] DCOM: Forecast T+1@11:T+2@11: UP (p=63.47%)
[2025-12-09T20:20:21.860091] [INFO ] [FORECASTER] Completed predict_future for DCOM
[2025-12-09T20:20:21.860220] [INFO ] [sig       ] DCOM: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:20:21.999804] [INFO ] [LOCAL     ] Saved forecast: DCOM	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/DCOM.txt
[2025-12-09T20:20:21.999940] [INFO ] [sig       ] [925/3614] Completed DCOM in 0.3s | 2.91 sym/s | Total: 5.3m | ETA: 15.4m
[2025-12-09T20:20:21.999981] [INFO ] [sig       ] [926/3614] Forecasting DCTH...
[2025-12-09T20:20:22.000012] [INFO ] [sig       ] Generating forecast for: DCTH
[2025-12-09T20:20:22.000043] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DCTH' from 'https://tdm.silogroup.org/data/derivative_storage/DCTH.csv'.
[2025-12-09T20:20:22.011668] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DCTH'.
[2025-12-09T20:20:22.011966] [INFO ] [FORECASTER] Starting predict_future for DCTH
[2025-12-09T20:20:22.012792] [DEBUG] [LOCAL     ] No optimal features file found for DCTH: ./output/feature-sets/DCTH.txt
[2025-12-09T20:20:22.012844] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:22.012876] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:22.012902] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:22.012958] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:22.071027] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:22.071823] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:22.071903] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:22.071937] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:22.195428] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:22.195592] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:22.195641] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:22.195673] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:22.199151] [DEBUG] [FORECASTER] DCTH: Forecast T+1@11:T+2@11: UP (p=97.90%)
[2025-12-09T20:20:22.199430] [INFO ] [FORECASTER] Completed predict_future for DCTH
[2025-12-09T20:20:22.199553] [INFO ] [sig       ] DCTH: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:20:22.339177] [INFO ] [LOCAL     ] Saved forecast: DCTH	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/DCTH.txt
[2025-12-09T20:20:22.339307] [INFO ] [sig       ] [926/3614] Completed DCTH in 0.3s | 2.91 sym/s | Total: 5.3m | ETA: 15.4m
[2025-12-09T20:20:22.339347] [INFO ] [sig       ] [927/3614] Forecasting DD...
[2025-12-09T20:20:22.339376] [INFO ] [sig       ] Generating forecast for: DD
[2025-12-09T20:20:22.339406] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DD' from 'https://tdm.silogroup.org/data/derivative_storage/DD.csv'.
[2025-12-09T20:20:22.350333] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DD'.
[2025-12-09T20:20:22.350688] [INFO ] [FORECASTER] Starting predict_future for DD
[2025-12-09T20:20:22.351467] [DEBUG] [LOCAL     ] No optimal features file found for DD: ./output/feature-sets/DD.txt
[2025-12-09T20:20:22.351518] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:22.351550] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:22.351596] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:22.351656] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:22.409314] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:22.410083] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:22.410181] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:22.410216] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:22.533921] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:22.534065] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:22.534103] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:22.534131] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:22.537433] [DEBUG] [FORECASTER] DD: Forecast T+1@11:T+2@11: UP (p=91.57%)
[2025-12-09T20:20:22.537732] [INFO ] [FORECASTER] Completed predict_future for DD
[2025-12-09T20:20:22.537853] [INFO ] [sig       ] DD: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:20:22.677436] [INFO ] [LOCAL     ] Saved forecast: DD	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/DD.txt
[2025-12-09T20:20:22.677637] [INFO ] [sig       ] [927/3614] Completed DD in 0.3s | 2.91 sym/s | Total: 5.3m | ETA: 15.4m
[2025-12-09T20:20:22.677680] [INFO ] [sig       ] [928/3614] Forecasting DDD...
[2025-12-09T20:20:22.677709] [INFO ] [sig       ] Generating forecast for: DDD
[2025-12-09T20:20:22.677737] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DDD' from 'https://tdm.silogroup.org/data/derivative_storage/DDD.csv'.
[2025-12-09T20:20:22.689210] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DDD'.
[2025-12-09T20:20:22.689569] [INFO ] [FORECASTER] Starting predict_future for DDD
[2025-12-09T20:20:22.690364] [DEBUG] [LOCAL     ] No optimal features file found for DDD: ./output/feature-sets/DDD.txt
[2025-12-09T20:20:22.690414] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:22.690445] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:22.690471] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:22.690526] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:22.748361] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:22.749226] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:22.749312] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:22.749345] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:22.870895] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:22.871041] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:22.871083] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:22.871112] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:22.874493] [DEBUG] [FORECASTER] DDD: Forecast T+1@11:T+2@11: DOWN (p=11.04%)
[2025-12-09T20:20:22.874792] [INFO ] [FORECASTER] Completed predict_future for DDD
[2025-12-09T20:20:22.874921] [INFO ] [sig       ] DDD: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:20:23.015432] [INFO ] [LOCAL     ] Saved forecast: DDD	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/DDD.txt
[2025-12-09T20:20:23.015600] [INFO ] [sig       ] [928/3614] Completed DDD in 0.3s | 2.91 sym/s | Total: 5.3m | ETA: 15.4m
[2025-12-09T20:20:23.015667] [INFO ] [sig       ] [929/3614] Forecasting DDI...
[2025-12-09T20:20:23.015700] [INFO ] [sig       ] Generating forecast for: DDI
[2025-12-09T20:20:23.015730] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DDI' from 'https://tdm.silogroup.org/data/derivative_storage/DDI.csv'.
[2025-12-09T20:20:23.026937] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DDI'.
[2025-12-09T20:20:23.027305] [INFO ] [FORECASTER] Starting predict_future for DDI
[2025-12-09T20:20:23.028140] [DEBUG] [LOCAL     ] No optimal features file found for DDI: ./output/feature-sets/DDI.txt
[2025-12-09T20:20:23.028192] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:23.028222] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:23.028248] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:23.028302] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:23.084968] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:23.085807] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:23.085890] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:23.085923] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:23.205139] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:23.205291] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:23.205330] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:23.205358] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:23.208700] [DEBUG] [FORECASTER] DDI: Forecast T+1@11:T+2@11: DOWN (p=47.84%)
[2025-12-09T20:20:23.208974] [INFO ] [FORECASTER] Completed predict_future for DDI
[2025-12-09T20:20:23.209099] [INFO ] [sig       ] DDI: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:20:23.352106] [INFO ] [LOCAL     ] Saved forecast: DDI	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/DDI.txt
[2025-12-09T20:20:23.352243] [INFO ] [sig       ] [929/3614] Completed DDI in 0.3s | 2.91 sym/s | Total: 5.3m | ETA: 15.4m
[2025-12-09T20:20:23.352281] [INFO ] [sig       ] [930/3614] Forecasting DDL...
[2025-12-09T20:20:23.352311] [INFO ] [sig       ] Generating forecast for: DDL
[2025-12-09T20:20:23.352340] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DDL' from 'https://tdm.silogroup.org/data/derivative_storage/DDL.csv'.
[2025-12-09T20:20:23.363460] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DDL'.
[2025-12-09T20:20:23.363779] [INFO ] [FORECASTER] Starting predict_future for DDL
[2025-12-09T20:20:23.364559] [DEBUG] [LOCAL     ] No optimal features file found for DDL: ./output/feature-sets/DDL.txt
[2025-12-09T20:20:23.364627] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:23.364660] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:23.364687] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:23.364743] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:23.422248] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:23.423032] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:23.423111] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:23.423145] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:23.541961] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:23.542115] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:23.542156] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:23.542186] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:23.545626] [DEBUG] [FORECASTER] DDL: Forecast T+1@11:T+2@11: UP (p=88.59%)
[2025-12-09T20:20:23.545896] [INFO ] [FORECASTER] Completed predict_future for DDL
[2025-12-09T20:20:23.546040] [INFO ] [sig       ] DDL: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:20:23.684881] [INFO ] [LOCAL     ] Saved forecast: DDL	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/DDL.txt
[2025-12-09T20:20:23.685015] [INFO ] [sig       ] [930/3614] Completed DDL in 0.3s | 2.91 sym/s | Total: 5.3m | ETA: 15.4m
[2025-12-09T20:20:23.685053] [INFO ] [sig       ] [931/3614] Forecasting DDOG...
[2025-12-09T20:20:23.685081] [INFO ] [sig       ] Generating forecast for: DDOG
[2025-12-09T20:20:23.685111] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DDOG' from 'https://tdm.silogroup.org/data/derivative_storage/DDOG.csv'.
[2025-12-09T20:20:23.696627] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DDOG'.
[2025-12-09T20:20:23.696910] [INFO ] [FORECASTER] Starting predict_future for DDOG
[2025-12-09T20:20:23.697699] [DEBUG] [LOCAL     ] No optimal features file found for DDOG: ./output/feature-sets/DDOG.txt
[2025-12-09T20:20:23.697750] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:23.697781] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:23.697807] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:23.697861] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:23.755916] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:23.756751] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:23.756860] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:23.756894] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:23.879992] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:23.880136] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:23.880179] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:23.880208] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:23.883539] [DEBUG] [FORECASTER] DDOG: Forecast T+1@11:T+2@11: UP (p=52.18%)
[2025-12-09T20:20:23.883823] [INFO ] [FORECASTER] Completed predict_future for DDOG
[2025-12-09T20:20:23.883947] [INFO ] [sig       ] DDOG: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:20:24.023764] [INFO ] [LOCAL     ] Saved forecast: DDOG	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/DDOG.txt
[2025-12-09T20:20:24.023907] [INFO ] [sig       ] [931/3614] Completed DDOG in 0.3s | 2.91 sym/s | Total: 5.3m | ETA: 15.4m
[2025-12-09T20:20:24.023945] [INFO ] [sig       ] [932/3614] Forecasting DDS...
[2025-12-09T20:20:24.023974] [INFO ] [sig       ] Generating forecast for: DDS
[2025-12-09T20:20:24.024005] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DDS' from 'https://tdm.silogroup.org/data/derivative_storage/DDS.csv'.
[2025-12-09T20:20:24.035146] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DDS'.
[2025-12-09T20:20:24.035449] [INFO ] [FORECASTER] Starting predict_future for DDS
[2025-12-09T20:20:24.036220] [DEBUG] [LOCAL     ] No optimal features file found for DDS: ./output/feature-sets/DDS.txt
[2025-12-09T20:20:24.036270] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:24.036301] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:24.036327] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:24.036382] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:24.094004] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:24.094739] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:24.094815] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:24.094848] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:24.213747] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:24.213895] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:24.213951] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:24.213981] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:24.217303] [DEBUG] [FORECASTER] DDS: Forecast T+1@11:T+2@11: UP (p=93.10%)
[2025-12-09T20:20:24.218222] [INFO ] [FORECASTER] Completed predict_future for DDS
[2025-12-09T20:20:24.218551] [INFO ] [sig       ] DDS: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:20:24.360420] [INFO ] [LOCAL     ] Saved forecast: DDS	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/DDS.txt
[2025-12-09T20:20:24.360561] [INFO ] [sig       ] [932/3614] Completed DDS in 0.3s | 2.91 sym/s | Total: 5.3m | ETA: 15.4m
[2025-12-09T20:20:24.360618] [INFO ] [sig       ] [933/3614] Forecasting DE...
[2025-12-09T20:20:24.360649] [INFO ] [sig       ] Generating forecast for: DE
[2025-12-09T20:20:24.360679] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DE' from 'https://tdm.silogroup.org/data/derivative_storage/DE.csv'.
[2025-12-09T20:20:24.371980] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DE'.
[2025-12-09T20:20:24.372293] [INFO ] [FORECASTER] Starting predict_future for DE
[2025-12-09T20:20:24.373084] [DEBUG] [LOCAL     ] No optimal features file found for DE: ./output/feature-sets/DE.txt
[2025-12-09T20:20:24.373135] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:24.373166] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:24.373194] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:24.373249] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:24.428103] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:24.428865] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:24.428941] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:24.428972] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:24.549726] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:24.549866] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:24.549906] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:24.549932] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:24.553263] [DEBUG] [FORECASTER] DE: Forecast T+1@11:T+2@11: DOWN (p=13.04%)
[2025-12-09T20:20:24.553537] [INFO ] [FORECASTER] Completed predict_future for DE
[2025-12-09T20:20:24.553678] [INFO ] [sig       ] DE: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:20:24.692873] [INFO ] [LOCAL     ] Saved forecast: DE	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/DE.txt
[2025-12-09T20:20:24.693028] [INFO ] [sig       ] [933/3614] Completed DE in 0.3s | 2.91 sym/s | Total: 5.3m | ETA: 15.3m
[2025-12-09T20:20:24.693067] [INFO ] [sig       ] [934/3614] Forecasting DEA...
[2025-12-09T20:20:24.693095] [INFO ] [sig       ] Generating forecast for: DEA
[2025-12-09T20:20:24.693125] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DEA' from 'https://tdm.silogroup.org/data/derivative_storage/DEA.csv'.
[2025-12-09T20:20:24.708213] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DEA'.
[2025-12-09T20:20:24.708716] [INFO ] [FORECASTER] Starting predict_future for DEA
[2025-12-09T20:20:24.709741] [DEBUG] [LOCAL     ] No optimal features file found for DEA: ./output/feature-sets/DEA.txt
[2025-12-09T20:20:24.709804] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:24.709845] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:24.709879] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:24.709959] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:24.766972] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:24.767850] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:24.767945] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:24.767977] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:24.887508] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:24.887673] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:24.887716] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:24.887744] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:24.891053] [DEBUG] [FORECASTER] DEA: Forecast T+1@11:T+2@11: DOWN (p=18.84%)
[2025-12-09T20:20:24.891319] [INFO ] [FORECASTER] Completed predict_future for DEA
[2025-12-09T20:20:24.891441] [INFO ] [sig       ] DEA: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:20:25.030245] [INFO ] [LOCAL     ] Saved forecast: DEA	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/DEA.txt
[2025-12-09T20:20:25.030408] [INFO ] [sig       ] [934/3614] Completed DEA in 0.3s | 2.91 sym/s | Total: 5.3m | ETA: 15.3m
[2025-12-09T20:20:25.030446] [INFO ] [sig       ] [935/3614] Forecasting DECK...
[2025-12-09T20:20:25.030475] [INFO ] [sig       ] Generating forecast for: DECK
[2025-12-09T20:20:25.030505] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DECK' from 'https://tdm.silogroup.org/data/derivative_storage/DECK.csv'.
[2025-12-09T20:20:25.042016] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DECK'.
[2025-12-09T20:20:25.042321] [INFO ] [FORECASTER] Starting predict_future for DECK
[2025-12-09T20:20:25.043105] [DEBUG] [LOCAL     ] No optimal features file found for DECK: ./output/feature-sets/DECK.txt
[2025-12-09T20:20:25.043157] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:25.043189] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:25.043215] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:25.043270] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:25.098693] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:25.099460] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:25.099536] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:25.099568] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:25.222685] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:25.222832] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:25.222872] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:25.222902] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:25.226806] [DEBUG] [FORECASTER] DECK: Forecast T+1@11:T+2@11: DOWN (p=22.53%)
[2025-12-09T20:20:25.227077] [INFO ] [FORECASTER] Completed predict_future for DECK
[2025-12-09T20:20:25.227198] [INFO ] [sig       ] DECK: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:20:25.368950] [INFO ] [LOCAL     ] Saved forecast: DECK	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/DECK.txt
[2025-12-09T20:20:25.369116] [INFO ] [sig       ] [935/3614] Completed DECK in 0.3s | 2.91 sym/s | Total: 5.4m | ETA: 15.3m
[2025-12-09T20:20:25.369156] [INFO ] [sig       ] [936/3614] Forecasting DEI...
[2025-12-09T20:20:25.369185] [INFO ] [sig       ] Generating forecast for: DEI
[2025-12-09T20:20:25.369215] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DEI' from 'https://tdm.silogroup.org/data/derivative_storage/DEI.csv'.
[2025-12-09T20:20:25.380906] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DEI'.
[2025-12-09T20:20:25.381244] [INFO ] [FORECASTER] Starting predict_future for DEI
[2025-12-09T20:20:25.382009] [DEBUG] [LOCAL     ] No optimal features file found for DEI: ./output/feature-sets/DEI.txt
[2025-12-09T20:20:25.382060] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:25.382090] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:25.382138] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:25.382196] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:25.438258] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:25.438968] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:25.439043] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:25.439074] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:25.558143] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:25.558305] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:25.558352] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:25.558381] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:25.561738] [DEBUG] [FORECASTER] DEI: Forecast T+1@11:T+2@11: UP (p=93.13%)
[2025-12-09T20:20:25.562006] [INFO ] [FORECASTER] Completed predict_future for DEI
[2025-12-09T20:20:25.562124] [INFO ] [sig       ] DEI: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:20:25.700527] [INFO ] [LOCAL     ] Saved forecast: DEI	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/DEI.txt
[2025-12-09T20:20:25.700700] [INFO ] [sig       ] [936/3614] Completed DEI in 0.3s | 2.91 sym/s | Total: 5.4m | ETA: 15.3m
[2025-12-09T20:20:25.700745] [INFO ] [sig       ] [937/3614] Forecasting DELL...
[2025-12-09T20:20:25.700774] [INFO ] [sig       ] Generating forecast for: DELL
[2025-12-09T20:20:25.700805] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DELL' from 'https://tdm.silogroup.org/data/derivative_storage/DELL.csv'.
[2025-12-09T20:20:25.712731] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DELL'.
[2025-12-09T20:20:25.713050] [INFO ] [FORECASTER] Starting predict_future for DELL
[2025-12-09T20:20:25.713832] [DEBUG] [LOCAL     ] No optimal features file found for DELL: ./output/feature-sets/DELL.txt
[2025-12-09T20:20:25.713883] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:25.713915] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:25.713942] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:25.713997] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:25.771284] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:25.772132] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:25.772210] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:25.772243] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:25.895239] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:25.895387] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:25.895428] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:25.895457] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:25.898850] [DEBUG] [FORECASTER] DELL: Forecast T+1@11:T+2@11: DOWN (p=1.70%)
[2025-12-09T20:20:25.899123] [INFO ] [FORECASTER] Completed predict_future for DELL
[2025-12-09T20:20:25.899244] [INFO ] [sig       ] DELL: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:20:26.041666] [INFO ] [LOCAL     ] Saved forecast: DELL	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/DELL.txt
[2025-12-09T20:20:26.041831] [INFO ] [sig       ] [937/3614] Completed DELL in 0.3s | 2.91 sym/s | Total: 5.4m | ETA: 15.3m
[2025-12-09T20:20:26.041871] [INFO ] [sig       ] [938/3614] Forecasting DENN...
[2025-12-09T20:20:26.041900] [INFO ] [sig       ] Generating forecast for: DENN
[2025-12-09T20:20:26.041929] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DENN' from 'https://tdm.silogroup.org/data/derivative_storage/DENN.csv'.
[2025-12-09T20:20:26.054106] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DENN'.
[2025-12-09T20:20:26.054488] [INFO ] [FORECASTER] Starting predict_future for DENN
[2025-12-09T20:20:26.055316] [DEBUG] [LOCAL     ] No optimal features file found for DENN: ./output/feature-sets/DENN.txt
[2025-12-09T20:20:26.055370] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:26.055442] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:26.055471] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:26.055528] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:26.113058] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:26.113920] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:26.113999] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:26.114032] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:26.232997] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:26.233142] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:26.233182] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:26.233210] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:26.236622] [DEBUG] [FORECASTER] DENN: Forecast T+1@11:T+2@11: DOWN (p=27.12%)
[2025-12-09T20:20:26.236941] [INFO ] [FORECASTER] Completed predict_future for DENN
[2025-12-09T20:20:26.237083] [INFO ] [sig       ] DENN: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:20:26.384734] [INFO ] [LOCAL     ] Saved forecast: DENN	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/DENN.txt
[2025-12-09T20:20:26.384929] [INFO ] [sig       ] [938/3614] Completed DENN in 0.3s | 2.91 sym/s | Total: 5.4m | ETA: 15.3m
[2025-12-09T20:20:26.384981] [INFO ] [sig       ] [939/3614] Forecasting DEO...
[2025-12-09T20:20:26.385011] [INFO ] [sig       ] Generating forecast for: DEO
[2025-12-09T20:20:26.385041] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DEO' from 'https://tdm.silogroup.org/data/derivative_storage/DEO.csv'.
[2025-12-09T20:20:26.397892] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DEO'.
[2025-12-09T20:20:26.398218] [INFO ] [FORECASTER] Starting predict_future for DEO
[2025-12-09T20:20:26.398986] [DEBUG] [LOCAL     ] No optimal features file found for DEO: ./output/feature-sets/DEO.txt
[2025-12-09T20:20:26.399038] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:26.399069] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:26.399095] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:26.399149] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:26.454648] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:26.455739] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:26.455822] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:26.455854] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:26.574272] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:26.574433] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:26.574474] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:26.574502] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:26.577913] [DEBUG] [FORECASTER] DEO: Forecast T+1@11:T+2@11: UP (p=98.00%)
[2025-12-09T20:20:26.578192] [INFO ] [FORECASTER] Completed predict_future for DEO
[2025-12-09T20:20:26.578318] [INFO ] [sig       ] DEO: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:20:26.717997] [INFO ] [LOCAL     ] Saved forecast: DEO	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/DEO.txt
[2025-12-09T20:20:26.718152] [INFO ] [sig       ] [939/3614] Completed DEO in 0.3s | 2.91 sym/s | Total: 5.4m | ETA: 15.3m
[2025-12-09T20:20:26.718191] [INFO ] [sig       ] [940/3614] Forecasting DERM...
[2025-12-09T20:20:26.718220] [INFO ] [sig       ] Generating forecast for: DERM
[2025-12-09T20:20:26.718255] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DERM' from 'https://tdm.silogroup.org/data/derivative_storage/DERM.csv'.
[2025-12-09T20:20:26.729275] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DERM'.
[2025-12-09T20:20:26.729597] [INFO ] [FORECASTER] Starting predict_future for DERM
[2025-12-09T20:20:26.730344] [DEBUG] [LOCAL     ] No optimal features file found for DERM: ./output/feature-sets/DERM.txt
[2025-12-09T20:20:26.730393] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:26.730425] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:26.730451] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:26.730505] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:26.786559] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:26.787450] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:26.787560] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:26.787611] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:26.905040] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:26.905200] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:26.905245] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:26.905274] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:26.908696] [DEBUG] [FORECASTER] DERM: Forecast T+1@11:T+2@11: DOWN (p=45.10%)
[2025-12-09T20:20:26.908986] [INFO ] [FORECASTER] Completed predict_future for DERM
[2025-12-09T20:20:26.909118] [INFO ] [sig       ] DERM: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:20:27.070718] [INFO ] [LOCAL     ] Saved forecast: DERM	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/DERM.txt
[2025-12-09T20:20:27.070879] [INFO ] [sig       ] [940/3614] Completed DERM in 0.4s | 2.91 sym/s | Total: 5.4m | ETA: 15.3m
[2025-12-09T20:20:27.070920] [INFO ] [sig       ] [941/3614] Forecasting DFGP...
[2025-12-09T20:20:27.070949] [INFO ] [sig       ] Generating forecast for: DFGP
[2025-12-09T20:20:27.070981] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DFGP' from 'https://tdm.silogroup.org/data/derivative_storage/DFGP.csv'.
[2025-12-09T20:20:27.082386] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DFGP'.
[2025-12-09T20:20:27.082721] [INFO ] [FORECASTER] Starting predict_future for DFGP
[2025-12-09T20:20:27.083493] [DEBUG] [LOCAL     ] No optimal features file found for DFGP: ./output/feature-sets/DFGP.txt
[2025-12-09T20:20:27.083544] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:27.083598] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:27.083627] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:27.083682] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:27.140665] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:27.141304] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:27.141387] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:27.141418] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:27.262462] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:27.262625] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:27.262667] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:27.262726] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:27.266205] [DEBUG] [FORECASTER] DFGP: Forecast T+1@11:T+2@11: UP (p=82.48%)
[2025-12-09T20:20:27.266488] [INFO ] [FORECASTER] Completed predict_future for DFGP
[2025-12-09T20:20:27.266637] [INFO ] [sig       ] DFGP: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:20:27.411755] [INFO ] [LOCAL     ] Saved forecast: DFGP	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/DFGP.txt
[2025-12-09T20:20:27.411910] [INFO ] [sig       ] [941/3614] Completed DFGP in 0.3s | 2.91 sym/s | Total: 5.4m | ETA: 15.3m
[2025-12-09T20:20:27.411950] [INFO ] [sig       ] [942/3614] Forecasting DFGX...
[2025-12-09T20:20:27.411979] [INFO ] [sig       ] Generating forecast for: DFGX
[2025-12-09T20:20:27.412010] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DFGX' from 'https://tdm.silogroup.org/data/derivative_storage/DFGX.csv'.
[2025-12-09T20:20:27.425096] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DFGX'.
[2025-12-09T20:20:27.425409] [INFO ] [FORECASTER] Starting predict_future for DFGX
[2025-12-09T20:20:27.426169] [DEBUG] [LOCAL     ] No optimal features file found for DFGX: ./output/feature-sets/DFGX.txt
[2025-12-09T20:20:27.426220] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:27.426250] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:27.426276] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:27.426338] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:27.482339] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:27.483106] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:27.483188] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:27.483227] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:27.607866] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:27.608018] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:27.608058] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:27.608086] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:27.611410] [DEBUG] [FORECASTER] DFGX: Forecast T+1@11:T+2@11: UP (p=83.98%)
[2025-12-09T20:20:27.611701] [INFO ] [FORECASTER] Completed predict_future for DFGX
[2025-12-09T20:20:27.611826] [INFO ] [sig       ] DFGX: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:20:27.749948] [INFO ] [LOCAL     ] Saved forecast: DFGX	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/DFGX.txt
[2025-12-09T20:20:27.750102] [INFO ] [sig       ] [942/3614] Completed DFGX in 0.3s | 2.91 sym/s | Total: 5.4m | ETA: 15.3m
[2025-12-09T20:20:27.750149] [INFO ] [sig       ] [943/3614] Forecasting DFH...
[2025-12-09T20:20:27.750188] [INFO ] [sig       ] Generating forecast for: DFH
[2025-12-09T20:20:27.750221] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DFH' from 'https://tdm.silogroup.org/data/derivative_storage/DFH.csv'.
[2025-12-09T20:20:27.762369] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DFH'.
[2025-12-09T20:20:27.762719] [INFO ] [FORECASTER] Starting predict_future for DFH
[2025-12-09T20:20:27.763499] [DEBUG] [LOCAL     ] No optimal features file found for DFH: ./output/feature-sets/DFH.txt
[2025-12-09T20:20:27.763549] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:27.763600] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:27.763628] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:27.763684] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:27.820814] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:27.821708] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:27.821787] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:27.821818] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:27.952380] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:27.952530] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:27.952589] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:27.952622] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:27.956111] [DEBUG] [FORECASTER] DFH: Forecast T+1@11:T+2@11: DOWN (p=40.41%)
[2025-12-09T20:20:27.956407] [INFO ] [FORECASTER] Completed predict_future for DFH
[2025-12-09T20:20:27.956531] [INFO ] [sig       ] DFH: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:20:28.109109] [INFO ] [LOCAL     ] Saved forecast: DFH	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/DFH.txt
[2025-12-09T20:20:28.109266] [INFO ] [sig       ] [943/3614] Completed DFH in 0.4s | 2.91 sym/s | Total: 5.4m | ETA: 15.3m
[2025-12-09T20:20:28.109305] [INFO ] [sig       ] [944/3614] Forecasting DFIN...
[2025-12-09T20:20:28.109333] [INFO ] [sig       ] Generating forecast for: DFIN
[2025-12-09T20:20:28.109363] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DFIN' from 'https://tdm.silogroup.org/data/derivative_storage/DFIN.csv'.
[2025-12-09T20:20:28.121803] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DFIN'.
[2025-12-09T20:20:28.122132] [INFO ] [FORECASTER] Starting predict_future for DFIN
[2025-12-09T20:20:28.123024] [DEBUG] [LOCAL     ] No optimal features file found for DFIN: ./output/feature-sets/DFIN.txt
[2025-12-09T20:20:28.123080] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:28.123111] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:28.123136] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:28.123200] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:28.184495] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:28.185626] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:28.185711] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:28.185744] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:28.310739] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:28.310885] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:28.310927] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:28.310955] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:28.314860] [DEBUG] [FORECASTER] DFIN: Forecast T+1@11:T+2@11: UP (p=82.25%)
[2025-12-09T20:20:28.315173] [INFO ] [FORECASTER] Completed predict_future for DFIN
[2025-12-09T20:20:28.315317] [INFO ] [sig       ] DFIN: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:20:28.465777] [INFO ] [LOCAL     ] Saved forecast: DFIN	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/DFIN.txt
[2025-12-09T20:20:28.465933] [INFO ] [sig       ] [944/3614] Completed DFIN in 0.4s | 2.91 sym/s | Total: 5.4m | ETA: 15.3m
[2025-12-09T20:20:28.465973] [INFO ] [sig       ] [945/3614] Forecasting DFP...
[2025-12-09T20:20:28.466001] [INFO ] [sig       ] Generating forecast for: DFP
[2025-12-09T20:20:28.466033] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DFP' from 'https://tdm.silogroup.org/data/derivative_storage/DFP.csv'.
[2025-12-09T20:20:28.478453] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DFP'.
[2025-12-09T20:20:28.478815] [INFO ] [FORECASTER] Starting predict_future for DFP
[2025-12-09T20:20:28.479909] [DEBUG] [LOCAL     ] No optimal features file found for DFP: ./output/feature-sets/DFP.txt
[2025-12-09T20:20:28.479961] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:28.479993] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:28.480020] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:28.480075] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:28.542759] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:28.543902] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:28.543989] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:28.544022] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:28.675367] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:28.675517] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:28.675558] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:28.675605] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:28.679316] [DEBUG] [FORECASTER] DFP: Forecast T+1@11:T+2@11: UP (p=99.05%)
[2025-12-09T20:20:28.679615] [INFO ] [FORECASTER] Completed predict_future for DFP
[2025-12-09T20:20:28.679742] [INFO ] [sig       ] DFP: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:20:28.832173] [INFO ] [LOCAL     ] Saved forecast: DFP	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/DFP.txt
[2025-12-09T20:20:28.832330] [INFO ] [sig       ] [945/3614] Completed DFP in 0.4s | 2.91 sym/s | Total: 5.4m | ETA: 15.3m
[2025-12-09T20:20:28.832370] [INFO ] [sig       ] [946/3614] Forecasting DG...
[2025-12-09T20:20:28.832398] [INFO ] [sig       ] Generating forecast for: DG
[2025-12-09T20:20:28.832428] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DG' from 'https://tdm.silogroup.org/data/derivative_storage/DG.csv'.
[2025-12-09T20:20:28.845081] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DG'.
[2025-12-09T20:20:28.845411] [INFO ] [FORECASTER] Starting predict_future for DG
[2025-12-09T20:20:28.846248] [DEBUG] [LOCAL     ] No optimal features file found for DG: ./output/feature-sets/DG.txt
[2025-12-09T20:20:28.846323] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:28.846375] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:28.846418] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:28.846504] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:28.906612] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:28.907647] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:28.907741] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:28.907782] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:29.034823] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:29.034971] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:29.035012] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:29.035041] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:29.038710] [DEBUG] [FORECASTER] DG: Forecast T+1@11:T+2@11: DOWN (p=17.78%)
[2025-12-09T20:20:29.038981] [INFO ] [FORECASTER] Completed predict_future for DG
[2025-12-09T20:20:29.039107] [INFO ] [sig       ] DG: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:20:29.185615] [INFO ] [LOCAL     ] Saved forecast: DG	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/DG.txt
[2025-12-09T20:20:29.185761] [INFO ] [sig       ] [946/3614] Completed DG in 0.4s | 2.91 sym/s | Total: 5.4m | ETA: 15.3m
[2025-12-09T20:20:29.185805] [INFO ] [sig       ] [947/3614] Forecasting DGCB...
[2025-12-09T20:20:29.185834] [INFO ] [sig       ] Generating forecast for: DGCB
[2025-12-09T20:20:29.185865] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGCB' from 'https://tdm.silogroup.org/data/derivative_storage/DGCB.csv'.
[2025-12-09T20:20:29.197843] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGCB'.
[2025-12-09T20:20:29.198179] [INFO ] [FORECASTER] Starting predict_future for DGCB
[2025-12-09T20:20:29.198977] [DEBUG] [LOCAL     ] No optimal features file found for DGCB: ./output/feature-sets/DGCB.txt
[2025-12-09T20:20:29.199028] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:29.199060] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:29.199085] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:29.199140] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:29.257346] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:29.258175] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:29.258255] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:29.258287] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:29.390871] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:29.391028] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:29.391075] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:29.391105] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:29.394703] [DEBUG] [FORECASTER] DGCB: Forecast T+1@11:T+2@11: UP (p=76.32%)
[2025-12-09T20:20:29.394985] [INFO ] [FORECASTER] Completed predict_future for DGCB
[2025-12-09T20:20:29.395115] [INFO ] [sig       ] DGCB: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:20:29.538813] [INFO ] [LOCAL     ] Saved forecast: DGCB	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/DGCB.txt
[2025-12-09T20:20:29.538957] [INFO ] [sig       ] [947/3614] Completed DGCB in 0.4s | 2.91 sym/s | Total: 5.4m | ETA: 15.3m
[2025-12-09T20:20:29.538996] [INFO ] [sig       ] [948/3614] Forecasting DGICA...
[2025-12-09T20:20:29.539025] [INFO ] [sig       ] Generating forecast for: DGICA
[2025-12-09T20:20:29.539052] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGICA' from 'https://tdm.silogroup.org/data/derivative_storage/DGICA.csv'.
[2025-12-09T20:20:29.551016] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGICA'.
[2025-12-09T20:20:29.551341] [INFO ] [FORECASTER] Starting predict_future for DGICA
[2025-12-09T20:20:29.552152] [DEBUG] [LOCAL     ] No optimal features file found for DGICA: ./output/feature-sets/DGICA.txt
[2025-12-09T20:20:29.552204] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:29.552235] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:29.552261] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:29.552317] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:29.612999] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:29.614011] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:29.614134] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:29.614169] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:29.742377] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:29.742523] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:29.742566] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:29.742616] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:29.745992] [DEBUG] [FORECASTER] DGICA: Forecast T+1@11:T+2@11: DOWN (p=11.38%)
[2025-12-09T20:20:29.746289] [INFO ] [FORECASTER] Completed predict_future for DGICA
[2025-12-09T20:20:29.746420] [INFO ] [sig       ] DGICA: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:20:29.894087] [INFO ] [LOCAL     ] Saved forecast: DGICA	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/DGICA.txt
[2025-12-09T20:20:29.894224] [INFO ] [sig       ] [948/3614] Completed DGICA in 0.4s | 2.91 sym/s | Total: 5.4m | ETA: 15.3m
[2025-12-09T20:20:29.894263] [INFO ] [sig       ] [949/3614] Forecasting DGII...
[2025-12-09T20:20:29.894292] [INFO ] [sig       ] Generating forecast for: DGII
[2025-12-09T20:20:29.894328] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGII' from 'https://tdm.silogroup.org/data/derivative_storage/DGII.csv'.
[2025-12-09T20:20:29.905841] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGII'.
[2025-12-09T20:20:29.906174] [INFO ] [FORECASTER] Starting predict_future for DGII
[2025-12-09T20:20:29.906967] [DEBUG] [LOCAL     ] No optimal features file found for DGII: ./output/feature-sets/DGII.txt
[2025-12-09T20:20:29.907031] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:29.907064] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:29.907091] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:29.907148] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:29.966665] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:29.967442] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:29.967699] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:29.967735] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:30.099887] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:30.100043] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:30.100085] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:30.100114] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:30.103796] [DEBUG] [FORECASTER] DGII: Forecast T+1@11:T+2@11: UP (p=69.60%)
[2025-12-09T20:20:30.104086] [INFO ] [FORECASTER] Completed predict_future for DGII
[2025-12-09T20:20:30.104211] [INFO ] [sig       ] DGII: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:20:30.252980] [INFO ] [LOCAL     ] Saved forecast: DGII	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/DGII.txt
[2025-12-09T20:20:30.253124] [INFO ] [sig       ] [949/3614] Completed DGII in 0.4s | 2.91 sym/s | Total: 5.4m | ETA: 15.3m
[2025-12-09T20:20:30.253164] [INFO ] [sig       ] [950/3614] Forecasting DGLY...
[2025-12-09T20:20:30.253194] [INFO ] [sig       ] Generating forecast for: DGLY
[2025-12-09T20:20:30.253224] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGLY' from 'https://tdm.silogroup.org/data/derivative_storage/DGLY.csv'.
[2025-12-09T20:20:30.265195] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGLY'.
[2025-12-09T20:20:30.265495] [INFO ] [FORECASTER] Starting predict_future for DGLY
[2025-12-09T20:20:30.266305] [DEBUG] [LOCAL     ] No optimal features file found for DGLY: ./output/feature-sets/DGLY.txt
[2025-12-09T20:20:30.266357] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:30.266390] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:30.266416] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:30.266472] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:30.324195] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:30.324949] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:30.325026] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:30.325057] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:30.436536] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:30.436703] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:30.436744] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:30.436773] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:30.440101] [DEBUG] [FORECASTER] DGLY: Forecast T+1@11:T+2@11: DOWN (p=9.85%)
[2025-12-09T20:20:30.440367] [INFO ] [FORECASTER] Completed predict_future for DGLY
[2025-12-09T20:20:30.440490] [INFO ] [sig       ] DGLY: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:20:30.580300] [INFO ] [LOCAL     ] Saved forecast: DGLY	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/DGLY.txt
[2025-12-09T20:20:30.580433] [INFO ] [sig       ] [950/3614] Completed DGLY in 0.3s | 2.91 sym/s | Total: 5.4m | ETA: 15.3m
[2025-12-09T20:20:30.580472] [INFO ] [sig       ] [951/3614] Forecasting DGRE...
[2025-12-09T20:20:30.580501] [INFO ] [sig       ] Generating forecast for: DGRE
[2025-12-09T20:20:30.580530] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGRE' from 'https://tdm.silogroup.org/data/derivative_storage/DGRE.csv'.
[2025-12-09T20:20:30.590885] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGRE'.
[2025-12-09T20:20:30.591218] [INFO ] [FORECASTER] Starting predict_future for DGRE
[2025-12-09T20:20:30.592008] [DEBUG] [LOCAL     ] No optimal features file found for DGRE: ./output/feature-sets/DGRE.txt
[2025-12-09T20:20:30.592058] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:30.592090] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:30.592115] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:30.592169] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:30.647585] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:30.648243] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:30.648318] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:30.648349] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:30.756108] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:30.756261] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:30.756303] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:30.756335] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:30.759900] [DEBUG] [FORECASTER] DGRE: Forecast T+1@11:T+2@11: DOWN (p=6.55%)
[2025-12-09T20:20:30.760174] [INFO ] [FORECASTER] Completed predict_future for DGRE
[2025-12-09T20:20:30.760297] [INFO ] [sig       ] DGRE: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:20:30.904859] [INFO ] [LOCAL     ] Saved forecast: DGRE	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/DGRE.txt
[2025-12-09T20:20:30.905044] [INFO ] [sig       ] [951/3614] Completed DGRE in 0.3s | 2.91 sym/s | Total: 5.4m | ETA: 15.2m
[2025-12-09T20:20:30.905084] [INFO ] [sig       ] [952/3614] Forecasting DGRS...
[2025-12-09T20:20:30.905113] [INFO ] [sig       ] Generating forecast for: DGRS
[2025-12-09T20:20:30.905143] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGRS' from 'https://tdm.silogroup.org/data/derivative_storage/DGRS.csv'.
[2025-12-09T20:20:30.916069] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGRS'.
[2025-12-09T20:20:30.916400] [INFO ] [FORECASTER] Starting predict_future for DGRS
[2025-12-09T20:20:30.917182] [DEBUG] [LOCAL     ] No optimal features file found for DGRS: ./output/feature-sets/DGRS.txt
[2025-12-09T20:20:30.917233] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:30.917264] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:30.917289] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:30.917344] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:30.973106] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:30.973986] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:30.974063] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:30.974094] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:31.091074] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:31.091226] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:31.091265] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:31.091294] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:31.094659] [DEBUG] [FORECASTER] DGRS: Forecast T+1@11:T+2@11: UP (p=79.59%)
[2025-12-09T20:20:31.094937] [INFO ] [FORECASTER] Completed predict_future for DGRS
[2025-12-09T20:20:31.095060] [INFO ] [sig       ] DGRS: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:20:31.231813] [INFO ] [LOCAL     ] Saved forecast: DGRS	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/DGRS.txt
[2025-12-09T20:20:31.231961] [INFO ] [sig       ] [952/3614] Completed DGRS in 0.3s | 2.91 sym/s | Total: 5.5m | ETA: 15.2m
[2025-12-09T20:20:31.232008] [INFO ] [sig       ] [953/3614] Forecasting DGX...
[2025-12-09T20:20:31.232038] [INFO ] [sig       ] Generating forecast for: DGX
[2025-12-09T20:20:31.232069] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGX' from 'https://tdm.silogroup.org/data/derivative_storage/DGX.csv'.
[2025-12-09T20:20:31.243415] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGX'.
[2025-12-09T20:20:31.243777] [INFO ] [FORECASTER] Starting predict_future for DGX
[2025-12-09T20:20:31.244535] [DEBUG] [LOCAL     ] No optimal features file found for DGX: ./output/feature-sets/DGX.txt
[2025-12-09T20:20:31.244606] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:31.244639] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:31.244664] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:31.244719] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:31.299716] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:31.300550] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:31.300651] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:31.300684] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:31.420445] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:31.420617] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:31.420658] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:31.420687] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:31.423988] [DEBUG] [FORECASTER] DGX: Forecast T+1@11:T+2@11: DOWN (p=32.70%)
[2025-12-09T20:20:31.424257] [INFO ] [FORECASTER] Completed predict_future for DGX
[2025-12-09T20:20:31.424378] [INFO ] [sig       ] DGX: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:20:31.565266] [INFO ] [LOCAL     ] Saved forecast: DGX	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/DGX.txt
[2025-12-09T20:20:31.565438] [INFO ] [sig       ] [953/3614] Completed DGX in 0.3s | 2.91 sym/s | Total: 5.5m | ETA: 15.2m
[2025-12-09T20:20:31.565478] [INFO ] [sig       ] [954/3614] Forecasting DH...
[2025-12-09T20:20:31.565508] [INFO ] [sig       ] Generating forecast for: DH
[2025-12-09T20:20:31.565537] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DH' from 'https://tdm.silogroup.org/data/derivative_storage/DH.csv'.
[2025-12-09T20:20:31.577240] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DH'.
[2025-12-09T20:20:31.577633] [INFO ] [FORECASTER] Starting predict_future for DH
[2025-12-09T20:20:31.578420] [DEBUG] [LOCAL     ] No optimal features file found for DH: ./output/feature-sets/DH.txt
[2025-12-09T20:20:31.578470] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:31.578502] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:31.578529] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:31.578606] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:31.635364] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:31.636373] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:31.636456] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:31.636488] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:31.766032] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:31.766187] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:31.766231] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:31.766260] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:31.770001] [DEBUG] [FORECASTER] DH: Forecast T+1@11:T+2@11: DOWN (p=25.73%)
[2025-12-09T20:20:31.770352] [INFO ] [FORECASTER] Completed predict_future for DH
[2025-12-09T20:20:31.770488] [INFO ] [sig       ] DH: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:20:31.917107] [INFO ] [LOCAL     ] Saved forecast: DH	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/DH.txt
[2025-12-09T20:20:31.917283] [INFO ] [sig       ] [954/3614] Completed DH in 0.4s | 2.91 sym/s | Total: 5.5m | ETA: 15.2m
[2025-12-09T20:20:31.917331] [INFO ] [sig       ] [955/3614] Forecasting DHC...
[2025-12-09T20:20:31.917363] [INFO ] [sig       ] Generating forecast for: DHC
[2025-12-09T20:20:31.917392] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DHC' from 'https://tdm.silogroup.org/data/derivative_storage/DHC.csv'.
[2025-12-09T20:20:31.929066] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DHC'.
[2025-12-09T20:20:31.929399] [INFO ] [FORECASTER] Starting predict_future for DHC
[2025-12-09T20:20:31.930207] [DEBUG] [LOCAL     ] No optimal features file found for DHC: ./output/feature-sets/DHC.txt
[2025-12-09T20:20:31.930259] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:31.930315] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:31.930343] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:31.930405] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:31.989960] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:31.990998] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:31.991084] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:31.991118] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:32.116700] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:32.116847] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:32.116886] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:32.116914] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:32.120397] [DEBUG] [FORECASTER] DHC: Forecast T+1@11:T+2@11: UP (p=92.12%)
[2025-12-09T20:20:32.120689] [INFO ] [FORECASTER] Completed predict_future for DHC
[2025-12-09T20:20:32.120811] [INFO ] [sig       ] DHC: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:20:32.268955] [INFO ] [LOCAL     ] Saved forecast: DHC	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/DHC.txt
[2025-12-09T20:20:32.269109] [INFO ] [sig       ] [955/3614] Completed DHC in 0.4s | 2.91 sym/s | Total: 5.5m | ETA: 15.2m
[2025-12-09T20:20:32.269159] [INFO ] [sig       ] [956/3614] Forecasting DHF...
[2025-12-09T20:20:32.269191] [INFO ] [sig       ] Generating forecast for: DHF
[2025-12-09T20:20:32.269222] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DHF' from 'https://tdm.silogroup.org/data/derivative_storage/DHF.csv'.
[2025-12-09T20:20:32.281493] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DHF'.
[2025-12-09T20:20:32.281876] [INFO ] [FORECASTER] Starting predict_future for DHF
[2025-12-09T20:20:32.282741] [DEBUG] [LOCAL     ] No optimal features file found for DHF: ./output/feature-sets/DHF.txt
[2025-12-09T20:20:32.282794] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:32.282825] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:32.282851] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:32.282906] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:32.340114] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:32.340958] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:32.341042] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:32.341075] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:32.461715] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:32.461859] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:32.461916] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:32.461946] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:32.465281] [DEBUG] [FORECASTER] DHF: Forecast T+1@11:T+2@11: UP (p=50.67%)
[2025-12-09T20:20:32.465546] [INFO ] [FORECASTER] Completed predict_future for DHF
[2025-12-09T20:20:32.465685] [INFO ] [sig       ] DHF: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:20:32.605708] [INFO ] [LOCAL     ] Saved forecast: DHF	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/DHF.txt
[2025-12-09T20:20:32.605860] [INFO ] [sig       ] [956/3614] Completed DHF in 0.3s | 2.91 sym/s | Total: 5.5m | ETA: 15.2m
[2025-12-09T20:20:32.605900] [INFO ] [sig       ] [957/3614] Forecasting DHI...
[2025-12-09T20:20:32.605930] [INFO ] [sig       ] Generating forecast for: DHI
[2025-12-09T20:20:32.605959] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DHI' from 'https://tdm.silogroup.org/data/derivative_storage/DHI.csv'.
[2025-12-09T20:20:32.617204] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DHI'.
[2025-12-09T20:20:32.617613] [INFO ] [FORECASTER] Starting predict_future for DHI
[2025-12-09T20:20:32.618480] [DEBUG] [LOCAL     ] No optimal features file found for DHI: ./output/feature-sets/DHI.txt
[2025-12-09T20:20:32.618533] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:32.618566] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:32.618651] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:32.618714] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:32.675794] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:32.676723] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:32.676818] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:32.676862] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:32.803949] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:32.804098] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:32.804138] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:32.804167] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:32.807569] [DEBUG] [FORECASTER] DHI: Forecast T+1@11:T+2@11: DOWN (p=4.14%)
[2025-12-09T20:20:32.807865] [INFO ] [FORECASTER] Completed predict_future for DHI
[2025-12-09T20:20:32.807991] [INFO ] [sig       ] DHI: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:20:32.945744] [INFO ] [LOCAL     ] Saved forecast: DHI	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/DHI.txt
[2025-12-09T20:20:32.945892] [INFO ] [sig       ] [957/3614] Completed DHI in 0.3s | 2.91 sym/s | Total: 5.5m | ETA: 15.2m
[2025-12-09T20:20:32.945932] [INFO ] [sig       ] [958/3614] Forecasting DHIL...
[2025-12-09T20:20:32.945962] [INFO ] [sig       ] Generating forecast for: DHIL
[2025-12-09T20:20:32.945993] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DHIL' from 'https://tdm.silogroup.org/data/derivative_storage/DHIL.csv'.
[2025-12-09T20:20:32.957957] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DHIL'.
[2025-12-09T20:20:32.958390] [INFO ] [FORECASTER] Starting predict_future for DHIL
[2025-12-09T20:20:32.959262] [DEBUG] [LOCAL     ] No optimal features file found for DHIL: ./output/feature-sets/DHIL.txt
[2025-12-09T20:20:32.959319] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:32.959358] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:32.959387] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:32.959456] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:33.016002] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:33.016861] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:33.016959] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:33.016992] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:33.131413] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:33.131603] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:33.131655] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:33.131686] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:33.135325] [DEBUG] [FORECASTER] DHIL: Forecast T+1@11:T+2@11: UP (p=60.31%)
[2025-12-09T20:20:33.135620] [INFO ] [FORECASTER] Completed predict_future for DHIL
[2025-12-09T20:20:33.135743] [INFO ] [sig       ] DHIL: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:20:33.275458] [INFO ] [LOCAL     ] Saved forecast: DHIL	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/DHIL.txt
[2025-12-09T20:20:33.275617] [INFO ] [sig       ] [958/3614] Completed DHIL in 0.3s | 2.91 sym/s | Total: 5.5m | ETA: 15.2m
[2025-12-09T20:20:33.275660] [INFO ] [sig       ] [959/3614] Forecasting DHX...
[2025-12-09T20:20:33.275691] [INFO ] [sig       ] Generating forecast for: DHX
[2025-12-09T20:20:33.275721] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DHX' from 'https://tdm.silogroup.org/data/derivative_storage/DHX.csv'.
[2025-12-09T20:20:33.286796] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DHX'.
[2025-12-09T20:20:33.287074] [INFO ] [FORECASTER] Starting predict_future for DHX
[2025-12-09T20:20:33.287896] [DEBUG] [LOCAL     ] No optimal features file found for DHX: ./output/feature-sets/DHX.txt
[2025-12-09T20:20:33.287947] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:33.287978] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:33.288004] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:33.288059] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:33.343979] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:33.344640] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:33.344714] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:33.344747] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:33.462763] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:33.462914] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:33.462953] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:33.462983] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:33.466990] [DEBUG] [FORECASTER] DHX: Forecast T+1@11:T+2@11: UP (p=99.26%)
[2025-12-09T20:20:33.467267] [INFO ] [FORECASTER] Completed predict_future for DHX
[2025-12-09T20:20:33.467388] [INFO ] [sig       ] DHX: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:20:33.617600] [INFO ] [LOCAL     ] Saved forecast: DHX	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/DHX.txt
[2025-12-09T20:20:33.617757] [INFO ] [sig       ] [959/3614] Completed DHX in 0.3s | 2.91 sym/s | Total: 5.5m | ETA: 15.2m
[2025-12-09T20:20:33.617796] [INFO ] [sig       ] [960/3614] Forecasting DIBS...
[2025-12-09T20:20:33.617826] [INFO ] [sig       ] Generating forecast for: DIBS
[2025-12-09T20:20:33.617854] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DIBS' from 'https://tdm.silogroup.org/data/derivative_storage/DIBS.csv'.
[2025-12-09T20:20:33.630666] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DIBS'.
[2025-12-09T20:20:33.630949] [INFO ] [FORECASTER] Starting predict_future for DIBS
[2025-12-09T20:20:33.631708] [DEBUG] [LOCAL     ] No optimal features file found for DIBS: ./output/feature-sets/DIBS.txt
[2025-12-09T20:20:33.631758] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:33.631800] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:33.631828] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:33.631882] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:33.689258] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:33.690092] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:33.690168] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:33.690199] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:33.818655] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:33.818799] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:33.818839] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:33.818867] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:33.822331] [DEBUG] [FORECASTER] DIBS: Forecast T+1@11:T+2@11: UP (p=61.40%)
[2025-12-09T20:20:33.822606] [INFO ] [FORECASTER] Completed predict_future for DIBS
[2025-12-09T20:20:33.822728] [INFO ] [sig       ] DIBS: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:20:33.963330] [INFO ] [LOCAL     ] Saved forecast: DIBS	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/DIBS.txt
[2025-12-09T20:20:33.963452] [INFO ] [sig       ] [960/3614] Completed DIBS in 0.3s | 2.91 sym/s | Total: 5.5m | ETA: 15.2m
[2025-12-09T20:20:33.963496] [INFO ] [sig       ] [961/3614] Forecasting DIN...
[2025-12-09T20:20:33.963523] [INFO ] [sig       ] Generating forecast for: DIN
[2025-12-09T20:20:33.963552] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DIN' from 'https://tdm.silogroup.org/data/derivative_storage/DIN.csv'.
[2025-12-09T20:20:33.975324] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DIN'.
[2025-12-09T20:20:33.975610] [INFO ] [FORECASTER] Starting predict_future for DIN
[2025-12-09T20:20:33.976344] [DEBUG] [LOCAL     ] No optimal features file found for DIN: ./output/feature-sets/DIN.txt
[2025-12-09T20:20:33.976393] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:33.976425] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:33.976450] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:33.976505] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:34.033903] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:34.034755] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:34.034835] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:34.034867] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:34.155471] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:34.155645] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:34.155686] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:34.155713] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:34.159024] [DEBUG] [FORECASTER] DIN: Forecast T+1@11:T+2@11: DOWN (p=36.70%)
[2025-12-09T20:20:34.159285] [INFO ] [FORECASTER] Completed predict_future for DIN
[2025-12-09T20:20:34.159402] [INFO ] [sig       ] DIN: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:20:34.312691] [INFO ] [LOCAL     ] Saved forecast: DIN	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/DIN.txt
[2025-12-09T20:20:34.312822] [INFO ] [sig       ] [961/3614] Completed DIN in 0.3s | 2.91 sym/s | Total: 5.5m | ETA: 15.2m
[2025-12-09T20:20:34.312862] [INFO ] [sig       ] [962/3614] Forecasting DINO...
[2025-12-09T20:20:34.312891] [INFO ] [sig       ] Generating forecast for: DINO
[2025-12-09T20:20:34.312919] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DINO' from 'https://tdm.silogroup.org/data/derivative_storage/DINO.csv'.
[2025-12-09T20:20:34.324683] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DINO'.
[2025-12-09T20:20:34.325004] [INFO ] [FORECASTER] Starting predict_future for DINO
[2025-12-09T20:20:34.325977] [DEBUG] [LOCAL     ] No optimal features file found for DINO: ./output/feature-sets/DINO.txt
[2025-12-09T20:20:34.326026] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:34.326058] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:34.326084] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:34.326138] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:34.384641] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:34.385340] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:34.385416] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:34.385451] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:34.511123] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:34.511273] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:34.511313] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:34.511341] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:34.515079] [DEBUG] [FORECASTER] DINO: Forecast T+1@11:T+2@11: UP (p=57.47%)
[2025-12-09T20:20:34.515353] [INFO ] [FORECASTER] Completed predict_future for DINO
[2025-12-09T20:20:34.515477] [INFO ] [sig       ] DINO: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:20:34.656015] [INFO ] [LOCAL     ] Saved forecast: DINO	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/DINO.txt
[2025-12-09T20:20:34.656161] [INFO ] [sig       ] [962/3614] Completed DINO in 0.3s | 2.91 sym/s | Total: 5.5m | ETA: 15.2m
[2025-12-09T20:20:34.656199] [INFO ] [sig       ] [963/3614] Forecasting DIOD...
[2025-12-09T20:20:34.656229] [INFO ] [sig       ] Generating forecast for: DIOD
[2025-12-09T20:20:34.656258] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DIOD' from 'https://tdm.silogroup.org/data/derivative_storage/DIOD.csv'.
[2025-12-09T20:20:34.668349] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DIOD'.
[2025-12-09T20:20:34.668668] [INFO ] [FORECASTER] Starting predict_future for DIOD
[2025-12-09T20:20:34.669630] [DEBUG] [LOCAL     ] No optimal features file found for DIOD: ./output/feature-sets/DIOD.txt
[2025-12-09T20:20:34.669680] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:34.669711] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:34.669736] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:34.669790] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:34.727798] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:34.728407] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:34.728485] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:34.728516] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:34.850164] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:34.850313] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:34.850352] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:34.850380] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:34.853700] [DEBUG] [FORECASTER] DIOD: Forecast T+1@11:T+2@11: DOWN (p=7.02%)
[2025-12-09T20:20:34.853959] [INFO ] [FORECASTER] Completed predict_future for DIOD
[2025-12-09T20:20:34.854078] [INFO ] [sig       ] DIOD: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:20:34.997442] [INFO ] [LOCAL     ] Saved forecast: DIOD	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/DIOD.txt
[2025-12-09T20:20:34.997614] [INFO ] [sig       ] [963/3614] Completed DIOD in 0.3s | 2.91 sym/s | Total: 5.5m | ETA: 15.2m
[2025-12-09T20:20:34.997655] [INFO ] [sig       ] [964/3614] Forecasting DIS...
[2025-12-09T20:20:34.997691] [INFO ] [sig       ] Generating forecast for: DIS
[2025-12-09T20:20:34.997722] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DIS' from 'https://tdm.silogroup.org/data/derivative_storage/DIS.csv'.
[2025-12-09T20:20:35.009403] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DIS'.
[2025-12-09T20:20:35.009710] [INFO ] [FORECASTER] Starting predict_future for DIS
[2025-12-09T20:20:35.010459] [DEBUG] [LOCAL     ] No optimal features file found for DIS: ./output/feature-sets/DIS.txt
[2025-12-09T20:20:35.010508] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:35.010539] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:35.010566] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:35.010833] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:35.067787] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:35.068396] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:35.068473] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:35.068504] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:35.190336] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:35.190474] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:35.190512] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:35.190539] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:35.194174] [DEBUG] [FORECASTER] DIS: Forecast T+1@11:T+2@11: UP (p=58.48%)
[2025-12-09T20:20:35.194432] [INFO ] [FORECASTER] Completed predict_future for DIS
[2025-12-09T20:20:35.194550] [INFO ] [sig       ] DIS: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:20:35.334872] [INFO ] [LOCAL     ] Saved forecast: DIS	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/DIS.txt
[2025-12-09T20:20:35.334997] [INFO ] [sig       ] [964/3614] Completed DIS in 0.3s | 2.91 sym/s | Total: 5.5m | ETA: 15.2m
[2025-12-09T20:20:35.335034] [INFO ] [sig       ] [965/3614] Forecasting DJCO...
[2025-12-09T20:20:35.335063] [INFO ] [sig       ] Generating forecast for: DJCO
[2025-12-09T20:20:35.335091] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DJCO' from 'https://tdm.silogroup.org/data/derivative_storage/DJCO.csv'.
[2025-12-09T20:20:35.345774] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DJCO'.
[2025-12-09T20:20:35.346066] [INFO ] [FORECASTER] Starting predict_future for DJCO
[2025-12-09T20:20:35.346833] [DEBUG] [LOCAL     ] No optimal features file found for DJCO: ./output/feature-sets/DJCO.txt
[2025-12-09T20:20:35.346884] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:35.346914] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:35.346942] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:35.346997] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:35.402550] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:35.403287] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:35.403392] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:35.403424] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:35.519915] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:35.520057] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:35.520101] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:35.520129] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:35.523443] [DEBUG] [FORECASTER] DJCO: Forecast T+1@11:T+2@11: UP (p=57.78%)
[2025-12-09T20:20:35.523734] [INFO ] [FORECASTER] Completed predict_future for DJCO
[2025-12-09T20:20:35.523855] [INFO ] [sig       ] DJCO: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:20:35.664744] [INFO ] [LOCAL     ] Saved forecast: DJCO	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/DJCO.txt
[2025-12-09T20:20:35.664890] [INFO ] [sig       ] [965/3614] Completed DJCO in 0.3s | 2.91 sym/s | Total: 5.5m | ETA: 15.2m
[2025-12-09T20:20:35.664929] [INFO ] [sig       ] [966/3614] Forecasting DK...
[2025-12-09T20:20:35.664958] [INFO ] [sig       ] Generating forecast for: DK
[2025-12-09T20:20:35.664988] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DK' from 'https://tdm.silogroup.org/data/derivative_storage/DK.csv'.
[2025-12-09T20:20:35.676428] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DK'.
[2025-12-09T20:20:35.676743] [INFO ] [FORECASTER] Starting predict_future for DK
[2025-12-09T20:20:35.677563] [DEBUG] [LOCAL     ] No optimal features file found for DK: ./output/feature-sets/DK.txt
[2025-12-09T20:20:35.677635] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:35.677669] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:35.677697] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:35.677774] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:35.734234] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:35.734859] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:35.734932] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:35.734962] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:35.855949] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:35.856099] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:35.856140] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:35.856169] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:35.859480] [DEBUG] [FORECASTER] DK: Forecast T+1@11:T+2@11: DOWN (p=7.65%)
[2025-12-09T20:20:35.859759] [INFO ] [FORECASTER] Completed predict_future for DK
[2025-12-09T20:20:35.859880] [INFO ] [sig       ] DK: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:20:35.999521] [INFO ] [LOCAL     ] Saved forecast: DK	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/DK.txt
[2025-12-09T20:20:35.999662] [INFO ] [sig       ] [966/3614] Completed DK in 0.3s | 2.91 sym/s | Total: 5.5m | ETA: 15.2m
[2025-12-09T20:20:35.999701] [INFO ] [sig       ] [967/3614] Forecasting DKL...
[2025-12-09T20:20:35.999730] [INFO ] [sig       ] Generating forecast for: DKL
[2025-12-09T20:20:35.999759] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DKL' from 'https://tdm.silogroup.org/data/derivative_storage/DKL.csv'.
[2025-12-09T20:20:36.011730] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DKL'.
[2025-12-09T20:20:36.012063] [INFO ] [FORECASTER] Starting predict_future for DKL
[2025-12-09T20:20:36.012953] [DEBUG] [LOCAL     ] No optimal features file found for DKL: ./output/feature-sets/DKL.txt
[2025-12-09T20:20:36.013006] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:36.013037] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:36.013064] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:36.013120] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:36.069353] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:36.070177] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:36.070258] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:36.070290] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:36.185155] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:36.185303] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:36.185343] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:36.185370] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:36.188756] [DEBUG] [FORECASTER] DKL: Forecast T+1@11:T+2@11: UP (p=88.33%)
[2025-12-09T20:20:36.189020] [INFO ] [FORECASTER] Completed predict_future for DKL
[2025-12-09T20:20:36.189139] [INFO ] [sig       ] DKL: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:20:36.329374] [INFO ] [LOCAL     ] Saved forecast: DKL	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/DKL.txt
[2025-12-09T20:20:36.329523] [INFO ] [sig       ] [967/3614] Completed DKL in 0.3s | 2.91 sym/s | Total: 5.5m | ETA: 15.2m
[2025-12-09T20:20:36.329562] [INFO ] [sig       ] [968/3614] Forecasting DKNG...
[2025-12-09T20:20:36.329609] [INFO ] [sig       ] Generating forecast for: DKNG
[2025-12-09T20:20:36.329641] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DKNG' from 'https://tdm.silogroup.org/data/derivative_storage/DKNG.csv'.
[2025-12-09T20:20:36.340909] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DKNG'.
[2025-12-09T20:20:36.341192] [INFO ] [FORECASTER] Starting predict_future for DKNG
[2025-12-09T20:20:36.342080] [DEBUG] [LOCAL     ] No optimal features file found for DKNG: ./output/feature-sets/DKNG.txt
[2025-12-09T20:20:36.342139] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:36.342177] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:36.342209] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:36.342281] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:36.410013] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:36.410901] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:36.410996] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:36.411031] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:36.527809] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:36.527957] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:36.527996] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:36.528028] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:36.531718] [DEBUG] [FORECASTER] DKNG: Forecast T+1@11:T+2@11: DOWN (p=33.05%)
[2025-12-09T20:20:36.531977] [INFO ] [FORECASTER] Completed predict_future for DKNG
[2025-12-09T20:20:36.532094] [INFO ] [sig       ] DKNG: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:20:36.669997] [INFO ] [LOCAL     ] Saved forecast: DKNG	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/DKNG.txt
[2025-12-09T20:20:36.670128] [INFO ] [sig       ] [968/3614] Completed DKNG in 0.3s | 2.91 sym/s | Total: 5.5m | ETA: 15.1m
[2025-12-09T20:20:36.670167] [INFO ] [sig       ] [969/3614] Forecasting DKS...
[2025-12-09T20:20:36.670195] [INFO ] [sig       ] Generating forecast for: DKS
[2025-12-09T20:20:36.670225] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DKS' from 'https://tdm.silogroup.org/data/derivative_storage/DKS.csv'.
[2025-12-09T20:20:36.681137] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DKS'.
[2025-12-09T20:20:36.681396] [INFO ] [FORECASTER] Starting predict_future for DKS
[2025-12-09T20:20:36.682164] [DEBUG] [LOCAL     ] No optimal features file found for DKS: ./output/feature-sets/DKS.txt
[2025-12-09T20:20:36.682214] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:36.682245] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:36.682271] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:36.682325] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:36.737884] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:36.738465] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:36.738538] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:36.738569] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:36.854753] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:36.854904] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:36.854943] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:36.854971] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:36.858291] [DEBUG] [FORECASTER] DKS: Forecast T+1@11:T+2@11: UP (p=70.38%)
[2025-12-09T20:20:36.858554] [INFO ] [FORECASTER] Completed predict_future for DKS
[2025-12-09T20:20:36.858846] [INFO ] [sig       ] DKS: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:20:37.001765] [INFO ] [LOCAL     ] Saved forecast: DKS	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/DKS.txt
[2025-12-09T20:20:37.001882] [INFO ] [sig       ] [969/3614] Completed DKS in 0.3s | 2.91 sym/s | Total: 5.5m | ETA: 15.1m
[2025-12-09T20:20:37.001922] [INFO ] [sig       ] [970/3614] Forecasting DLB...
[2025-12-09T20:20:37.001951] [INFO ] [sig       ] Generating forecast for: DLB
[2025-12-09T20:20:37.001980] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLB' from 'https://tdm.silogroup.org/data/derivative_storage/DLB.csv'.
[2025-12-09T20:20:37.013259] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLB'.
[2025-12-09T20:20:37.013536] [INFO ] [FORECASTER] Starting predict_future for DLB
[2025-12-09T20:20:37.014317] [DEBUG] [LOCAL     ] No optimal features file found for DLB: ./output/feature-sets/DLB.txt
[2025-12-09T20:20:37.014367] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:37.014398] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:37.014423] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:37.014482] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:37.071084] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:37.071957] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:37.072031] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:37.072062] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:37.195854] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:37.196016] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:37.196058] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:37.196087] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:37.199915] [DEBUG] [FORECASTER] DLB: Forecast T+1@11:T+2@11: UP (p=94.20%)
[2025-12-09T20:20:37.200247] [INFO ] [FORECASTER] Completed predict_future for DLB
[2025-12-09T20:20:37.200383] [INFO ] [sig       ] DLB: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:20:37.355872] [INFO ] [LOCAL     ] Saved forecast: DLB	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/DLB.txt
[2025-12-09T20:20:37.356032] [INFO ] [sig       ] [970/3614] Completed DLB in 0.4s | 2.91 sym/s | Total: 5.6m | ETA: 15.1m
[2025-12-09T20:20:37.356072] [INFO ] [sig       ] [971/3614] Forecasting DLHC...
[2025-12-09T20:20:37.356101] [INFO ] [sig       ] Generating forecast for: DLHC
[2025-12-09T20:20:37.356131] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLHC' from 'https://tdm.silogroup.org/data/derivative_storage/DLHC.csv'.
[2025-12-09T20:20:37.368040] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLHC'.
[2025-12-09T20:20:37.368424] [INFO ] [FORECASTER] Starting predict_future for DLHC
[2025-12-09T20:20:37.369297] [DEBUG] [LOCAL     ] No optimal features file found for DLHC: ./output/feature-sets/DLHC.txt
[2025-12-09T20:20:37.369351] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:37.369383] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:37.369410] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:37.369466] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:37.426936] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:37.427851] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:37.427933] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:37.427964] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:37.571910] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:37.572079] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:37.572125] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:37.572158] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:37.576309] [DEBUG] [FORECASTER] DLHC: Forecast T+1@11:T+2@11: DOWN (p=19.79%)
[2025-12-09T20:20:37.576787] [INFO ] [FORECASTER] Completed predict_future for DLHC
[2025-12-09T20:20:37.576976] [INFO ] [sig       ] DLHC: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:20:37.783332] [INFO ] [LOCAL     ] Saved forecast: DLHC	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/DLHC.txt
[2025-12-09T20:20:37.783556] [INFO ] [sig       ] [971/3614] Completed DLHC in 0.4s | 2.91 sym/s | Total: 5.6m | ETA: 15.1m
[2025-12-09T20:20:37.783632] [INFO ] [sig       ] [972/3614] Forecasting DLNG...
[2025-12-09T20:20:37.783666] [INFO ] [sig       ] Generating forecast for: DLNG
[2025-12-09T20:20:37.783702] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLNG' from 'https://tdm.silogroup.org/data/derivative_storage/DLNG.csv'.
[2025-12-09T20:20:37.813408] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLNG'.
[2025-12-09T20:20:37.813952] [INFO ] [FORECASTER] Starting predict_future for DLNG
[2025-12-09T20:20:37.815075] [DEBUG] [LOCAL     ] No optimal features file found for DLNG: ./output/feature-sets/DLNG.txt
[2025-12-09T20:20:37.815138] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:37.815221] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:37.815258] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:37.815333] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:37.903087] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:37.904502] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:37.904688] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:37.904740] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:38.070828] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:38.071015] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:38.071068] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:38.071101] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:38.077152] [DEBUG] [FORECASTER] DLNG: Forecast T+1@11:T+2@11: DOWN (p=7.15%)
[2025-12-09T20:20:38.077658] [INFO ] [FORECASTER] Completed predict_future for DLNG
[2025-12-09T20:20:38.077864] [INFO ] [sig       ] DLNG: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:20:38.265433] [INFO ] [LOCAL     ] Saved forecast: DLNG	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/DLNG.txt
[2025-12-09T20:20:38.265675] [INFO ] [sig       ] [972/3614] Completed DLNG in 0.5s | 2.91 sym/s | Total: 5.6m | ETA: 15.1m
[2025-12-09T20:20:38.265742] [INFO ] [sig       ] [973/3614] Forecasting DLO...
[2025-12-09T20:20:38.265795] [INFO ] [sig       ] Generating forecast for: DLO
[2025-12-09T20:20:38.265845] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLO' from 'https://tdm.silogroup.org/data/derivative_storage/DLO.csv'.
[2025-12-09T20:20:38.281295] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLO'.
[2025-12-09T20:20:38.281746] [INFO ] [FORECASTER] Starting predict_future for DLO
[2025-12-09T20:20:38.282652] [DEBUG] [LOCAL     ] No optimal features file found for DLO: ./output/feature-sets/DLO.txt
[2025-12-09T20:20:38.282720] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:38.282754] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:38.282780] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:38.282836] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:38.343979] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:38.344909] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:38.344997] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:38.345031] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:38.463072] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:38.463218] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:38.463260] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:38.463289] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:38.466734] [DEBUG] [FORECASTER] DLO: Forecast T+1@11:T+2@11: DOWN (p=14.05%)
[2025-12-09T20:20:38.467008] [INFO ] [FORECASTER] Completed predict_future for DLO
[2025-12-09T20:20:38.467136] [INFO ] [sig       ] DLO: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:20:38.611708] [INFO ] [LOCAL     ] Saved forecast: DLO	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/DLO.txt
[2025-12-09T20:20:38.611835] [INFO ] [sig       ] [973/3614] Completed DLO in 0.3s | 2.91 sym/s | Total: 5.6m | ETA: 15.1m
[2025-12-09T20:20:38.611873] [INFO ] [sig       ] [974/3614] Forecasting DLPN...
[2025-12-09T20:20:38.611902] [INFO ] [sig       ] Generating forecast for: DLPN
[2025-12-09T20:20:38.611933] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLPN' from 'https://tdm.silogroup.org/data/derivative_storage/DLPN.csv'.
[2025-12-09T20:20:38.626325] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLPN'.
[2025-12-09T20:20:38.626611] [INFO ] [FORECASTER] Starting predict_future for DLPN
[2025-12-09T20:20:38.627351] [DEBUG] [LOCAL     ] No optimal features file found for DLPN: ./output/feature-sets/DLPN.txt
[2025-12-09T20:20:38.627401] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:38.627433] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:38.627460] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:38.627542] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:38.685089] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:38.685678] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:38.685752] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:38.685783] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:38.792993] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:38.793118] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:38.793157] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:38.793185] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:38.796417] [DEBUG] [FORECASTER] DLPN: Forecast T+1@11:T+2@11: UP (p=94.96%)
[2025-12-09T20:20:38.796700] [INFO ] [FORECASTER] Completed predict_future for DLPN
[2025-12-09T20:20:38.796823] [INFO ] [sig       ] DLPN: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:20:38.948362] [INFO ] [LOCAL     ] Saved forecast: DLPN	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/DLPN.txt
[2025-12-09T20:20:38.948489] [INFO ] [sig       ] [974/3614] Completed DLPN in 0.3s | 2.91 sym/s | Total: 5.6m | ETA: 15.1m
[2025-12-09T20:20:38.948528] [INFO ] [sig       ] [975/3614] Forecasting DLTH...
[2025-12-09T20:20:38.948584] [INFO ] [sig       ] Generating forecast for: DLTH
[2025-12-09T20:20:38.948621] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLTH' from 'https://tdm.silogroup.org/data/derivative_storage/DLTH.csv'.
[2025-12-09T20:20:38.960173] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLTH'.
[2025-12-09T20:20:38.960482] [INFO ] [FORECASTER] Starting predict_future for DLTH
[2025-12-09T20:20:38.961318] [DEBUG] [LOCAL     ] No optimal features file found for DLTH: ./output/feature-sets/DLTH.txt
[2025-12-09T20:20:38.961377] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:38.961414] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:38.961441] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:38.961498] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:39.023452] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:39.024082] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:39.024157] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:39.024189] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:39.145244] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:39.145385] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:39.145422] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:39.145492] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:39.148836] [DEBUG] [FORECASTER] DLTH: Forecast T+1@11:T+2@11: DOWN (p=49.50%)
[2025-12-09T20:20:39.149098] [INFO ] [FORECASTER] Completed predict_future for DLTH
[2025-12-09T20:20:39.149217] [INFO ] [sig       ] DLTH: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:20:39.297259] [INFO ] [LOCAL     ] Saved forecast: DLTH	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/DLTH.txt
[2025-12-09T20:20:39.297400] [INFO ] [sig       ] [975/3614] Completed DLTH in 0.3s | 2.91 sym/s | Total: 5.6m | ETA: 15.1m
[2025-12-09T20:20:39.297445] [INFO ] [sig       ] [976/3614] Forecasting DLX...
[2025-12-09T20:20:39.297495] [INFO ] [sig       ] Generating forecast for: DLX
[2025-12-09T20:20:39.297535] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLX' from 'https://tdm.silogroup.org/data/derivative_storage/DLX.csv'.
[2025-12-09T20:20:39.308801] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLX'.
[2025-12-09T20:20:39.309062] [INFO ] [FORECASTER] Starting predict_future for DLX
[2025-12-09T20:20:39.309839] [DEBUG] [LOCAL     ] No optimal features file found for DLX: ./output/feature-sets/DLX.txt
[2025-12-09T20:20:39.309892] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:39.309923] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:39.309951] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:39.310006] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:39.366827] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:39.367765] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:39.367846] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:39.367877] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:39.486981] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:39.487127] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:39.487167] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:39.487195] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:39.490561] [DEBUG] [FORECASTER] DLX: Forecast T+1@11:T+2@11: DOWN (p=7.64%)
[2025-12-09T20:20:39.490854] [INFO ] [FORECASTER] Completed predict_future for DLX
[2025-12-09T20:20:39.490975] [INFO ] [sig       ] DLX: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:20:39.631019] [INFO ] [LOCAL     ] Saved forecast: DLX	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/DLX.txt
[2025-12-09T20:20:39.631147] [INFO ] [sig       ] [976/3614] Completed DLX in 0.3s | 2.91 sym/s | Total: 5.6m | ETA: 15.1m
[2025-12-09T20:20:39.631191] [INFO ] [sig       ] [977/3614] Forecasting DLY...
[2025-12-09T20:20:39.631222] [INFO ] [sig       ] Generating forecast for: DLY
[2025-12-09T20:20:39.631250] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLY' from 'https://tdm.silogroup.org/data/derivative_storage/DLY.csv'.
[2025-12-09T20:20:39.644676] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLY'.
[2025-12-09T20:20:39.644933] [INFO ] [FORECASTER] Starting predict_future for DLY
[2025-12-09T20:20:39.645695] [DEBUG] [LOCAL     ] No optimal features file found for DLY: ./output/feature-sets/DLY.txt
[2025-12-09T20:20:39.645743] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:39.645774] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:39.645800] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:39.645856] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:39.701904] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:39.702491] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:39.702598] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:39.702638] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:39.821089] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:39.821230] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:39.821270] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:39.821298] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:39.824973] [DEBUG] [FORECASTER] DLY: Forecast T+1@11:T+2@11: UP (p=94.28%)
[2025-12-09T20:20:39.825244] [INFO ] [FORECASTER] Completed predict_future for DLY
[2025-12-09T20:20:39.825362] [INFO ] [sig       ] DLY: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:20:39.966001] [INFO ] [LOCAL     ] Saved forecast: DLY	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/DLY.txt
[2025-12-09T20:20:39.966119] [INFO ] [sig       ] [977/3614] Completed DLY in 0.3s | 2.91 sym/s | Total: 5.6m | ETA: 15.1m
[2025-12-09T20:20:39.966157] [INFO ] [sig       ] [978/3614] Forecasting DMAC...
[2025-12-09T20:20:39.966186] [INFO ] [sig       ] Generating forecast for: DMAC
[2025-12-09T20:20:39.966215] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMAC' from 'https://tdm.silogroup.org/data/derivative_storage/DMAC.csv'.
[2025-12-09T20:20:39.977864] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMAC'.
[2025-12-09T20:20:39.978145] [INFO ] [FORECASTER] Starting predict_future for DMAC
[2025-12-09T20:20:39.979092] [DEBUG] [LOCAL     ] No optimal features file found for DMAC: ./output/feature-sets/DMAC.txt
[2025-12-09T20:20:39.979142] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:39.979173] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:39.979199] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:39.979254] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:40.038176] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:40.038890] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:40.038966] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:40.038998] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:40.162033] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:40.162183] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:40.162223] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:40.162249] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:40.166187] [DEBUG] [FORECASTER] DMAC: Forecast T+1@11:T+2@11: DOWN (p=9.71%)
[2025-12-09T20:20:40.166469] [INFO ] [FORECASTER] Completed predict_future for DMAC
[2025-12-09T20:20:40.166627] [INFO ] [sig       ] DMAC: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:20:40.307831] [INFO ] [LOCAL     ] Saved forecast: DMAC	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/DMAC.txt
[2025-12-09T20:20:40.307981] [INFO ] [sig       ] [978/3614] Completed DMAC in 0.3s | 2.91 sym/s | Total: 5.6m | ETA: 15.1m
[2025-12-09T20:20:40.308019] [INFO ] [sig       ] [979/3614] Forecasting DMB...
[2025-12-09T20:20:40.308049] [INFO ] [sig       ] Generating forecast for: DMB
[2025-12-09T20:20:40.308078] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMB' from 'https://tdm.silogroup.org/data/derivative_storage/DMB.csv'.
[2025-12-09T20:20:40.321416] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMB'.
[2025-12-09T20:20:40.321951] [INFO ] [FORECASTER] Starting predict_future for DMB
[2025-12-09T20:20:40.322734] [DEBUG] [LOCAL     ] No optimal features file found for DMB: ./output/feature-sets/DMB.txt
[2025-12-09T20:20:40.322784] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:40.322815] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:40.322842] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:40.322897] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:40.380948] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:40.381802] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:40.381878] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:40.381910] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:40.502928] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:40.503081] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:40.503137] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:40.503176] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:40.506550] [DEBUG] [FORECASTER] DMB: Forecast T+1@11:T+2@11: UP (p=94.84%)
[2025-12-09T20:20:40.506848] [INFO ] [FORECASTER] Completed predict_future for DMB
[2025-12-09T20:20:40.506977] [INFO ] [sig       ] DMB: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:20:40.653886] [INFO ] [LOCAL     ] Saved forecast: DMB	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/DMB.txt
[2025-12-09T20:20:40.654032] [INFO ] [sig       ] [979/3614] Completed DMB in 0.3s | 2.91 sym/s | Total: 5.6m | ETA: 15.1m
[2025-12-09T20:20:40.654072] [INFO ] [sig       ] [980/3614] Forecasting DMLP...
[2025-12-09T20:20:40.654103] [INFO ] [sig       ] Generating forecast for: DMLP
[2025-12-09T20:20:40.654132] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMLP' from 'https://tdm.silogroup.org/data/derivative_storage/DMLP.csv'.
[2025-12-09T20:20:40.665004] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMLP'.
[2025-12-09T20:20:40.665303] [INFO ] [FORECASTER] Starting predict_future for DMLP
[2025-12-09T20:20:40.666086] [DEBUG] [LOCAL     ] No optimal features file found for DMLP: ./output/feature-sets/DMLP.txt
[2025-12-09T20:20:40.666138] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:40.666169] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:40.666195] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:40.666252] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:40.725639] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:40.726454] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:40.726537] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:40.726587] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:40.852016] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:40.852166] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:40.852235] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:40.852277] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:40.855668] [DEBUG] [FORECASTER] DMLP: Forecast T+1@11:T+2@11: UP (p=95.59%)
[2025-12-09T20:20:40.855936] [INFO ] [FORECASTER] Completed predict_future for DMLP
[2025-12-09T20:20:40.856056] [INFO ] [sig       ] DMLP: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:20:41.003160] [INFO ] [LOCAL     ] Saved forecast: DMLP	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/DMLP.txt
[2025-12-09T20:20:41.003326] [INFO ] [sig       ] [980/3614] Completed DMLP in 0.3s | 2.91 sym/s | Total: 5.6m | ETA: 15.1m
[2025-12-09T20:20:41.003365] [INFO ] [sig       ] [981/3614] Forecasting DMO...
[2025-12-09T20:20:41.003394] [INFO ] [sig       ] Generating forecast for: DMO
[2025-12-09T20:20:41.003422] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMO' from 'https://tdm.silogroup.org/data/derivative_storage/DMO.csv'.
[2025-12-09T20:20:41.016472] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMO'.
[2025-12-09T20:20:41.017067] [INFO ] [FORECASTER] Starting predict_future for DMO
[2025-12-09T20:20:41.017942] [DEBUG] [LOCAL     ] No optimal features file found for DMO: ./output/feature-sets/DMO.txt
[2025-12-09T20:20:41.017994] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:41.018028] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:41.018056] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:41.018112] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:41.077906] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:41.078772] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:41.078857] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:41.078891] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:41.197464] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:41.197645] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:41.197688] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:41.197718] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:41.201161] [DEBUG] [FORECASTER] DMO: Forecast T+1@11:T+2@11: UP (p=70.45%)
[2025-12-09T20:20:41.201431] [INFO ] [FORECASTER] Completed predict_future for DMO
[2025-12-09T20:20:41.201552] [INFO ] [sig       ] DMO: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:20:41.338767] [INFO ] [LOCAL     ] Saved forecast: DMO	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/DMO.txt
[2025-12-09T20:20:41.338924] [INFO ] [sig       ] [981/3614] Completed DMO in 0.3s | 2.91 sym/s | Total: 5.6m | ETA: 15.1m
[2025-12-09T20:20:41.338980] [INFO ] [sig       ] [982/3614] Forecasting DMRC...
[2025-12-09T20:20:41.339023] [INFO ] [sig       ] Generating forecast for: DMRC
[2025-12-09T20:20:41.339066] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMRC' from 'https://tdm.silogroup.org/data/derivative_storage/DMRC.csv'.
[2025-12-09T20:20:41.351186] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMRC'.
[2025-12-09T20:20:41.351569] [INFO ] [FORECASTER] Starting predict_future for DMRC
[2025-12-09T20:20:41.352367] [DEBUG] [LOCAL     ] No optimal features file found for DMRC: ./output/feature-sets/DMRC.txt
[2025-12-09T20:20:41.352431] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:41.352477] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:41.352512] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:41.352621] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:41.409854] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:41.410684] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:41.410809] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:41.410844] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:41.532720] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:41.532884] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:41.532927] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:41.532958] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:41.536606] [DEBUG] [FORECASTER] DMRC: Forecast T+1@11:T+2@11: DOWN (p=18.21%)
[2025-12-09T20:20:41.536899] [INFO ] [FORECASTER] Completed predict_future for DMRC
[2025-12-09T20:20:41.537027] [INFO ] [sig       ] DMRC: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:20:41.680296] [INFO ] [LOCAL     ] Saved forecast: DMRC	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/DMRC.txt
[2025-12-09T20:20:41.680429] [INFO ] [sig       ] [982/3614] Completed DMRC in 0.3s | 2.91 sym/s | Total: 5.6m | ETA: 15.1m
[2025-12-09T20:20:41.680468] [INFO ] [sig       ] [983/3614] Forecasting DMXF...
[2025-12-09T20:20:41.680498] [INFO ] [sig       ] Generating forecast for: DMXF
[2025-12-09T20:20:41.680526] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMXF' from 'https://tdm.silogroup.org/data/derivative_storage/DMXF.csv'.
[2025-12-09T20:20:41.691404] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMXF'.
[2025-12-09T20:20:41.691720] [INFO ] [FORECASTER] Starting predict_future for DMXF
[2025-12-09T20:20:41.692460] [DEBUG] [LOCAL     ] No optimal features file found for DMXF: ./output/feature-sets/DMXF.txt
[2025-12-09T20:20:41.692509] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:41.692540] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:41.692565] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:41.692649] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:41.748603] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:41.749281] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:41.749356] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:41.749387] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:41.869369] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:41.869518] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:41.869561] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:41.869611] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:41.873033] [DEBUG] [FORECASTER] DMXF: Forecast T+1@11:T+2@11: UP (p=60.16%)
[2025-12-09T20:20:41.873303] [INFO ] [FORECASTER] Completed predict_future for DMXF
[2025-12-09T20:20:41.873426] [INFO ] [sig       ] DMXF: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:20:42.015246] [INFO ] [LOCAL     ] Saved forecast: DMXF	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/DMXF.txt
[2025-12-09T20:20:42.015379] [INFO ] [sig       ] [983/3614] Completed DMXF in 0.3s | 2.91 sym/s | Total: 5.6m | ETA: 15.1m
[2025-12-09T20:20:42.015417] [INFO ] [sig       ] [984/3614] Forecasting DNA...
[2025-12-09T20:20:42.015446] [INFO ] [sig       ] Generating forecast for: DNA
[2025-12-09T20:20:42.015475] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DNA' from 'https://tdm.silogroup.org/data/derivative_storage/DNA.csv'.
[2025-12-09T20:20:42.026641] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DNA'.
[2025-12-09T20:20:42.026921] [INFO ] [FORECASTER] Starting predict_future for DNA
[2025-12-09T20:20:42.027709] [DEBUG] [LOCAL     ] No optimal features file found for DNA: ./output/feature-sets/DNA.txt
[2025-12-09T20:20:42.027758] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:42.027815] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:42.027844] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:42.027899] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:42.083815] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:42.084569] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:42.084668] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:42.084700] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:42.202033] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:42.202186] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:42.202226] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:42.202254] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:42.205527] [DEBUG] [FORECASTER] DNA: Forecast T+1@11:T+2@11: DOWN (p=6.89%)
[2025-12-09T20:20:42.205810] [INFO ] [FORECASTER] Completed predict_future for DNA
[2025-12-09T20:20:42.205930] [INFO ] [sig       ] DNA: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:20:42.353772] [INFO ] [LOCAL     ] Saved forecast: DNA	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/DNA.txt
[2025-12-09T20:20:42.353924] [INFO ] [sig       ] [984/3614] Completed DNA in 0.3s | 2.91 sym/s | Total: 5.6m | ETA: 15.1m
[2025-12-09T20:20:42.353965] [INFO ] [sig       ] [985/3614] Forecasting DNLI...
[2025-12-09T20:20:42.353996] [INFO ] [sig       ] Generating forecast for: DNLI
[2025-12-09T20:20:42.354026] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DNLI' from 'https://tdm.silogroup.org/data/derivative_storage/DNLI.csv'.
[2025-12-09T20:20:42.367404] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DNLI'.
[2025-12-09T20:20:42.367789] [INFO ] [FORECASTER] Starting predict_future for DNLI
[2025-12-09T20:20:42.368565] [DEBUG] [LOCAL     ] No optimal features file found for DNLI: ./output/feature-sets/DNLI.txt
[2025-12-09T20:20:42.368643] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:42.368675] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:42.368702] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:42.368759] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:42.428256] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:42.429091] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:42.429175] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:42.429209] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:42.553035] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:42.553190] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:42.553232] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:42.553261] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:42.556749] [DEBUG] [FORECASTER] DNLI: Forecast T+1@11:T+2@11: DOWN (p=25.41%)
[2025-12-09T20:20:42.557017] [INFO ] [FORECASTER] Completed predict_future for DNLI
[2025-12-09T20:20:42.557141] [INFO ] [sig       ] DNLI: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:20:42.701884] [INFO ] [LOCAL     ] Saved forecast: DNLI	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/DNLI.txt
[2025-12-09T20:20:42.702065] [INFO ] [sig       ] [985/3614] Completed DNLI in 0.3s | 2.91 sym/s | Total: 5.6m | ETA: 15.1m
[2025-12-09T20:20:42.702105] [INFO ] [sig       ] [986/3614] Forecasting DNP...
[2025-12-09T20:20:42.702136] [INFO ] [sig       ] Generating forecast for: DNP
[2025-12-09T20:20:42.702166] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DNP' from 'https://tdm.silogroup.org/data/derivative_storage/DNP.csv'.
[2025-12-09T20:20:42.714504] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DNP'.
[2025-12-09T20:20:42.714865] [INFO ] [FORECASTER] Starting predict_future for DNP
[2025-12-09T20:20:42.715681] [DEBUG] [LOCAL     ] No optimal features file found for DNP: ./output/feature-sets/DNP.txt
[2025-12-09T20:20:42.715732] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:42.715764] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:42.715791] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:42.715846] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:42.771487] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:42.772163] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:42.772240] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:42.772273] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:42.892089] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:42.892260] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:42.892312] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:42.892350] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:42.897081] [DEBUG] [FORECASTER] DNP: Forecast T+1@11:T+2@11: UP (p=99.12%)
[2025-12-09T20:20:42.897388] [INFO ] [FORECASTER] Completed predict_future for DNP
[2025-12-09T20:20:42.897542] [INFO ] [sig       ] DNP: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:20:43.037862] [INFO ] [LOCAL     ] Saved forecast: DNP	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/DNP.txt
[2025-12-09T20:20:43.037999] [INFO ] [sig       ] [986/3614] Completed DNP in 0.3s | 2.91 sym/s | Total: 5.6m | ETA: 15.1m
[2025-12-09T20:20:43.038038] [INFO ] [sig       ] [987/3614] Forecasting DNTH...
[2025-12-09T20:20:43.038067] [INFO ] [sig       ] Generating forecast for: DNTH
[2025-12-09T20:20:43.038096] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DNTH' from 'https://tdm.silogroup.org/data/derivative_storage/DNTH.csv'.
[2025-12-09T20:20:43.049678] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DNTH'.
[2025-12-09T20:20:43.050012] [INFO ] [FORECASTER] Starting predict_future for DNTH
[2025-12-09T20:20:43.050800] [DEBUG] [LOCAL     ] No optimal features file found for DNTH: ./output/feature-sets/DNTH.txt
[2025-12-09T20:20:43.050850] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:43.050880] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:43.050907] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:43.050961] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:43.112885] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:43.113740] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:43.113818] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:43.113850] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:43.238691] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:43.238836] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:43.238877] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:43.238905] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:43.242531] [DEBUG] [FORECASTER] DNTH: Forecast T+1@11:T+2@11: DOWN (p=32.36%)
[2025-12-09T20:20:43.242816] [INFO ] [FORECASTER] Completed predict_future for DNTH
[2025-12-09T20:20:43.242939] [INFO ] [sig       ] DNTH: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:20:43.381664] [INFO ] [LOCAL     ] Saved forecast: DNTH	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/DNTH.txt
[2025-12-09T20:20:43.381810] [INFO ] [sig       ] [987/3614] Completed DNTH in 0.3s | 2.91 sym/s | Total: 5.7m | ETA: 15.0m
[2025-12-09T20:20:43.381848] [INFO ] [sig       ] [988/3614] Forecasting DOCN...
[2025-12-09T20:20:43.381884] [INFO ] [sig       ] Generating forecast for: DOCN
[2025-12-09T20:20:43.381913] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOCN' from 'https://tdm.silogroup.org/data/derivative_storage/DOCN.csv'.
[2025-12-09T20:20:43.394097] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOCN'.
[2025-12-09T20:20:43.394432] [INFO ] [FORECASTER] Starting predict_future for DOCN
[2025-12-09T20:20:43.395234] [DEBUG] [LOCAL     ] No optimal features file found for DOCN: ./output/feature-sets/DOCN.txt
[2025-12-09T20:20:43.395287] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:43.395320] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:43.395347] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:43.395405] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:43.455821] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:43.456649] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:43.456730] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:43.456763] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:43.584858] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:43.585023] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:43.585070] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:43.585100] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:43.588623] [DEBUG] [FORECASTER] DOCN: Forecast T+1@11:T+2@11: UP (p=88.70%)
[2025-12-09T20:20:43.588908] [INFO ] [FORECASTER] Completed predict_future for DOCN
[2025-12-09T20:20:43.589035] [INFO ] [sig       ] DOCN: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:20:43.731637] [INFO ] [LOCAL     ] Saved forecast: DOCN	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/DOCN.txt
[2025-12-09T20:20:43.731794] [INFO ] [sig       ] [988/3614] Completed DOCN in 0.3s | 2.91 sym/s | Total: 5.7m | ETA: 15.0m
[2025-12-09T20:20:43.731834] [INFO ] [sig       ] [989/3614] Forecasting DOCS...
[2025-12-09T20:20:43.731862] [INFO ] [sig       ] Generating forecast for: DOCS
[2025-12-09T20:20:43.731890] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOCS' from 'https://tdm.silogroup.org/data/derivative_storage/DOCS.csv'.
[2025-12-09T20:20:43.743037] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOCS'.
[2025-12-09T20:20:43.743331] [INFO ] [FORECASTER] Starting predict_future for DOCS
[2025-12-09T20:20:43.744104] [DEBUG] [LOCAL     ] No optimal features file found for DOCS: ./output/feature-sets/DOCS.txt
[2025-12-09T20:20:43.744155] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:43.744214] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:43.744242] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:43.744298] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:43.802157] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:43.803076] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:43.803163] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:43.803196] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:43.930812] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:43.930957] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:43.930997] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:43.931026] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:43.934333] [DEBUG] [FORECASTER] DOCS: Forecast T+1@11:T+2@11: UP (p=61.24%)
[2025-12-09T20:20:43.934610] [INFO ] [FORECASTER] Completed predict_future for DOCS
[2025-12-09T20:20:43.934728] [INFO ] [sig       ] DOCS: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:20:44.083330] [INFO ] [LOCAL     ] Saved forecast: DOCS	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/DOCS.txt
[2025-12-09T20:20:44.083464] [INFO ] [sig       ] [989/3614] Completed DOCS in 0.4s | 2.91 sym/s | Total: 5.7m | ETA: 15.0m
[2025-12-09T20:20:44.083503] [INFO ] [sig       ] [990/3614] Forecasting DOGZ...
[2025-12-09T20:20:44.083532] [INFO ] [sig       ] Generating forecast for: DOGZ
[2025-12-09T20:20:44.083561] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOGZ' from 'https://tdm.silogroup.org/data/derivative_storage/DOGZ.csv'.
[2025-12-09T20:20:44.095644] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOGZ'.
[2025-12-09T20:20:44.095991] [INFO ] [FORECASTER] Starting predict_future for DOGZ
[2025-12-09T20:20:44.096968] [DEBUG] [LOCAL     ] No optimal features file found for DOGZ: ./output/feature-sets/DOGZ.txt
[2025-12-09T20:20:44.097021] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:44.097054] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:44.097080] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:44.097135] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:44.155661] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:44.156730] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:44.156814] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:44.156847] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:44.284493] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:44.284667] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:44.284710] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:44.284739] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:44.288596] [DEBUG] [FORECASTER] DOGZ: Forecast T+1@11:T+2@11: DOWN (p=38.09%)
[2025-12-09T20:20:44.288940] [INFO ] [FORECASTER] Completed predict_future for DOGZ
[2025-12-09T20:20:44.289080] [INFO ] [sig       ] DOGZ: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:20:44.436160] [INFO ] [LOCAL     ] Saved forecast: DOGZ	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/DOGZ.txt
[2025-12-09T20:20:44.436309] [INFO ] [sig       ] [990/3614] Completed DOGZ in 0.4s | 2.91 sym/s | Total: 5.7m | ETA: 15.0m
[2025-12-09T20:20:44.436348] [INFO ] [sig       ] [991/3614] Forecasting DOLE...
[2025-12-09T20:20:44.436377] [INFO ] [sig       ] Generating forecast for: DOLE
[2025-12-09T20:20:44.436405] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOLE' from 'https://tdm.silogroup.org/data/derivative_storage/DOLE.csv'.
[2025-12-09T20:20:44.449205] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOLE'.
[2025-12-09T20:20:44.449584] [INFO ] [FORECASTER] Starting predict_future for DOLE
[2025-12-09T20:20:44.450378] [DEBUG] [LOCAL     ] No optimal features file found for DOLE: ./output/feature-sets/DOLE.txt
[2025-12-09T20:20:44.450430] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:44.450462] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:44.450489] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:44.450545] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:44.510298] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:44.511126] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:44.511215] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:44.511254] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:44.640122] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:44.640288] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:44.640349] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:44.640412] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:44.644044] [DEBUG] [FORECASTER] DOLE: Forecast T+1@11:T+2@11: UP (p=66.94%)
[2025-12-09T20:20:44.644335] [INFO ] [FORECASTER] Completed predict_future for DOLE
[2025-12-09T20:20:44.644463] [INFO ] [sig       ] DOLE: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:20:44.788372] [INFO ] [LOCAL     ] Saved forecast: DOLE	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/DOLE.txt
[2025-12-09T20:20:44.788533] [INFO ] [sig       ] [991/3614] Completed DOLE in 0.4s | 2.91 sym/s | Total: 5.7m | ETA: 15.0m
[2025-12-09T20:20:44.788593] [INFO ] [sig       ] [992/3614] Forecasting DOMO...
[2025-12-09T20:20:44.788626] [INFO ] [sig       ] Generating forecast for: DOMO
[2025-12-09T20:20:44.788659] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOMO' from 'https://tdm.silogroup.org/data/derivative_storage/DOMO.csv'.
[2025-12-09T20:20:44.800550] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOMO'.
[2025-12-09T20:20:44.800975] [INFO ] [FORECASTER] Starting predict_future for DOMO
[2025-12-09T20:20:44.801851] [DEBUG] [LOCAL     ] No optimal features file found for DOMO: ./output/feature-sets/DOMO.txt
[2025-12-09T20:20:44.801909] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:44.801969] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:44.802008] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:44.802084] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:44.863225] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:44.864080] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:44.864160] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:44.864193] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:44.986296] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:44.986444] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:44.986485] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:44.986546] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:44.991871] [DEBUG] [FORECASTER] DOMO: Forecast T+1@11:T+2@11: UP (p=97.87%)
[2025-12-09T20:20:44.992199] [INFO ] [FORECASTER] Completed predict_future for DOMO
[2025-12-09T20:20:44.992340] [INFO ] [sig       ] DOMO: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:20:45.136091] [INFO ] [LOCAL     ] Saved forecast: DOMO	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/DOMO.txt
[2025-12-09T20:20:45.136227] [INFO ] [sig       ] [992/3614] Completed DOMO in 0.3s | 2.91 sym/s | Total: 5.7m | ETA: 15.0m
[2025-12-09T20:20:45.136267] [INFO ] [sig       ] [993/3614] Forecasting DORM...
[2025-12-09T20:20:45.136296] [INFO ] [sig       ] Generating forecast for: DORM
[2025-12-09T20:20:45.136326] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DORM' from 'https://tdm.silogroup.org/data/derivative_storage/DORM.csv'.
[2025-12-09T20:20:45.148389] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DORM'.
[2025-12-09T20:20:45.148783] [INFO ] [FORECASTER] Starting predict_future for DORM
[2025-12-09T20:20:45.149657] [DEBUG] [LOCAL     ] No optimal features file found for DORM: ./output/feature-sets/DORM.txt
[2025-12-09T20:20:45.149722] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:45.149762] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:45.149794] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:45.149851] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:45.209101] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:45.209897] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:45.209995] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:45.210067] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:45.337394] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:45.337560] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:45.337623] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:45.337658] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:45.341263] [DEBUG] [FORECASTER] DORM: Forecast T+1@11:T+2@11: DOWN (p=7.25%)
[2025-12-09T20:20:45.341538] [INFO ] [FORECASTER] Completed predict_future for DORM
[2025-12-09T20:20:45.341687] [INFO ] [sig       ] DORM: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:20:45.486217] [INFO ] [LOCAL     ] Saved forecast: DORM	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/DORM.txt
[2025-12-09T20:20:45.486357] [INFO ] [sig       ] [993/3614] Completed DORM in 0.4s | 2.91 sym/s | Total: 5.7m | ETA: 15.0m
[2025-12-09T20:20:45.486400] [INFO ] [sig       ] [994/3614] Forecasting DOUG...
[2025-12-09T20:20:45.486431] [INFO ] [sig       ] Generating forecast for: DOUG
[2025-12-09T20:20:45.486464] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOUG' from 'https://tdm.silogroup.org/data/derivative_storage/DOUG.csv'.
[2025-12-09T20:20:45.498513] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOUG'.
[2025-12-09T20:20:45.498829] [INFO ] [FORECASTER] Starting predict_future for DOUG
[2025-12-09T20:20:45.499606] [DEBUG] [LOCAL     ] No optimal features file found for DOUG: ./output/feature-sets/DOUG.txt
[2025-12-09T20:20:45.499668] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:45.499708] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:45.499741] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:45.499808] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:45.560239] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:45.561087] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:45.561167] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:45.561202] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:45.689874] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:45.690223] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:45.690269] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:45.690301] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:45.694228] [DEBUG] [FORECASTER] DOUG: Forecast T+1@11:T+2@11: DOWN (p=7.55%)
[2025-12-09T20:20:45.694527] [INFO ] [FORECASTER] Completed predict_future for DOUG
[2025-12-09T20:20:45.694676] [INFO ] [sig       ] DOUG: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:20:45.848756] [INFO ] [LOCAL     ] Saved forecast: DOUG	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/DOUG.txt
[2025-12-09T20:20:45.849104] [INFO ] [sig       ] [994/3614] Completed DOUG in 0.4s | 2.91 sym/s | Total: 5.7m | ETA: 15.0m
[2025-12-09T20:20:45.849147] [INFO ] [sig       ] [995/3614] Forecasting DOX...
[2025-12-09T20:20:45.849177] [INFO ] [sig       ] Generating forecast for: DOX
[2025-12-09T20:20:45.849210] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOX' from 'https://tdm.silogroup.org/data/derivative_storage/DOX.csv'.
[2025-12-09T20:20:45.863088] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOX'.
[2025-12-09T20:20:45.863414] [INFO ] [FORECASTER] Starting predict_future for DOX
[2025-12-09T20:20:45.864292] [DEBUG] [LOCAL     ] No optimal features file found for DOX: ./output/feature-sets/DOX.txt
[2025-12-09T20:20:45.864358] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:45.864397] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:45.864426] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:45.864514] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:45.928362] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:45.929206] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:45.929286] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:45.929320] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:46.058072] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:46.058231] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:46.058275] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:46.058304] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:46.062374] [DEBUG] [FORECASTER] DOX: Forecast T+1@11:T+2@11: UP (p=56.09%)
[2025-12-09T20:20:46.062675] [INFO ] [FORECASTER] Completed predict_future for DOX
[2025-12-09T20:20:46.062804] [INFO ] [sig       ] DOX: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:20:46.212061] [INFO ] [LOCAL     ] Saved forecast: DOX	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/DOX.txt
[2025-12-09T20:20:46.212203] [INFO ] [sig       ] [995/3614] Completed DOX in 0.4s | 2.91 sym/s | Total: 5.7m | ETA: 15.0m
[2025-12-09T20:20:46.212243] [INFO ] [sig       ] [996/3614] Forecasting DPG...
[2025-12-09T20:20:46.212274] [INFO ] [sig       ] Generating forecast for: DPG
[2025-12-09T20:20:46.212305] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DPG' from 'https://tdm.silogroup.org/data/derivative_storage/DPG.csv'.
[2025-12-09T20:20:46.224759] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DPG'.
[2025-12-09T20:20:46.225062] [INFO ] [FORECASTER] Starting predict_future for DPG
[2025-12-09T20:20:46.225867] [DEBUG] [LOCAL     ] No optimal features file found for DPG: ./output/feature-sets/DPG.txt
[2025-12-09T20:20:46.225918] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:46.225951] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:46.225978] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:46.226040] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:46.289088] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:46.289934] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:46.290017] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:46.290051] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:46.416628] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:46.416778] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:46.416821] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:46.416850] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:46.420413] [DEBUG] [FORECASTER] DPG: Forecast T+1@11:T+2@11: UP (p=75.12%)
[2025-12-09T20:20:46.420772] [INFO ] [FORECASTER] Completed predict_future for DPG
[2025-12-09T20:20:46.420908] [INFO ] [sig       ] DPG: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:20:46.569353] [INFO ] [LOCAL     ] Saved forecast: DPG	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/DPG.txt
[2025-12-09T20:20:46.569505] [INFO ] [sig       ] [996/3614] Completed DPG in 0.4s | 2.91 sym/s | Total: 5.7m | ETA: 15.0m
[2025-12-09T20:20:46.569546] [INFO ] [sig       ] [997/3614] Forecasting DPRO...
[2025-12-09T20:20:46.569593] [INFO ] [sig       ] Generating forecast for: DPRO
[2025-12-09T20:20:46.569626] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DPRO' from 'https://tdm.silogroup.org/data/derivative_storage/DPRO.csv'.
[2025-12-09T20:20:46.583706] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DPRO'.
[2025-12-09T20:20:46.584231] [INFO ] [FORECASTER] Starting predict_future for DPRO
[2025-12-09T20:20:46.585274] [DEBUG] [LOCAL     ] No optimal features file found for DPRO: ./output/feature-sets/DPRO.txt
[2025-12-09T20:20:46.585341] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:46.585374] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:46.585401] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:46.585476] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:46.648088] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:46.649118] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:46.649199] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:46.649232] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:46.781045] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:46.781206] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:46.781255] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:46.781300] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:46.785216] [DEBUG] [FORECASTER] DPRO: Forecast T+1@11:T+2@11: UP (p=83.09%)
[2025-12-09T20:20:46.785512] [INFO ] [FORECASTER] Completed predict_future for DPRO
[2025-12-09T20:20:46.785664] [INFO ] [sig       ] DPRO: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:20:46.937530] [INFO ] [LOCAL     ] Saved forecast: DPRO	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/DPRO.txt
[2025-12-09T20:20:46.937686] [INFO ] [sig       ] [997/3614] Completed DPRO in 0.4s | 2.91 sym/s | Total: 5.7m | ETA: 15.0m
[2025-12-09T20:20:46.937724] [INFO ] [sig       ] [998/3614] Forecasting DPZ...
[2025-12-09T20:20:46.937752] [INFO ] [sig       ] Generating forecast for: DPZ
[2025-12-09T20:20:46.937781] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DPZ' from 'https://tdm.silogroup.org/data/derivative_storage/DPZ.csv'.
[2025-12-09T20:20:46.950793] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DPZ'.
[2025-12-09T20:20:46.951135] [INFO ] [FORECASTER] Starting predict_future for DPZ
[2025-12-09T20:20:46.952139] [DEBUG] [LOCAL     ] No optimal features file found for DPZ: ./output/feature-sets/DPZ.txt
[2025-12-09T20:20:46.952193] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:46.952226] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:46.952254] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:46.952310] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:47.017033] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:47.017934] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:47.018033] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:47.018076] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:47.150719] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:47.150871] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:47.150913] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:47.150944] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:47.154878] [DEBUG] [FORECASTER] DPZ: Forecast T+1@11:T+2@11: DOWN (p=12.03%)
[2025-12-09T20:20:47.155180] [INFO ] [FORECASTER] Completed predict_future for DPZ
[2025-12-09T20:20:47.155311] [INFO ] [sig       ] DPZ: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:20:47.306414] [INFO ] [LOCAL     ] Saved forecast: DPZ	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/DPZ.txt
[2025-12-09T20:20:47.306549] [INFO ] [sig       ] [998/3614] Completed DPZ in 0.4s | 2.91 sym/s | Total: 5.7m | ETA: 15.0m
[2025-12-09T20:20:47.306607] [INFO ] [sig       ] [999/3614] Forecasting DQ...
[2025-12-09T20:20:47.306639] [INFO ] [sig       ] Generating forecast for: DQ
[2025-12-09T20:20:47.306670] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DQ' from 'https://tdm.silogroup.org/data/derivative_storage/DQ.csv'.
[2025-12-09T20:20:47.319500] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DQ'.
[2025-12-09T20:20:47.319847] [INFO ] [FORECASTER] Starting predict_future for DQ
[2025-12-09T20:20:47.320902] [DEBUG] [LOCAL     ] No optimal features file found for DQ: ./output/feature-sets/DQ.txt
[2025-12-09T20:20:47.320955] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:47.320988] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:47.321018] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:47.321076] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:47.385356] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:47.386096] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:47.386203] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:47.386237] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:47.517358] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:47.517523] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:47.517584] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:47.517616] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:47.521437] [DEBUG] [FORECASTER] DQ: Forecast T+1@11:T+2@11: DOWN (p=4.75%)
[2025-12-09T20:20:47.521738] [INFO ] [FORECASTER] Completed predict_future for DQ
[2025-12-09T20:20:47.521865] [INFO ] [sig       ] DQ: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:20:47.672363] [INFO ] [LOCAL     ] Saved forecast: DQ	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/DQ.txt
[2025-12-09T20:20:47.672506] [INFO ] [sig       ] [999/3614] Completed DQ in 0.4s | 2.91 sym/s | Total: 5.7m | ETA: 15.0m
[2025-12-09T20:20:47.672547] [INFO ] [sig       ] [1000/3614] Forecasting DRD...
[2025-12-09T20:20:47.672595] [INFO ] [sig       ] Generating forecast for: DRD
[2025-12-09T20:20:47.672632] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRD' from 'https://tdm.silogroup.org/data/derivative_storage/DRD.csv'.
[2025-12-09T20:20:47.686236] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRD'.
[2025-12-09T20:20:47.686631] [INFO ] [FORECASTER] Starting predict_future for DRD
[2025-12-09T20:20:47.687654] [DEBUG] [LOCAL     ] No optimal features file found for DRD: ./output/feature-sets/DRD.txt
[2025-12-09T20:20:47.687707] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:47.687741] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:47.687767] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:47.687821] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:47.747730] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:47.748626] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:47.748705] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:47.748737] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:47.872844] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:47.872996] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:47.873037] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:47.873065] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:47.876435] [DEBUG] [FORECASTER] DRD: Forecast T+1@11:T+2@11: UP (p=88.24%)
[2025-12-09T20:20:47.876756] [INFO ] [FORECASTER] Completed predict_future for DRD
[2025-12-09T20:20:47.876887] [INFO ] [sig       ] DRD: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:20:48.018773] [INFO ] [LOCAL     ] Saved forecast: DRD	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/DRD.txt
[2025-12-09T20:20:48.018956] [INFO ] [sig       ] [1000/3614] Completed DRD in 0.3s | 2.91 sym/s | Total: 5.7m | ETA: 15.0m
[2025-12-09T20:20:48.018996] [INFO ] [sig       ] [1001/3614] Forecasting DRH...
[2025-12-09T20:20:48.019025] [INFO ] [sig       ] Generating forecast for: DRH
[2025-12-09T20:20:48.019054] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRH' from 'https://tdm.silogroup.org/data/derivative_storage/DRH.csv'.
[2025-12-09T20:20:48.030417] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRH'.
[2025-12-09T20:20:48.030819] [INFO ] [FORECASTER] Starting predict_future for DRH
[2025-12-09T20:20:48.031627] [DEBUG] [LOCAL     ] No optimal features file found for DRH: ./output/feature-sets/DRH.txt
[2025-12-09T20:20:48.031679] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:48.031716] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:48.031744] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:48.031801] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:48.089492] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:48.090382] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:48.090471] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:48.090506] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:48.210563] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:48.210743] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:48.210785] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:48.210816] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:48.214478] [DEBUG] [FORECASTER] DRH: Forecast T+1@11:T+2@11: DOWN (p=3.87%)
[2025-12-09T20:20:48.214802] [INFO ] [FORECASTER] Completed predict_future for DRH
[2025-12-09T20:20:48.215133] [INFO ] [sig       ] DRH: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:20:48.362445] [INFO ] [LOCAL     ] Saved forecast: DRH	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/DRH.txt
[2025-12-09T20:20:48.362619] [INFO ] [sig       ] [1001/3614] Completed DRH in 0.3s | 2.91 sym/s | Total: 5.7m | ETA: 15.0m
[2025-12-09T20:20:48.362661] [INFO ] [sig       ] [1002/3614] Forecasting DRI...
[2025-12-09T20:20:48.362691] [INFO ] [sig       ] Generating forecast for: DRI
[2025-12-09T20:20:48.362722] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRI' from 'https://tdm.silogroup.org/data/derivative_storage/DRI.csv'.
[2025-12-09T20:20:48.374426] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRI'.
[2025-12-09T20:20:48.374799] [INFO ] [FORECASTER] Starting predict_future for DRI
[2025-12-09T20:20:48.375550] [DEBUG] [LOCAL     ] No optimal features file found for DRI: ./output/feature-sets/DRI.txt
[2025-12-09T20:20:48.375618] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:48.375654] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:48.375681] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:48.375736] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:48.434944] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:48.435797] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:48.435876] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:48.435907] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:48.562752] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:48.562898] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:48.562938] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:48.562967] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:48.566416] [DEBUG] [FORECASTER] DRI: Forecast T+1@11:T+2@11: DOWN (p=6.42%)
[2025-12-09T20:20:48.566750] [INFO ] [FORECASTER] Completed predict_future for DRI
[2025-12-09T20:20:48.566884] [INFO ] [sig       ] DRI: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:20:48.712787] [INFO ] [LOCAL     ] Saved forecast: DRI	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/DRI.txt
[2025-12-09T20:20:48.712966] [INFO ] [sig       ] [1002/3614] Completed DRI in 0.4s | 2.91 sym/s | Total: 5.7m | ETA: 15.0m
[2025-12-09T20:20:48.713007] [INFO ] [sig       ] [1003/3614] Forecasting DRIO...
[2025-12-09T20:20:48.713036] [INFO ] [sig       ] Generating forecast for: DRIO
[2025-12-09T20:20:48.713067] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRIO' from 'https://tdm.silogroup.org/data/derivative_storage/DRIO.csv'.
[2025-12-09T20:20:48.725335] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRIO'.
[2025-12-09T20:20:48.725735] [INFO ] [FORECASTER] Starting predict_future for DRIO
[2025-12-09T20:20:48.726521] [DEBUG] [LOCAL     ] No optimal features file found for DRIO: ./output/feature-sets/DRIO.txt
[2025-12-09T20:20:48.726593] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:48.726636] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:48.726674] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:48.726732] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:48.783287] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:48.784177] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:48.784281] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:48.784314] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:48.902437] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:48.902600] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:48.902641] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:48.902670] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:48.906190] [DEBUG] [FORECASTER] DRIO: Forecast T+1@11:T+2@11: UP (p=64.34%)
[2025-12-09T20:20:48.906491] [INFO ] [FORECASTER] Completed predict_future for DRIO
[2025-12-09T20:20:48.906641] [INFO ] [sig       ] DRIO: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:20:49.061016] [INFO ] [LOCAL     ] Saved forecast: DRIO	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/DRIO.txt
[2025-12-09T20:20:49.061182] [INFO ] [sig       ] [1003/3614] Completed DRIO in 0.3s | 2.91 sym/s | Total: 5.7m | ETA: 15.0m
[2025-12-09T20:20:49.061222] [INFO ] [sig       ] [1004/3614] Forecasting DRLL...
[2025-12-09T20:20:49.061252] [INFO ] [sig       ] Generating forecast for: DRLL
[2025-12-09T20:20:49.061284] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRLL' from 'https://tdm.silogroup.org/data/derivative_storage/DRLL.csv'.
[2025-12-09T20:20:49.072656] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRLL'.
[2025-12-09T20:20:49.073023] [INFO ] [FORECASTER] Starting predict_future for DRLL
[2025-12-09T20:20:49.073821] [DEBUG] [LOCAL     ] No optimal features file found for DRLL: ./output/feature-sets/DRLL.txt
[2025-12-09T20:20:49.074063] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:49.074094] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:49.074120] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:49.074176] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:49.133041] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:49.133912] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:49.133996] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:49.134028] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:49.262033] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:49.262184] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:49.262242] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:49.262272] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:49.266254] [DEBUG] [FORECASTER] DRLL: Forecast T+1@11:T+2@11: UP (p=62.79%)
[2025-12-09T20:20:49.266540] [INFO ] [FORECASTER] Completed predict_future for DRLL
[2025-12-09T20:20:49.266684] [INFO ] [sig       ] DRLL: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:20:49.423586] [INFO ] [LOCAL     ] Saved forecast: DRLL	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/DRLL.txt
[2025-12-09T20:20:49.423760] [INFO ] [sig       ] [1004/3614] Completed DRLL in 0.4s | 2.91 sym/s | Total: 5.8m | ETA: 15.0m
[2025-12-09T20:20:49.423810] [INFO ] [sig       ] [1005/3614] Forecasting DRMA...
[2025-12-09T20:20:49.423841] [INFO ] [sig       ] Generating forecast for: DRMA
[2025-12-09T20:20:49.423872] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRMA' from 'https://tdm.silogroup.org/data/derivative_storage/DRMA.csv'.
[2025-12-09T20:20:49.437315] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRMA'.
[2025-12-09T20:20:49.437755] [INFO ] [FORECASTER] Starting predict_future for DRMA
[2025-12-09T20:20:49.438604] [DEBUG] [LOCAL     ] No optimal features file found for DRMA: ./output/feature-sets/DRMA.txt
[2025-12-09T20:20:49.438659] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:49.438694] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:49.438721] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:49.438778] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:49.502825] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:49.503723] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:49.503806] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:49.503839] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:49.631236] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:49.631394] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:49.631437] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:49.631469] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:49.635062] [DEBUG] [FORECASTER] DRMA: Forecast T+1@11:T+2@11: UP (p=58.65%)
[2025-12-09T20:20:49.635353] [INFO ] [FORECASTER] Completed predict_future for DRMA
[2025-12-09T20:20:49.635488] [INFO ] [sig       ] DRMA: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:20:49.780356] [INFO ] [LOCAL     ] Saved forecast: DRMA	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/DRMA.txt
[2025-12-09T20:20:49.780486] [INFO ] [sig       ] [1005/3614] Completed DRMA in 0.4s | 2.91 sym/s | Total: 5.8m | ETA: 15.0m
[2025-12-09T20:20:49.780525] [INFO ] [sig       ] [1006/3614] Forecasting DRS...
[2025-12-09T20:20:49.780553] [INFO ] [sig       ] Generating forecast for: DRS
[2025-12-09T20:20:49.780600] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRS' from 'https://tdm.silogroup.org/data/derivative_storage/DRS.csv'.
[2025-12-09T20:20:49.793029] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRS'.
[2025-12-09T20:20:49.793309] [INFO ] [FORECASTER] Starting predict_future for DRS
[2025-12-09T20:20:49.794285] [DEBUG] [LOCAL     ] No optimal features file found for DRS: ./output/feature-sets/DRS.txt
[2025-12-09T20:20:49.794337] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:49.794394] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:49.794421] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:49.794477] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:49.853774] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:49.854692] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:49.854771] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:49.854802] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:49.972560] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:49.972711] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:49.972750] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:49.972777] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:49.976010] [DEBUG] [FORECASTER] DRS: Forecast T+1@11:T+2@11: UP (p=98.86%)
[2025-12-09T20:20:49.976279] [INFO ] [FORECASTER] Completed predict_future for DRS
[2025-12-09T20:20:49.976397] [INFO ] [sig       ] DRS: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:20:50.114632] [INFO ] [LOCAL     ] Saved forecast: DRS	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/DRS.txt
[2025-12-09T20:20:50.114788] [INFO ] [sig       ] [1006/3614] Completed DRS in 0.3s | 2.91 sym/s | Total: 5.8m | ETA: 14.9m
[2025-12-09T20:20:50.114827] [INFO ] [sig       ] [1007/3614] Forecasting DRTS...
[2025-12-09T20:20:50.114857] [INFO ] [sig       ] Generating forecast for: DRTS
[2025-12-09T20:20:50.114887] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRTS' from 'https://tdm.silogroup.org/data/derivative_storage/DRTS.csv'.
[2025-12-09T20:20:50.125659] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRTS'.
[2025-12-09T20:20:50.126015] [INFO ] [FORECASTER] Starting predict_future for DRTS
[2025-12-09T20:20:50.126800] [DEBUG] [LOCAL     ] No optimal features file found for DRTS: ./output/feature-sets/DRTS.txt
[2025-12-09T20:20:50.126853] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:50.126884] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:50.126910] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:50.126965] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:50.182675] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:50.183468] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:50.183547] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:50.183602] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:50.294669] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:50.294813] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:50.294854] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:50.294881] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:50.298182] [DEBUG] [FORECASTER] DRTS: Forecast T+1@11:T+2@11: DOWN (p=0.89%)
[2025-12-09T20:20:50.298445] [INFO ] [FORECASTER] Completed predict_future for DRTS
[2025-12-09T20:20:50.298562] [INFO ] [sig       ] DRTS: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:20:50.435383] [INFO ] [LOCAL     ] Saved forecast: DRTS	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/DRTS.txt
[2025-12-09T20:20:50.435508] [INFO ] [sig       ] [1007/3614] Completed DRTS in 0.3s | 2.91 sym/s | Total: 5.8m | ETA: 14.9m
[2025-12-09T20:20:50.435547] [INFO ] [sig       ] [1008/3614] Forecasting DRUG...
[2025-12-09T20:20:50.435593] [INFO ] [sig       ] Generating forecast for: DRUG
[2025-12-09T20:20:50.435626] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRUG' from 'https://tdm.silogroup.org/data/derivative_storage/DRUG.csv'.
[2025-12-09T20:20:50.447256] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRUG'.
[2025-12-09T20:20:50.447621] [INFO ] [FORECASTER] Starting predict_future for DRUG
[2025-12-09T20:20:50.448398] [DEBUG] [LOCAL     ] No optimal features file found for DRUG: ./output/feature-sets/DRUG.txt
[2025-12-09T20:20:50.448449] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:50.448493] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:50.448520] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:50.448591] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:50.504074] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:50.504757] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:50.504834] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:50.504865] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:50.626170] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:50.626331] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:50.626373] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:50.626402] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:50.630020] [DEBUG] [FORECASTER] DRUG: Forecast T+1@11:T+2@11: DOWN (p=32.83%)
[2025-12-09T20:20:50.630331] [INFO ] [FORECASTER] Completed predict_future for DRUG
[2025-12-09T20:20:50.630465] [INFO ] [sig       ] DRUG: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:20:50.769773] [INFO ] [LOCAL     ] Saved forecast: DRUG	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/DRUG.txt
[2025-12-09T20:20:50.769929] [INFO ] [sig       ] [1008/3614] Completed DRUG in 0.3s | 2.91 sym/s | Total: 5.8m | ETA: 14.9m
[2025-12-09T20:20:50.769969] [INFO ] [sig       ] [1009/3614] Forecasting DRVN...
[2025-12-09T20:20:50.769998] [INFO ] [sig       ] Generating forecast for: DRVN
[2025-12-09T20:20:50.770030] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRVN' from 'https://tdm.silogroup.org/data/derivative_storage/DRVN.csv'.
[2025-12-09T20:20:50.781493] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRVN'.
[2025-12-09T20:20:50.781834] [INFO ] [FORECASTER] Starting predict_future for DRVN
[2025-12-09T20:20:50.782606] [DEBUG] [LOCAL     ] No optimal features file found for DRVN: ./output/feature-sets/DRVN.txt
[2025-12-09T20:20:50.782657] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:50.782688] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:50.782714] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:50.782770] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:50.838034] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:50.838832] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:50.838924] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:50.838956] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:50.958556] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:50.958717] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:50.958757] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:50.958820] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:50.962206] [DEBUG] [FORECASTER] DRVN: Forecast T+1@11:T+2@11: DOWN (p=19.23%)
[2025-12-09T20:20:50.962491] [INFO ] [FORECASTER] Completed predict_future for DRVN
[2025-12-09T20:20:50.962635] [INFO ] [sig       ] DRVN: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:20:51.107752] [INFO ] [LOCAL     ] Saved forecast: DRVN	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/DRVN.txt
[2025-12-09T20:20:51.107890] [INFO ] [sig       ] [1009/3614] Completed DRVN in 0.3s | 2.91 sym/s | Total: 5.8m | ETA: 14.9m
[2025-12-09T20:20:51.107929] [INFO ] [sig       ] [1010/3614] Forecasting DSGN...
[2025-12-09T20:20:51.107959] [INFO ] [sig       ] Generating forecast for: DSGN
[2025-12-09T20:20:51.107988] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSGN' from 'https://tdm.silogroup.org/data/derivative_storage/DSGN.csv'.
[2025-12-09T20:20:51.119125] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DSGN'.
[2025-12-09T20:20:51.119457] [INFO ] [FORECASTER] Starting predict_future for DSGN
[2025-12-09T20:20:51.120452] [DEBUG] [LOCAL     ] No optimal features file found for DSGN: ./output/feature-sets/DSGN.txt
[2025-12-09T20:20:51.120503] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:51.120534] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:51.120559] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:51.120640] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:51.177071] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:51.177837] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:51.177916] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:51.177948] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:51.304671] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:51.304814] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:51.304857] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:51.304886] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:51.308614] [DEBUG] [FORECASTER] DSGN: Forecast T+1@11:T+2@11: DOWN (p=45.68%)
[2025-12-09T20:20:51.308878] [INFO ] [FORECASTER] Completed predict_future for DSGN
[2025-12-09T20:20:51.308998] [INFO ] [sig       ] DSGN: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:20:51.457627] [INFO ] [LOCAL     ] Saved forecast: DSGN	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/DSGN.txt
[2025-12-09T20:20:51.457798] [INFO ] [sig       ] [1010/3614] Completed DSGN in 0.3s | 2.91 sym/s | Total: 5.8m | ETA: 14.9m
[2025-12-09T20:20:51.457838] [INFO ] [sig       ] [1011/3614] Forecasting DSGX...
[2025-12-09T20:20:51.457866] [INFO ] [sig       ] Generating forecast for: DSGX
[2025-12-09T20:20:51.457896] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSGX' from 'https://tdm.silogroup.org/data/derivative_storage/DSGX.csv'.
[2025-12-09T20:20:51.471602] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DSGX'.
[2025-12-09T20:20:51.472179] [INFO ] [FORECASTER] Starting predict_future for DSGX
[2025-12-09T20:20:51.472976] [DEBUG] [LOCAL     ] No optimal features file found for DSGX: ./output/feature-sets/DSGX.txt
[2025-12-09T20:20:51.473027] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:51.473058] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:51.473084] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:51.473139] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:51.536877] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:51.537985] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:51.538063] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:51.538095] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:51.661093] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:51.661238] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:51.661278] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:51.661307] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:51.665221] [DEBUG] [FORECASTER] DSGX: Forecast T+1@11:T+2@11: DOWN (p=5.44%)
[2025-12-09T20:20:51.665485] [INFO ] [FORECASTER] Completed predict_future for DSGX
[2025-12-09T20:20:51.665622] [INFO ] [sig       ] DSGX: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:20:51.812359] [INFO ] [LOCAL     ] Saved forecast: DSGX	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/DSGX.txt
[2025-12-09T20:20:51.812497] [INFO ] [sig       ] [1011/3614] Completed DSGX in 0.4s | 2.91 sym/s | Total: 5.8m | ETA: 14.9m
[2025-12-09T20:20:51.812543] [INFO ] [sig       ] [1012/3614] Forecasting DSL...
[2025-12-09T20:20:51.812587] [INFO ] [sig       ] Generating forecast for: DSL
[2025-12-09T20:20:51.812622] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSL' from 'https://tdm.silogroup.org/data/derivative_storage/DSL.csv'.
[2025-12-09T20:20:51.824503] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DSL'.
[2025-12-09T20:20:51.824983] [INFO ] [FORECASTER] Starting predict_future for DSL
[2025-12-09T20:20:51.826082] [DEBUG] [LOCAL     ] No optimal features file found for DSL: ./output/feature-sets/DSL.txt
[2025-12-09T20:20:51.826141] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:51.826177] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:51.826216] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:51.826298] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:51.891760] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:51.892801] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:51.892880] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:51.892913] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:52.020586] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:52.020732] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:52.020772] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:52.020800] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:52.024091] [DEBUG] [FORECASTER] DSL: Forecast T+1@11:T+2@11: UP (p=76.90%)
[2025-12-09T20:20:52.024352] [INFO ] [FORECASTER] Completed predict_future for DSL
[2025-12-09T20:20:52.024470] [INFO ] [sig       ] DSL: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:20:52.165639] [INFO ] [LOCAL     ] Saved forecast: DSL	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/DSL.txt
[2025-12-09T20:20:52.165771] [INFO ] [sig       ] [1012/3614] Completed DSL in 0.4s | 2.91 sym/s | Total: 5.8m | ETA: 14.9m
[2025-12-09T20:20:52.165810] [INFO ] [sig       ] [1013/3614] Forecasting DSM...
[2025-12-09T20:20:52.165839] [INFO ] [sig       ] Generating forecast for: DSM
[2025-12-09T20:20:52.165869] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSM' from 'https://tdm.silogroup.org/data/derivative_storage/DSM.csv'.
[2025-12-09T20:20:52.177744] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DSM'.
[2025-12-09T20:20:52.178238] [INFO ] [FORECASTER] Starting predict_future for DSM
[2025-12-09T20:20:52.179010] [DEBUG] [LOCAL     ] No optimal features file found for DSM: ./output/feature-sets/DSM.txt
[2025-12-09T20:20:52.179239] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:52.179270] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:52.179296] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:52.179355] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:52.238631] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:52.239508] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:52.239628] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:52.239681] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:52.363289] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:52.363421] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:52.363460] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:52.363488] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:52.366749] [DEBUG] [FORECASTER] DSM: Forecast T+1@11:T+2@11: DOWN (p=38.34%)
[2025-12-09T20:20:52.367019] [INFO ] [FORECASTER] Completed predict_future for DSM
[2025-12-09T20:20:52.367154] [INFO ] [sig       ] DSM: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:20:52.511791] [INFO ] [LOCAL     ] Saved forecast: DSM	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/DSM.txt
[2025-12-09T20:20:52.511923] [INFO ] [sig       ] [1013/3614] Completed DSM in 0.3s | 2.91 sym/s | Total: 5.8m | ETA: 14.9m
[2025-12-09T20:20:52.511965] [INFO ] [sig       ] [1014/3614] Forecasting DSP...
[2025-12-09T20:20:52.511994] [INFO ] [sig       ] Generating forecast for: DSP
[2025-12-09T20:20:52.512026] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSP' from 'https://tdm.silogroup.org/data/derivative_storage/DSP.csv'.
[2025-12-09T20:20:52.524140] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DSP'.
[2025-12-09T20:20:52.524412] [INFO ] [FORECASTER] Starting predict_future for DSP
[2025-12-09T20:20:52.525186] [DEBUG] [LOCAL     ] No optimal features file found for DSP: ./output/feature-sets/DSP.txt
[2025-12-09T20:20:52.525236] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:52.525267] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:52.525293] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:52.525352] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:52.590097] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:52.590962] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:52.591044] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:52.591260] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:52.723033] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:52.723181] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:52.723221] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:52.723249] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:52.726588] [DEBUG] [FORECASTER] DSP: Forecast T+1@11:T+2@11: UP (p=99.29%)
[2025-12-09T20:20:52.726856] [INFO ] [FORECASTER] Completed predict_future for DSP
[2025-12-09T20:20:52.726974] [INFO ] [sig       ] DSP: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:20:52.876000] [INFO ] [LOCAL     ] Saved forecast: DSP	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/DSP.txt
[2025-12-09T20:20:52.876128] [INFO ] [sig       ] [1014/3614] Completed DSP in 0.4s | 2.91 sym/s | Total: 5.8m | ETA: 14.9m
[2025-12-09T20:20:52.876165] [INFO ] [sig       ] [1015/3614] Forecasting DSX...
[2025-12-09T20:20:52.876194] [INFO ] [sig       ] Generating forecast for: DSX
[2025-12-09T20:20:52.876222] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSX' from 'https://tdm.silogroup.org/data/derivative_storage/DSX.csv'.
[2025-12-09T20:20:52.888843] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DSX'.
[2025-12-09T20:20:52.889318] [INFO ] [FORECASTER] Starting predict_future for DSX
[2025-12-09T20:20:52.890101] [DEBUG] [LOCAL     ] No optimal features file found for DSX: ./output/feature-sets/DSX.txt
[2025-12-09T20:20:52.890151] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:52.890182] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:52.890207] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:52.890262] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:52.948257] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:52.948924] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:52.949000] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:52.949193] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:53.073061] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:53.073395] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:53.073434] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:53.073477] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:53.077169] [DEBUG] [FORECASTER] DSX: Forecast T+1@11:T+2@11: DOWN (p=0.70%)
[2025-12-09T20:20:53.077441] [INFO ] [FORECASTER] Completed predict_future for DSX
[2025-12-09T20:20:53.077603] [INFO ] [sig       ] DSX: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:20:53.218786] [INFO ] [LOCAL     ] Saved forecast: DSX	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/DSX.txt
[2025-12-09T20:20:53.218937] [INFO ] [sig       ] [1015/3614] Completed DSX in 0.3s | 2.91 sym/s | Total: 5.8m | ETA: 14.9m
[2025-12-09T20:20:53.218978] [INFO ] [sig       ] [1016/3614] Forecasting DTB...
[2025-12-09T20:20:53.219198] [INFO ] [sig       ] Generating forecast for: DTB
[2025-12-09T20:20:53.219228] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTB' from 'https://tdm.silogroup.org/data/derivative_storage/DTB.csv'.
[2025-12-09T20:20:53.230777] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DTB'.
[2025-12-09T20:20:53.231277] [INFO ] [FORECASTER] Starting predict_future for DTB
[2025-12-09T20:20:53.232310] [DEBUG] [LOCAL     ] No optimal features file found for DTB: ./output/feature-sets/DTB.txt
[2025-12-09T20:20:53.232361] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:53.232393] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:53.232421] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:53.232477] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:53.291176] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:53.291868] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:53.291972] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:53.292006] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:53.409915] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:53.410063] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:53.410106] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:53.410136] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:53.413530] [DEBUG] [FORECASTER] DTB: Forecast T+1@11:T+2@11: UP (p=59.73%)
[2025-12-09T20:20:53.413834] [INFO ] [FORECASTER] Completed predict_future for DTB
[2025-12-09T20:20:53.413964] [INFO ] [sig       ] DTB: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:20:53.554298] [INFO ] [LOCAL     ] Saved forecast: DTB	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/DTB.txt
[2025-12-09T20:20:53.554441] [INFO ] [sig       ] [1016/3614] Completed DTB in 0.3s | 2.91 sym/s | Total: 5.8m | ETA: 14.9m
[2025-12-09T20:20:53.554480] [INFO ] [sig       ] [1017/3614] Forecasting DTE...
[2025-12-09T20:20:53.554511] [INFO ] [sig       ] Generating forecast for: DTE
[2025-12-09T20:20:53.554540] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTE' from 'https://tdm.silogroup.org/data/derivative_storage/DTE.csv'.
[2025-12-09T20:20:53.566116] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DTE'.
[2025-12-09T20:20:53.566456] [INFO ] [FORECASTER] Starting predict_future for DTE
[2025-12-09T20:20:53.567274] [DEBUG] [LOCAL     ] No optimal features file found for DTE: ./output/feature-sets/DTE.txt
[2025-12-09T20:20:53.567329] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:53.567363] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:53.567391] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:53.567448] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:53.625296] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:53.626183] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:53.626263] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:53.626313] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:53.744719] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:53.744864] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:53.744905] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:53.744933] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:53.748284] [DEBUG] [FORECASTER] DTE: Forecast T+1@11:T+2@11: UP (p=83.70%)
[2025-12-09T20:20:53.748549] [INFO ] [FORECASTER] Completed predict_future for DTE
[2025-12-09T20:20:53.748686] [INFO ] [sig       ] DTE: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:20:53.886542] [INFO ] [LOCAL     ] Saved forecast: DTE	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/DTE.txt
[2025-12-09T20:20:53.886698] [INFO ] [sig       ] [1017/3614] Completed DTE in 0.3s | 2.91 sym/s | Total: 5.8m | ETA: 14.9m
[2025-12-09T20:20:53.886737] [INFO ] [sig       ] [1018/3614] Forecasting DTG...
[2025-12-09T20:20:53.886766] [INFO ] [sig       ] Generating forecast for: DTG
[2025-12-09T20:20:53.886796] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTG' from 'https://tdm.silogroup.org/data/derivative_storage/DTG.csv'.
[2025-12-09T20:20:53.899298] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DTG'.
[2025-12-09T20:20:53.899665] [INFO ] [FORECASTER] Starting predict_future for DTG
[2025-12-09T20:20:53.900434] [DEBUG] [LOCAL     ] No optimal features file found for DTG: ./output/feature-sets/DTG.txt
[2025-12-09T20:20:53.900485] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:53.900516] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:53.900542] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:53.900616] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:53.956087] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:53.956746] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:53.956820] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:53.956851] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:54.073653] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:54.073793] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:54.073832] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:54.073864] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:54.077151] [DEBUG] [FORECASTER] DTG: Forecast T+1@11:T+2@11: UP (p=68.08%)
[2025-12-09T20:20:54.077412] [INFO ] [FORECASTER] Completed predict_future for DTG
[2025-12-09T20:20:54.077550] [INFO ] [sig       ] DTG: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:20:54.217142] [INFO ] [LOCAL     ] Saved forecast: DTG	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/DTG.txt
[2025-12-09T20:20:54.217264] [INFO ] [sig       ] [1018/3614] Completed DTG in 0.3s | 2.91 sym/s | Total: 5.8m | ETA: 14.9m
[2025-12-09T20:20:54.217302] [INFO ] [sig       ] [1019/3614] Forecasting DTIL...
[2025-12-09T20:20:54.217330] [INFO ] [sig       ] Generating forecast for: DTIL
[2025-12-09T20:20:54.217359] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTIL' from 'https://tdm.silogroup.org/data/derivative_storage/DTIL.csv'.
[2025-12-09T20:20:54.228144] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DTIL'.
[2025-12-09T20:20:54.228430] [INFO ] [FORECASTER] Starting predict_future for DTIL
[2025-12-09T20:20:54.229195] [DEBUG] [LOCAL     ] No optimal features file found for DTIL: ./output/feature-sets/DTIL.txt
[2025-12-09T20:20:54.229249] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:54.229280] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:54.229316] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:54.229372] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:54.294981] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:54.295927] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:54.296038] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:54.296071] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:54.411362] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:54.411511] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:54.411551] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:54.411597] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:54.414954] [DEBUG] [FORECASTER] DTIL: Forecast T+1@11:T+2@11: UP (p=68.82%)
[2025-12-09T20:20:54.415229] [INFO ] [FORECASTER] Completed predict_future for DTIL
[2025-12-09T20:20:54.415352] [INFO ] [sig       ] DTIL: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:20:54.559262] [INFO ] [LOCAL     ] Saved forecast: DTIL	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/DTIL.txt
[2025-12-09T20:20:54.559437] [INFO ] [sig       ] [1019/3614] Completed DTIL in 0.3s | 2.91 sym/s | Total: 5.8m | ETA: 14.9m
[2025-12-09T20:20:54.559476] [INFO ] [sig       ] [1020/3614] Forecasting DTM...
[2025-12-09T20:20:54.559506] [INFO ] [sig       ] Generating forecast for: DTM
[2025-12-09T20:20:54.559536] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTM' from 'https://tdm.silogroup.org/data/derivative_storage/DTM.csv'.
[2025-12-09T20:20:54.571976] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DTM'.
[2025-12-09T20:20:54.572467] [INFO ] [FORECASTER] Starting predict_future for DTM
[2025-12-09T20:20:54.573398] [DEBUG] [LOCAL     ] No optimal features file found for DTM: ./output/feature-sets/DTM.txt
[2025-12-09T20:20:54.573449] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:54.573480] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:54.573506] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:54.573561] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:54.632175] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:54.633038] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:54.633117] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:54.633149] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:54.760594] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:54.760745] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:54.760785] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:54.760815] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:54.764675] [DEBUG] [FORECASTER] DTM: Forecast T+1@11:T+2@11: UP (p=54.98%)
[2025-12-09T20:20:54.764955] [INFO ] [FORECASTER] Completed predict_future for DTM
[2025-12-09T20:20:54.765234] [INFO ] [sig       ] DTM: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:20:54.908730] [INFO ] [LOCAL     ] Saved forecast: DTM	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/DTM.txt
[2025-12-09T20:20:54.908883] [INFO ] [sig       ] [1020/3614] Completed DTM in 0.3s | 2.91 sym/s | Total: 5.8m | ETA: 14.9m
[2025-12-09T20:20:54.908922] [INFO ] [sig       ] [1021/3614] Forecasting DTSS...
[2025-12-09T20:20:54.908951] [INFO ] [sig       ] Generating forecast for: DTSS
[2025-12-09T20:20:54.908981] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTSS' from 'https://tdm.silogroup.org/data/derivative_storage/DTSS.csv'.
[2025-12-09T20:20:54.920841] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DTSS'.
[2025-12-09T20:20:54.921191] [INFO ] [FORECASTER] Starting predict_future for DTSS
[2025-12-09T20:20:54.921992] [DEBUG] [LOCAL     ] No optimal features file found for DTSS: ./output/feature-sets/DTSS.txt
[2025-12-09T20:20:54.922044] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:54.922075] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:54.922102] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:54.922157] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:54.980601] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:54.981423] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:54.981505] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:54.981539] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:55.095489] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:55.095654] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:55.095698] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:55.095727] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:55.099405] [DEBUG] [FORECASTER] DTSS: Forecast T+1@11:T+2@11: DOWN (p=25.39%)
[2025-12-09T20:20:55.099712] [INFO ] [FORECASTER] Completed predict_future for DTSS
[2025-12-09T20:20:55.099839] [INFO ] [sig       ] DTSS: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:20:55.243177] [INFO ] [LOCAL     ] Saved forecast: DTSS	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/DTSS.txt
[2025-12-09T20:20:55.243327] [INFO ] [sig       ] [1021/3614] Completed DTSS in 0.3s | 2.91 sym/s | Total: 5.9m | ETA: 14.9m
[2025-12-09T20:20:55.243366] [INFO ] [sig       ] [1022/3614] Forecasting DUK...
[2025-12-09T20:20:55.243395] [INFO ] [sig       ] Generating forecast for: DUK
[2025-12-09T20:20:55.243424] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DUK' from 'https://tdm.silogroup.org/data/derivative_storage/DUK.csv'.
[2025-12-09T20:20:55.255752] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DUK'.
[2025-12-09T20:20:55.256131] [INFO ] [FORECASTER] Starting predict_future for DUK
[2025-12-09T20:20:55.257037] [DEBUG] [LOCAL     ] No optimal features file found for DUK: ./output/feature-sets/DUK.txt
[2025-12-09T20:20:55.257095] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:55.257136] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:55.257164] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:55.257228] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:55.322515] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:55.323429] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:55.323518] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:55.323556] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:55.451802] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:55.451954] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:55.451996] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:55.452033] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:55.455736] [DEBUG] [FORECASTER] DUK: Forecast T+1@11:T+2@11: UP (p=62.85%)
[2025-12-09T20:20:55.456030] [INFO ] [FORECASTER] Completed predict_future for DUK
[2025-12-09T20:20:55.456165] [INFO ] [sig       ] DUK: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:20:55.617222] [INFO ] [LOCAL     ] Saved forecast: DUK	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/DUK.txt
[2025-12-09T20:20:55.617392] [INFO ] [sig       ] [1022/3614] Completed DUK in 0.4s | 2.91 sym/s | Total: 5.9m | ETA: 14.9m
[2025-12-09T20:20:55.617436] [INFO ] [sig       ] [1023/3614] Forecasting DUKB...
[2025-12-09T20:20:55.617485] [INFO ] [sig       ] Generating forecast for: DUKB
[2025-12-09T20:20:55.617528] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DUKB' from 'https://tdm.silogroup.org/data/derivative_storage/DUKB.csv'.
[2025-12-09T20:20:55.629391] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DUKB'.
[2025-12-09T20:20:55.629767] [INFO ] [FORECASTER] Starting predict_future for DUKB
[2025-12-09T20:20:55.630527] [DEBUG] [LOCAL     ] No optimal features file found for DUKB: ./output/feature-sets/DUKB.txt
[2025-12-09T20:20:55.630594] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:55.630652] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:55.630680] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:55.630735] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:55.686336] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:55.687012] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:55.687084] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:55.687116] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:55.805260] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:55.805385] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:55.805423] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:55.805450] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:55.809250] [DEBUG] [FORECASTER] DUKB: Forecast T+1@11:T+2@11: DOWN (p=36.07%)
[2025-12-09T20:20:55.809515] [INFO ] [FORECASTER] Completed predict_future for DUKB
[2025-12-09T20:20:55.809655] [INFO ] [sig       ] DUKB: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:20:55.951067] [INFO ] [LOCAL     ] Saved forecast: DUKB	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/DUKB.txt
[2025-12-09T20:20:55.951179] [INFO ] [sig       ] [1023/3614] Completed DUKB in 0.3s | 2.91 sym/s | Total: 5.9m | ETA: 14.8m
[2025-12-09T20:20:55.951217] [INFO ] [sig       ] [1024/3614] Forecasting DUOL...
[2025-12-09T20:20:55.951245] [INFO ] [sig       ] Generating forecast for: DUOL
[2025-12-09T20:20:55.951274] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DUOL' from 'https://tdm.silogroup.org/data/derivative_storage/DUOL.csv'.
[2025-12-09T20:20:55.962872] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DUOL'.
[2025-12-09T20:20:55.963139] [INFO ] [FORECASTER] Starting predict_future for DUOL
[2025-12-09T20:20:55.963926] [DEBUG] [LOCAL     ] No optimal features file found for DUOL: ./output/feature-sets/DUOL.txt
[2025-12-09T20:20:55.963977] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:55.964010] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:55.964038] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:55.964094] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:56.020655] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:56.021249] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:56.021324] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:56.021356] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:56.139727] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:56.139855] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:56.139895] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:56.139924] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:56.143236] [DEBUG] [FORECASTER] DUOL: Forecast T+1@11:T+2@11: DOWN (p=4.42%)
[2025-12-09T20:20:56.143505] [INFO ] [FORECASTER] Completed predict_future for DUOL
[2025-12-09T20:20:56.143644] [INFO ] [sig       ] DUOL: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:20:56.287654] [INFO ] [LOCAL     ] Saved forecast: DUOL	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/DUOL.txt
[2025-12-09T20:20:56.287774] [INFO ] [sig       ] [1024/3614] Completed DUOL in 0.3s | 2.91 sym/s | Total: 5.9m | ETA: 14.8m
[2025-12-09T20:20:56.287811] [INFO ] [sig       ] [1025/3614] Forecasting DVA...
[2025-12-09T20:20:56.287839] [INFO ] [sig       ] Generating forecast for: DVA
[2025-12-09T20:20:56.287869] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DVA' from 'https://tdm.silogroup.org/data/derivative_storage/DVA.csv'.
[2025-12-09T20:20:56.299781] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DVA'.
[2025-12-09T20:20:56.300235] [INFO ] [FORECASTER] Starting predict_future for DVA
[2025-12-09T20:20:56.301011] [DEBUG] [LOCAL     ] No optimal features file found for DVA: ./output/feature-sets/DVA.txt
[2025-12-09T20:20:56.301061] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:56.301094] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:56.301121] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:56.301176] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:56.356835] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:56.357414] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:56.357503] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:56.357537] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:56.476642] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:56.476765] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:56.476801] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:56.476829] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:56.480058] [DEBUG] [FORECASTER] DVA: Forecast T+1@11:T+2@11: DOWN (p=36.46%)
[2025-12-09T20:20:56.480316] [INFO ] [FORECASTER] Completed predict_future for DVA
[2025-12-09T20:20:56.480431] [INFO ] [sig       ] DVA: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:20:56.616586] [INFO ] [LOCAL     ] Saved forecast: DVA	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/DVA.txt
[2025-12-09T20:20:56.616701] [INFO ] [sig       ] [1025/3614] Completed DVA in 0.3s | 2.91 sym/s | Total: 5.9m | ETA: 14.8m
[2025-12-09T20:20:56.616739] [INFO ] [sig       ] [1026/3614] Forecasting DVAX...
[2025-12-09T20:20:56.616767] [INFO ] [sig       ] Generating forecast for: DVAX
[2025-12-09T20:20:56.616796] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DVAX' from 'https://tdm.silogroup.org/data/derivative_storage/DVAX.csv'.
[2025-12-09T20:20:56.627923] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DVAX'.
[2025-12-09T20:20:56.628182] [INFO ] [FORECASTER] Starting predict_future for DVAX
[2025-12-09T20:20:56.628947] [DEBUG] [LOCAL     ] No optimal features file found for DVAX: ./output/feature-sets/DVAX.txt
[2025-12-09T20:20:56.628996] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:56.629027] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:56.629053] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:56.629108] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:56.684232] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:56.684829] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:56.684901] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:56.684931] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:56.804500] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:56.804640] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:56.804678] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:56.804735] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:56.807975] [DEBUG] [FORECASTER] DVAX: Forecast T+1@11:T+2@11: DOWN (p=47.42%)
[2025-12-09T20:20:56.808232] [INFO ] [FORECASTER] Completed predict_future for DVAX
[2025-12-09T20:20:56.808351] [INFO ] [sig       ] DVAX: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:20:56.945598] [INFO ] [LOCAL     ] Saved forecast: DVAX	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/DVAX.txt
[2025-12-09T20:20:56.945721] [INFO ] [sig       ] [1026/3614] Completed DVAX in 0.3s | 2.91 sym/s | Total: 5.9m | ETA: 14.8m
[2025-12-09T20:20:56.945758] [INFO ] [sig       ] [1027/3614] Forecasting DVN...
[2025-12-09T20:20:56.945787] [INFO ] [sig       ] Generating forecast for: DVN
[2025-12-09T20:20:56.945817] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DVN' from 'https://tdm.silogroup.org/data/derivative_storage/DVN.csv'.
[2025-12-09T20:20:56.956755] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DVN'.
[2025-12-09T20:20:56.957013] [INFO ] [FORECASTER] Starting predict_future for DVN
[2025-12-09T20:20:56.957800] [DEBUG] [LOCAL     ] No optimal features file found for DVN: ./output/feature-sets/DVN.txt
[2025-12-09T20:20:56.957850] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:56.957881] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:56.957906] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:56.957965] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:57.013970] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:57.014555] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:57.014644] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:57.014675] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:57.134508] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:57.134645] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:57.134683] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:57.134711] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:57.137921] [DEBUG] [FORECASTER] DVN: Forecast T+1@11:T+2@11: UP (p=95.19%)
[2025-12-09T20:20:57.138179] [INFO ] [FORECASTER] Completed predict_future for DVN
[2025-12-09T20:20:57.138297] [INFO ] [sig       ] DVN: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:20:57.276067] [INFO ] [LOCAL     ] Saved forecast: DVN	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/DVN.txt
[2025-12-09T20:20:57.276178] [INFO ] [sig       ] [1027/3614] Completed DVN in 0.3s | 2.91 sym/s | Total: 5.9m | ETA: 14.8m
[2025-12-09T20:20:57.276215] [INFO ] [sig       ] [1028/3614] Forecasting DVY...
[2025-12-09T20:20:57.276243] [INFO ] [sig       ] Generating forecast for: DVY
[2025-12-09T20:20:57.276273] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DVY' from 'https://tdm.silogroup.org/data/derivative_storage/DVY.csv'.
[2025-12-09T20:20:57.288780] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DVY'.
[2025-12-09T20:20:57.289059] [INFO ] [FORECASTER] Starting predict_future for DVY
[2025-12-09T20:20:57.289827] [DEBUG] [LOCAL     ] No optimal features file found for DVY: ./output/feature-sets/DVY.txt
[2025-12-09T20:20:57.289876] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:57.289907] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:57.289933] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:57.289988] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:57.346743] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:57.347327] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:57.347401] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:57.347432] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:57.466306] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:57.466445] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:57.466483] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:57.466512] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:57.469735] [DEBUG] [FORECASTER] DVY: Forecast T+1@11:T+2@11: DOWN (p=48.35%)
[2025-12-09T20:20:57.469998] [INFO ] [FORECASTER] Completed predict_future for DVY
[2025-12-09T20:20:57.470115] [INFO ] [sig       ] DVY: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:20:57.609697] [INFO ] [LOCAL     ] Saved forecast: DVY	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/DVY.txt
[2025-12-09T20:20:57.609814] [INFO ] [sig       ] [1028/3614] Completed DVY in 0.3s | 2.91 sym/s | Total: 5.9m | ETA: 14.8m
[2025-12-09T20:20:57.609851] [INFO ] [sig       ] [1029/3614] Forecasting DWAS...
[2025-12-09T20:20:57.609879] [INFO ] [sig       ] Generating forecast for: DWAS
[2025-12-09T20:20:57.609909] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DWAS' from 'https://tdm.silogroup.org/data/derivative_storage/DWAS.csv'.
[2025-12-09T20:20:57.620696] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DWAS'.
[2025-12-09T20:20:57.620955] [INFO ] [FORECASTER] Starting predict_future for DWAS
[2025-12-09T20:20:57.621717] [DEBUG] [LOCAL     ] No optimal features file found for DWAS: ./output/feature-sets/DWAS.txt
[2025-12-09T20:20:57.621767] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:57.621798] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:57.621823] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:57.621877] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:57.677098] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:57.677732] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:57.677806] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:57.677838] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:57.795023] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:57.795155] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:57.795194] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:57.795223] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:57.798460] [DEBUG] [FORECASTER] DWAS: Forecast T+1@11:T+2@11: DOWN (p=14.87%)
[2025-12-09T20:20:57.798743] [INFO ] [FORECASTER] Completed predict_future for DWAS
[2025-12-09T20:20:57.798861] [INFO ] [sig       ] DWAS: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:20:57.935951] [INFO ] [LOCAL     ] Saved forecast: DWAS	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/DWAS.txt
[2025-12-09T20:20:57.936081] [INFO ] [sig       ] [1029/3614] Completed DWAS in 0.3s | 2.91 sym/s | Total: 5.9m | ETA: 14.8m
[2025-12-09T20:20:57.936118] [INFO ] [sig       ] [1030/3614] Forecasting DWSH...
[2025-12-09T20:20:57.936147] [INFO ] [sig       ] Generating forecast for: DWSH
[2025-12-09T20:20:57.936335] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DWSH' from 'https://tdm.silogroup.org/data/derivative_storage/DWSH.csv'.
[2025-12-09T20:20:57.947236] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DWSH'.
[2025-12-09T20:20:57.947556] [INFO ] [FORECASTER] Starting predict_future for DWSH
[2025-12-09T20:20:57.948338] [DEBUG] [LOCAL     ] No optimal features file found for DWSH: ./output/feature-sets/DWSH.txt
[2025-12-09T20:20:57.948388] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:57.948419] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:57.948445] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:57.948500] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:58.004921] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:58.005532] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:58.005621] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:58.005654] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:58.109822] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:58.109942] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:58.109979] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:58.110006] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:58.113184] [DEBUG] [FORECASTER] DWSH: Forecast T+1@11:T+2@11: DOWN (p=14.76%)
[2025-12-09T20:20:58.113442] [INFO ] [FORECASTER] Completed predict_future for DWSH
[2025-12-09T20:20:58.113560] [INFO ] [sig       ] DWSH: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:20:58.256555] [INFO ] [LOCAL     ] Saved forecast: DWSH	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/DWSH.txt
[2025-12-09T20:20:58.256678] [INFO ] [sig       ] [1030/3614] Completed DWSH in 0.3s | 2.91 sym/s | Total: 5.9m | ETA: 14.8m
[2025-12-09T20:20:58.256715] [INFO ] [sig       ] [1031/3614] Forecasting DX...
[2025-12-09T20:20:58.256743] [INFO ] [sig       ] Generating forecast for: DX
[2025-12-09T20:20:58.256771] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DX' from 'https://tdm.silogroup.org/data/derivative_storage/DX.csv'.
[2025-12-09T20:20:58.269948] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DX'.
[2025-12-09T20:20:58.270382] [INFO ] [FORECASTER] Starting predict_future for DX
[2025-12-09T20:20:58.271155] [DEBUG] [LOCAL     ] No optimal features file found for DX: ./output/feature-sets/DX.txt
[2025-12-09T20:20:58.271205] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:58.271235] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:58.271260] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:58.271314] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:58.327929] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:58.328505] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:58.328594] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:58.328628] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:58.448291] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:58.448387] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:58.448422] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:58.448450] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:58.451552] [DEBUG] [FORECASTER] DX: Forecast T+1@11:T+2@11: UP (p=67.30%)
[2025-12-09T20:20:58.451825] [INFO ] [FORECASTER] Completed predict_future for DX
[2025-12-09T20:20:58.451943] [INFO ] [sig       ] DX: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:20:58.589260] [INFO ] [LOCAL     ] Saved forecast: DX	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/DX.txt
[2025-12-09T20:20:58.589367] [INFO ] [sig       ] [1031/3614] Completed DX in 0.3s | 2.91 sym/s | Total: 5.9m | ETA: 14.8m
[2025-12-09T20:20:58.589403] [INFO ] [sig       ] [1032/3614] Forecasting DXC...
[2025-12-09T20:20:58.589431] [INFO ] [sig       ] Generating forecast for: DXC
[2025-12-09T20:20:58.589461] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DXC' from 'https://tdm.silogroup.org/data/derivative_storage/DXC.csv'.
[2025-12-09T20:20:58.600514] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DXC'.
[2025-12-09T20:20:58.600809] [INFO ] [FORECASTER] Starting predict_future for DXC
[2025-12-09T20:20:58.601556] [DEBUG] [LOCAL     ] No optimal features file found for DXC: ./output/feature-sets/DXC.txt
[2025-12-09T20:20:58.601624] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:58.601666] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:58.601693] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:58.601748] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:58.658821] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:58.659391] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:58.659463] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:58.659494] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:58.779287] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:58.779394] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:58.779430] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:58.779458] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:58.782632] [DEBUG] [FORECASTER] DXC: Forecast T+1@11:T+2@11: DOWN (p=31.10%)
[2025-12-09T20:20:58.782892] [INFO ] [FORECASTER] Completed predict_future for DXC
[2025-12-09T20:20:58.783009] [INFO ] [sig       ] DXC: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:20:58.926055] [INFO ] [LOCAL     ] Saved forecast: DXC	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/DXC.txt
[2025-12-09T20:20:58.926169] [INFO ] [sig       ] [1032/3614] Completed DXC in 0.3s | 2.91 sym/s | Total: 5.9m | ETA: 14.8m
[2025-12-09T20:20:58.926206] [INFO ] [sig       ] [1033/3614] Forecasting DXCM...
[2025-12-09T20:20:58.926234] [INFO ] [sig       ] Generating forecast for: DXCM
[2025-12-09T20:20:58.926264] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DXCM' from 'https://tdm.silogroup.org/data/derivative_storage/DXCM.csv'.
[2025-12-09T20:20:58.939541] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DXCM'.
[2025-12-09T20:20:58.939828] [INFO ] [FORECASTER] Starting predict_future for DXCM
[2025-12-09T20:20:58.940600] [DEBUG] [LOCAL     ] No optimal features file found for DXCM: ./output/feature-sets/DXCM.txt
[2025-12-09T20:20:58.940650] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:58.940684] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:58.940710] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:58.940764] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:58.997215] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:58.997845] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:58.997949] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:58.997982] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:59.116974] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:59.117075] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:59.117110] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:59.117137] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:59.120246] [DEBUG] [FORECASTER] DXCM: Forecast T+1@11:T+2@11: DOWN (p=30.75%)
[2025-12-09T20:20:59.120502] [INFO ] [FORECASTER] Completed predict_future for DXCM
[2025-12-09T20:20:59.120636] [INFO ] [sig       ] DXCM: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:20:59.259176] [INFO ] [LOCAL     ] Saved forecast: DXCM	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/DXCM.txt
[2025-12-09T20:20:59.259281] [INFO ] [sig       ] [1033/3614] Completed DXCM in 0.3s | 2.91 sym/s | Total: 5.9m | ETA: 14.8m
[2025-12-09T20:20:59.259318] [INFO ] [sig       ] [1034/3614] Forecasting DXPE...
[2025-12-09T20:20:59.259345] [INFO ] [sig       ] Generating forecast for: DXPE
[2025-12-09T20:20:59.259374] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DXPE' from 'https://tdm.silogroup.org/data/derivative_storage/DXPE.csv'.
[2025-12-09T20:20:59.271002] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DXPE'.
[2025-12-09T20:20:59.271257] [INFO ] [FORECASTER] Starting predict_future for DXPE
[2025-12-09T20:20:59.272020] [DEBUG] [LOCAL     ] No optimal features file found for DXPE: ./output/feature-sets/DXPE.txt
[2025-12-09T20:20:59.272069] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:59.272101] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:59.272127] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:59.272183] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:59.328062] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:59.328648] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:59.328721] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:59.328752] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:59.449216] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:59.449319] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:59.449361] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:59.449390] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:59.452622] [DEBUG] [FORECASTER] DXPE: Forecast T+1@11:T+2@11: DOWN (p=2.53%)
[2025-12-09T20:20:59.452890] [INFO ] [FORECASTER] Completed predict_future for DXPE
[2025-12-09T20:20:59.453006] [INFO ] [sig       ] DXPE: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:20:59.590666] [INFO ] [LOCAL     ] Saved forecast: DXPE	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/DXPE.txt
[2025-12-09T20:20:59.590769] [INFO ] [sig       ] [1034/3614] Completed DXPE in 0.3s | 2.91 sym/s | Total: 5.9m | ETA: 14.8m
[2025-12-09T20:20:59.590807] [INFO ] [sig       ] [1035/3614] Forecasting DY...
[2025-12-09T20:20:59.590834] [INFO ] [sig       ] Generating forecast for: DY
[2025-12-09T20:20:59.590862] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DY' from 'https://tdm.silogroup.org/data/derivative_storage/DY.csv'.
[2025-12-09T20:20:59.603456] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DY'.
[2025-12-09T20:20:59.603749] [INFO ] [FORECASTER] Starting predict_future for DY
[2025-12-09T20:20:59.604713] [DEBUG] [LOCAL     ] No optimal features file found for DY: ./output/feature-sets/DY.txt
[2025-12-09T20:20:59.604762] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:59.604793] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:59.604819] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:59.604873] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:59.661819] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:59.662545] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:59.662635] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:59.662667] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:20:59.781818] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:20:59.781915] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:20:59.781951] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:20:59.781978] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:20:59.785426] [DEBUG] [FORECASTER] DY: Forecast T+1@11:T+2@11: UP (p=69.44%)
[2025-12-09T20:20:59.785702] [INFO ] [FORECASTER] Completed predict_future for DY
[2025-12-09T20:20:59.785818] [INFO ] [sig       ] DY: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:20:59.923854] [INFO ] [LOCAL     ] Saved forecast: DY	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/DY.txt
[2025-12-09T20:20:59.923958] [INFO ] [sig       ] [1035/3614] Completed DY in 0.3s | 2.91 sym/s | Total: 5.9m | ETA: 14.8m
[2025-12-09T20:20:59.924000] [INFO ] [sig       ] [1036/3614] Forecasting DYN...
[2025-12-09T20:20:59.924029] [INFO ] [sig       ] Generating forecast for: DYN
[2025-12-09T20:20:59.924059] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DYN' from 'https://tdm.silogroup.org/data/derivative_storage/DYN.csv'.
[2025-12-09T20:20:59.935011] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DYN'.
[2025-12-09T20:20:59.935270] [INFO ] [FORECASTER] Starting predict_future for DYN
[2025-12-09T20:20:59.936032] [DEBUG] [LOCAL     ] No optimal features file found for DYN: ./output/feature-sets/DYN.txt
[2025-12-09T20:20:59.936081] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:20:59.936113] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:20:59.936139] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:20:59.936193] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:20:59.991063] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:20:59.991640] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:20:59.991713] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:20:59.991744] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:00.111939] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:00.112058] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:00.112106] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:00.112136] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:00.115419] [DEBUG] [FORECASTER] DYN: Forecast T+1@11:T+2@11: UP (p=54.52%)
[2025-12-09T20:21:00.115704] [INFO ] [FORECASTER] Completed predict_future for DYN
[2025-12-09T20:21:00.115821] [INFO ] [sig       ] DYN: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:21:00.253793] [INFO ] [LOCAL     ] Saved forecast: DYN	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/DYN.txt
[2025-12-09T20:21:00.253930] [INFO ] [sig       ] [1036/3614] Completed DYN in 0.3s | 2.91 sym/s | Total: 5.9m | ETA: 14.8m
[2025-12-09T20:21:00.253970] [INFO ] [sig       ] [1037/3614] Forecasting E...
[2025-12-09T20:21:00.253998] [INFO ] [sig       ] Generating forecast for: E
[2025-12-09T20:21:00.254028] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'E' from 'https://tdm.silogroup.org/data/derivative_storage/E.csv'.
[2025-12-09T20:21:00.264952] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'E'.
[2025-12-09T20:21:00.265217] [INFO ] [FORECASTER] Starting predict_future for E
[2025-12-09T20:21:00.265982] [DEBUG] [LOCAL     ] No optimal features file found for E: ./output/feature-sets/E.txt
[2025-12-09T20:21:00.266032] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:00.266064] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:00.266090] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:00.266145] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:00.321361] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:00.321952] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:00.322036] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:00.322069] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:00.440045] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:00.440152] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:00.440188] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:00.440216] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:00.443338] [DEBUG] [FORECASTER] E: Forecast T+1@11:T+2@11: UP (p=56.78%)
[2025-12-09T20:21:00.443624] [INFO ] [FORECASTER] Completed predict_future for E
[2025-12-09T20:21:00.443749] [INFO ] [sig       ] E: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:21:00.583536] [INFO ] [LOCAL     ] Saved forecast: E	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/E.txt
[2025-12-09T20:21:00.583691] [INFO ] [sig       ] [1037/3614] Completed E in 0.3s | 2.91 sym/s | Total: 5.9m | ETA: 14.8m
[2025-12-09T20:21:00.583730] [INFO ] [sig       ] [1038/3614] Forecasting EA...
[2025-12-09T20:21:00.583760] [INFO ] [sig       ] Generating forecast for: EA
[2025-12-09T20:21:00.583791] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EA' from 'https://tdm.silogroup.org/data/derivative_storage/EA.csv'.
[2025-12-09T20:21:00.595033] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EA'.
[2025-12-09T20:21:00.595329] [INFO ] [FORECASTER] Starting predict_future for EA
[2025-12-09T20:21:00.596104] [DEBUG] [LOCAL     ] No optimal features file found for EA: ./output/feature-sets/EA.txt
[2025-12-09T20:21:00.596154] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:00.596184] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:00.596211] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:00.596265] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:00.656327] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:00.657160] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:00.657237] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:00.657269] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:00.781639] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:00.781744] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:00.781782] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:00.781810] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:00.785079] [DEBUG] [FORECASTER] EA: Forecast T+1@11:T+2@11: UP (p=93.53%)
[2025-12-09T20:21:00.785344] [INFO ] [FORECASTER] Completed predict_future for EA
[2025-12-09T20:21:00.785463] [INFO ] [sig       ] EA: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:21:00.924439] [INFO ] [LOCAL     ] Saved forecast: EA	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/EA.txt
[2025-12-09T20:21:00.924595] [INFO ] [sig       ] [1038/3614] Completed EA in 0.3s | 2.91 sym/s | Total: 5.9m | ETA: 14.8m
[2025-12-09T20:21:00.924636] [INFO ] [sig       ] [1039/3614] Forecasting EAF...
[2025-12-09T20:21:00.924665] [INFO ] [sig       ] Generating forecast for: EAF
[2025-12-09T20:21:00.924694] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EAF' from 'https://tdm.silogroup.org/data/derivative_storage/EAF.csv'.
[2025-12-09T20:21:00.935765] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EAF'.
[2025-12-09T20:21:00.936054] [INFO ] [FORECASTER] Starting predict_future for EAF
[2025-12-09T20:21:00.936843] [DEBUG] [LOCAL     ] No optimal features file found for EAF: ./output/feature-sets/EAF.txt
[2025-12-09T20:21:00.936894] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:00.936925] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:00.936950] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:00.937005] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:00.992660] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:00.993390] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:00.993467] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:00.993499] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:01.111125] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:01.111233] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:01.111274] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:01.111314] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:01.114596] [DEBUG] [FORECASTER] EAF: Forecast T+1@11:T+2@11: UP (p=82.07%)
[2025-12-09T20:21:01.114857] [INFO ] [FORECASTER] Completed predict_future for EAF
[2025-12-09T20:21:01.114974] [INFO ] [sig       ] EAF: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:21:01.256651] [INFO ] [LOCAL     ] Saved forecast: EAF	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/EAF.txt
[2025-12-09T20:21:01.256822] [INFO ] [sig       ] [1039/3614] Completed EAF in 0.3s | 2.91 sym/s | Total: 6.0m | ETA: 14.7m
[2025-12-09T20:21:01.256862] [INFO ] [sig       ] [1040/3614] Forecasting EAI...
[2025-12-09T20:21:01.256890] [INFO ] [sig       ] Generating forecast for: EAI
[2025-12-09T20:21:01.256920] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EAI' from 'https://tdm.silogroup.org/data/derivative_storage/EAI.csv'.
[2025-12-09T20:21:01.268016] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EAI'.
[2025-12-09T20:21:01.268396] [INFO ] [FORECASTER] Starting predict_future for EAI
[2025-12-09T20:21:01.269190] [DEBUG] [LOCAL     ] No optimal features file found for EAI: ./output/feature-sets/EAI.txt
[2025-12-09T20:21:01.269241] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:01.269302] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:01.269330] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:01.269386] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:01.325857] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:01.326698] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:01.326778] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:01.326809] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:01.439222] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:01.439342] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:01.439380] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:01.439408] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:01.442682] [DEBUG] [FORECASTER] EAI: Forecast T+1@11:T+2@11: UP (p=90.97%)
[2025-12-09T20:21:01.442942] [INFO ] [FORECASTER] Completed predict_future for EAI
[2025-12-09T20:21:01.443061] [INFO ] [sig       ] EAI: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:21:01.580792] [INFO ] [LOCAL     ] Saved forecast: EAI	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/EAI.txt
[2025-12-09T20:21:01.580900] [INFO ] [sig       ] [1040/3614] Completed EAI in 0.3s | 2.91 sym/s | Total: 6.0m | ETA: 14.7m
[2025-12-09T20:21:01.580937] [INFO ] [sig       ] [1041/3614] Forecasting EARN...
[2025-12-09T20:21:01.580964] [INFO ] [sig       ] Generating forecast for: EARN
[2025-12-09T20:21:01.580993] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EARN' from 'https://tdm.silogroup.org/data/derivative_storage/EARN.csv'.
[2025-12-09T20:21:01.591950] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EARN'.
[2025-12-09T20:21:01.592497] [INFO ] [FORECASTER] Starting predict_future for EARN
[2025-12-09T20:21:01.593307] [DEBUG] [LOCAL     ] No optimal features file found for EARN: ./output/feature-sets/EARN.txt
[2025-12-09T20:21:01.593357] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:01.593387] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:01.593412] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:01.593466] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:01.648937] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:01.649551] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:01.649642] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:01.649689] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:01.768635] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:01.768757] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:01.768795] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:01.768823] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:01.772068] [DEBUG] [FORECASTER] EARN: Forecast T+1@11:T+2@11: DOWN (p=4.15%)
[2025-12-09T20:21:01.772328] [INFO ] [FORECASTER] Completed predict_future for EARN
[2025-12-09T20:21:01.772447] [INFO ] [sig       ] EARN: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:21:01.922602] [INFO ] [LOCAL     ] Saved forecast: EARN	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/EARN.txt
[2025-12-09T20:21:01.922763] [INFO ] [sig       ] [1041/3614] Completed EARN in 0.3s | 2.91 sym/s | Total: 6.0m | ETA: 14.7m
[2025-12-09T20:21:01.922803] [INFO ] [sig       ] [1042/3614] Forecasting EB...
[2025-12-09T20:21:01.922830] [INFO ] [sig       ] Generating forecast for: EB
[2025-12-09T20:21:01.922860] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EB' from 'https://tdm.silogroup.org/data/derivative_storage/EB.csv'.
[2025-12-09T20:21:01.934858] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EB'.
[2025-12-09T20:21:01.935151] [INFO ] [FORECASTER] Starting predict_future for EB
[2025-12-09T20:21:01.935974] [DEBUG] [LOCAL     ] No optimal features file found for EB: ./output/feature-sets/EB.txt
[2025-12-09T20:21:01.936024] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:01.936056] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:01.936081] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:01.936136] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:01.992986] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:01.993894] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:01.993987] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:01.994020] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:02.117333] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:02.117511] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:02.117555] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:02.117601] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:02.121359] [DEBUG] [FORECASTER] EB: Forecast T+1@11:T+2@11: DOWN (p=6.52%)
[2025-12-09T20:21:02.121706] [INFO ] [FORECASTER] Completed predict_future for EB
[2025-12-09T20:21:02.121859] [INFO ] [sig       ] EB: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:21:02.267062] [INFO ] [LOCAL     ] Saved forecast: EB	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/EB.txt
[2025-12-09T20:21:02.267196] [INFO ] [sig       ] [1042/3614] Completed EB in 0.3s | 2.91 sym/s | Total: 6.0m | ETA: 14.7m
[2025-12-09T20:21:02.267234] [INFO ] [sig       ] [1043/3614] Forecasting EBAY...
[2025-12-09T20:21:02.267262] [INFO ] [sig       ] Generating forecast for: EBAY
[2025-12-09T20:21:02.267294] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EBAY' from 'https://tdm.silogroup.org/data/derivative_storage/EBAY.csv'.
[2025-12-09T20:21:02.279082] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EBAY'.
[2025-12-09T20:21:02.279407] [INFO ] [FORECASTER] Starting predict_future for EBAY
[2025-12-09T20:21:02.280252] [DEBUG] [LOCAL     ] No optimal features file found for EBAY: ./output/feature-sets/EBAY.txt
[2025-12-09T20:21:02.280500] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:02.280533] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:02.280561] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:02.280666] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:02.337508] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:02.338259] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:02.338339] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:02.338370] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:02.459790] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:02.459942] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:02.459983] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:02.460049] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:02.464510] [DEBUG] [FORECASTER] EBAY: Forecast T+1@11:T+2@11: UP (p=84.41%)
[2025-12-09T20:21:02.464827] [INFO ] [FORECASTER] Completed predict_future for EBAY
[2025-12-09T20:21:02.464960] [INFO ] [sig       ] EBAY: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:21:02.604002] [INFO ] [LOCAL     ] Saved forecast: EBAY	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/EBAY.txt
[2025-12-09T20:21:02.604139] [INFO ] [sig       ] [1043/3614] Completed EBAY in 0.3s | 2.91 sym/s | Total: 6.0m | ETA: 14.7m
[2025-12-09T20:21:02.604178] [INFO ] [sig       ] [1044/3614] Forecasting EBC...
[2025-12-09T20:21:02.604206] [INFO ] [sig       ] Generating forecast for: EBC
[2025-12-09T20:21:02.604237] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EBC' from 'https://tdm.silogroup.org/data/derivative_storage/EBC.csv'.
[2025-12-09T20:21:02.615840] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EBC'.
[2025-12-09T20:21:02.616148] [INFO ] [FORECASTER] Starting predict_future for EBC
[2025-12-09T20:21:02.616914] [DEBUG] [LOCAL     ] No optimal features file found for EBC: ./output/feature-sets/EBC.txt
[2025-12-09T20:21:02.616964] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:02.616995] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:02.617021] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:02.617087] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:02.672729] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:02.673465] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:02.673540] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:02.673590] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:02.793838] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:02.793989] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:02.794032] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:02.794061] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:02.798224] [DEBUG] [FORECASTER] EBC: Forecast T+1@11:T+2@11: UP (p=91.26%)
[2025-12-09T20:21:02.798495] [INFO ] [FORECASTER] Completed predict_future for EBC
[2025-12-09T20:21:02.798635] [INFO ] [sig       ] EBC: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:21:02.946157] [INFO ] [LOCAL     ] Saved forecast: EBC	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/EBC.txt
[2025-12-09T20:21:02.946285] [INFO ] [sig       ] [1044/3614] Completed EBC in 0.3s | 2.91 sym/s | Total: 6.0m | ETA: 14.7m
[2025-12-09T20:21:02.946323] [INFO ] [sig       ] [1045/3614] Forecasting EBF...
[2025-12-09T20:21:02.946353] [INFO ] [sig       ] Generating forecast for: EBF
[2025-12-09T20:21:02.946382] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EBF' from 'https://tdm.silogroup.org/data/derivative_storage/EBF.csv'.
[2025-12-09T20:21:02.958653] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EBF'.
[2025-12-09T20:21:02.959009] [INFO ] [FORECASTER] Starting predict_future for EBF
[2025-12-09T20:21:02.959856] [DEBUG] [LOCAL     ] No optimal features file found for EBF: ./output/feature-sets/EBF.txt
[2025-12-09T20:21:02.959920] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:02.959954] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:02.959982] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:02.960039] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:03.023482] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:03.024414] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:03.024494] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:03.024527] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:03.144784] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:03.144927] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:03.144966] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:03.144995] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:03.148374] [DEBUG] [FORECASTER] EBF: Forecast T+1@11:T+2@11: UP (p=99.17%)
[2025-12-09T20:21:03.148669] [INFO ] [FORECASTER] Completed predict_future for EBF
[2025-12-09T20:21:03.148800] [INFO ] [sig       ] EBF: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:21:03.287110] [INFO ] [LOCAL     ] Saved forecast: EBF	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/EBF.txt
[2025-12-09T20:21:03.287238] [INFO ] [sig       ] [1045/3614] Completed EBF in 0.3s | 2.91 sym/s | Total: 6.0m | ETA: 14.7m
[2025-12-09T20:21:03.287275] [INFO ] [sig       ] [1046/3614] Forecasting EBON...
[2025-12-09T20:21:03.287304] [INFO ] [sig       ] Generating forecast for: EBON
[2025-12-09T20:21:03.287333] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EBON' from 'https://tdm.silogroup.org/data/derivative_storage/EBON.csv'.
[2025-12-09T20:21:03.297794] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EBON'.
[2025-12-09T20:21:03.298101] [INFO ] [FORECASTER] Starting predict_future for EBON
[2025-12-09T20:21:03.298885] [DEBUG] [LOCAL     ] No optimal features file found for EBON: ./output/feature-sets/EBON.txt
[2025-12-09T20:21:03.298935] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:03.298965] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:03.298991] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:03.299045] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:03.354720] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:03.355387] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:03.355464] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:03.355497] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:03.455809] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:03.455949] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:03.455990] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:03.456019] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:03.459416] [DEBUG] [FORECASTER] EBON: Forecast T+1@11:T+2@11: UP (p=80.94%)
[2025-12-09T20:21:03.459705] [INFO ] [FORECASTER] Completed predict_future for EBON
[2025-12-09T20:21:03.459829] [INFO ] [sig       ] EBON: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:21:03.602026] [INFO ] [LOCAL     ] Saved forecast: EBON	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/EBON.txt
[2025-12-09T20:21:03.602174] [INFO ] [sig       ] [1046/3614] Completed EBON in 0.3s | 2.91 sym/s | Total: 6.0m | ETA: 14.7m
[2025-12-09T20:21:03.602213] [INFO ] [sig       ] [1047/3614] Forecasting EBS...
[2025-12-09T20:21:03.602241] [INFO ] [sig       ] Generating forecast for: EBS
[2025-12-09T20:21:03.602271] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EBS' from 'https://tdm.silogroup.org/data/derivative_storage/EBS.csv'.
[2025-12-09T20:21:03.614000] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EBS'.
[2025-12-09T20:21:03.614298] [INFO ] [FORECASTER] Starting predict_future for EBS
[2025-12-09T20:21:03.615113] [DEBUG] [LOCAL     ] No optimal features file found for EBS: ./output/feature-sets/EBS.txt
[2025-12-09T20:21:03.615166] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:03.615198] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:03.615226] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:03.615281] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:03.674897] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:03.675772] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:03.675855] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:03.675888] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:03.807186] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:03.807344] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:03.807386] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:03.807414] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:03.810972] [DEBUG] [FORECASTER] EBS: Forecast T+1@11:T+2@11: DOWN (p=35.08%)
[2025-12-09T20:21:03.811276] [INFO ] [FORECASTER] Completed predict_future for EBS
[2025-12-09T20:21:03.811424] [INFO ] [sig       ] EBS: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:21:03.995559] [INFO ] [LOCAL     ] Saved forecast: EBS	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/EBS.txt
[2025-12-09T20:21:03.995710] [INFO ] [sig       ] [1047/3614] Completed EBS in 0.4s | 2.91 sym/s | Total: 6.0m | ETA: 14.7m
[2025-12-09T20:21:03.995748] [INFO ] [sig       ] [1048/3614] Forecasting EC...
[2025-12-09T20:21:03.995777] [INFO ] [sig       ] Generating forecast for: EC
[2025-12-09T20:21:03.995806] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EC' from 'https://tdm.silogroup.org/data/derivative_storage/EC.csv'.
[2025-12-09T20:21:04.006989] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EC'.
[2025-12-09T20:21:04.007260] [INFO ] [FORECASTER] Starting predict_future for EC
[2025-12-09T20:21:04.008066] [DEBUG] [LOCAL     ] No optimal features file found for EC: ./output/feature-sets/EC.txt
[2025-12-09T20:21:04.008118] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:04.008151] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:04.008176] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:04.008230] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:04.065731] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:04.066393] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:04.066473] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:04.066507] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:04.189719] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:04.189849] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:04.189888] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:04.189917] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:04.193148] [DEBUG] [FORECASTER] EC: Forecast T+1@11:T+2@11: DOWN (p=25.33%)
[2025-12-09T20:21:04.193412] [INFO ] [FORECASTER] Completed predict_future for EC
[2025-12-09T20:21:04.193530] [INFO ] [sig       ] EC: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:21:04.333138] [INFO ] [LOCAL     ] Saved forecast: EC	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/EC.txt
[2025-12-09T20:21:04.333269] [INFO ] [sig       ] [1048/3614] Completed EC in 0.3s | 2.91 sym/s | Total: 6.0m | ETA: 14.7m
[2025-12-09T20:21:04.333313] [INFO ] [sig       ] [1049/3614] Forecasting ECC...
[2025-12-09T20:21:04.333342] [INFO ] [sig       ] Generating forecast for: ECC
[2025-12-09T20:21:04.333371] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ECC' from 'https://tdm.silogroup.org/data/derivative_storage/ECC.csv'.
[2025-12-09T20:21:04.345351] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ECC'.
[2025-12-09T20:21:04.345629] [INFO ] [FORECASTER] Starting predict_future for ECC
[2025-12-09T20:21:04.346381] [DEBUG] [LOCAL     ] No optimal features file found for ECC: ./output/feature-sets/ECC.txt
[2025-12-09T20:21:04.346432] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:04.346462] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:04.346489] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:04.346548] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:04.404803] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:04.405460] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:04.405538] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:04.405589] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:04.528053] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:04.528202] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:04.528243] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:04.528276] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:04.531758] [DEBUG] [FORECASTER] ECC: Forecast T+1@11:T+2@11: DOWN (p=44.36%)
[2025-12-09T20:21:04.532034] [INFO ] [FORECASTER] Completed predict_future for ECC
[2025-12-09T20:21:04.532160] [INFO ] [sig       ] ECC: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:21:04.679490] [INFO ] [LOCAL     ] Saved forecast: ECC	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/ECC.txt
[2025-12-09T20:21:04.679648] [INFO ] [sig       ] [1049/3614] Completed ECC in 0.3s | 2.91 sym/s | Total: 6.0m | ETA: 14.7m
[2025-12-09T20:21:04.679689] [INFO ] [sig       ] [1050/3614] Forecasting ECL...
[2025-12-09T20:21:04.679718] [INFO ] [sig       ] Generating forecast for: ECL
[2025-12-09T20:21:04.679748] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ECL' from 'https://tdm.silogroup.org/data/derivative_storage/ECL.csv'.
[2025-12-09T20:21:04.692765] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ECL'.
[2025-12-09T20:21:04.693159] [INFO ] [FORECASTER] Starting predict_future for ECL
[2025-12-09T20:21:04.693978] [DEBUG] [LOCAL     ] No optimal features file found for ECL: ./output/feature-sets/ECL.txt
[2025-12-09T20:21:04.694030] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:04.694061] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:04.694088] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:04.694148] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:04.752257] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:04.753208] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:04.753302] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:04.753373] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:04.875966] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:04.876124] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:04.876164] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:04.876193] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:04.879615] [DEBUG] [FORECASTER] ECL: Forecast T+1@11:T+2@11: UP (p=91.43%)
[2025-12-09T20:21:04.879928] [INFO ] [FORECASTER] Completed predict_future for ECL
[2025-12-09T20:21:04.880061] [INFO ] [sig       ] ECL: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:21:05.026881] [INFO ] [LOCAL     ] Saved forecast: ECL	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/ECL.txt
[2025-12-09T20:21:05.027044] [INFO ] [sig       ] [1050/3614] Completed ECL in 0.3s | 2.91 sym/s | Total: 6.0m | ETA: 14.7m
[2025-12-09T20:21:05.027085] [INFO ] [sig       ] [1051/3614] Forecasting ECPG...
[2025-12-09T20:21:05.027117] [INFO ] [sig       ] Generating forecast for: ECPG
[2025-12-09T20:21:05.027149] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ECPG' from 'https://tdm.silogroup.org/data/derivative_storage/ECPG.csv'.
[2025-12-09T20:21:05.045409] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ECPG'.
[2025-12-09T20:21:05.045786] [INFO ] [FORECASTER] Starting predict_future for ECPG
[2025-12-09T20:21:05.046542] [DEBUG] [LOCAL     ] No optimal features file found for ECPG: ./output/feature-sets/ECPG.txt
[2025-12-09T20:21:05.046610] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:05.046643] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:05.046669] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:05.046724] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:05.104081] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:05.104966] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:05.105051] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:05.105085] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:05.223979] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:05.224131] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:05.224175] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:05.224204] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:05.227633] [DEBUG] [FORECASTER] ECPG: Forecast T+1@11:T+2@11: DOWN (p=30.85%)
[2025-12-09T20:21:05.227921] [INFO ] [FORECASTER] Completed predict_future for ECPG
[2025-12-09T20:21:05.228045] [INFO ] [sig       ] ECPG: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:21:05.373823] [INFO ] [LOCAL     ] Saved forecast: ECPG	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/ECPG.txt
[2025-12-09T20:21:05.373956] [INFO ] [sig       ] [1051/3614] Completed ECPG in 0.3s | 2.91 sym/s | Total: 6.0m | ETA: 14.7m
[2025-12-09T20:21:05.373996] [INFO ] [sig       ] [1052/3614] Forecasting ECX...
[2025-12-09T20:21:05.374025] [INFO ] [sig       ] Generating forecast for: ECX
[2025-12-09T20:21:05.374056] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ECX' from 'https://tdm.silogroup.org/data/derivative_storage/ECX.csv'.
[2025-12-09T20:21:05.390086] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ECX'.
[2025-12-09T20:21:05.390662] [INFO ] [FORECASTER] Starting predict_future for ECX
[2025-12-09T20:21:05.391460] [DEBUG] [LOCAL     ] No optimal features file found for ECX: ./output/feature-sets/ECX.txt
[2025-12-09T20:21:05.391512] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:05.391544] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:05.391605] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:05.391686] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:05.450250] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:05.451079] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:05.451166] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:05.451201] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:05.574191] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:05.574340] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:05.574400] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:05.574430] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:05.577975] [DEBUG] [FORECASTER] ECX: Forecast T+1@11:T+2@11: DOWN (p=31.02%)
[2025-12-09T20:21:05.578314] [INFO ] [FORECASTER] Completed predict_future for ECX
[2025-12-09T20:21:05.578470] [INFO ] [sig       ] ECX: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:21:05.720825] [INFO ] [LOCAL     ] Saved forecast: ECX	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/ECX.txt
[2025-12-09T20:21:05.720978] [INFO ] [sig       ] [1052/3614] Completed ECX in 0.3s | 2.91 sym/s | Total: 6.0m | ETA: 14.7m
[2025-12-09T20:21:05.721018] [INFO ] [sig       ] [1053/3614] Forecasting ED...
[2025-12-09T20:21:05.721047] [INFO ] [sig       ] Generating forecast for: ED
[2025-12-09T20:21:05.721076] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ED' from 'https://tdm.silogroup.org/data/derivative_storage/ED.csv'.
[2025-12-09T20:21:05.737567] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ED'.
[2025-12-09T20:21:05.737914] [INFO ] [FORECASTER] Starting predict_future for ED
[2025-12-09T20:21:05.738888] [DEBUG] [LOCAL     ] No optimal features file found for ED: ./output/feature-sets/ED.txt
[2025-12-09T20:21:05.738941] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:05.738973] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:05.739002] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:05.739061] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:05.795370] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:05.796179] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:05.796262] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:05.796296] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:05.937679] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:05.937852] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:05.937909] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:05.937949] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:05.942860] [DEBUG] [FORECASTER] ED: Forecast T+1@11:T+2@11: UP (p=99.61%)
[2025-12-09T20:21:05.943250] [INFO ] [FORECASTER] Completed predict_future for ED
[2025-12-09T20:21:05.943426] [INFO ] [sig       ] ED: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:21:06.084718] [INFO ] [LOCAL     ] Saved forecast: ED	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/ED.txt
[2025-12-09T20:21:06.084868] [INFO ] [sig       ] [1053/3614] Completed ED in 0.4s | 2.91 sym/s | Total: 6.0m | ETA: 14.7m
[2025-12-09T20:21:06.084907] [INFO ] [sig       ] [1054/3614] Forecasting EDAP...
[2025-12-09T20:21:06.084936] [INFO ] [sig       ] Generating forecast for: EDAP
[2025-12-09T20:21:06.084966] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EDAP' from 'https://tdm.silogroup.org/data/derivative_storage/EDAP.csv'.
[2025-12-09T20:21:06.096248] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EDAP'.
[2025-12-09T20:21:06.096620] [INFO ] [FORECASTER] Starting predict_future for EDAP
[2025-12-09T20:21:06.097404] [DEBUG] [LOCAL     ] No optimal features file found for EDAP: ./output/feature-sets/EDAP.txt
[2025-12-09T20:21:06.097456] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:06.097513] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:06.097545] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:06.097616] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:06.158316] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:06.159213] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:06.159303] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:06.159338] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:06.274894] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:06.275041] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:06.275080] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:06.275108] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:06.278410] [DEBUG] [FORECASTER] EDAP: Forecast T+1@11:T+2@11: UP (p=83.65%)
[2025-12-09T20:21:06.278692] [INFO ] [FORECASTER] Completed predict_future for EDAP
[2025-12-09T20:21:06.278812] [INFO ] [sig       ] EDAP: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:21:06.421141] [INFO ] [LOCAL     ] Saved forecast: EDAP	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/EDAP.txt
[2025-12-09T20:21:06.421471] [INFO ] [sig       ] [1054/3614] Completed EDAP in 0.3s | 2.91 sym/s | Total: 6.0m | ETA: 14.7m
[2025-12-09T20:21:06.421511] [INFO ] [sig       ] [1055/3614] Forecasting EDBL...
[2025-12-09T20:21:06.421540] [INFO ] [sig       ] Generating forecast for: EDBL
[2025-12-09T20:21:06.421587] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EDBL' from 'https://tdm.silogroup.org/data/derivative_storage/EDBL.csv'.
[2025-12-09T20:21:06.443279] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EDBL'.
[2025-12-09T20:21:06.443617] [INFO ] [FORECASTER] Starting predict_future for EDBL
[2025-12-09T20:21:06.444609] [DEBUG] [LOCAL     ] No optimal features file found for EDBL: ./output/feature-sets/EDBL.txt
[2025-12-09T20:21:06.444662] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:06.444695] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:06.444724] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:06.444781] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:06.501093] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:06.501838] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:06.501918] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:06.501952] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:06.626177] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:06.626503] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:06.626543] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:06.626587] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:06.630058] [DEBUG] [FORECASTER] EDBL: Forecast T+1@11:T+2@11: DOWN (p=16.53%)
[2025-12-09T20:21:06.630326] [INFO ] [FORECASTER] Completed predict_future for EDBL
[2025-12-09T20:21:06.630445] [INFO ] [sig       ] EDBL: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:21:06.775852] [INFO ] [LOCAL     ] Saved forecast: EDBL	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/EDBL.txt
[2025-12-09T20:21:06.775981] [INFO ] [sig       ] [1055/3614] Completed EDBL in 0.4s | 2.91 sym/s | Total: 6.0m | ETA: 14.7m
[2025-12-09T20:21:06.776020] [INFO ] [sig       ] [1056/3614] Forecasting EDD...
[2025-12-09T20:21:06.776049] [INFO ] [sig       ] Generating forecast for: EDD
[2025-12-09T20:21:06.776077] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EDD' from 'https://tdm.silogroup.org/data/derivative_storage/EDD.csv'.
[2025-12-09T20:21:06.787998] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EDD'.
[2025-12-09T20:21:06.788341] [INFO ] [FORECASTER] Starting predict_future for EDD
[2025-12-09T20:21:06.789120] [DEBUG] [LOCAL     ] No optimal features file found for EDD: ./output/feature-sets/EDD.txt
[2025-12-09T20:21:06.789171] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:06.789214] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:06.789241] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:06.789295] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:06.844095] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:06.844765] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:06.844841] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:06.844872] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:06.962808] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:06.962947] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:06.962987] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:06.963015] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:06.966324] [DEBUG] [FORECASTER] EDD: Forecast T+1@11:T+2@11: DOWN (p=22.03%)
[2025-12-09T20:21:06.966611] [INFO ] [FORECASTER] Completed predict_future for EDD
[2025-12-09T20:21:06.966737] [INFO ] [sig       ] EDD: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:21:07.105647] [INFO ] [LOCAL     ] Saved forecast: EDD	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/EDD.txt
[2025-12-09T20:21:07.105774] [INFO ] [sig       ] [1056/3614] Completed EDD in 0.3s | 2.91 sym/s | Total: 6.0m | ETA: 14.7m
[2025-12-09T20:21:07.105812] [INFO ] [sig       ] [1057/3614] Forecasting EDF...
[2025-12-09T20:21:07.105840] [INFO ] [sig       ] Generating forecast for: EDF
[2025-12-09T20:21:07.105869] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EDF' from 'https://tdm.silogroup.org/data/derivative_storage/EDF.csv'.
[2025-12-09T20:21:07.119027] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EDF'.
[2025-12-09T20:21:07.119320] [INFO ] [FORECASTER] Starting predict_future for EDF
[2025-12-09T20:21:07.120099] [DEBUG] [LOCAL     ] No optimal features file found for EDF: ./output/feature-sets/EDF.txt
[2025-12-09T20:21:07.120152] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:07.120210] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:07.120237] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:07.120293] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:07.176069] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:07.176764] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:07.176838] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:07.176871] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:07.294649] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:07.294803] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:07.294843] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:07.294872] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:07.298217] [DEBUG] [FORECASTER] EDF: Forecast T+1@11:T+2@11: UP (p=51.88%)
[2025-12-09T20:21:07.298490] [INFO ] [FORECASTER] Completed predict_future for EDF
[2025-12-09T20:21:07.298632] [INFO ] [sig       ] EDF: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:21:07.437617] [INFO ] [LOCAL     ] Saved forecast: EDF	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/EDF.txt
[2025-12-09T20:21:07.437746] [INFO ] [sig       ] [1057/3614] Completed EDF in 0.3s | 2.91 sym/s | Total: 6.1m | ETA: 14.6m
[2025-12-09T20:21:07.437784] [INFO ] [sig       ] [1058/3614] Forecasting EDN...
[2025-12-09T20:21:07.437812] [INFO ] [sig       ] Generating forecast for: EDN
[2025-12-09T20:21:07.437841] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EDN' from 'https://tdm.silogroup.org/data/derivative_storage/EDN.csv'.
[2025-12-09T20:21:07.450615] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EDN'.
[2025-12-09T20:21:07.450942] [INFO ] [FORECASTER] Starting predict_future for EDN
[2025-12-09T20:21:07.451721] [DEBUG] [LOCAL     ] No optimal features file found for EDN: ./output/feature-sets/EDN.txt
[2025-12-09T20:21:07.451772] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:07.451803] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:07.451829] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:07.451884] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:07.511005] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:07.511968] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:07.512049] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:07.512083] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:07.630462] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:07.630624] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:07.630666] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:07.630694] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:07.634029] [DEBUG] [FORECASTER] EDN: Forecast T+1@11:T+2@11: UP (p=95.12%)
[2025-12-09T20:21:07.634302] [INFO ] [FORECASTER] Completed predict_future for EDN
[2025-12-09T20:21:07.634422] [INFO ] [sig       ] EDN: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:21:07.771523] [INFO ] [LOCAL     ] Saved forecast: EDN	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/EDN.txt
[2025-12-09T20:21:07.771667] [INFO ] [sig       ] [1058/3614] Completed EDN in 0.3s | 2.91 sym/s | Total: 6.1m | ETA: 14.6m
[2025-12-09T20:21:07.771707] [INFO ] [sig       ] [1059/3614] Forecasting EE...
[2025-12-09T20:21:07.771736] [INFO ] [sig       ] Generating forecast for: EE
[2025-12-09T20:21:07.771766] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EE' from 'https://tdm.silogroup.org/data/derivative_storage/EE.csv'.
[2025-12-09T20:21:07.784259] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EE'.
[2025-12-09T20:21:07.784558] [INFO ] [FORECASTER] Starting predict_future for EE
[2025-12-09T20:21:07.785360] [DEBUG] [LOCAL     ] No optimal features file found for EE: ./output/feature-sets/EE.txt
[2025-12-09T20:21:07.785414] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:07.785448] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:07.785477] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:07.785536] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:07.847887] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:07.848761] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:07.848839] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:07.848874] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:07.967230] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:07.967381] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:07.967422] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:07.967451] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:07.970885] [DEBUG] [FORECASTER] EE: Forecast T+1@11:T+2@11: DOWN (p=21.44%)
[2025-12-09T20:21:07.971156] [INFO ] [FORECASTER] Completed predict_future for EE
[2025-12-09T20:21:07.971288] [INFO ] [sig       ] EE: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:21:08.113014] [INFO ] [LOCAL     ] Saved forecast: EE	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/EE.txt
[2025-12-09T20:21:08.113173] [INFO ] [sig       ] [1059/3614] Completed EE in 0.3s | 2.91 sym/s | Total: 6.1m | ETA: 14.6m
[2025-12-09T20:21:08.113212] [INFO ] [sig       ] [1060/3614] Forecasting EEMA...
[2025-12-09T20:21:08.113248] [INFO ] [sig       ] Generating forecast for: EEMA
[2025-12-09T20:21:08.113279] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EEMA' from 'https://tdm.silogroup.org/data/derivative_storage/EEMA.csv'.
[2025-12-09T20:21:08.124782] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EEMA'.
[2025-12-09T20:21:08.125048] [INFO ] [FORECASTER] Starting predict_future for EEMA
[2025-12-09T20:21:08.125900] [DEBUG] [LOCAL     ] No optimal features file found for EEMA: ./output/feature-sets/EEMA.txt
[2025-12-09T20:21:08.125951] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:08.125982] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:08.126008] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:08.126063] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:08.182212] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:08.182868] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:08.182942] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:08.182974] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:08.300119] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:08.300263] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:08.300302] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:08.300331] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:08.303726] [DEBUG] [FORECASTER] EEMA: Forecast T+1@11:T+2@11: DOWN (p=3.66%)
[2025-12-09T20:21:08.303992] [INFO ] [FORECASTER] Completed predict_future for EEMA
[2025-12-09T20:21:08.304110] [INFO ] [sig       ] EEMA: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:21:08.441515] [INFO ] [LOCAL     ] Saved forecast: EEMA	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/EEMA.txt
[2025-12-09T20:21:08.441669] [INFO ] [sig       ] [1060/3614] Completed EEMA in 0.3s | 2.91 sym/s | Total: 6.1m | ETA: 14.6m
[2025-12-09T20:21:08.441710] [INFO ] [sig       ] [1061/3614] Forecasting EEX...
[2025-12-09T20:21:08.441739] [INFO ] [sig       ] Generating forecast for: EEX
[2025-12-09T20:21:08.441769] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EEX' from 'https://tdm.silogroup.org/data/derivative_storage/EEX.csv'.
[2025-12-09T20:21:08.453041] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EEX'.
[2025-12-09T20:21:08.453341] [INFO ] [FORECASTER] Starting predict_future for EEX
[2025-12-09T20:21:08.454153] [DEBUG] [LOCAL     ] No optimal features file found for EEX: ./output/feature-sets/EEX.txt
[2025-12-09T20:21:08.454211] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:08.454248] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:08.454277] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:08.454337] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:08.512492] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:08.513110] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:08.513185] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:08.513220] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:08.629757] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:08.629893] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:08.629932] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:08.629959] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:08.633208] [DEBUG] [FORECASTER] EEX: Forecast T+1@11:T+2@11: UP (p=67.95%)
[2025-12-09T20:21:08.633471] [INFO ] [FORECASTER] Completed predict_future for EEX
[2025-12-09T20:21:08.633605] [INFO ] [sig       ] EEX: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:21:08.779983] [INFO ] [LOCAL     ] Saved forecast: EEX	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/EEX.txt
[2025-12-09T20:21:08.780109] [INFO ] [sig       ] [1061/3614] Completed EEX in 0.3s | 2.91 sym/s | Total: 6.1m | ETA: 14.6m
[2025-12-09T20:21:08.780154] [INFO ] [sig       ] [1062/3614] Forecasting EFSC...
[2025-12-09T20:21:08.780183] [INFO ] [sig       ] Generating forecast for: EFSC
[2025-12-09T20:21:08.780213] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EFSC' from 'https://tdm.silogroup.org/data/derivative_storage/EFSC.csv'.
[2025-12-09T20:21:08.791867] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EFSC'.
[2025-12-09T20:21:08.792123] [INFO ] [FORECASTER] Starting predict_future for EFSC
[2025-12-09T20:21:08.792895] [DEBUG] [LOCAL     ] No optimal features file found for EFSC: ./output/feature-sets/EFSC.txt
[2025-12-09T20:21:08.792945] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:08.792976] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:08.793002] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:08.793057] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:08.850345] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:08.851162] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:08.851242] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:08.851276] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:08.967998] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:08.968129] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:08.968166] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:08.968194] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:08.971467] [DEBUG] [FORECASTER] EFSC: Forecast T+1@11:T+2@11: DOWN (p=8.65%)
[2025-12-09T20:21:08.971750] [INFO ] [FORECASTER] Completed predict_future for EFSC
[2025-12-09T20:21:08.971868] [INFO ] [sig       ] EFSC: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:21:09.110555] [INFO ] [LOCAL     ] Saved forecast: EFSC	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/EFSC.txt
[2025-12-09T20:21:09.110694] [INFO ] [sig       ] [1062/3614] Completed EFSC in 0.3s | 2.91 sym/s | Total: 6.1m | ETA: 14.6m
[2025-12-09T20:21:09.110733] [INFO ] [sig       ] [1063/3614] Forecasting EFX...
[2025-12-09T20:21:09.110762] [INFO ] [sig       ] Generating forecast for: EFX
[2025-12-09T20:21:09.110791] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EFX' from 'https://tdm.silogroup.org/data/derivative_storage/EFX.csv'.
[2025-12-09T20:21:09.126093] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EFX'.
[2025-12-09T20:21:09.126463] [INFO ] [FORECASTER] Starting predict_future for EFX
[2025-12-09T20:21:09.127274] [DEBUG] [LOCAL     ] No optimal features file found for EFX: ./output/feature-sets/EFX.txt
[2025-12-09T20:21:09.127328] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:09.127360] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:09.127388] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:09.127444] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:09.184701] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:09.185338] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:09.185416] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:09.185449] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:09.308656] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:09.308959] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:09.309026] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:09.309107] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:09.312926] [DEBUG] [FORECASTER] EFX: Forecast T+1@11:T+2@11: UP (p=71.66%)
[2025-12-09T20:21:09.313228] [INFO ] [FORECASTER] Completed predict_future for EFX
[2025-12-09T20:21:09.313379] [INFO ] [sig       ] EFX: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:21:09.454928] [INFO ] [LOCAL     ] Saved forecast: EFX	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/EFX.txt
[2025-12-09T20:21:09.455068] [INFO ] [sig       ] [1063/3614] Completed EFX in 0.3s | 2.91 sym/s | Total: 6.1m | ETA: 14.6m
[2025-12-09T20:21:09.455108] [INFO ] [sig       ] [1064/3614] Forecasting EG...
[2025-12-09T20:21:09.455136] [INFO ] [sig       ] Generating forecast for: EG
[2025-12-09T20:21:09.455166] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EG' from 'https://tdm.silogroup.org/data/derivative_storage/EG.csv'.
[2025-12-09T20:21:09.466208] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EG'.
[2025-12-09T20:21:09.466476] [INFO ] [FORECASTER] Starting predict_future for EG
[2025-12-09T20:21:09.467241] [DEBUG] [LOCAL     ] No optimal features file found for EG: ./output/feature-sets/EG.txt
[2025-12-09T20:21:09.467291] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:09.467322] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:09.467349] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:09.467403] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:09.525895] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:09.526531] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:09.526626] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:09.526661] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:09.649769] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:09.649918] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:09.649961] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:09.649991] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:09.653388] [DEBUG] [FORECASTER] EG: Forecast T+1@11:T+2@11: UP (p=77.89%)
[2025-12-09T20:21:09.653682] [INFO ] [FORECASTER] Completed predict_future for EG
[2025-12-09T20:21:09.653806] [INFO ] [sig       ] EG: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:21:09.797037] [INFO ] [LOCAL     ] Saved forecast: EG	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/EG.txt
[2025-12-09T20:21:09.797161] [INFO ] [sig       ] [1064/3614] Completed EG in 0.3s | 2.91 sym/s | Total: 6.1m | ETA: 14.6m
[2025-12-09T20:21:09.797200] [INFO ] [sig       ] [1065/3614] Forecasting EGAN...
[2025-12-09T20:21:09.797229] [INFO ] [sig       ] Generating forecast for: EGAN
[2025-12-09T20:21:09.797262] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EGAN' from 'https://tdm.silogroup.org/data/derivative_storage/EGAN.csv'.
[2025-12-09T20:21:09.808377] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EGAN'.
[2025-12-09T20:21:09.808671] [INFO ] [FORECASTER] Starting predict_future for EGAN
[2025-12-09T20:21:09.809420] [DEBUG] [LOCAL     ] No optimal features file found for EGAN: ./output/feature-sets/EGAN.txt
[2025-12-09T20:21:09.809470] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:09.809676] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:09.809703] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:09.809757] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:09.869011] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:09.869625] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:09.869702] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:09.869734] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:09.990240] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:09.990409] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:09.990458] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:09.990488] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:09.993940] [DEBUG] [FORECASTER] EGAN: Forecast T+1@11:T+2@11: UP (p=79.58%)
[2025-12-09T20:21:09.994201] [INFO ] [FORECASTER] Completed predict_future for EGAN
[2025-12-09T20:21:09.994320] [INFO ] [sig       ] EGAN: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:21:10.134635] [INFO ] [LOCAL     ] Saved forecast: EGAN	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/EGAN.txt
[2025-12-09T20:21:10.134754] [INFO ] [sig       ] [1065/3614] Completed EGAN in 0.3s | 2.91 sym/s | Total: 6.1m | ETA: 14.6m
[2025-12-09T20:21:10.134791] [INFO ] [sig       ] [1066/3614] Forecasting EGBN...
[2025-12-09T20:21:10.134819] [INFO ] [sig       ] Generating forecast for: EGBN
[2025-12-09T20:21:10.134848] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EGBN' from 'https://tdm.silogroup.org/data/derivative_storage/EGBN.csv'.
[2025-12-09T20:21:10.146229] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EGBN'.
[2025-12-09T20:21:10.146507] [INFO ] [FORECASTER] Starting predict_future for EGBN
[2025-12-09T20:21:10.147298] [DEBUG] [LOCAL     ] No optimal features file found for EGBN: ./output/feature-sets/EGBN.txt
[2025-12-09T20:21:10.147350] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:10.147383] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:10.147410] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:10.147466] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:10.204610] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:10.205208] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:10.205285] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:10.205319] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:10.322245] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:10.322389] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:10.322429] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:10.322456] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:10.325900] [DEBUG] [FORECASTER] EGBN: Forecast T+1@11:T+2@11: DOWN (p=12.91%)
[2025-12-09T20:21:10.326215] [INFO ] [FORECASTER] Completed predict_future for EGBN
[2025-12-09T20:21:10.326353] [INFO ] [sig       ] EGBN: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:21:10.463991] [INFO ] [LOCAL     ] Saved forecast: EGBN	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/EGBN.txt
[2025-12-09T20:21:10.464114] [INFO ] [sig       ] [1066/3614] Completed EGBN in 0.3s | 2.91 sym/s | Total: 6.1m | ETA: 14.6m
[2025-12-09T20:21:10.464152] [INFO ] [sig       ] [1067/3614] Forecasting EGP...
[2025-12-09T20:21:10.464181] [INFO ] [sig       ] Generating forecast for: EGP
[2025-12-09T20:21:10.464210] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EGP' from 'https://tdm.silogroup.org/data/derivative_storage/EGP.csv'.
[2025-12-09T20:21:10.475658] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EGP'.
[2025-12-09T20:21:10.475914] [INFO ] [FORECASTER] Starting predict_future for EGP
[2025-12-09T20:21:10.476708] [DEBUG] [LOCAL     ] No optimal features file found for EGP: ./output/feature-sets/EGP.txt
[2025-12-09T20:21:10.476758] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:10.476789] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:10.476815] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:10.476879] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:10.535283] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:10.536216] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:10.536331] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:10.536365] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:10.654493] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:10.654640] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:10.654679] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:10.654707] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:10.658001] [DEBUG] [FORECASTER] EGP: Forecast T+1@11:T+2@11: UP (p=82.20%)
[2025-12-09T20:21:10.658265] [INFO ] [FORECASTER] Completed predict_future for EGP
[2025-12-09T20:21:10.658393] [INFO ] [sig       ] EGP: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:21:10.796035] [INFO ] [LOCAL     ] Saved forecast: EGP	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/EGP.txt
[2025-12-09T20:21:10.796147] [INFO ] [sig       ] [1067/3614] Completed EGP in 0.3s | 2.91 sym/s | Total: 6.1m | ETA: 14.6m
[2025-12-09T20:21:10.796184] [INFO ] [sig       ] [1068/3614] Forecasting EGY...
[2025-12-09T20:21:10.796212] [INFO ] [sig       ] Generating forecast for: EGY
[2025-12-09T20:21:10.796241] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EGY' from 'https://tdm.silogroup.org/data/derivative_storage/EGY.csv'.
[2025-12-09T20:21:10.808276] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EGY'.
[2025-12-09T20:21:10.808558] [INFO ] [FORECASTER] Starting predict_future for EGY
[2025-12-09T20:21:10.809343] [DEBUG] [LOCAL     ] No optimal features file found for EGY: ./output/feature-sets/EGY.txt
[2025-12-09T20:21:10.809395] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:10.809427] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:10.809455] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:10.809510] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:10.865339] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:10.866129] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:10.866204] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:10.866236] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:10.981801] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:10.981930] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:10.981968] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:10.981996] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:10.985250] [DEBUG] [FORECASTER] EGY: Forecast T+1@11:T+2@11: UP (p=69.97%)
[2025-12-09T20:21:10.985527] [INFO ] [FORECASTER] Completed predict_future for EGY
[2025-12-09T20:21:10.985664] [INFO ] [sig       ] EGY: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:21:11.122750] [INFO ] [LOCAL     ] Saved forecast: EGY	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/EGY.txt
[2025-12-09T20:21:11.122879] [INFO ] [sig       ] [1068/3614] Completed EGY in 0.3s | 2.91 sym/s | Total: 6.1m | ETA: 14.6m
[2025-12-09T20:21:11.122918] [INFO ] [sig       ] [1069/3614] Forecasting EH...
[2025-12-09T20:21:11.122946] [INFO ] [sig       ] Generating forecast for: EH
[2025-12-09T20:21:11.122976] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EH' from 'https://tdm.silogroup.org/data/derivative_storage/EH.csv'.
[2025-12-09T20:21:11.133918] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EH'.
[2025-12-09T20:21:11.134184] [INFO ] [FORECASTER] Starting predict_future for EH
[2025-12-09T20:21:11.134945] [DEBUG] [LOCAL     ] No optimal features file found for EH: ./output/feature-sets/EH.txt
[2025-12-09T20:21:11.135005] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:11.135036] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:11.135062] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:11.135117] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:11.191491] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:11.192144] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:11.192220] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:11.192252] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:11.311768] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:11.311916] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:11.311963] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:11.311992] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:11.315347] [DEBUG] [FORECASTER] EH: Forecast T+1@11:T+2@11: UP (p=81.06%)
[2025-12-09T20:21:11.315654] [INFO ] [FORECASTER] Completed predict_future for EH
[2025-12-09T20:21:11.315781] [INFO ] [sig       ] EH: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:21:11.453974] [INFO ] [LOCAL     ] Saved forecast: EH	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/EH.txt
[2025-12-09T20:21:11.454090] [INFO ] [sig       ] [1069/3614] Completed EH in 0.3s | 2.91 sym/s | Total: 6.1m | ETA: 14.6m
[2025-12-09T20:21:11.454129] [INFO ] [sig       ] [1070/3614] Forecasting EHAB...
[2025-12-09T20:21:11.454158] [INFO ] [sig       ] Generating forecast for: EHAB
[2025-12-09T20:21:11.454188] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EHAB' from 'https://tdm.silogroup.org/data/derivative_storage/EHAB.csv'.
[2025-12-09T20:21:11.465459] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EHAB'.
[2025-12-09T20:21:11.465759] [INFO ] [FORECASTER] Starting predict_future for EHAB
[2025-12-09T20:21:11.466609] [DEBUG] [LOCAL     ] No optimal features file found for EHAB: ./output/feature-sets/EHAB.txt
[2025-12-09T20:21:11.466661] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:11.466694] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:11.466721] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:11.466776] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:11.523216] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:11.523826] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:11.523902] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:11.523933] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:11.643864] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:11.643992] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:11.644030] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:11.644059] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:11.647271] [DEBUG] [FORECASTER] EHAB: Forecast T+1@11:T+2@11: DOWN (p=44.92%)
[2025-12-09T20:21:11.647558] [INFO ] [FORECASTER] Completed predict_future for EHAB
[2025-12-09T20:21:11.647693] [INFO ] [sig       ] EHAB: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:21:11.784859] [INFO ] [LOCAL     ] Saved forecast: EHAB	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/EHAB.txt
[2025-12-09T20:21:11.785001] [INFO ] [sig       ] [1070/3614] Completed EHAB in 0.3s | 2.91 sym/s | Total: 6.1m | ETA: 14.6m
[2025-12-09T20:21:11.785039] [INFO ] [sig       ] [1071/3614] Forecasting EHC...
[2025-12-09T20:21:11.785067] [INFO ] [sig       ] Generating forecast for: EHC
[2025-12-09T20:21:11.785096] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EHC' from 'https://tdm.silogroup.org/data/derivative_storage/EHC.csv'.
[2025-12-09T20:21:11.796462] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EHC'.
[2025-12-09T20:21:11.796743] [INFO ] [FORECASTER] Starting predict_future for EHC
[2025-12-09T20:21:11.797515] [DEBUG] [LOCAL     ] No optimal features file found for EHC: ./output/feature-sets/EHC.txt
[2025-12-09T20:21:11.797566] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:11.797621] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:11.797648] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:11.797703] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:11.859841] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:11.860693] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:11.860771] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:11.860803] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:11.978478] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:11.978634] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:11.978674] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:11.978702] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:11.981963] [DEBUG] [FORECASTER] EHC: Forecast T+1@11:T+2@11: DOWN (p=41.95%)
[2025-12-09T20:21:11.982224] [INFO ] [FORECASTER] Completed predict_future for EHC
[2025-12-09T20:21:11.982358] [INFO ] [sig       ] EHC: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:21:12.122528] [INFO ] [LOCAL     ] Saved forecast: EHC	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/EHC.txt
[2025-12-09T20:21:12.122658] [INFO ] [sig       ] [1071/3614] Completed EHC in 0.3s | 2.91 sym/s | Total: 6.1m | ETA: 14.6m
[2025-12-09T20:21:12.122697] [INFO ] [sig       ] [1072/3614] Forecasting EHI...
[2025-12-09T20:21:12.122725] [INFO ] [sig       ] Generating forecast for: EHI
[2025-12-09T20:21:12.122755] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EHI' from 'https://tdm.silogroup.org/data/derivative_storage/EHI.csv'.
[2025-12-09T20:21:12.133693] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EHI'.
[2025-12-09T20:21:12.133999] [INFO ] [FORECASTER] Starting predict_future for EHI
[2025-12-09T20:21:12.134804] [DEBUG] [LOCAL     ] No optimal features file found for EHI: ./output/feature-sets/EHI.txt
[2025-12-09T20:21:12.134892] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:12.134924] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:12.134950] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:12.135006] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:12.189959] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:12.190561] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:12.190652] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:12.190684] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:12.303918] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:12.304034] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:12.304071] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:12.304099] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:12.307269] [DEBUG] [FORECASTER] EHI: Forecast T+1@11:T+2@11: UP (p=88.11%)
[2025-12-09T20:21:12.307560] [INFO ] [FORECASTER] Completed predict_future for EHI
[2025-12-09T20:21:12.307698] [INFO ] [sig       ] EHI: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:21:12.445092] [INFO ] [LOCAL     ] Saved forecast: EHI	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/EHI.txt
[2025-12-09T20:21:12.445228] [INFO ] [sig       ] [1072/3614] Completed EHI in 0.3s | 2.91 sym/s | Total: 6.1m | ETA: 14.6m
[2025-12-09T20:21:12.445272] [INFO ] [sig       ] [1073/3614] Forecasting EHTH...
[2025-12-09T20:21:12.445302] [INFO ] [sig       ] Generating forecast for: EHTH
[2025-12-09T20:21:12.445332] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EHTH' from 'https://tdm.silogroup.org/data/derivative_storage/EHTH.csv'.
[2025-12-09T20:21:12.456553] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EHTH'.
[2025-12-09T20:21:12.456897] [INFO ] [FORECASTER] Starting predict_future for EHTH
[2025-12-09T20:21:12.457715] [DEBUG] [LOCAL     ] No optimal features file found for EHTH: ./output/feature-sets/EHTH.txt
[2025-12-09T20:21:12.457766] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:12.457798] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:12.457825] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:12.457881] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:12.514355] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:12.515013] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:12.515088] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:12.515119] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:12.631476] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:12.631636] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:12.631676] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:12.631704] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:12.634977] [DEBUG] [FORECASTER] EHTH: Forecast T+1@11:T+2@11: UP (p=85.13%)
[2025-12-09T20:21:12.635238] [INFO ] [FORECASTER] Completed predict_future for EHTH
[2025-12-09T20:21:12.635358] [INFO ] [sig       ] EHTH: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:21:12.777708] [INFO ] [LOCAL     ] Saved forecast: EHTH	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/EHTH.txt
[2025-12-09T20:21:12.777858] [INFO ] [sig       ] [1073/3614] Completed EHTH in 0.3s | 2.91 sym/s | Total: 6.1m | ETA: 14.5m
[2025-12-09T20:21:12.777897] [INFO ] [sig       ] [1074/3614] Forecasting EIC...
[2025-12-09T20:21:12.777927] [INFO ] [sig       ] Generating forecast for: EIC
[2025-12-09T20:21:12.777956] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EIC' from 'https://tdm.silogroup.org/data/derivative_storage/EIC.csv'.
[2025-12-09T20:21:12.789083] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EIC'.
[2025-12-09T20:21:12.789381] [INFO ] [FORECASTER] Starting predict_future for EIC
[2025-12-09T20:21:12.790277] [DEBUG] [LOCAL     ] No optimal features file found for EIC: ./output/feature-sets/EIC.txt
[2025-12-09T20:21:12.790329] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:12.790387] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:12.790414] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:12.790469] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:12.845728] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:12.846347] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:12.846427] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:12.846458] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:12.962794] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:12.962937] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:12.962976] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:12.963005] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:12.966272] [DEBUG] [FORECASTER] EIC: Forecast T+1@11:T+2@11: DOWN (p=16.58%)
[2025-12-09T20:21:12.966538] [INFO ] [FORECASTER] Completed predict_future for EIC
[2025-12-09T20:21:12.966693] [INFO ] [sig       ] EIC: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:21:13.106036] [INFO ] [LOCAL     ] Saved forecast: EIC	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/EIC.txt
[2025-12-09T20:21:13.106175] [INFO ] [sig       ] [1074/3614] Completed EIC in 0.3s | 2.91 sym/s | Total: 6.1m | ETA: 14.5m
[2025-12-09T20:21:13.106214] [INFO ] [sig       ] [1075/3614] Forecasting EIG...
[2025-12-09T20:21:13.106242] [INFO ] [sig       ] Generating forecast for: EIG
[2025-12-09T20:21:13.106271] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EIG' from 'https://tdm.silogroup.org/data/derivative_storage/EIG.csv'.
[2025-12-09T20:21:13.117427] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EIG'.
[2025-12-09T20:21:13.117761] [INFO ] [FORECASTER] Starting predict_future for EIG
[2025-12-09T20:21:13.118513] [DEBUG] [LOCAL     ] No optimal features file found for EIG: ./output/feature-sets/EIG.txt
[2025-12-09T20:21:13.118563] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:13.118617] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:13.118644] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:13.118697] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:13.175603] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:13.176461] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:13.176541] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:13.176592] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:13.293337] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:13.293485] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:13.293527] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:13.293555] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:13.297059] [DEBUG] [FORECASTER] EIG: Forecast T+1@11:T+2@11: DOWN (p=9.20%)
[2025-12-09T20:21:13.297328] [INFO ] [FORECASTER] Completed predict_future for EIG
[2025-12-09T20:21:13.297451] [INFO ] [sig       ] EIG: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:21:13.443060] [INFO ] [LOCAL     ] Saved forecast: EIG	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/EIG.txt
[2025-12-09T20:21:13.443181] [INFO ] [sig       ] [1075/3614] Completed EIG in 0.3s | 2.91 sym/s | Total: 6.2m | ETA: 14.5m
[2025-12-09T20:21:13.443219] [INFO ] [sig       ] [1076/3614] Forecasting EIX...
[2025-12-09T20:21:13.443248] [INFO ] [sig       ] Generating forecast for: EIX
[2025-12-09T20:21:13.443277] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EIX' from 'https://tdm.silogroup.org/data/derivative_storage/EIX.csv'.
[2025-12-09T20:21:13.454484] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EIX'.
[2025-12-09T20:21:13.454783] [INFO ] [FORECASTER] Starting predict_future for EIX
[2025-12-09T20:21:13.455549] [DEBUG] [LOCAL     ] No optimal features file found for EIX: ./output/feature-sets/EIX.txt
[2025-12-09T20:21:13.455655] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:13.455690] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:13.455717] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:13.455773] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:13.511680] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:13.512290] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:13.512369] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:13.512400] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:13.628135] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:13.628277] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:13.628336] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:13.628365] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:13.631681] [DEBUG] [FORECASTER] EIX: Forecast T+1@11:T+2@11: UP (p=98.49%)
[2025-12-09T20:21:13.631947] [INFO ] [FORECASTER] Completed predict_future for EIX
[2025-12-09T20:21:13.632069] [INFO ] [sig       ] EIX: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:21:13.772247] [INFO ] [LOCAL     ] Saved forecast: EIX	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/EIX.txt
[2025-12-09T20:21:13.772375] [INFO ] [sig       ] [1076/3614] Completed EIX in 0.3s | 2.91 sym/s | Total: 6.2m | ETA: 14.5m
[2025-12-09T20:21:13.772413] [INFO ] [sig       ] [1077/3614] Forecasting EKSO...
[2025-12-09T20:21:13.772444] [INFO ] [sig       ] Generating forecast for: EKSO
[2025-12-09T20:21:13.772474] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EKSO' from 'https://tdm.silogroup.org/data/derivative_storage/EKSO.csv'.
[2025-12-09T20:21:13.783300] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EKSO'.
[2025-12-09T20:21:13.783625] [INFO ] [FORECASTER] Starting predict_future for EKSO
[2025-12-09T20:21:13.784475] [DEBUG] [LOCAL     ] No optimal features file found for EKSO: ./output/feature-sets/EKSO.txt
[2025-12-09T20:21:13.784532] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:13.784603] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:13.784637] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:13.784694] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:13.842868] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:13.843490] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:13.843567] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:13.843619] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:13.962376] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:13.962546] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:13.962608] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:13.962667] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:13.966122] [DEBUG] [FORECASTER] EKSO: Forecast T+1@11:T+2@11: UP (p=63.02%)
[2025-12-09T20:21:13.966387] [INFO ] [FORECASTER] Completed predict_future for EKSO
[2025-12-09T20:21:13.966506] [INFO ] [sig       ] EKSO: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:21:14.105767] [INFO ] [LOCAL     ] Saved forecast: EKSO	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/EKSO.txt
[2025-12-09T20:21:14.105888] [INFO ] [sig       ] [1077/3614] Completed EKSO in 0.3s | 2.91 sym/s | Total: 6.2m | ETA: 14.5m
[2025-12-09T20:21:14.105925] [INFO ] [sig       ] [1078/3614] Forecasting EL...
[2025-12-09T20:21:14.105954] [INFO ] [sig       ] Generating forecast for: EL
[2025-12-09T20:21:14.105983] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EL' from 'https://tdm.silogroup.org/data/derivative_storage/EL.csv'.
[2025-12-09T20:21:14.117449] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EL'.
[2025-12-09T20:21:14.117962] [INFO ] [FORECASTER] Starting predict_future for EL
[2025-12-09T20:21:14.118882] [DEBUG] [LOCAL     ] No optimal features file found for EL: ./output/feature-sets/EL.txt
[2025-12-09T20:21:14.118932] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:14.118963] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:14.118990] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:14.119044] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:14.175028] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:14.175737] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:14.175838] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:14.175873] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:14.298485] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:14.298641] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:14.298682] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:14.298711] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:14.301987] [DEBUG] [FORECASTER] EL: Forecast T+1@11:T+2@11: DOWN (p=9.62%)
[2025-12-09T20:21:14.302250] [INFO ] [FORECASTER] Completed predict_future for EL
[2025-12-09T20:21:14.302367] [INFO ] [sig       ] EL: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:21:14.443372] [INFO ] [LOCAL     ] Saved forecast: EL	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/EL.txt
[2025-12-09T20:21:14.443496] [INFO ] [sig       ] [1078/3614] Completed EL in 0.3s | 2.91 sym/s | Total: 6.2m | ETA: 14.5m
[2025-12-09T20:21:14.443534] [INFO ] [sig       ] [1079/3614] Forecasting ELAB...
[2025-12-09T20:21:14.443562] [INFO ] [sig       ] Generating forecast for: ELAB
[2025-12-09T20:21:14.443609] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELAB' from 'https://tdm.silogroup.org/data/derivative_storage/ELAB.csv'.
[2025-12-09T20:21:14.454506] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELAB'.
[2025-12-09T20:21:14.454807] [INFO ] [FORECASTER] Starting predict_future for ELAB
[2025-12-09T20:21:14.455547] [DEBUG] [LOCAL     ] No optimal features file found for ELAB: ./output/feature-sets/ELAB.txt
[2025-12-09T20:21:14.455621] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:14.455654] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:14.455680] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:14.455735] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:14.511694] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:14.512313] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:14.512388] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:14.512419] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:14.633077] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:14.633233] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:14.633282] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:14.633313] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:14.636801] [DEBUG] [FORECASTER] ELAB: Forecast T+1@11:T+2@11: DOWN (p=21.30%)
[2025-12-09T20:21:14.637073] [INFO ] [FORECASTER] Completed predict_future for ELAB
[2025-12-09T20:21:14.637191] [INFO ] [sig       ] ELAB: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:21:14.775287] [INFO ] [LOCAL     ] Saved forecast: ELAB	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/ELAB.txt
[2025-12-09T20:21:14.775416] [INFO ] [sig       ] [1079/3614] Completed ELAB in 0.3s | 2.91 sym/s | Total: 6.2m | ETA: 14.5m
[2025-12-09T20:21:14.775455] [INFO ] [sig       ] [1080/3614] Forecasting ELAN...
[2025-12-09T20:21:14.775484] [INFO ] [sig       ] Generating forecast for: ELAN
[2025-12-09T20:21:14.775513] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELAN' from 'https://tdm.silogroup.org/data/derivative_storage/ELAN.csv'.
[2025-12-09T20:21:14.787300] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELAN'.
[2025-12-09T20:21:14.787609] [INFO ] [FORECASTER] Starting predict_future for ELAN
[2025-12-09T20:21:14.788352] [DEBUG] [LOCAL     ] No optimal features file found for ELAN: ./output/feature-sets/ELAN.txt
[2025-12-09T20:21:14.788402] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:14.788445] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:14.788472] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:14.788527] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:14.844833] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:14.845685] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:14.845767] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:14.845799] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:14.970980] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:14.971144] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:14.971186] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:14.971214] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:14.975066] [DEBUG] [FORECASTER] ELAN: Forecast T+1@11:T+2@11: DOWN (p=15.86%)
[2025-12-09T20:21:14.975460] [INFO ] [FORECASTER] Completed predict_future for ELAN
[2025-12-09T20:21:14.975629] [INFO ] [sig       ] ELAN: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:21:15.121039] [INFO ] [LOCAL     ] Saved forecast: ELAN	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/ELAN.txt
[2025-12-09T20:21:15.121188] [INFO ] [sig       ] [1080/3614] Completed ELAN in 0.3s | 2.91 sym/s | Total: 6.2m | ETA: 14.5m
[2025-12-09T20:21:15.121228] [INFO ] [sig       ] [1081/3614] Forecasting ELC...
[2025-12-09T20:21:15.121257] [INFO ] [sig       ] Generating forecast for: ELC
[2025-12-09T20:21:15.121285] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELC' from 'https://tdm.silogroup.org/data/derivative_storage/ELC.csv'.
[2025-12-09T20:21:15.131506] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELC'.
[2025-12-09T20:21:15.131810] [INFO ] [FORECASTER] Starting predict_future for ELC
[2025-12-09T20:21:15.132566] [DEBUG] [LOCAL     ] No optimal features file found for ELC: ./output/feature-sets/ELC.txt
[2025-12-09T20:21:15.132642] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:15.132673] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:15.132699] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:15.132753] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:15.190410] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:15.191246] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:15.191325] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:15.191357] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:15.302442] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:15.302600] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:15.302642] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:15.302670] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:15.305970] [DEBUG] [FORECASTER] ELC: Forecast T+1@11:T+2@11: UP (p=85.00%)
[2025-12-09T20:21:15.306235] [INFO ] [FORECASTER] Completed predict_future for ELC
[2025-12-09T20:21:15.306352] [INFO ] [sig       ] ELC: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:21:15.444792] [INFO ] [LOCAL     ] Saved forecast: ELC	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/ELC.txt
[2025-12-09T20:21:15.444925] [INFO ] [sig       ] [1081/3614] Completed ELC in 0.3s | 2.91 sym/s | Total: 6.2m | ETA: 14.5m
[2025-12-09T20:21:15.444970] [INFO ] [sig       ] [1082/3614] Forecasting ELDN...
[2025-12-09T20:21:15.445005] [INFO ] [sig       ] Generating forecast for: ELDN
[2025-12-09T20:21:15.445043] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELDN' from 'https://tdm.silogroup.org/data/derivative_storage/ELDN.csv'.
[2025-12-09T20:21:15.455982] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELDN'.
[2025-12-09T20:21:15.456288] [INFO ] [FORECASTER] Starting predict_future for ELDN
[2025-12-09T20:21:15.457048] [DEBUG] [LOCAL     ] No optimal features file found for ELDN: ./output/feature-sets/ELDN.txt
[2025-12-09T20:21:15.457098] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:15.457129] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:15.457155] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:15.457210] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:15.513241] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:15.513965] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:15.514040] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:15.514072] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:15.627850] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:15.627981] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:15.628017] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:15.628044] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:15.631294] [DEBUG] [FORECASTER] ELDN: Forecast T+1@11:T+2@11: DOWN (p=42.18%)
[2025-12-09T20:21:15.631564] [INFO ] [FORECASTER] Completed predict_future for ELDN
[2025-12-09T20:21:15.631707] [INFO ] [sig       ] ELDN: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:21:15.770114] [INFO ] [LOCAL     ] Saved forecast: ELDN	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/ELDN.txt
[2025-12-09T20:21:15.770244] [INFO ] [sig       ] [1082/3614] Completed ELDN in 0.3s | 2.91 sym/s | Total: 6.2m | ETA: 14.5m
[2025-12-09T20:21:15.770283] [INFO ] [sig       ] [1083/3614] Forecasting ELF...
[2025-12-09T20:21:15.770312] [INFO ] [sig       ] Generating forecast for: ELF
[2025-12-09T20:21:15.770342] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELF' from 'https://tdm.silogroup.org/data/derivative_storage/ELF.csv'.
[2025-12-09T20:21:15.781421] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELF'.
[2025-12-09T20:21:15.781730] [INFO ] [FORECASTER] Starting predict_future for ELF
[2025-12-09T20:21:15.782479] [DEBUG] [LOCAL     ] No optimal features file found for ELF: ./output/feature-sets/ELF.txt
[2025-12-09T20:21:15.782528] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:15.782559] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:15.782606] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:15.782662] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:15.837968] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:15.838560] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:15.838651] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:15.838682] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:15.956310] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:15.956466] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:15.956506] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:15.956534] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:15.959933] [DEBUG] [FORECASTER] ELF: Forecast T+1@11:T+2@11: UP (p=97.89%)
[2025-12-09T20:21:15.960216] [INFO ] [FORECASTER] Completed predict_future for ELF
[2025-12-09T20:21:15.960340] [INFO ] [sig       ] ELF: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:21:16.098143] [INFO ] [LOCAL     ] Saved forecast: ELF	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/ELF.txt
[2025-12-09T20:21:16.098276] [INFO ] [sig       ] [1083/3614] Completed ELF in 0.3s | 2.91 sym/s | Total: 6.2m | ETA: 14.5m
[2025-12-09T20:21:16.098315] [INFO ] [sig       ] [1084/3614] Forecasting ELME...
[2025-12-09T20:21:16.098352] [INFO ] [sig       ] Generating forecast for: ELME
[2025-12-09T20:21:16.098383] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELME' from 'https://tdm.silogroup.org/data/derivative_storage/ELME.csv'.
[2025-12-09T20:21:16.109693] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELME'.
[2025-12-09T20:21:16.109968] [INFO ] [FORECASTER] Starting predict_future for ELME
[2025-12-09T20:21:16.110729] [DEBUG] [LOCAL     ] No optimal features file found for ELME: ./output/feature-sets/ELME.txt
[2025-12-09T20:21:16.110779] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:16.110809] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:16.110836] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:16.110896] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:16.166138] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:16.166737] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:16.166835] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:16.166868] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:16.282830] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:16.282981] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:16.283022] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:16.283050] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:16.286360] [DEBUG] [FORECASTER] ELME: Forecast T+1@11:T+2@11: DOWN (p=7.75%)
[2025-12-09T20:21:16.286641] [INFO ] [FORECASTER] Completed predict_future for ELME
[2025-12-09T20:21:16.286760] [INFO ] [sig       ] ELME: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:21:16.423468] [INFO ] [LOCAL     ] Saved forecast: ELME	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/ELME.txt
[2025-12-09T20:21:16.423600] [INFO ] [sig       ] [1084/3614] Completed ELME in 0.3s | 2.91 sym/s | Total: 6.2m | ETA: 14.5m
[2025-12-09T20:21:16.423639] [INFO ] [sig       ] [1085/3614] Forecasting ELP...
[2025-12-09T20:21:16.423669] [INFO ] [sig       ] Generating forecast for: ELP
[2025-12-09T20:21:16.423698] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELP' from 'https://tdm.silogroup.org/data/derivative_storage/ELP.csv'.
[2025-12-09T20:21:16.435041] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELP'.
[2025-12-09T20:21:16.435299] [INFO ] [FORECASTER] Starting predict_future for ELP
[2025-12-09T20:21:16.436077] [DEBUG] [LOCAL     ] No optimal features file found for ELP: ./output/feature-sets/ELP.txt
[2025-12-09T20:21:16.436129] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:16.436160] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:16.436186] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:16.436241] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:16.492010] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:16.492599] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:16.492673] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:16.492705] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:16.608304] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:16.608455] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:16.608497] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:16.608524] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:16.611843] [DEBUG] [FORECASTER] ELP: Forecast T+1@11:T+2@11: DOWN (p=30.37%)
[2025-12-09T20:21:16.612112] [INFO ] [FORECASTER] Completed predict_future for ELP
[2025-12-09T20:21:16.612229] [INFO ] [sig       ] ELP: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:21:16.758179] [INFO ] [LOCAL     ] Saved forecast: ELP	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/ELP.txt
[2025-12-09T20:21:16.758348] [INFO ] [sig       ] [1085/3614] Completed ELP in 0.3s | 2.91 sym/s | Total: 6.2m | ETA: 14.5m
[2025-12-09T20:21:16.758389] [INFO ] [sig       ] [1086/3614] Forecasting ELS...
[2025-12-09T20:21:16.758417] [INFO ] [sig       ] Generating forecast for: ELS
[2025-12-09T20:21:16.758446] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELS' from 'https://tdm.silogroup.org/data/derivative_storage/ELS.csv'.
[2025-12-09T20:21:16.770222] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELS'.
[2025-12-09T20:21:16.770609] [INFO ] [FORECASTER] Starting predict_future for ELS
[2025-12-09T20:21:16.771397] [DEBUG] [LOCAL     ] No optimal features file found for ELS: ./output/feature-sets/ELS.txt
[2025-12-09T20:21:16.771447] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:16.771477] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:16.771502] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:16.771558] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:16.829902] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:16.830761] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:16.830845] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:16.830880] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:16.949707] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:16.949860] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:16.949905] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:16.949935] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:16.953479] [DEBUG] [FORECASTER] ELS: Forecast T+1@11:T+2@11: UP (p=84.37%)
[2025-12-09T20:21:16.953813] [INFO ] [FORECASTER] Completed predict_future for ELS
[2025-12-09T20:21:16.953948] [INFO ] [sig       ] ELS: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:21:17.104041] [INFO ] [LOCAL     ] Saved forecast: ELS	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/ELS.txt
[2025-12-09T20:21:17.104200] [INFO ] [sig       ] [1086/3614] Completed ELS in 0.3s | 2.91 sym/s | Total: 6.2m | ETA: 14.5m
[2025-12-09T20:21:17.104239] [INFO ] [sig       ] [1087/3614] Forecasting ELTX...
[2025-12-09T20:21:17.104272] [INFO ] [sig       ] Generating forecast for: ELTX
[2025-12-09T20:21:17.104303] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELTX' from 'https://tdm.silogroup.org/data/derivative_storage/ELTX.csv'.
[2025-12-09T20:21:17.114939] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELTX'.
[2025-12-09T20:21:17.115308] [INFO ] [FORECASTER] Starting predict_future for ELTX
[2025-12-09T20:21:17.116097] [DEBUG] [LOCAL     ] No optimal features file found for ELTX: ./output/feature-sets/ELTX.txt
[2025-12-09T20:21:17.116148] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:17.116179] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:17.116205] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:17.116260] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:17.176490] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:17.177353] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:17.177435] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:17.177467] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:17.298986] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:17.299137] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:17.299176] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:17.299226] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:17.302713] [DEBUG] [FORECASTER] ELTX: Forecast T+1@11:T+2@11: UP (p=63.88%)
[2025-12-09T20:21:17.303011] [INFO ] [FORECASTER] Completed predict_future for ELTX
[2025-12-09T20:21:17.303138] [INFO ] [sig       ] ELTX: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:21:17.450524] [INFO ] [LOCAL     ] Saved forecast: ELTX	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/ELTX.txt
[2025-12-09T20:21:17.450731] [INFO ] [sig       ] [1087/3614] Completed ELTX in 0.3s | 2.91 sym/s | Total: 6.2m | ETA: 14.5m
[2025-12-09T20:21:17.450771] [INFO ] [sig       ] [1088/3614] Forecasting ELVA...
[2025-12-09T20:21:17.450800] [INFO ] [sig       ] Generating forecast for: ELVA
[2025-12-09T20:21:17.450830] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELVA' from 'https://tdm.silogroup.org/data/derivative_storage/ELVA.csv'.
[2025-12-09T20:21:17.462550] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELVA'.
[2025-12-09T20:21:17.462911] [INFO ] [FORECASTER] Starting predict_future for ELVA
[2025-12-09T20:21:17.463678] [DEBUG] [LOCAL     ] No optimal features file found for ELVA: ./output/feature-sets/ELVA.txt
[2025-12-09T20:21:17.463728] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:17.463760] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:17.463785] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:17.463840] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:17.523509] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:17.524157] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:17.524231] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:17.524263] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:17.637672] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:17.637795] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:17.637833] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:17.637861] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:17.641090] [DEBUG] [FORECASTER] ELVA: Forecast T+1@11:T+2@11: DOWN (p=48.34%)
[2025-12-09T20:21:17.641354] [INFO ] [FORECASTER] Completed predict_future for ELVA
[2025-12-09T20:21:17.641478] [INFO ] [sig       ] ELVA: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:21:17.781100] [INFO ] [LOCAL     ] Saved forecast: ELVA	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/ELVA.txt
[2025-12-09T20:21:17.781207] [INFO ] [sig       ] [1088/3614] Completed ELVA in 0.3s | 2.91 sym/s | Total: 6.2m | ETA: 14.5m
[2025-12-09T20:21:17.781244] [INFO ] [sig       ] [1089/3614] Forecasting ELVN...
[2025-12-09T20:21:17.781273] [INFO ] [sig       ] Generating forecast for: ELVN
[2025-12-09T20:21:17.781303] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELVN' from 'https://tdm.silogroup.org/data/derivative_storage/ELVN.csv'.
[2025-12-09T20:21:17.793302] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELVN'.
[2025-12-09T20:21:17.793584] [INFO ] [FORECASTER] Starting predict_future for ELVN
[2025-12-09T20:21:17.794503] [DEBUG] [LOCAL     ] No optimal features file found for ELVN: ./output/feature-sets/ELVN.txt
[2025-12-09T20:21:17.794553] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:17.794611] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:17.794640] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:17.794695] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:17.852904] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:17.853667] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:17.853746] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:17.853794] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:17.967828] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:17.967965] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:17.968005] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:17.968033] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:17.971797] [DEBUG] [FORECASTER] ELVN: Forecast T+1@11:T+2@11: DOWN (p=40.70%)
[2025-12-09T20:21:17.972059] [INFO ] [FORECASTER] Completed predict_future for ELVN
[2025-12-09T20:21:17.972179] [INFO ] [sig       ] ELVN: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:21:18.109948] [INFO ] [LOCAL     ] Saved forecast: ELVN	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/ELVN.txt
[2025-12-09T20:21:18.110105] [INFO ] [sig       ] [1089/3614] Completed ELVN in 0.3s | 2.91 sym/s | Total: 6.2m | ETA: 14.4m
[2025-12-09T20:21:18.110144] [INFO ] [sig       ] [1090/3614] Forecasting ELWS...
[2025-12-09T20:21:18.110173] [INFO ] [sig       ] Generating forecast for: ELWS
[2025-12-09T20:21:18.110204] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELWS' from 'https://tdm.silogroup.org/data/derivative_storage/ELWS.csv'.
[2025-12-09T20:21:18.121107] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELWS'.
[2025-12-09T20:21:18.121449] [INFO ] [FORECASTER] Starting predict_future for ELWS
[2025-12-09T20:21:18.122223] [DEBUG] [LOCAL     ] No optimal features file found for ELWS: ./output/feature-sets/ELWS.txt
[2025-12-09T20:21:18.122274] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:18.122305] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:18.122331] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:18.122385] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:18.180152] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:18.181305] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:18.181400] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:18.181437] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:18.302264] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:18.302414] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:18.302455] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:18.302486] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:18.306144] [DEBUG] [FORECASTER] ELWS: Forecast T+1@11:T+2@11: UP (p=72.01%)
[2025-12-09T20:21:18.306455] [INFO ] [FORECASTER] Completed predict_future for ELWS
[2025-12-09T20:21:18.306602] [INFO ] [sig       ] ELWS: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:21:18.463029] [INFO ] [LOCAL     ] Saved forecast: ELWS	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/ELWS.txt
[2025-12-09T20:21:18.463172] [INFO ] [sig       ] [1090/3614] Completed ELWS in 0.4s | 2.91 sym/s | Total: 6.2m | ETA: 14.4m
[2025-12-09T20:21:18.463211] [INFO ] [sig       ] [1091/3614] Forecasting EM...
[2025-12-09T20:21:18.463241] [INFO ] [sig       ] Generating forecast for: EM
[2025-12-09T20:21:18.463279] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EM' from 'https://tdm.silogroup.org/data/derivative_storage/EM.csv'.
[2025-12-09T20:21:18.474692] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EM'.
[2025-12-09T20:21:18.475031] [INFO ] [FORECASTER] Starting predict_future for EM
[2025-12-09T20:21:18.476047] [DEBUG] [LOCAL     ] No optimal features file found for EM: ./output/feature-sets/EM.txt
[2025-12-09T20:21:18.476099] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:18.476163] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:18.476201] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:18.476294] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:18.535630] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:18.536312] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:18.536389] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:18.536421] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:18.652201] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:18.652335] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:18.652374] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:18.652402] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:18.655695] [DEBUG] [FORECASTER] EM: Forecast T+1@11:T+2@11: DOWN (p=1.61%)
[2025-12-09T20:21:18.656149] [INFO ] [FORECASTER] Completed predict_future for EM
[2025-12-09T20:21:18.656264] [INFO ] [sig       ] EM: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:21:18.795375] [INFO ] [LOCAL     ] Saved forecast: EM	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/EM.txt
[2025-12-09T20:21:18.795501] [INFO ] [sig       ] [1091/3614] Completed EM in 0.3s | 2.91 sym/s | Total: 6.2m | ETA: 14.4m
[2025-12-09T20:21:18.795539] [INFO ] [sig       ] [1092/3614] Forecasting EMB...
[2025-12-09T20:21:18.795568] [INFO ] [sig       ] Generating forecast for: EMB
[2025-12-09T20:21:18.795618] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMB' from 'https://tdm.silogroup.org/data/derivative_storage/EMB.csv'.
[2025-12-09T20:21:18.807168] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMB'.
[2025-12-09T20:21:18.807505] [INFO ] [FORECASTER] Starting predict_future for EMB
[2025-12-09T20:21:18.808478] [DEBUG] [LOCAL     ] No optimal features file found for EMB: ./output/feature-sets/EMB.txt
[2025-12-09T20:21:18.808530] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:18.808561] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:18.808614] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:18.808676] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:18.865895] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:18.866652] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:18.866729] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:18.866762] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:18.987743] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:18.987896] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:18.987938] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:18.987965] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:18.991263] [DEBUG] [FORECASTER] EMB: Forecast T+1@11:T+2@11: DOWN (p=14.80%)
[2025-12-09T20:21:18.991527] [INFO ] [FORECASTER] Completed predict_future for EMB
[2025-12-09T20:21:18.991662] [INFO ] [sig       ] EMB: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:21:19.134336] [INFO ] [LOCAL     ] Saved forecast: EMB	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/EMB.txt
[2025-12-09T20:21:19.134458] [INFO ] [sig       ] [1092/3614] Completed EMB in 0.3s | 2.91 sym/s | Total: 6.2m | ETA: 14.4m
[2025-12-09T20:21:19.134496] [INFO ] [sig       ] [1093/3614] Forecasting EMBC...
[2025-12-09T20:21:19.134524] [INFO ] [sig       ] Generating forecast for: EMBC
[2025-12-09T20:21:19.134553] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMBC' from 'https://tdm.silogroup.org/data/derivative_storage/EMBC.csv'.
[2025-12-09T20:21:19.146608] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMBC'.
[2025-12-09T20:21:19.146948] [INFO ] [FORECASTER] Starting predict_future for EMBC
[2025-12-09T20:21:19.147779] [DEBUG] [LOCAL     ] No optimal features file found for EMBC: ./output/feature-sets/EMBC.txt
[2025-12-09T20:21:19.147841] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:19.147874] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:19.147901] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:19.147956] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:19.206567] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:19.207452] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:19.207562] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:19.207612] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:19.329172] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:19.329318] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:19.329358] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:19.329386] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:19.332672] [DEBUG] [FORECASTER] EMBC: Forecast T+1@11:T+2@11: DOWN (p=11.30%)
[2025-12-09T20:21:19.332936] [INFO ] [FORECASTER] Completed predict_future for EMBC
[2025-12-09T20:21:19.333052] [INFO ] [sig       ] EMBC: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:21:19.470681] [INFO ] [LOCAL     ] Saved forecast: EMBC	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/EMBC.txt
[2025-12-09T20:21:19.470804] [INFO ] [sig       ] [1093/3614] Completed EMBC in 0.3s | 2.91 sym/s | Total: 6.3m | ETA: 14.4m
[2025-12-09T20:21:19.470842] [INFO ] [sig       ] [1094/3614] Forecasting EMD...
[2025-12-09T20:21:19.470871] [INFO ] [sig       ] Generating forecast for: EMD
[2025-12-09T20:21:19.470902] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMD' from 'https://tdm.silogroup.org/data/derivative_storage/EMD.csv'.
[2025-12-09T20:21:19.483062] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMD'.
[2025-12-09T20:21:19.483360] [INFO ] [FORECASTER] Starting predict_future for EMD
[2025-12-09T20:21:19.484131] [DEBUG] [LOCAL     ] No optimal features file found for EMD: ./output/feature-sets/EMD.txt
[2025-12-09T20:21:19.484182] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:19.484212] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:19.484239] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:19.484293] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:19.539670] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:19.540401] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:19.540479] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:19.540512] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:19.659493] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:19.659654] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:19.659695] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:19.659763] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:19.663395] [DEBUG] [FORECASTER] EMD: Forecast T+1@11:T+2@11: UP (p=75.37%)
[2025-12-09T20:21:19.663935] [INFO ] [FORECASTER] Completed predict_future for EMD
[2025-12-09T20:21:19.664068] [INFO ] [sig       ] EMD: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:21:19.804839] [INFO ] [LOCAL     ] Saved forecast: EMD	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/EMD.txt
[2025-12-09T20:21:19.804974] [INFO ] [sig       ] [1094/3614] Completed EMD in 0.3s | 2.91 sym/s | Total: 6.3m | ETA: 14.4m
[2025-12-09T20:21:19.805013] [INFO ] [sig       ] [1095/3614] Forecasting EMF...
[2025-12-09T20:21:19.805041] [INFO ] [sig       ] Generating forecast for: EMF
[2025-12-09T20:21:19.805070] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMF' from 'https://tdm.silogroup.org/data/derivative_storage/EMF.csv'.
[2025-12-09T20:21:19.816895] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMF'.
[2025-12-09T20:21:19.817227] [INFO ] [FORECASTER] Starting predict_future for EMF
[2025-12-09T20:21:19.818027] [DEBUG] [LOCAL     ] No optimal features file found for EMF: ./output/feature-sets/EMF.txt
[2025-12-09T20:21:19.818077] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:19.818108] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:19.818133] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:19.818188] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:19.877228] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:19.877930] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:19.878007] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:19.878039] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:20.004738] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:20.004887] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:20.004940] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:20.004981] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:20.008822] [DEBUG] [FORECASTER] EMF: Forecast T+1@11:T+2@11: DOWN (p=31.60%)
[2025-12-09T20:21:20.009114] [INFO ] [FORECASTER] Completed predict_future for EMF
[2025-12-09T20:21:20.009261] [INFO ] [sig       ] EMF: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:21:20.160408] [INFO ] [LOCAL     ] Saved forecast: EMF	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/EMF.txt
[2025-12-09T20:21:20.160546] [INFO ] [sig       ] [1095/3614] Completed EMF in 0.4s | 2.91 sym/s | Total: 6.3m | ETA: 14.4m
[2025-12-09T20:21:20.160602] [INFO ] [sig       ] [1096/3614] Forecasting EML...
[2025-12-09T20:21:20.160633] [INFO ] [sig       ] Generating forecast for: EML
[2025-12-09T20:21:20.160663] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EML' from 'https://tdm.silogroup.org/data/derivative_storage/EML.csv'.
[2025-12-09T20:21:20.171139] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EML'.
[2025-12-09T20:21:20.171479] [INFO ] [FORECASTER] Starting predict_future for EML
[2025-12-09T20:21:20.172274] [DEBUG] [LOCAL     ] No optimal features file found for EML: ./output/feature-sets/EML.txt
[2025-12-09T20:21:20.172326] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:20.172357] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:20.172383] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:20.172440] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:20.230486] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:20.231310] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:20.231389] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:20.231420] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:20.337309] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:20.337457] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:20.337519] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:20.337550] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:20.340935] [DEBUG] [FORECASTER] EML: Forecast T+1@11:T+2@11: DOWN (p=7.61%)
[2025-12-09T20:21:20.341219] [INFO ] [FORECASTER] Completed predict_future for EML
[2025-12-09T20:21:20.341343] [INFO ] [sig       ] EML: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:21:20.483272] [INFO ] [LOCAL     ] Saved forecast: EML	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/EML.txt
[2025-12-09T20:21:20.483408] [INFO ] [sig       ] [1096/3614] Completed EML in 0.3s | 2.91 sym/s | Total: 6.3m | ETA: 14.4m
[2025-12-09T20:21:20.483447] [INFO ] [sig       ] [1097/3614] Forecasting EMN...
[2025-12-09T20:21:20.483476] [INFO ] [sig       ] Generating forecast for: EMN
[2025-12-09T20:21:20.483506] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMN' from 'https://tdm.silogroup.org/data/derivative_storage/EMN.csv'.
[2025-12-09T20:21:20.494841] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMN'.
[2025-12-09T20:21:20.495143] [INFO ] [FORECASTER] Starting predict_future for EMN
[2025-12-09T20:21:20.495907] [DEBUG] [LOCAL     ] No optimal features file found for EMN: ./output/feature-sets/EMN.txt
[2025-12-09T20:21:20.495956] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:20.495987] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:20.496013] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:20.496068] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:20.551076] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:20.551759] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:20.551834] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:20.551866] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:20.669320] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:20.669467] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:20.669517] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:20.669551] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:20.672833] [DEBUG] [FORECASTER] EMN: Forecast T+1@11:T+2@11: DOWN (p=48.06%)
[2025-12-09T20:21:20.673095] [INFO ] [FORECASTER] Completed predict_future for EMN
[2025-12-09T20:21:20.673213] [INFO ] [sig       ] EMN: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:21:20.815975] [INFO ] [LOCAL     ] Saved forecast: EMN	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/EMN.txt
[2025-12-09T20:21:20.816153] [INFO ] [sig       ] [1097/3614] Completed EMN in 0.3s | 2.91 sym/s | Total: 6.3m | ETA: 14.4m
[2025-12-09T20:21:20.816209] [INFO ] [sig       ] [1098/3614] Forecasting EMO...
[2025-12-09T20:21:20.816243] [INFO ] [sig       ] Generating forecast for: EMO
[2025-12-09T20:21:20.816273] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMO' from 'https://tdm.silogroup.org/data/derivative_storage/EMO.csv'.
[2025-12-09T20:21:20.828416] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMO'.
[2025-12-09T20:21:20.828797] [INFO ] [FORECASTER] Starting predict_future for EMO
[2025-12-09T20:21:20.829619] [DEBUG] [LOCAL     ] No optimal features file found for EMO: ./output/feature-sets/EMO.txt
[2025-12-09T20:21:20.829672] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:20.829705] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:20.829735] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:20.829809] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:20.888933] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:20.889805] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:20.889885] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:20.889916] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:21.000950] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:21.001098] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:21.001138] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:21.001167] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:21.004498] [DEBUG] [FORECASTER] EMO: Forecast T+1@11:T+2@11: DOWN (p=49.56%)
[2025-12-09T20:21:21.004803] [INFO ] [FORECASTER] Completed predict_future for EMO
[2025-12-09T20:21:21.004925] [INFO ] [sig       ] EMO: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:21:21.142986] [INFO ] [LOCAL     ] Saved forecast: EMO	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/EMO.txt
[2025-12-09T20:21:21.143133] [INFO ] [sig       ] [1098/3614] Completed EMO in 0.3s | 2.91 sym/s | Total: 6.3m | ETA: 14.4m
[2025-12-09T20:21:21.143172] [INFO ] [sig       ] [1099/3614] Forecasting EMXC...
[2025-12-09T20:21:21.143201] [INFO ] [sig       ] Generating forecast for: EMXC
[2025-12-09T20:21:21.143231] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMXC' from 'https://tdm.silogroup.org/data/derivative_storage/EMXC.csv'.
[2025-12-09T20:21:21.154869] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMXC'.
[2025-12-09T20:21:21.155150] [INFO ] [FORECASTER] Starting predict_future for EMXC
[2025-12-09T20:21:21.155927] [DEBUG] [LOCAL     ] No optimal features file found for EMXC: ./output/feature-sets/EMXC.txt
[2025-12-09T20:21:21.155978] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:21.156008] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:21.156035] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:21.156090] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:21.212357] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:21.212986] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:21.213059] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:21.213091] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:21.333594] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:21.333744] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:21.333784] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:21.333814] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:21.337182] [DEBUG] [FORECASTER] EMXC: Forecast T+1@11:T+2@11: DOWN (p=45.41%)
[2025-12-09T20:21:21.337449] [INFO ] [FORECASTER] Completed predict_future for EMXC
[2025-12-09T20:21:21.337613] [INFO ] [sig       ] EMXC: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:21:21.479617] [INFO ] [LOCAL     ] Saved forecast: EMXC	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/EMXC.txt
[2025-12-09T20:21:21.479746] [INFO ] [sig       ] [1099/3614] Completed EMXC in 0.3s | 2.91 sym/s | Total: 6.3m | ETA: 14.4m
[2025-12-09T20:21:21.479784] [INFO ] [sig       ] [1100/3614] Forecasting ENB...
[2025-12-09T20:21:21.479812] [INFO ] [sig       ] Generating forecast for: ENB
[2025-12-09T20:21:21.479841] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENB' from 'https://tdm.silogroup.org/data/derivative_storage/ENB.csv'.
[2025-12-09T20:21:21.491853] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENB'.
[2025-12-09T20:21:21.492164] [INFO ] [FORECASTER] Starting predict_future for ENB
[2025-12-09T20:21:21.492938] [DEBUG] [LOCAL     ] No optimal features file found for ENB: ./output/feature-sets/ENB.txt
[2025-12-09T20:21:21.492988] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:21.493018] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:21.493044] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:21.493099] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:21.548844] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:21.549438] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:21.549511] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:21.549542] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:21.672765] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:21.672912] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:21.672969] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:21.672997] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:21.676340] [DEBUG] [FORECASTER] ENB: Forecast T+1@11:T+2@11: UP (p=69.11%)
[2025-12-09T20:21:21.676627] [INFO ] [FORECASTER] Completed predict_future for ENB
[2025-12-09T20:21:21.676746] [INFO ] [sig       ] ENB: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:21:21.819376] [INFO ] [LOCAL     ] Saved forecast: ENB	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/ENB.txt
[2025-12-09T20:21:21.819538] [INFO ] [sig       ] [1100/3614] Completed ENB in 0.3s | 2.91 sym/s | Total: 6.3m | ETA: 14.4m
[2025-12-09T20:21:21.819597] [INFO ] [sig       ] [1101/3614] Forecasting ENGN...
[2025-12-09T20:21:21.819629] [INFO ] [sig       ] Generating forecast for: ENGN
[2025-12-09T20:21:21.819658] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENGN' from 'https://tdm.silogroup.org/data/derivative_storage/ENGN.csv'.
[2025-12-09T20:21:21.831458] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENGN'.
[2025-12-09T20:21:21.831871] [INFO ] [FORECASTER] Starting predict_future for ENGN
[2025-12-09T20:21:21.832706] [DEBUG] [LOCAL     ] No optimal features file found for ENGN: ./output/feature-sets/ENGN.txt
[2025-12-09T20:21:21.832758] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:21.832789] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:21.832816] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:21.832871] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:21.891007] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:21.892028] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:21.892148] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:21.892184] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:22.018901] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:22.019062] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:22.019106] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:22.019138] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:22.022904] [DEBUG] [FORECASTER] ENGN: Forecast T+1@11:T+2@11: DOWN (p=44.19%)
[2025-12-09T20:21:22.023216] [INFO ] [FORECASTER] Completed predict_future for ENGN
[2025-12-09T20:21:22.023349] [INFO ] [sig       ] ENGN: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:21:22.162222] [INFO ] [LOCAL     ] Saved forecast: ENGN	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/ENGN.txt
[2025-12-09T20:21:22.162357] [INFO ] [sig       ] [1101/3614] Completed ENGN in 0.3s | 2.91 sym/s | Total: 6.3m | ETA: 14.4m
[2025-12-09T20:21:22.162396] [INFO ] [sig       ] [1102/3614] Forecasting ENIC...
[2025-12-09T20:21:22.162424] [INFO ] [sig       ] Generating forecast for: ENIC
[2025-12-09T20:21:22.162454] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENIC' from 'https://tdm.silogroup.org/data/derivative_storage/ENIC.csv'.
[2025-12-09T20:21:22.175031] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENIC'.
[2025-12-09T20:21:22.175340] [INFO ] [FORECASTER] Starting predict_future for ENIC
[2025-12-09T20:21:22.176125] [DEBUG] [LOCAL     ] No optimal features file found for ENIC: ./output/feature-sets/ENIC.txt
[2025-12-09T20:21:22.176175] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:22.176206] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:22.176231] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:22.176285] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:22.231723] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:22.232361] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:22.232437] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:22.232468] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:22.349249] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:22.349405] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:22.349443] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:22.349471] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:22.352819] [DEBUG] [FORECASTER] ENIC: Forecast T+1@11:T+2@11: UP (p=58.77%)
[2025-12-09T20:21:22.353087] [INFO ] [FORECASTER] Completed predict_future for ENIC
[2025-12-09T20:21:22.353208] [INFO ] [sig       ] ENIC: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:21:22.494944] [INFO ] [LOCAL     ] Saved forecast: ENIC	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/ENIC.txt
[2025-12-09T20:21:22.495152] [INFO ] [sig       ] [1102/3614] Completed ENIC in 0.3s | 2.91 sym/s | Total: 6.3m | ETA: 14.4m
[2025-12-09T20:21:22.495209] [INFO ] [sig       ] [1103/3614] Forecasting ENPH...
[2025-12-09T20:21:22.495252] [INFO ] [sig       ] Generating forecast for: ENPH
[2025-12-09T20:21:22.495297] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENPH' from 'https://tdm.silogroup.org/data/derivative_storage/ENPH.csv'.
[2025-12-09T20:21:22.507710] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENPH'.
[2025-12-09T20:21:22.508086] [INFO ] [FORECASTER] Starting predict_future for ENPH
[2025-12-09T20:21:22.508932] [DEBUG] [LOCAL     ] No optimal features file found for ENPH: ./output/feature-sets/ENPH.txt
[2025-12-09T20:21:22.508983] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:22.509014] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:22.509039] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:22.509094] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:22.569212] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:22.570090] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:22.570171] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:22.570203] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:22.685354] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:22.685511] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:22.685553] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:22.685601] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:22.689343] [DEBUG] [FORECASTER] ENPH: Forecast T+1@11:T+2@11: UP (p=87.38%)
[2025-12-09T20:21:22.689736] [INFO ] [FORECASTER] Completed predict_future for ENPH
[2025-12-09T20:21:22.689937] [INFO ] [sig       ] ENPH: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:21:22.837179] [INFO ] [LOCAL     ] Saved forecast: ENPH	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/ENPH.txt
[2025-12-09T20:21:22.837320] [INFO ] [sig       ] [1103/3614] Completed ENPH in 0.3s | 2.91 sym/s | Total: 6.3m | ETA: 14.4m
[2025-12-09T20:21:22.837358] [INFO ] [sig       ] [1104/3614] Forecasting ENS...
[2025-12-09T20:21:22.837387] [INFO ] [sig       ] Generating forecast for: ENS
[2025-12-09T20:21:22.837417] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENS' from 'https://tdm.silogroup.org/data/derivative_storage/ENS.csv'.
[2025-12-09T20:21:22.849138] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENS'.
[2025-12-09T20:21:22.849400] [INFO ] [FORECASTER] Starting predict_future for ENS
[2025-12-09T20:21:22.850211] [DEBUG] [LOCAL     ] No optimal features file found for ENS: ./output/feature-sets/ENS.txt
[2025-12-09T20:21:22.850263] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:22.850306] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:22.850333] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:22.850388] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:22.905388] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:22.906023] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:22.906097] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:22.906128] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:23.020260] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:23.020406] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:23.020445] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:23.020474] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:23.023790] [DEBUG] [FORECASTER] ENS: Forecast T+1@11:T+2@11: UP (p=61.94%)
[2025-12-09T20:21:23.024055] [INFO ] [FORECASTER] Completed predict_future for ENS
[2025-12-09T20:21:23.024174] [INFO ] [sig       ] ENS: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:21:23.160896] [INFO ] [LOCAL     ] Saved forecast: ENS	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/ENS.txt
[2025-12-09T20:21:23.161072] [INFO ] [sig       ] [1104/3614] Completed ENS in 0.3s | 2.91 sym/s | Total: 6.3m | ETA: 14.4m
[2025-12-09T20:21:23.161112] [INFO ] [sig       ] [1105/3614] Forecasting ENSC...
[2025-12-09T20:21:23.161141] [INFO ] [sig       ] Generating forecast for: ENSC
[2025-12-09T20:21:23.161171] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENSC' from 'https://tdm.silogroup.org/data/derivative_storage/ENSC.csv'.
[2025-12-09T20:21:23.172255] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENSC'.
[2025-12-09T20:21:23.172694] [INFO ] [FORECASTER] Starting predict_future for ENSC
[2025-12-09T20:21:23.173522] [DEBUG] [LOCAL     ] No optimal features file found for ENSC: ./output/feature-sets/ENSC.txt
[2025-12-09T20:21:23.173597] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:23.173632] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:23.173659] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:23.173718] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:23.230308] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:23.231176] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:23.231256] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:23.231289] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:23.358302] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:23.358473] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:23.358525] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:23.358564] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:23.362227] [DEBUG] [FORECASTER] ENSC: Forecast T+1@11:T+2@11: UP (p=93.90%)
[2025-12-09T20:21:23.362529] [INFO ] [FORECASTER] Completed predict_future for ENSC
[2025-12-09T20:21:23.362685] [INFO ] [sig       ] ENSC: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:21:23.513112] [INFO ] [LOCAL     ] Saved forecast: ENSC	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/ENSC.txt
[2025-12-09T20:21:23.513250] [INFO ] [sig       ] [1105/3614] Completed ENSC in 0.4s | 2.91 sym/s | Total: 6.3m | ETA: 14.4m
[2025-12-09T20:21:23.513289] [INFO ] [sig       ] [1106/3614] Forecasting ENSG...
[2025-12-09T20:21:23.513317] [INFO ] [sig       ] Generating forecast for: ENSG
[2025-12-09T20:21:23.513348] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENSG' from 'https://tdm.silogroup.org/data/derivative_storage/ENSG.csv'.
[2025-12-09T20:21:23.525826] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENSG'.
[2025-12-09T20:21:23.526108] [INFO ] [FORECASTER] Starting predict_future for ENSG
[2025-12-09T20:21:23.526874] [DEBUG] [LOCAL     ] No optimal features file found for ENSG: ./output/feature-sets/ENSG.txt
[2025-12-09T20:21:23.526925] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:23.526956] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:23.526982] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:23.527036] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:23.585133] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:23.585928] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:23.586010] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:23.586043] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:23.707223] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:23.707378] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:23.707421] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:23.707450] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:23.714415] [DEBUG] [FORECASTER] ENSG: Forecast T+1@11:T+2@11: DOWN (p=40.04%)
[2025-12-09T20:21:23.714697] [INFO ] [FORECASTER] Completed predict_future for ENSG
[2025-12-09T20:21:23.714817] [INFO ] [sig       ] ENSG: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:21:23.856880] [INFO ] [LOCAL     ] Saved forecast: ENSG	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/ENSG.txt
[2025-12-09T20:21:23.857011] [INFO ] [sig       ] [1106/3614] Completed ENSG in 0.3s | 2.91 sym/s | Total: 6.3m | ETA: 14.3m
[2025-12-09T20:21:23.857051] [INFO ] [sig       ] [1107/3614] Forecasting ENTA...
[2025-12-09T20:21:23.857079] [INFO ] [sig       ] Generating forecast for: ENTA
[2025-12-09T20:21:23.857108] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENTA' from 'https://tdm.silogroup.org/data/derivative_storage/ENTA.csv'.
[2025-12-09T20:21:23.868529] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENTA'.
[2025-12-09T20:21:23.868882] [INFO ] [FORECASTER] Starting predict_future for ENTA
[2025-12-09T20:21:23.869683] [DEBUG] [LOCAL     ] No optimal features file found for ENTA: ./output/feature-sets/ENTA.txt
[2025-12-09T20:21:23.869735] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:23.869768] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:23.869794] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:23.869849] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:23.927958] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:23.928935] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:23.929014] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:23.929047] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:24.048593] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:24.048741] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:24.048782] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:24.048812] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:24.052174] [DEBUG] [FORECASTER] ENTA: Forecast T+1@11:T+2@11: UP (p=81.29%)
[2025-12-09T20:21:24.052450] [INFO ] [FORECASTER] Completed predict_future for ENTA
[2025-12-09T20:21:24.052597] [INFO ] [sig       ] ENTA: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:21:24.201785] [INFO ] [LOCAL     ] Saved forecast: ENTA	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/ENTA.txt
[2025-12-09T20:21:24.202133] [INFO ] [sig       ] [1107/3614] Completed ENTA in 0.3s | 2.91 sym/s | Total: 6.3m | ETA: 14.3m
[2025-12-09T20:21:24.202179] [INFO ] [sig       ] [1108/3614] Forecasting ENTG...
[2025-12-09T20:21:24.202209] [INFO ] [sig       ] Generating forecast for: ENTG
[2025-12-09T20:21:24.202239] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENTG' from 'https://tdm.silogroup.org/data/derivative_storage/ENTG.csv'.
[2025-12-09T20:21:24.215289] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENTG'.
[2025-12-09T20:21:24.215668] [INFO ] [FORECASTER] Starting predict_future for ENTG
[2025-12-09T20:21:24.216486] [DEBUG] [LOCAL     ] No optimal features file found for ENTG: ./output/feature-sets/ENTG.txt
[2025-12-09T20:21:24.216538] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:24.216629] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:24.216666] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:24.216739] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:24.275872] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:24.276725] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:24.276802] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:24.276834] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:24.395764] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:24.395908] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:24.395948] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:24.395976] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:24.399289] [DEBUG] [FORECASTER] ENTG: Forecast T+1@11:T+2@11: DOWN (p=9.14%)
[2025-12-09T20:21:24.399556] [INFO ] [FORECASTER] Completed predict_future for ENTG
[2025-12-09T20:21:24.399721] [INFO ] [sig       ] ENTG: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:21:24.537634] [INFO ] [LOCAL     ] Saved forecast: ENTG	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/ENTG.txt
[2025-12-09T20:21:24.537772] [INFO ] [sig       ] [1108/3614] Completed ENTG in 0.3s | 2.91 sym/s | Total: 6.3m | ETA: 14.3m
[2025-12-09T20:21:24.537811] [INFO ] [sig       ] [1109/3614] Forecasting ENTX...
[2025-12-09T20:21:24.537840] [INFO ] [sig       ] Generating forecast for: ENTX
[2025-12-09T20:21:24.537868] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENTX' from 'https://tdm.silogroup.org/data/derivative_storage/ENTX.csv'.
[2025-12-09T20:21:24.549999] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENTX'.
[2025-12-09T20:21:24.550337] [INFO ] [FORECASTER] Starting predict_future for ENTX
[2025-12-09T20:21:24.551404] [DEBUG] [LOCAL     ] No optimal features file found for ENTX: ./output/feature-sets/ENTX.txt
[2025-12-09T20:21:24.551457] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:24.551489] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:24.551516] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:24.551601] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:24.610184] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:24.610882] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:24.610960] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:24.610993] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:24.724615] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:24.724763] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:24.724805] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:24.724834] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:24.728535] [DEBUG] [FORECASTER] ENTX: Forecast T+1@11:T+2@11: DOWN (p=17.27%)
[2025-12-09T20:21:24.728995] [INFO ] [FORECASTER] Completed predict_future for ENTX
[2025-12-09T20:21:24.729134] [INFO ] [sig       ] ENTX: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:21:24.885018] [INFO ] [LOCAL     ] Saved forecast: ENTX	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/ENTX.txt
[2025-12-09T20:21:24.885168] [INFO ] [sig       ] [1109/3614] Completed ENTX in 0.3s | 2.91 sym/s | Total: 6.3m | ETA: 14.3m
[2025-12-09T20:21:24.885205] [INFO ] [sig       ] [1110/3614] Forecasting ENVA...
[2025-12-09T20:21:24.885234] [INFO ] [sig       ] Generating forecast for: ENVA
[2025-12-09T20:21:24.885263] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENVA' from 'https://tdm.silogroup.org/data/derivative_storage/ENVA.csv'.
[2025-12-09T20:21:24.896974] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENVA'.
[2025-12-09T20:21:24.897321] [INFO ] [FORECASTER] Starting predict_future for ENVA
[2025-12-09T20:21:24.898431] [DEBUG] [LOCAL     ] No optimal features file found for ENVA: ./output/feature-sets/ENVA.txt
[2025-12-09T20:21:24.898486] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:24.898529] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:24.898569] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:24.898670] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:24.960104] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:24.961134] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:24.961220] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:24.961253] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:25.095508] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:25.095688] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:25.095737] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:25.095776] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:25.100047] [DEBUG] [FORECASTER] ENVA: Forecast T+1@11:T+2@11: UP (p=88.50%)
[2025-12-09T20:21:25.100384] [INFO ] [FORECASTER] Completed predict_future for ENVA
[2025-12-09T20:21:25.100541] [INFO ] [sig       ] ENVA: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:21:25.271632] [INFO ] [LOCAL     ] Saved forecast: ENVA	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/ENVA.txt
[2025-12-09T20:21:25.271798] [INFO ] [sig       ] [1110/3614] Completed ENVA in 0.4s | 2.91 sym/s | Total: 6.4m | ETA: 14.3m
[2025-12-09T20:21:25.271837] [INFO ] [sig       ] [1111/3614] Forecasting ENVB...
[2025-12-09T20:21:25.271865] [INFO ] [sig       ] Generating forecast for: ENVB
[2025-12-09T20:21:25.271895] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENVB' from 'https://tdm.silogroup.org/data/derivative_storage/ENVB.csv'.
[2025-12-09T20:21:25.283700] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENVB'.
[2025-12-09T20:21:25.284085] [INFO ] [FORECASTER] Starting predict_future for ENVB
[2025-12-09T20:21:25.284875] [DEBUG] [LOCAL     ] No optimal features file found for ENVB: ./output/feature-sets/ENVB.txt
[2025-12-09T20:21:25.284927] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:25.284958] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:25.284983] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:25.285037] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:25.341699] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:25.342560] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:25.342661] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:25.342693] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:25.460891] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:25.461045] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:25.461087] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:25.461167] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:25.464662] [DEBUG] [FORECASTER] ENVB: Forecast T+1@11:T+2@11: UP (p=59.18%)
[2025-12-09T20:21:25.464994] [INFO ] [FORECASTER] Completed predict_future for ENVB
[2025-12-09T20:21:25.465127] [INFO ] [sig       ] ENVB: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:21:25.615297] [INFO ] [LOCAL     ] Saved forecast: ENVB	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/ENVB.txt
[2025-12-09T20:21:25.615452] [INFO ] [sig       ] [1111/3614] Completed ENVB in 0.3s | 2.91 sym/s | Total: 6.4m | ETA: 14.3m
[2025-12-09T20:21:25.615491] [INFO ] [sig       ] [1112/3614] Forecasting ENVX...
[2025-12-09T20:21:25.615521] [INFO ] [sig       ] Generating forecast for: ENVX
[2025-12-09T20:21:25.615552] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENVX' from 'https://tdm.silogroup.org/data/derivative_storage/ENVX.csv'.
[2025-12-09T20:21:25.627123] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENVX'.
[2025-12-09T20:21:25.627557] [INFO ] [FORECASTER] Starting predict_future for ENVX
[2025-12-09T20:21:25.628709] [DEBUG] [LOCAL     ] No optimal features file found for ENVX: ./output/feature-sets/ENVX.txt
[2025-12-09T20:21:25.628766] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:25.628798] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:25.628826] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:25.628884] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:25.690488] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:25.691545] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:25.691648] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:25.691681] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:25.820236] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:25.820388] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:25.820427] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:25.820456] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:25.823839] [DEBUG] [FORECASTER] ENVX: Forecast T+1@11:T+2@11: UP (p=57.41%)
[2025-12-09T20:21:25.824145] [INFO ] [FORECASTER] Completed predict_future for ENVX
[2025-12-09T20:21:25.824274] [INFO ] [sig       ] ENVX: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:21:25.971403] [INFO ] [LOCAL     ] Saved forecast: ENVX	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/ENVX.txt
[2025-12-09T20:21:25.971557] [INFO ] [sig       ] [1112/3614] Completed ENVX in 0.4s | 2.91 sym/s | Total: 6.4m | ETA: 14.3m
[2025-12-09T20:21:25.971620] [INFO ] [sig       ] [1113/3614] Forecasting EOD...
[2025-12-09T20:21:25.971650] [INFO ] [sig       ] Generating forecast for: EOD
[2025-12-09T20:21:25.971681] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOD' from 'https://tdm.silogroup.org/data/derivative_storage/EOD.csv'.
[2025-12-09T20:21:25.983564] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EOD'.
[2025-12-09T20:21:25.984182] [INFO ] [FORECASTER] Starting predict_future for EOD
[2025-12-09T20:21:25.985075] [DEBUG] [LOCAL     ] No optimal features file found for EOD: ./output/feature-sets/EOD.txt
[2025-12-09T20:21:25.985148] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:25.985182] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:25.985210] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:25.985268] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:26.044123] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:26.045056] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:26.045162] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:26.045195] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:26.170194] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:26.170345] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:26.170385] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:26.170414] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:26.173854] [DEBUG] [FORECASTER] EOD: Forecast T+1@11:T+2@11: DOWN (p=29.50%)
[2025-12-09T20:21:26.174171] [INFO ] [FORECASTER] Completed predict_future for EOD
[2025-12-09T20:21:26.174300] [INFO ] [sig       ] EOD: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:21:26.322513] [INFO ] [LOCAL     ] Saved forecast: EOD	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/EOD.txt
[2025-12-09T20:21:26.322688] [INFO ] [sig       ] [1113/3614] Completed EOD in 0.4s | 2.91 sym/s | Total: 6.4m | ETA: 14.3m
[2025-12-09T20:21:26.322728] [INFO ] [sig       ] [1114/3614] Forecasting EOG...
[2025-12-09T20:21:26.322758] [INFO ] [sig       ] Generating forecast for: EOG
[2025-12-09T20:21:26.322789] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOG' from 'https://tdm.silogroup.org/data/derivative_storage/EOG.csv'.
[2025-12-09T20:21:26.335393] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EOG'.
[2025-12-09T20:21:26.335830] [INFO ] [FORECASTER] Starting predict_future for EOG
[2025-12-09T20:21:26.336723] [DEBUG] [LOCAL     ] No optimal features file found for EOG: ./output/feature-sets/EOG.txt
[2025-12-09T20:21:26.336777] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:26.336810] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:26.336836] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:26.336894] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:26.394256] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:26.395121] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:26.395201] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:26.395233] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:26.513329] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:26.513488] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:26.513529] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:26.513556] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:26.517133] [DEBUG] [FORECASTER] EOG: Forecast T+1@11:T+2@11: UP (p=57.51%)
[2025-12-09T20:21:26.517496] [INFO ] [FORECASTER] Completed predict_future for EOG
[2025-12-09T20:21:26.517656] [INFO ] [sig       ] EOG: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:21:26.665774] [INFO ] [LOCAL     ] Saved forecast: EOG	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/EOG.txt
[2025-12-09T20:21:26.665934] [INFO ] [sig       ] [1114/3614] Completed EOG in 0.3s | 2.91 sym/s | Total: 6.4m | ETA: 14.3m
[2025-12-09T20:21:26.665974] [INFO ] [sig       ] [1115/3614] Forecasting EOI...
[2025-12-09T20:21:26.666002] [INFO ] [sig       ] Generating forecast for: EOI
[2025-12-09T20:21:26.666032] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOI' from 'https://tdm.silogroup.org/data/derivative_storage/EOI.csv'.
[2025-12-09T20:21:26.677364] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EOI'.
[2025-12-09T20:21:26.677811] [INFO ] [FORECASTER] Starting predict_future for EOI
[2025-12-09T20:21:26.678759] [DEBUG] [LOCAL     ] No optimal features file found for EOI: ./output/feature-sets/EOI.txt
[2025-12-09T20:21:26.678834] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:26.678867] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:26.678912] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:26.678976] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:26.738635] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:26.739470] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:26.739550] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:26.739604] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:26.870148] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:26.870308] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:26.870351] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:26.870380] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:26.874254] [DEBUG] [FORECASTER] EOI: Forecast T+1@11:T+2@11: UP (p=57.49%)
[2025-12-09T20:21:26.874619] [INFO ] [FORECASTER] Completed predict_future for EOI
[2025-12-09T20:21:26.874760] [INFO ] [sig       ] EOI: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:21:27.029204] [INFO ] [LOCAL     ] Saved forecast: EOI	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/EOI.txt
[2025-12-09T20:21:27.029358] [INFO ] [sig       ] [1115/3614] Completed EOI in 0.4s | 2.91 sym/s | Total: 6.4m | ETA: 14.3m
[2025-12-09T20:21:27.029398] [INFO ] [sig       ] [1116/3614] Forecasting EOLS...
[2025-12-09T20:21:27.029426] [INFO ] [sig       ] Generating forecast for: EOLS
[2025-12-09T20:21:27.029455] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOLS' from 'https://tdm.silogroup.org/data/derivative_storage/EOLS.csv'.
[2025-12-09T20:21:27.042208] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EOLS'.
[2025-12-09T20:21:27.042637] [INFO ] [FORECASTER] Starting predict_future for EOLS
[2025-12-09T20:21:27.043514] [DEBUG] [LOCAL     ] No optimal features file found for EOLS: ./output/feature-sets/EOLS.txt
[2025-12-09T20:21:27.043603] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:27.043642] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:27.043671] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:27.043740] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:27.103758] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:27.104624] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:27.104704] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:27.104736] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:27.232746] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:27.232962] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:27.233004] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:27.233032] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:27.236746] [DEBUG] [FORECASTER] EOLS: Forecast T+1@11:T+2@11: DOWN (p=7.26%)
[2025-12-09T20:21:27.237114] [INFO ] [FORECASTER] Completed predict_future for EOLS
[2025-12-09T20:21:27.237256] [INFO ] [sig       ] EOLS: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:21:27.388235] [INFO ] [LOCAL     ] Saved forecast: EOLS	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/EOLS.txt
[2025-12-09T20:21:27.388393] [INFO ] [sig       ] [1116/3614] Completed EOLS in 0.4s | 2.91 sym/s | Total: 6.4m | ETA: 14.3m
[2025-12-09T20:21:27.388433] [INFO ] [sig       ] [1117/3614] Forecasting EOS...
[2025-12-09T20:21:27.388462] [INFO ] [sig       ] Generating forecast for: EOS
[2025-12-09T20:21:27.388492] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOS' from 'https://tdm.silogroup.org/data/derivative_storage/EOS.csv'.
[2025-12-09T20:21:27.401004] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EOS'.
[2025-12-09T20:21:27.401462] [INFO ] [FORECASTER] Starting predict_future for EOS
[2025-12-09T20:21:27.402553] [DEBUG] [LOCAL     ] No optimal features file found for EOS: ./output/feature-sets/EOS.txt
[2025-12-09T20:21:27.402640] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:27.402688] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:27.402724] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:27.402800] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:27.466386] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:27.467259] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:27.467337] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:27.467369] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:27.588162] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:27.588313] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:27.588353] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:27.588380] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:27.591724] [DEBUG] [FORECASTER] EOS: Forecast T+1@11:T+2@11: UP (p=89.05%)
[2025-12-09T20:21:27.591990] [INFO ] [FORECASTER] Completed predict_future for EOS
[2025-12-09T20:21:27.592108] [INFO ] [sig       ] EOS: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:21:27.733940] [INFO ] [LOCAL     ] Saved forecast: EOS	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/EOS.txt
[2025-12-09T20:21:27.734072] [INFO ] [sig       ] [1117/3614] Completed EOS in 0.3s | 2.91 sym/s | Total: 6.4m | ETA: 14.3m
[2025-12-09T20:21:27.734111] [INFO ] [sig       ] [1118/3614] Forecasting EOSE...
[2025-12-09T20:21:27.734141] [INFO ] [sig       ] Generating forecast for: EOSE
[2025-12-09T20:21:27.734171] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOSE' from 'https://tdm.silogroup.org/data/derivative_storage/EOSE.csv'.
[2025-12-09T20:21:27.746368] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EOSE'.
[2025-12-09T20:21:27.746717] [INFO ] [FORECASTER] Starting predict_future for EOSE
[2025-12-09T20:21:27.747546] [DEBUG] [LOCAL     ] No optimal features file found for EOSE: ./output/feature-sets/EOSE.txt
[2025-12-09T20:21:27.747614] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:27.747648] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:27.747675] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:27.747731] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:27.808893] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:27.809885] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:27.810028] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:27.810065] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:27.931639] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:27.931792] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:27.931835] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:27.931865] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:27.935648] [DEBUG] [FORECASTER] EOSE: Forecast T+1@11:T+2@11: DOWN (p=0.62%)
[2025-12-09T20:21:27.936157] [INFO ] [FORECASTER] Completed predict_future for EOSE
[2025-12-09T20:21:27.936301] [INFO ] [sig       ] EOSE: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:21:28.085774] [INFO ] [LOCAL     ] Saved forecast: EOSE	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/EOSE.txt
[2025-12-09T20:21:28.085943] [INFO ] [sig       ] [1118/3614] Completed EOSE in 0.4s | 2.91 sym/s | Total: 6.4m | ETA: 14.3m
[2025-12-09T20:21:28.085982] [INFO ] [sig       ] [1119/3614] Forecasting EPAC...
[2025-12-09T20:21:28.086011] [INFO ] [sig       ] Generating forecast for: EPAC
[2025-12-09T20:21:28.086048] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPAC' from 'https://tdm.silogroup.org/data/derivative_storage/EPAC.csv'.
[2025-12-09T20:21:28.097865] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EPAC'.
[2025-12-09T20:21:28.098221] [INFO ] [FORECASTER] Starting predict_future for EPAC
[2025-12-09T20:21:28.099010] [DEBUG] [LOCAL     ] No optimal features file found for EPAC: ./output/feature-sets/EPAC.txt
[2025-12-09T20:21:28.099061] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:28.099093] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:28.099118] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:28.099173] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:28.157520] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:28.158340] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:28.158418] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:28.158450] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:28.275634] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:28.275784] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:28.276008] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:28.276036] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:28.279513] [DEBUG] [FORECASTER] EPAC: Forecast T+1@11:T+2@11: UP (p=59.00%)
[2025-12-09T20:21:28.279793] [INFO ] [FORECASTER] Completed predict_future for EPAC
[2025-12-09T20:21:28.279911] [INFO ] [sig       ] EPAC: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:21:28.420254] [INFO ] [LOCAL     ] Saved forecast: EPAC	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/EPAC.txt
[2025-12-09T20:21:28.420379] [INFO ] [sig       ] [1119/3614] Completed EPAC in 0.3s | 2.91 sym/s | Total: 6.4m | ETA: 14.3m
[2025-12-09T20:21:28.420418] [INFO ] [sig       ] [1120/3614] Forecasting EPAM...
[2025-12-09T20:21:28.420446] [INFO ] [sig       ] Generating forecast for: EPAM
[2025-12-09T20:21:28.420476] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPAM' from 'https://tdm.silogroup.org/data/derivative_storage/EPAM.csv'.
[2025-12-09T20:21:28.431765] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EPAM'.
[2025-12-09T20:21:28.432081] [INFO ] [FORECASTER] Starting predict_future for EPAM
[2025-12-09T20:21:28.432854] [DEBUG] [LOCAL     ] No optimal features file found for EPAM: ./output/feature-sets/EPAM.txt
[2025-12-09T20:21:28.432905] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:28.432936] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:28.432962] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:28.433017] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:28.489206] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:28.490011] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:28.490088] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:28.490119] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:28.612005] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:28.612176] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:28.612222] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:28.612251] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:28.615605] [DEBUG] [FORECASTER] EPAM: Forecast T+1@11:T+2@11: DOWN (p=11.81%)
[2025-12-09T20:21:28.615935] [INFO ] [FORECASTER] Completed predict_future for EPAM
[2025-12-09T20:21:28.616064] [INFO ] [sig       ] EPAM: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:21:28.757201] [INFO ] [LOCAL     ] Saved forecast: EPAM	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/EPAM.txt
[2025-12-09T20:21:28.757357] [INFO ] [sig       ] [1120/3614] Completed EPAM in 0.3s | 2.91 sym/s | Total: 6.4m | ETA: 14.3m
[2025-12-09T20:21:28.757396] [INFO ] [sig       ] [1121/3614] Forecasting EPC...
[2025-12-09T20:21:28.757425] [INFO ] [sig       ] Generating forecast for: EPC
[2025-12-09T20:21:28.757456] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPC' from 'https://tdm.silogroup.org/data/derivative_storage/EPC.csv'.
[2025-12-09T20:21:28.768811] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EPC'.
[2025-12-09T20:21:28.769181] [INFO ] [FORECASTER] Starting predict_future for EPC
[2025-12-09T20:21:28.769958] [DEBUG] [LOCAL     ] No optimal features file found for EPC: ./output/feature-sets/EPC.txt
[2025-12-09T20:21:28.770008] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:28.770039] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:28.770065] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:28.770119] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:28.826991] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:28.827902] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:28.827982] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:28.828014] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:28.949671] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:28.949823] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:28.949862] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:28.949891] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:28.953423] [DEBUG] [FORECASTER] EPC: Forecast T+1@11:T+2@11: UP (p=54.23%)
[2025-12-09T20:21:28.953719] [INFO ] [FORECASTER] Completed predict_future for EPC
[2025-12-09T20:21:28.953841] [INFO ] [sig       ] EPC: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:21:29.098210] [INFO ] [LOCAL     ] Saved forecast: EPC	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/EPC.txt
[2025-12-09T20:21:29.098392] [INFO ] [sig       ] [1121/3614] Completed EPC in 0.3s | 2.91 sym/s | Total: 6.4m | ETA: 14.3m
[2025-12-09T20:21:29.098434] [INFO ] [sig       ] [1122/3614] Forecasting EPD...
[2025-12-09T20:21:29.098466] [INFO ] [sig       ] Generating forecast for: EPD
[2025-12-09T20:21:29.098497] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPD' from 'https://tdm.silogroup.org/data/derivative_storage/EPD.csv'.
[2025-12-09T20:21:29.109629] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EPD'.
[2025-12-09T20:21:29.109993] [INFO ] [FORECASTER] Starting predict_future for EPD
[2025-12-09T20:21:29.110791] [DEBUG] [LOCAL     ] No optimal features file found for EPD: ./output/feature-sets/EPD.txt
[2025-12-09T20:21:29.110843] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:29.110877] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:29.110904] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:29.110962] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:29.168672] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:29.169720] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:29.169802] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:29.169833] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:29.295555] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:29.295731] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:29.295778] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:29.295807] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:29.299289] [DEBUG] [FORECASTER] EPD: Forecast T+1@11:T+2@11: DOWN (p=42.74%)
[2025-12-09T20:21:29.299595] [INFO ] [FORECASTER] Completed predict_future for EPD
[2025-12-09T20:21:29.299726] [INFO ] [sig       ] EPD: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:21:29.444126] [INFO ] [LOCAL     ] Saved forecast: EPD	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/EPD.txt
[2025-12-09T20:21:29.444278] [INFO ] [sig       ] [1122/3614] Completed EPD in 0.3s | 2.91 sym/s | Total: 6.4m | ETA: 14.3m
[2025-12-09T20:21:29.444317] [INFO ] [sig       ] [1123/3614] Forecasting EPSN...
[2025-12-09T20:21:29.444346] [INFO ] [sig       ] Generating forecast for: EPSN
[2025-12-09T20:21:29.444376] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPSN' from 'https://tdm.silogroup.org/data/derivative_storage/EPSN.csv'.
[2025-12-09T20:21:29.456840] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EPSN'.
[2025-12-09T20:21:29.457185] [INFO ] [FORECASTER] Starting predict_future for EPSN
[2025-12-09T20:21:29.457980] [DEBUG] [LOCAL     ] No optimal features file found for EPSN: ./output/feature-sets/EPSN.txt
[2025-12-09T20:21:29.458030] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:29.458061] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:29.458087] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:29.458142] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:29.514708] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:29.515556] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:29.515657] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:29.515691] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:29.637544] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:29.637715] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:29.637755] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:29.637782] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:29.641126] [DEBUG] [FORECASTER] EPSN: Forecast T+1@11:T+2@11: DOWN (p=7.92%)
[2025-12-09T20:21:29.641409] [INFO ] [FORECASTER] Completed predict_future for EPSN
[2025-12-09T20:21:29.641534] [INFO ] [sig       ] EPSN: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:21:29.788734] [INFO ] [LOCAL     ] Saved forecast: EPSN	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/EPSN.txt
[2025-12-09T20:21:29.788890] [INFO ] [sig       ] [1123/3614] Completed EPSN in 0.3s | 2.91 sym/s | Total: 6.4m | ETA: 14.3m
[2025-12-09T20:21:29.788930] [INFO ] [sig       ] [1124/3614] Forecasting EQBK...
[2025-12-09T20:21:29.788960] [INFO ] [sig       ] Generating forecast for: EQBK
[2025-12-09T20:21:29.788988] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EQBK' from 'https://tdm.silogroup.org/data/derivative_storage/EQBK.csv'.
[2025-12-09T20:21:29.804369] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EQBK'.
[2025-12-09T20:21:29.804864] [INFO ] [FORECASTER] Starting predict_future for EQBK
[2025-12-09T20:21:29.806018] [DEBUG] [LOCAL     ] No optimal features file found for EQBK: ./output/feature-sets/EQBK.txt
[2025-12-09T20:21:29.806089] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:29.806143] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:29.806187] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:29.806278] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:29.879541] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:29.880710] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:29.880821] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:29.880860] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:30.053218] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:30.053411] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:30.053472] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:30.053514] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:30.058439] [DEBUG] [FORECASTER] EQBK: Forecast T+1@11:T+2@11: DOWN (p=11.72%)
[2025-12-09T20:21:30.058920] [INFO ] [FORECASTER] Completed predict_future for EQBK
[2025-12-09T20:21:30.059113] [INFO ] [sig       ] EQBK: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:21:30.283013] [INFO ] [LOCAL     ] Saved forecast: EQBK	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/EQBK.txt
[2025-12-09T20:21:30.283253] [INFO ] [sig       ] [1124/3614] Completed EQBK in 0.5s | 2.91 sym/s | Total: 6.4m | ETA: 14.3m
[2025-12-09T20:21:30.283312] [INFO ] [sig       ] [1125/3614] Forecasting EQH...
[2025-12-09T20:21:30.283354] [INFO ] [sig       ] Generating forecast for: EQH
[2025-12-09T20:21:30.283395] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EQH' from 'https://tdm.silogroup.org/data/derivative_storage/EQH.csv'.
[2025-12-09T20:21:30.313610] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EQH'.
[2025-12-09T20:21:30.314133] [INFO ] [FORECASTER] Starting predict_future for EQH
[2025-12-09T20:21:30.315396] [DEBUG] [LOCAL     ] No optimal features file found for EQH: ./output/feature-sets/EQH.txt
[2025-12-09T20:21:30.315472] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:30.316810] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:30.316868] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:30.316970] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:30.411027] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:30.412366] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:30.412517] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:30.412594] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:30.584431] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:30.584641] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:30.584708] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:30.584750] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:30.590102] [DEBUG] [FORECASTER] EQH: Forecast T+1@11:T+2@11: UP (p=65.70%)
[2025-12-09T20:21:30.590673] [INFO ] [FORECASTER] Completed predict_future for EQH
[2025-12-09T20:21:30.590888] [INFO ] [sig       ] EQH: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:21:30.770641] [INFO ] [LOCAL     ] Saved forecast: EQH	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/EQH.txt
[2025-12-09T20:21:30.770822] [INFO ] [sig       ] [1125/3614] Completed EQH in 0.5s | 2.91 sym/s | Total: 6.4m | ETA: 14.3m
[2025-12-09T20:21:30.770865] [INFO ] [sig       ] [1126/3614] Forecasting EQIX...
[2025-12-09T20:21:30.770897] [INFO ] [sig       ] Generating forecast for: EQIX
[2025-12-09T20:21:30.770926] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EQIX' from 'https://tdm.silogroup.org/data/derivative_storage/EQIX.csv'.
[2025-12-09T20:21:30.789907] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EQIX'.
[2025-12-09T20:21:30.790351] [INFO ] [FORECASTER] Starting predict_future for EQIX
[2025-12-09T20:21:30.791302] [DEBUG] [LOCAL     ] No optimal features file found for EQIX: ./output/feature-sets/EQIX.txt
[2025-12-09T20:21:30.791358] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:30.791391] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:30.791419] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:30.791507] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:30.857435] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:30.858434] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:30.858521] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:30.858555] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:30.989602] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:30.989758] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:30.989802] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:30.989831] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:30.993418] [DEBUG] [FORECASTER] EQIX: Forecast T+1@11:T+2@11: DOWN (p=7.57%)
[2025-12-09T20:21:30.993731] [INFO ] [FORECASTER] Completed predict_future for EQIX
[2025-12-09T20:21:30.993861] [INFO ] [sig       ] EQIX: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:21:31.145014] [INFO ] [LOCAL     ] Saved forecast: EQIX	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/EQIX.txt
[2025-12-09T20:21:31.145180] [INFO ] [sig       ] [1126/3614] Completed EQIX in 0.4s | 2.91 sym/s | Total: 6.4m | ETA: 14.2m
[2025-12-09T20:21:31.145220] [INFO ] [sig       ] [1127/3614] Forecasting ERAS...
[2025-12-09T20:21:31.145251] [INFO ] [sig       ] Generating forecast for: ERAS
[2025-12-09T20:21:31.145281] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERAS' from 'https://tdm.silogroup.org/data/derivative_storage/ERAS.csv'.
[2025-12-09T20:21:31.157761] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ERAS'.
[2025-12-09T20:21:31.158186] [INFO ] [FORECASTER] Starting predict_future for ERAS
[2025-12-09T20:21:31.159116] [DEBUG] [LOCAL     ] No optimal features file found for ERAS: ./output/feature-sets/ERAS.txt
[2025-12-09T20:21:31.159171] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:31.159207] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:31.159234] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:31.159292] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:31.222104] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:31.223166] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:31.223251] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:31.223285] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:31.345775] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:31.345939] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:31.345987] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:31.346047] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:31.349685] [DEBUG] [FORECASTER] ERAS: Forecast T+1@11:T+2@11: DOWN (p=0.84%)
[2025-12-09T20:21:31.349977] [INFO ] [FORECASTER] Completed predict_future for ERAS
[2025-12-09T20:21:31.350113] [INFO ] [sig       ] ERAS: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:21:31.506425] [INFO ] [LOCAL     ] Saved forecast: ERAS	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/ERAS.txt
[2025-12-09T20:21:31.506622] [INFO ] [sig       ] [1127/3614] Completed ERAS in 0.4s | 2.91 sym/s | Total: 6.5m | ETA: 14.2m
[2025-12-09T20:21:31.506677] [INFO ] [sig       ] [1128/3614] Forecasting ERIC...
[2025-12-09T20:21:31.506722] [INFO ] [sig       ] Generating forecast for: ERIC
[2025-12-09T20:21:31.506764] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERIC' from 'https://tdm.silogroup.org/data/derivative_storage/ERIC.csv'.
[2025-12-09T20:21:31.519213] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ERIC'.
[2025-12-09T20:21:31.519639] [INFO ] [FORECASTER] Starting predict_future for ERIC
[2025-12-09T20:21:31.520477] [DEBUG] [LOCAL     ] No optimal features file found for ERIC: ./output/feature-sets/ERIC.txt
[2025-12-09T20:21:31.520546] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:31.520597] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:31.520628] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:31.520686] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:31.578396] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:31.579285] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:31.579371] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:31.579404] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:31.710197] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:31.710349] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:31.710389] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:31.710451] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:31.713839] [DEBUG] [FORECASTER] ERIC: Forecast T+1@11:T+2@11: DOWN (p=10.04%)
[2025-12-09T20:21:31.714118] [INFO ] [FORECASTER] Completed predict_future for ERIC
[2025-12-09T20:21:31.714241] [INFO ] [sig       ] ERIC: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:21:31.853310] [INFO ] [LOCAL     ] Saved forecast: ERIC	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/ERIC.txt
[2025-12-09T20:21:31.853459] [INFO ] [sig       ] [1128/3614] Completed ERIC in 0.3s | 2.91 sym/s | Total: 6.5m | ETA: 14.2m
[2025-12-09T20:21:31.853498] [INFO ] [sig       ] [1129/3614] Forecasting ERIE...
[2025-12-09T20:21:31.853527] [INFO ] [sig       ] Generating forecast for: ERIE
[2025-12-09T20:21:31.853557] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERIE' from 'https://tdm.silogroup.org/data/derivative_storage/ERIE.csv'.
[2025-12-09T20:21:31.864541] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ERIE'.
[2025-12-09T20:21:31.864887] [INFO ] [FORECASTER] Starting predict_future for ERIE
[2025-12-09T20:21:31.865650] [DEBUG] [LOCAL     ] No optimal features file found for ERIE: ./output/feature-sets/ERIE.txt
[2025-12-09T20:21:31.865701] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:31.865731] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:31.865757] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:31.865811] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:31.921924] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:31.922752] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:31.922836] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:31.922868] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:32.041467] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:32.041637] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:32.041679] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:32.041708] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:32.045140] [DEBUG] [FORECASTER] ERIE: Forecast T+1@11:T+2@11: UP (p=95.14%)
[2025-12-09T20:21:32.045423] [INFO ] [FORECASTER] Completed predict_future for ERIE
[2025-12-09T20:21:32.045546] [INFO ] [sig       ] ERIE: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:21:32.189175] [INFO ] [LOCAL     ] Saved forecast: ERIE	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/ERIE.txt
[2025-12-09T20:21:32.189323] [INFO ] [sig       ] [1129/3614] Completed ERIE in 0.3s | 2.91 sym/s | Total: 6.5m | ETA: 14.2m
[2025-12-09T20:21:32.189362] [INFO ] [sig       ] [1130/3614] Forecasting ERII...
[2025-12-09T20:21:32.189390] [INFO ] [sig       ] Generating forecast for: ERII
[2025-12-09T20:21:32.189421] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERII' from 'https://tdm.silogroup.org/data/derivative_storage/ERII.csv'.
[2025-12-09T20:21:32.201623] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ERII'.
[2025-12-09T20:21:32.201971] [INFO ] [FORECASTER] Starting predict_future for ERII
[2025-12-09T20:21:32.202743] [DEBUG] [LOCAL     ] No optimal features file found for ERII: ./output/feature-sets/ERII.txt
[2025-12-09T20:21:32.202793] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:32.202824] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:32.202851] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:32.203099] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:32.263370] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:32.264239] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:32.264341] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:32.264375] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:32.388624] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:32.388779] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:32.388819] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:32.388849] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:32.392683] [DEBUG] [FORECASTER] ERII: Forecast T+1@11:T+2@11: UP (p=99.13%)
[2025-12-09T20:21:32.392979] [INFO ] [FORECASTER] Completed predict_future for ERII
[2025-12-09T20:21:32.393109] [INFO ] [sig       ] ERII: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:21:32.543106] [INFO ] [LOCAL     ] Saved forecast: ERII	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/ERII.txt
[2025-12-09T20:21:32.543257] [INFO ] [sig       ] [1130/3614] Completed ERII in 0.4s | 2.91 sym/s | Total: 6.5m | ETA: 14.2m
[2025-12-09T20:21:32.543295] [INFO ] [sig       ] [1131/3614] Forecasting ERNA...
[2025-12-09T20:21:32.543323] [INFO ] [sig       ] Generating forecast for: ERNA
[2025-12-09T20:21:32.543354] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERNA' from 'https://tdm.silogroup.org/data/derivative_storage/ERNA.csv'.
[2025-12-09T20:21:32.556332] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ERNA'.
[2025-12-09T20:21:32.556729] [INFO ] [FORECASTER] Starting predict_future for ERNA
[2025-12-09T20:21:32.557552] [DEBUG] [LOCAL     ] No optimal features file found for ERNA: ./output/feature-sets/ERNA.txt
[2025-12-09T20:21:32.557623] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:32.557656] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:32.557682] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:32.557741] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:32.621408] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:32.622491] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:32.622590] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:32.622623] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:32.739008] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:32.739159] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:32.739199] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:32.739228] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:32.742626] [DEBUG] [FORECASTER] ERNA: Forecast T+1@11:T+2@11: DOWN (p=18.00%)
[2025-12-09T20:21:32.742927] [INFO ] [FORECASTER] Completed predict_future for ERNA
[2025-12-09T20:21:32.743052] [INFO ] [sig       ] ERNA: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:21:32.886449] [INFO ] [LOCAL     ] Saved forecast: ERNA	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/ERNA.txt
[2025-12-09T20:21:32.886624] [INFO ] [sig       ] [1131/3614] Completed ERNA in 0.3s | 2.91 sym/s | Total: 6.5m | ETA: 14.2m
[2025-12-09T20:21:32.886666] [INFO ] [sig       ] [1132/3614] Forecasting ERO...
[2025-12-09T20:21:32.886694] [INFO ] [sig       ] Generating forecast for: ERO
[2025-12-09T20:21:32.886724] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERO' from 'https://tdm.silogroup.org/data/derivative_storage/ERO.csv'.
[2025-12-09T20:21:32.899152] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ERO'.
[2025-12-09T20:21:32.899504] [INFO ] [FORECASTER] Starting predict_future for ERO
[2025-12-09T20:21:32.900282] [DEBUG] [LOCAL     ] No optimal features file found for ERO: ./output/feature-sets/ERO.txt
[2025-12-09T20:21:32.900334] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:32.900365] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:32.900391] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:32.900445] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:32.960544] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:32.961611] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:32.961694] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:32.961728] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:33.090485] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:33.090658] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:33.090701] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:33.090731] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:33.094810] [DEBUG] [FORECASTER] ERO: Forecast T+1@11:T+2@11: UP (p=62.11%)
[2025-12-09T20:21:33.095144] [INFO ] [FORECASTER] Completed predict_future for ERO
[2025-12-09T20:21:33.095288] [INFO ] [sig       ] ERO: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:21:33.245228] [INFO ] [LOCAL     ] Saved forecast: ERO	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/ERO.txt
[2025-12-09T20:21:33.245378] [INFO ] [sig       ] [1132/3614] Completed ERO in 0.4s | 2.91 sym/s | Total: 6.5m | ETA: 14.2m
[2025-12-09T20:21:33.245417] [INFO ] [sig       ] [1133/3614] Forecasting ES...
[2025-12-09T20:21:33.245446] [INFO ] [sig       ] Generating forecast for: ES
[2025-12-09T20:21:33.245477] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ES' from 'https://tdm.silogroup.org/data/derivative_storage/ES.csv'.
[2025-12-09T20:21:33.256625] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ES'.
[2025-12-09T20:21:33.256989] [INFO ] [FORECASTER] Starting predict_future for ES
[2025-12-09T20:21:33.257835] [DEBUG] [LOCAL     ] No optimal features file found for ES: ./output/feature-sets/ES.txt
[2025-12-09T20:21:33.257888] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:33.257919] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:33.257944] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:33.257998] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:33.316879] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:33.317916] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:33.318016] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:33.318051] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:33.442261] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:33.442418] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:33.442460] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:33.442489] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:33.446400] [DEBUG] [FORECASTER] ES: Forecast T+1@11:T+2@11: UP (p=97.96%)
[2025-12-09T20:21:33.446737] [INFO ] [FORECASTER] Completed predict_future for ES
[2025-12-09T20:21:33.446872] [INFO ] [sig       ] ES: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:21:33.598310] [INFO ] [LOCAL     ] Saved forecast: ES	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/ES.txt
[2025-12-09T20:21:33.598460] [INFO ] [sig       ] [1133/3614] Completed ES in 0.4s | 2.91 sym/s | Total: 6.5m | ETA: 14.2m
[2025-12-09T20:21:33.598500] [INFO ] [sig       ] [1134/3614] Forecasting ESAB...
[2025-12-09T20:21:33.598529] [INFO ] [sig       ] Generating forecast for: ESAB
[2025-12-09T20:21:33.598560] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESAB' from 'https://tdm.silogroup.org/data/derivative_storage/ESAB.csv'.
[2025-12-09T20:21:33.611018] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESAB'.
[2025-12-09T20:21:33.611380] [INFO ] [FORECASTER] Starting predict_future for ESAB
[2025-12-09T20:21:33.612205] [DEBUG] [LOCAL     ] No optimal features file found for ESAB: ./output/feature-sets/ESAB.txt
[2025-12-09T20:21:33.612258] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:33.612290] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:33.612317] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:33.612373] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:33.671697] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:33.672609] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:33.672694] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:33.672727] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:33.794837] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:33.794980] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:33.795021] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:33.795049] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:33.798385] [DEBUG] [FORECASTER] ESAB: Forecast T+1@11:T+2@11: UP (p=76.96%)
[2025-12-09T20:21:33.798676] [INFO ] [FORECASTER] Completed predict_future for ESAB
[2025-12-09T20:21:33.798797] [INFO ] [sig       ] ESAB: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:21:33.939678] [INFO ] [LOCAL     ] Saved forecast: ESAB	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/ESAB.txt
[2025-12-09T20:21:33.939840] [INFO ] [sig       ] [1134/3614] Completed ESAB in 0.3s | 2.91 sym/s | Total: 6.5m | ETA: 14.2m
[2025-12-09T20:21:33.939887] [INFO ] [sig       ] [1135/3614] Forecasting ESCA...
[2025-12-09T20:21:33.939921] [INFO ] [sig       ] Generating forecast for: ESCA
[2025-12-09T20:21:33.939953] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESCA' from 'https://tdm.silogroup.org/data/derivative_storage/ESCA.csv'.
[2025-12-09T20:21:33.950644] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESCA'.
[2025-12-09T20:21:33.950977] [INFO ] [FORECASTER] Starting predict_future for ESCA
[2025-12-09T20:21:33.951763] [DEBUG] [LOCAL     ] No optimal features file found for ESCA: ./output/feature-sets/ESCA.txt
[2025-12-09T20:21:33.951824] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:33.951862] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:33.951894] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:33.951960] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:34.009220] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:34.010060] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:34.010170] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:34.010204] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:34.125101] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:34.125256] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:34.125349] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:34.125382] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:34.128832] [DEBUG] [FORECASTER] ESCA: Forecast T+1@11:T+2@11: UP (p=83.04%)
[2025-12-09T20:21:34.129114] [INFO ] [FORECASTER] Completed predict_future for ESCA
[2025-12-09T20:21:34.129429] [INFO ] [sig       ] ESCA: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:21:34.281731] [INFO ] [LOCAL     ] Saved forecast: ESCA	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/ESCA.txt
[2025-12-09T20:21:34.281865] [INFO ] [sig       ] [1135/3614] Completed ESCA in 0.3s | 2.91 sym/s | Total: 6.5m | ETA: 14.2m
[2025-12-09T20:21:34.281903] [INFO ] [sig       ] [1136/3614] Forecasting ESE...
[2025-12-09T20:21:34.281932] [INFO ] [sig       ] Generating forecast for: ESE
[2025-12-09T20:21:34.281962] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESE' from 'https://tdm.silogroup.org/data/derivative_storage/ESE.csv'.
[2025-12-09T20:21:34.293704] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESE'.
[2025-12-09T20:21:34.294016] [INFO ] [FORECASTER] Starting predict_future for ESE
[2025-12-09T20:21:34.294803] [DEBUG] [LOCAL     ] No optimal features file found for ESE: ./output/feature-sets/ESE.txt
[2025-12-09T20:21:34.294853] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:34.294884] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:34.294910] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:34.294965] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:34.351014] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:34.351688] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:34.351763] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:34.351795] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:34.471158] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:34.471308] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:34.471347] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:34.471375] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:34.474688] [DEBUG] [FORECASTER] ESE: Forecast T+1@11:T+2@11: UP (p=56.05%)
[2025-12-09T20:21:34.474952] [INFO ] [FORECASTER] Completed predict_future for ESE
[2025-12-09T20:21:34.475071] [INFO ] [sig       ] ESE: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:21:34.614727] [INFO ] [LOCAL     ] Saved forecast: ESE	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/ESE.txt
[2025-12-09T20:21:34.614859] [INFO ] [sig       ] [1136/3614] Completed ESE in 0.3s | 2.91 sym/s | Total: 6.5m | ETA: 14.2m
[2025-12-09T20:21:34.614897] [INFO ] [sig       ] [1137/3614] Forecasting ESEA...
[2025-12-09T20:21:34.614925] [INFO ] [sig       ] Generating forecast for: ESEA
[2025-12-09T20:21:34.614956] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESEA' from 'https://tdm.silogroup.org/data/derivative_storage/ESEA.csv'.
[2025-12-09T20:21:34.626829] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESEA'.
[2025-12-09T20:21:34.627214] [INFO ] [FORECASTER] Starting predict_future for ESEA
[2025-12-09T20:21:34.628047] [DEBUG] [LOCAL     ] No optimal features file found for ESEA: ./output/feature-sets/ESEA.txt
[2025-12-09T20:21:34.628100] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:34.628131] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:34.628157] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:34.628211] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:34.687385] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:34.688336] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:34.688422] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:34.688456] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:34.811418] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:34.811564] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:34.811620] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:34.811649] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:34.815270] [DEBUG] [FORECASTER] ESEA: Forecast T+1@11:T+2@11: UP (p=82.73%)
[2025-12-09T20:21:34.815598] [INFO ] [FORECASTER] Completed predict_future for ESEA
[2025-12-09T20:21:34.815732] [INFO ] [sig       ] ESEA: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:21:34.956711] [INFO ] [LOCAL     ] Saved forecast: ESEA	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/ESEA.txt
[2025-12-09T20:21:34.956862] [INFO ] [sig       ] [1137/3614] Completed ESEA in 0.3s | 2.91 sym/s | Total: 6.5m | ETA: 14.2m
[2025-12-09T20:21:34.956904] [INFO ] [sig       ] [1138/3614] Forecasting ESGD...
[2025-12-09T20:21:34.956933] [INFO ] [sig       ] Generating forecast for: ESGD
[2025-12-09T20:21:34.956964] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESGD' from 'https://tdm.silogroup.org/data/derivative_storage/ESGD.csv'.
[2025-12-09T20:21:34.967878] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESGD'.
[2025-12-09T20:21:34.968242] [INFO ] [FORECASTER] Starting predict_future for ESGD
[2025-12-09T20:21:34.969080] [DEBUG] [LOCAL     ] No optimal features file found for ESGD: ./output/feature-sets/ESGD.txt
[2025-12-09T20:21:34.969136] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:34.969170] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:34.969201] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:34.969262] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:35.025394] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:35.026227] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:35.026304] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:35.026336] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:35.149306] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:35.149457] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:35.149497] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:35.149525] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:35.153048] [DEBUG] [FORECASTER] ESGD: Forecast T+1@11:T+2@11: UP (p=73.75%)
[2025-12-09T20:21:35.153358] [INFO ] [FORECASTER] Completed predict_future for ESGD
[2025-12-09T20:21:35.153492] [INFO ] [sig       ] ESGD: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:21:35.301741] [INFO ] [LOCAL     ] Saved forecast: ESGD	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/ESGD.txt
[2025-12-09T20:21:35.301937] [INFO ] [sig       ] [1138/3614] Completed ESGD in 0.3s | 2.91 sym/s | Total: 6.5m | ETA: 14.2m
[2025-12-09T20:21:35.301978] [INFO ] [sig       ] [1139/3614] Forecasting ESGE...
[2025-12-09T20:21:35.302008] [INFO ] [sig       ] Generating forecast for: ESGE
[2025-12-09T20:21:35.302039] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESGE' from 'https://tdm.silogroup.org/data/derivative_storage/ESGE.csv'.
[2025-12-09T20:21:35.314933] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESGE'.
[2025-12-09T20:21:35.315341] [INFO ] [FORECASTER] Starting predict_future for ESGE
[2025-12-09T20:21:35.316201] [DEBUG] [LOCAL     ] No optimal features file found for ESGE: ./output/feature-sets/ESGE.txt
[2025-12-09T20:21:35.316256] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:35.316303] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:35.316333] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:35.316390] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:35.375184] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:35.376067] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:35.376147] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:35.376181] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:35.499335] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:35.499476] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:35.499516] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:35.499545] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:35.502969] [DEBUG] [FORECASTER] ESGE: Forecast T+1@11:T+2@11: DOWN (p=3.92%)
[2025-12-09T20:21:35.503248] [INFO ] [FORECASTER] Completed predict_future for ESGE
[2025-12-09T20:21:35.503374] [INFO ] [sig       ] ESGE: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:21:35.642626] [INFO ] [LOCAL     ] Saved forecast: ESGE	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/ESGE.txt
[2025-12-09T20:21:35.642758] [INFO ] [sig       ] [1139/3614] Completed ESGE in 0.3s | 2.91 sym/s | Total: 6.5m | ETA: 14.2m
[2025-12-09T20:21:35.642807] [INFO ] [sig       ] [1140/3614] Forecasting ESI...
[2025-12-09T20:21:35.642846] [INFO ] [sig       ] Generating forecast for: ESI
[2025-12-09T20:21:35.642875] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESI' from 'https://tdm.silogroup.org/data/derivative_storage/ESI.csv'.
[2025-12-09T20:21:35.654201] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESI'.
[2025-12-09T20:21:35.654492] [INFO ] [FORECASTER] Starting predict_future for ESI
[2025-12-09T20:21:35.655269] [DEBUG] [LOCAL     ] No optimal features file found for ESI: ./output/feature-sets/ESI.txt
[2025-12-09T20:21:35.655321] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:35.655353] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:35.655380] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:35.655436] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:35.713852] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:35.714491] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:35.714568] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:35.714620] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:35.831015] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:35.831156] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:35.831197] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:35.831226] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:35.834797] [DEBUG] [FORECASTER] ESI: Forecast T+1@11:T+2@11: UP (p=85.14%)
[2025-12-09T20:21:35.835072] [INFO ] [FORECASTER] Completed predict_future for ESI
[2025-12-09T20:21:35.835196] [INFO ] [sig       ] ESI: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:21:35.977004] [INFO ] [LOCAL     ] Saved forecast: ESI	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/ESI.txt
[2025-12-09T20:21:35.977136] [INFO ] [sig       ] [1140/3614] Completed ESI in 0.3s | 2.91 sym/s | Total: 6.5m | ETA: 14.2m
[2025-12-09T20:21:35.977174] [INFO ] [sig       ] [1141/3614] Forecasting ESOA...
[2025-12-09T20:21:35.977202] [INFO ] [sig       ] Generating forecast for: ESOA
[2025-12-09T20:21:35.977231] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESOA' from 'https://tdm.silogroup.org/data/derivative_storage/ESOA.csv'.
[2025-12-09T20:21:35.989420] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESOA'.
[2025-12-09T20:21:35.989762] [INFO ] [FORECASTER] Starting predict_future for ESOA
[2025-12-09T20:21:35.990555] [DEBUG] [LOCAL     ] No optimal features file found for ESOA: ./output/feature-sets/ESOA.txt
[2025-12-09T20:21:35.990625] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:35.990659] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:35.990686] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:35.990743] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:36.048735] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:36.049363] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:36.049438] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:36.049471] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:36.170599] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:36.170740] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:36.170781] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:36.170810] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:36.174207] [DEBUG] [FORECASTER] ESOA: Forecast T+1@11:T+2@11: UP (p=95.18%)
[2025-12-09T20:21:36.174481] [INFO ] [FORECASTER] Completed predict_future for ESOA
[2025-12-09T20:21:36.174622] [INFO ] [sig       ] ESOA: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:21:36.314415] [INFO ] [LOCAL     ] Saved forecast: ESOA	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/ESOA.txt
[2025-12-09T20:21:36.314553] [INFO ] [sig       ] [1141/3614] Completed ESOA in 0.3s | 2.91 sym/s | Total: 6.5m | ETA: 14.2m
[2025-12-09T20:21:36.314610] [INFO ] [sig       ] [1142/3614] Forecasting ESPO...
[2025-12-09T20:21:36.314640] [INFO ] [sig       ] Generating forecast for: ESPO
[2025-12-09T20:21:36.314670] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESPO' from 'https://tdm.silogroup.org/data/derivative_storage/ESPO.csv'.
[2025-12-09T20:21:36.325794] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESPO'.
[2025-12-09T20:21:36.326058] [INFO ] [FORECASTER] Starting predict_future for ESPO
[2025-12-09T20:21:36.326831] [DEBUG] [LOCAL     ] No optimal features file found for ESPO: ./output/feature-sets/ESPO.txt
[2025-12-09T20:21:36.326882] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:36.326938] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:36.326966] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:36.327021] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:36.382216] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:36.382880] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:36.382957] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:36.382990] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:36.504856] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:36.505055] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:36.505099] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:36.505128] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:36.508462] [DEBUG] [FORECASTER] ESPO: Forecast T+1@11:T+2@11: UP (p=59.34%)
[2025-12-09T20:21:36.508761] [INFO ] [FORECASTER] Completed predict_future for ESPO
[2025-12-09T20:21:36.508883] [INFO ] [sig       ] ESPO: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:21:36.647599] [INFO ] [LOCAL     ] Saved forecast: ESPO	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/ESPO.txt
[2025-12-09T20:21:36.647725] [INFO ] [sig       ] [1142/3614] Completed ESPO in 0.3s | 2.91 sym/s | Total: 6.5m | ETA: 14.2m
[2025-12-09T20:21:36.647770] [INFO ] [sig       ] [1143/3614] Forecasting ESQ...
[2025-12-09T20:21:36.647800] [INFO ] [sig       ] Generating forecast for: ESQ
[2025-12-09T20:21:36.647829] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESQ' from 'https://tdm.silogroup.org/data/derivative_storage/ESQ.csv'.
[2025-12-09T20:21:36.659401] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESQ'.
[2025-12-09T20:21:36.659707] [INFO ] [FORECASTER] Starting predict_future for ESQ
[2025-12-09T20:21:36.660486] [DEBUG] [LOCAL     ] No optimal features file found for ESQ: ./output/feature-sets/ESQ.txt
[2025-12-09T20:21:36.660537] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:36.660585] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:36.660615] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:36.660670] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:36.718488] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:36.719138] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:36.719215] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:36.719248] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:36.833888] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:36.834053] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:36.834106] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:36.834143] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:36.838289] [DEBUG] [FORECASTER] ESQ: Forecast T+1@11:T+2@11: DOWN (p=5.84%)
[2025-12-09T20:21:36.838568] [INFO ] [FORECASTER] Completed predict_future for ESQ
[2025-12-09T20:21:36.838713] [INFO ] [sig       ] ESQ: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:21:36.984383] [INFO ] [LOCAL     ] Saved forecast: ESQ	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/ESQ.txt
[2025-12-09T20:21:36.984540] [INFO ] [sig       ] [1143/3614] Completed ESQ in 0.3s | 2.91 sym/s | Total: 6.5m | ETA: 14.2m
[2025-12-09T20:21:36.984600] [INFO ] [sig       ] [1144/3614] Forecasting ESTA...
[2025-12-09T20:21:36.984633] [INFO ] [sig       ] Generating forecast for: ESTA
[2025-12-09T20:21:36.984664] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESTA' from 'https://tdm.silogroup.org/data/derivative_storage/ESTA.csv'.
[2025-12-09T20:21:36.996258] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESTA'.
[2025-12-09T20:21:36.996655] [INFO ] [FORECASTER] Starting predict_future for ESTA
[2025-12-09T20:21:36.997449] [DEBUG] [LOCAL     ] No optimal features file found for ESTA: ./output/feature-sets/ESTA.txt
[2025-12-09T20:21:36.997530] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:36.997564] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:36.997615] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:36.997674] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:37.057551] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:37.058335] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:37.058415] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:37.058448] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:37.176172] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:37.176320] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:37.176363] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:37.176392] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:37.179870] [DEBUG] [FORECASTER] ESTA: Forecast T+1@11:T+2@11: UP (p=60.80%)
[2025-12-09T20:21:37.180148] [INFO ] [FORECASTER] Completed predict_future for ESTA
[2025-12-09T20:21:37.180297] [INFO ] [sig       ] ESTA: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:21:37.320009] [INFO ] [LOCAL     ] Saved forecast: ESTA	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/ESTA.txt
[2025-12-09T20:21:37.320155] [INFO ] [sig       ] [1144/3614] Completed ESTA in 0.3s | 2.91 sym/s | Total: 6.6m | ETA: 14.1m
[2025-12-09T20:21:37.320196] [INFO ] [sig       ] [1145/3614] Forecasting ESTC...
[2025-12-09T20:21:37.320226] [INFO ] [sig       ] Generating forecast for: ESTC
[2025-12-09T20:21:37.320257] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESTC' from 'https://tdm.silogroup.org/data/derivative_storage/ESTC.csv'.
[2025-12-09T20:21:37.332819] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESTC'.
[2025-12-09T20:21:37.333154] [INFO ] [FORECASTER] Starting predict_future for ESTC
[2025-12-09T20:21:37.333962] [DEBUG] [LOCAL     ] No optimal features file found for ESTC: ./output/feature-sets/ESTC.txt
[2025-12-09T20:21:37.334015] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:37.334047] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:37.334074] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:37.334130] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:37.390754] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:37.391342] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:37.391416] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:37.391448] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:37.511524] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:37.511673] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:37.511713] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:37.511770] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:37.516155] [DEBUG] [FORECASTER] ESTC: Forecast T+1@11:T+2@11: UP (p=61.71%)
[2025-12-09T20:21:37.516430] [INFO ] [FORECASTER] Completed predict_future for ESTC
[2025-12-09T20:21:37.516555] [INFO ] [sig       ] ESTC: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:21:37.663103] [INFO ] [LOCAL     ] Saved forecast: ESTC	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/ESTC.txt
[2025-12-09T20:21:37.663228] [INFO ] [sig       ] [1145/3614] Completed ESTC in 0.3s | 2.91 sym/s | Total: 6.6m | ETA: 14.1m
[2025-12-09T20:21:37.663265] [INFO ] [sig       ] [1146/3614] Forecasting ETB...
[2025-12-09T20:21:37.663295] [INFO ] [sig       ] Generating forecast for: ETB
[2025-12-09T20:21:37.663323] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETB' from 'https://tdm.silogroup.org/data/derivative_storage/ETB.csv'.
[2025-12-09T20:21:37.675369] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETB'.
[2025-12-09T20:21:37.675664] [INFO ] [FORECASTER] Starting predict_future for ETB
[2025-12-09T20:21:37.676440] [DEBUG] [LOCAL     ] No optimal features file found for ETB: ./output/feature-sets/ETB.txt
[2025-12-09T20:21:37.676491] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:37.676524] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:37.676551] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:37.676628] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:37.732497] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:37.733092] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:37.733166] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:37.733196] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:37.845189] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:37.845332] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:37.845376] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:37.845425] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:37.848854] [DEBUG] [FORECASTER] ETB: Forecast T+1@11:T+2@11: UP (p=95.44%)
[2025-12-09T20:21:37.849126] [INFO ] [FORECASTER] Completed predict_future for ETB
[2025-12-09T20:21:37.849246] [INFO ] [sig       ] ETB: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:21:37.994384] [INFO ] [LOCAL     ] Saved forecast: ETB	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/ETB.txt
[2025-12-09T20:21:37.994585] [INFO ] [sig       ] [1146/3614] Completed ETB in 0.3s | 2.91 sym/s | Total: 6.6m | ETA: 14.1m
[2025-12-09T20:21:37.994627] [INFO ] [sig       ] [1147/3614] Forecasting ETD...
[2025-12-09T20:21:37.994656] [INFO ] [sig       ] Generating forecast for: ETD
[2025-12-09T20:21:37.994685] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETD' from 'https://tdm.silogroup.org/data/derivative_storage/ETD.csv'.
[2025-12-09T20:21:38.005976] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETD'.
[2025-12-09T20:21:38.006351] [INFO ] [FORECASTER] Starting predict_future for ETD
[2025-12-09T20:21:38.007142] [DEBUG] [LOCAL     ] No optimal features file found for ETD: ./output/feature-sets/ETD.txt
[2025-12-09T20:21:38.007193] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:38.007224] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:38.007249] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:38.007304] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:38.065920] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:38.066802] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:38.066887] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:38.066922] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:38.185252] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:38.185400] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:38.185441] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:38.185470] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:38.188930] [DEBUG] [FORECASTER] ETD: Forecast T+1@11:T+2@11: DOWN (p=28.93%)
[2025-12-09T20:21:38.189213] [INFO ] [FORECASTER] Completed predict_future for ETD
[2025-12-09T20:21:38.189339] [INFO ] [sig       ] ETD: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:21:38.330625] [INFO ] [LOCAL     ] Saved forecast: ETD	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/ETD.txt
[2025-12-09T20:21:38.330784] [INFO ] [sig       ] [1147/3614] Completed ETD in 0.3s | 2.91 sym/s | Total: 6.6m | ETA: 14.1m
[2025-12-09T20:21:38.330823] [INFO ] [sig       ] [1148/3614] Forecasting ETG...
[2025-12-09T20:21:38.330852] [INFO ] [sig       ] Generating forecast for: ETG
[2025-12-09T20:21:38.330883] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETG' from 'https://tdm.silogroup.org/data/derivative_storage/ETG.csv'.
[2025-12-09T20:21:38.343044] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETG'.
[2025-12-09T20:21:38.343304] [INFO ] [FORECASTER] Starting predict_future for ETG
[2025-12-09T20:21:38.344065] [DEBUG] [LOCAL     ] No optimal features file found for ETG: ./output/feature-sets/ETG.txt
[2025-12-09T20:21:38.344114] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:38.344144] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:38.344170] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:38.344225] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:38.400598] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:38.401219] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:38.401293] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:38.401337] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:38.519985] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:38.520115] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:38.520153] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:38.520180] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:38.523431] [DEBUG] [FORECASTER] ETG: Forecast T+1@11:T+2@11: DOWN (p=13.54%)
[2025-12-09T20:21:38.523712] [INFO ] [FORECASTER] Completed predict_future for ETG
[2025-12-09T20:21:38.523830] [INFO ] [sig       ] ETG: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:21:38.665027] [INFO ] [LOCAL     ] Saved forecast: ETG	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/ETG.txt
[2025-12-09T20:21:38.665185] [INFO ] [sig       ] [1148/3614] Completed ETG in 0.3s | 2.91 sym/s | Total: 6.6m | ETA: 14.1m
[2025-12-09T20:21:38.665223] [INFO ] [sig       ] [1149/3614] Forecasting ETHA...
[2025-12-09T20:21:38.665252] [INFO ] [sig       ] Generating forecast for: ETHA
[2025-12-09T20:21:38.665282] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETHA' from 'https://tdm.silogroup.org/data/derivative_storage/ETHA.csv'.
[2025-12-09T20:21:38.676190] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETHA'.
[2025-12-09T20:21:38.676450] [INFO ] [FORECASTER] Starting predict_future for ETHA
[2025-12-09T20:21:38.677203] [DEBUG] [LOCAL     ] No optimal features file found for ETHA: ./output/feature-sets/ETHA.txt
[2025-12-09T20:21:38.677253] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:38.677284] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:38.677309] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:38.677363] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:38.732800] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:38.733523] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:38.733616] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:38.733649] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:38.851103] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:38.851239] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:38.851278] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:38.851306] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:38.854607] [DEBUG] [FORECASTER] ETHA: Forecast T+1@11:T+2@11: UP (p=61.37%)
[2025-12-09T20:21:38.854872] [INFO ] [FORECASTER] Completed predict_future for ETHA
[2025-12-09T20:21:38.854996] [INFO ] [sig       ] ETHA: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:21:38.992521] [INFO ] [LOCAL     ] Saved forecast: ETHA	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/ETHA.txt
[2025-12-09T20:21:38.992689] [INFO ] [sig       ] [1149/3614] Completed ETHA in 0.3s | 2.91 sym/s | Total: 6.6m | ETA: 14.1m
[2025-12-09T20:21:38.992729] [INFO ] [sig       ] [1150/3614] Forecasting ETJ...
[2025-12-09T20:21:38.992758] [INFO ] [sig       ] Generating forecast for: ETJ
[2025-12-09T20:21:38.992788] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETJ' from 'https://tdm.silogroup.org/data/derivative_storage/ETJ.csv'.
[2025-12-09T20:21:39.003935] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETJ'.
[2025-12-09T20:21:39.004265] [INFO ] [FORECASTER] Starting predict_future for ETJ
[2025-12-09T20:21:39.005026] [DEBUG] [LOCAL     ] No optimal features file found for ETJ: ./output/feature-sets/ETJ.txt
[2025-12-09T20:21:39.005076] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:39.005108] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:39.005146] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:39.005202] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:39.062149] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:39.062994] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:39.063074] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:39.063106] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:39.182193] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:39.182343] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:39.182384] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:39.182413] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:39.185813] [DEBUG] [FORECASTER] ETJ: Forecast T+1@11:T+2@11: UP (p=83.60%)
[2025-12-09T20:21:39.186091] [INFO ] [FORECASTER] Completed predict_future for ETJ
[2025-12-09T20:21:39.186210] [INFO ] [sig       ] ETJ: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:21:39.334610] [INFO ] [LOCAL     ] Saved forecast: ETJ	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/ETJ.txt
[2025-12-09T20:21:39.334746] [INFO ] [sig       ] [1150/3614] Completed ETJ in 0.3s | 2.91 sym/s | Total: 6.6m | ETA: 14.1m
[2025-12-09T20:21:39.334785] [INFO ] [sig       ] [1151/3614] Forecasting ETN...
[2025-12-09T20:21:39.334816] [INFO ] [sig       ] Generating forecast for: ETN
[2025-12-09T20:21:39.334846] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETN' from 'https://tdm.silogroup.org/data/derivative_storage/ETN.csv'.
[2025-12-09T20:21:39.346256] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETN'.
[2025-12-09T20:21:39.346565] [INFO ] [FORECASTER] Starting predict_future for ETN
[2025-12-09T20:21:39.347349] [DEBUG] [LOCAL     ] No optimal features file found for ETN: ./output/feature-sets/ETN.txt
[2025-12-09T20:21:39.347407] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:39.347447] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:39.347504] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:39.347565] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:39.405522] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:39.406188] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:39.406265] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:39.406298] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:39.527465] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:39.527645] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:39.527686] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:39.527714] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:39.531021] [DEBUG] [FORECASTER] ETN: Forecast T+1@11:T+2@11: DOWN (p=3.87%)
[2025-12-09T20:21:39.531288] [INFO ] [FORECASTER] Completed predict_future for ETN
[2025-12-09T20:21:39.531407] [INFO ] [sig       ] ETN: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:21:39.674937] [INFO ] [LOCAL     ] Saved forecast: ETN	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/ETN.txt
[2025-12-09T20:21:39.675064] [INFO ] [sig       ] [1151/3614] Completed ETN in 0.3s | 2.91 sym/s | Total: 6.6m | ETA: 14.1m
[2025-12-09T20:21:39.675101] [INFO ] [sig       ] [1152/3614] Forecasting ETO...
[2025-12-09T20:21:39.675130] [INFO ] [sig       ] Generating forecast for: ETO
[2025-12-09T20:21:39.675159] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETO' from 'https://tdm.silogroup.org/data/derivative_storage/ETO.csv'.
[2025-12-09T20:21:39.686215] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETO'.
[2025-12-09T20:21:39.686486] [INFO ] [FORECASTER] Starting predict_future for ETO
[2025-12-09T20:21:39.687288] [DEBUG] [LOCAL     ] No optimal features file found for ETO: ./output/feature-sets/ETO.txt
[2025-12-09T20:21:39.687363] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:39.687396] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:39.687424] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:39.687509] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:39.744495] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:39.745121] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:39.745221] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:39.745254] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:39.865396] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:39.865566] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:39.865648] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:39.865682] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:39.869746] [DEBUG] [FORECASTER] ETO: Forecast T+1@11:T+2@11: DOWN (p=11.43%)
[2025-12-09T20:21:39.870110] [INFO ] [FORECASTER] Completed predict_future for ETO
[2025-12-09T20:21:39.870259] [INFO ] [sig       ] ETO: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:21:40.012277] [INFO ] [LOCAL     ] Saved forecast: ETO	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/ETO.txt
[2025-12-09T20:21:40.012398] [INFO ] [sig       ] [1152/3614] Completed ETO in 0.3s | 2.91 sym/s | Total: 6.6m | ETA: 14.1m
[2025-12-09T20:21:40.012436] [INFO ] [sig       ] [1153/3614] Forecasting ETON...
[2025-12-09T20:21:40.012465] [INFO ] [sig       ] Generating forecast for: ETON
[2025-12-09T20:21:40.012495] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETON' from 'https://tdm.silogroup.org/data/derivative_storage/ETON.csv'.
[2025-12-09T20:21:40.023887] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETON'.
[2025-12-09T20:21:40.024329] [INFO ] [FORECASTER] Starting predict_future for ETON
[2025-12-09T20:21:40.025117] [DEBUG] [LOCAL     ] No optimal features file found for ETON: ./output/feature-sets/ETON.txt
[2025-12-09T20:21:40.025168] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:40.025200] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:40.025226] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:40.025281] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:40.082270] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:40.083072] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:40.083150] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:40.083183] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:40.198543] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:40.198708] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:40.198749] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:40.198777] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:40.202080] [DEBUG] [FORECASTER] ETON: Forecast T+1@11:T+2@11: DOWN (p=21.25%)
[2025-12-09T20:21:40.202350] [INFO ] [FORECASTER] Completed predict_future for ETON
[2025-12-09T20:21:40.202470] [INFO ] [sig       ] ETON: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:21:40.339648] [INFO ] [LOCAL     ] Saved forecast: ETON	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/ETON.txt
[2025-12-09T20:21:40.339766] [INFO ] [sig       ] [1153/3614] Completed ETON in 0.3s | 2.91 sym/s | Total: 6.6m | ETA: 14.1m
[2025-12-09T20:21:40.339804] [INFO ] [sig       ] [1154/3614] Forecasting ETSY...
[2025-12-09T20:21:40.339833] [INFO ] [sig       ] Generating forecast for: ETSY
[2025-12-09T20:21:40.339869] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETSY' from 'https://tdm.silogroup.org/data/derivative_storage/ETSY.csv'.
[2025-12-09T20:21:40.350754] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETSY'.
[2025-12-09T20:21:40.351006] [INFO ] [FORECASTER] Starting predict_future for ETSY
[2025-12-09T20:21:40.351763] [DEBUG] [LOCAL     ] No optimal features file found for ETSY: ./output/feature-sets/ETSY.txt
[2025-12-09T20:21:40.351812] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:40.351842] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:40.351868] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:40.351923] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:40.407385] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:40.408206] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:40.408391] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:40.408427] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:40.532947] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:40.533102] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:40.533143] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:40.533172] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:40.536643] [DEBUG] [FORECASTER] ETSY: Forecast T+1@11:T+2@11: UP (p=90.03%)
[2025-12-09T20:21:40.536919] [INFO ] [FORECASTER] Completed predict_future for ETSY
[2025-12-09T20:21:40.537046] [INFO ] [sig       ] ETSY: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:21:40.677468] [INFO ] [LOCAL     ] Saved forecast: ETSY	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/ETSY.txt
[2025-12-09T20:21:40.677658] [INFO ] [sig       ] [1154/3614] Completed ETSY in 0.3s | 2.91 sym/s | Total: 6.6m | ETA: 14.1m
[2025-12-09T20:21:40.677699] [INFO ] [sig       ] [1155/3614] Forecasting ETY...
[2025-12-09T20:21:40.677728] [INFO ] [sig       ] Generating forecast for: ETY
[2025-12-09T20:21:40.677758] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETY' from 'https://tdm.silogroup.org/data/derivative_storage/ETY.csv'.
[2025-12-09T20:21:40.689618] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETY'.
[2025-12-09T20:21:40.689921] [INFO ] [FORECASTER] Starting predict_future for ETY
[2025-12-09T20:21:40.690698] [DEBUG] [LOCAL     ] No optimal features file found for ETY: ./output/feature-sets/ETY.txt
[2025-12-09T20:21:40.690749] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:40.690781] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:40.690808] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:40.690863] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:40.745685] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:40.746267] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:40.746342] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:40.746372] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:40.862185] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:40.862328] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:40.862367] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:40.862396] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:40.865691] [DEBUG] [FORECASTER] ETY: Forecast T+1@11:T+2@11: DOWN (p=7.77%)
[2025-12-09T20:21:40.865957] [INFO ] [FORECASTER] Completed predict_future for ETY
[2025-12-09T20:21:40.866076] [INFO ] [sig       ] ETY: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:21:41.004251] [INFO ] [LOCAL     ] Saved forecast: ETY	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/ETY.txt
[2025-12-09T20:21:41.004429] [INFO ] [sig       ] [1155/3614] Completed ETY in 0.3s | 2.91 sym/s | Total: 6.6m | ETA: 14.1m
[2025-12-09T20:21:41.004480] [INFO ] [sig       ] [1156/3614] Forecasting EUFN...
[2025-12-09T20:21:41.004520] [INFO ] [sig       ] Generating forecast for: EUFN
[2025-12-09T20:21:41.004552] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EUFN' from 'https://tdm.silogroup.org/data/derivative_storage/EUFN.csv'.
[2025-12-09T20:21:41.016167] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EUFN'.
[2025-12-09T20:21:41.016457] [INFO ] [FORECASTER] Starting predict_future for EUFN
[2025-12-09T20:21:41.017244] [DEBUG] [LOCAL     ] No optimal features file found for EUFN: ./output/feature-sets/EUFN.txt
[2025-12-09T20:21:41.017296] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:41.017327] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:41.017353] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:41.017409] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:41.075685] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:41.076420] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:41.076502] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:41.076534] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:41.197795] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:41.197952] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:41.198010] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:41.198051] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:41.201529] [DEBUG] [FORECASTER] EUFN: Forecast T+1@11:T+2@11: DOWN (p=1.74%)
[2025-12-09T20:21:41.201818] [INFO ] [FORECASTER] Completed predict_future for EUFN
[2025-12-09T20:21:41.201941] [INFO ] [sig       ] EUFN: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:21:41.349896] [INFO ] [LOCAL     ] Saved forecast: EUFN	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/EUFN.txt
[2025-12-09T20:21:41.350050] [INFO ] [sig       ] [1156/3614] Completed EUFN in 0.3s | 2.91 sym/s | Total: 6.6m | ETA: 14.1m
[2025-12-09T20:21:41.350092] [INFO ] [sig       ] [1157/3614] Forecasting EVAX...
[2025-12-09T20:21:41.350122] [INFO ] [sig       ] Generating forecast for: EVAX
[2025-12-09T20:21:41.350152] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVAX' from 'https://tdm.silogroup.org/data/derivative_storage/EVAX.csv'.
[2025-12-09T20:21:41.363599] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVAX'.
[2025-12-09T20:21:41.363933] [INFO ] [FORECASTER] Starting predict_future for EVAX
[2025-12-09T20:21:41.364717] [DEBUG] [LOCAL     ] No optimal features file found for EVAX: ./output/feature-sets/EVAX.txt
[2025-12-09T20:21:41.364768] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:41.364799] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:41.364825] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:41.364880] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:41.421433] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:41.422062] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:41.422139] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:41.422171] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:41.543899] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:41.544032] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:41.544078] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:41.544107] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:41.547451] [DEBUG] [FORECASTER] EVAX: Forecast T+1@11:T+2@11: DOWN (p=43.91%)
[2025-12-09T20:21:41.547753] [INFO ] [FORECASTER] Completed predict_future for EVAX
[2025-12-09T20:21:41.547876] [INFO ] [sig       ] EVAX: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:21:41.686106] [INFO ] [LOCAL     ] Saved forecast: EVAX	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/EVAX.txt
[2025-12-09T20:21:41.686411] [INFO ] [sig       ] [1157/3614] Completed EVAX in 0.3s | 2.91 sym/s | Total: 6.6m | ETA: 14.1m
[2025-12-09T20:21:41.686449] [INFO ] [sig       ] [1158/3614] Forecasting EVC...
[2025-12-09T20:21:41.686479] [INFO ] [sig       ] Generating forecast for: EVC
[2025-12-09T20:21:41.686509] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVC' from 'https://tdm.silogroup.org/data/derivative_storage/EVC.csv'.
[2025-12-09T20:21:41.697594] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVC'.
[2025-12-09T20:21:41.697866] [INFO ] [FORECASTER] Starting predict_future for EVC
[2025-12-09T20:21:41.698662] [DEBUG] [LOCAL     ] No optimal features file found for EVC: ./output/feature-sets/EVC.txt
[2025-12-09T20:21:41.698713] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:41.698746] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:41.698773] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:41.698828] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:41.757319] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:41.757940] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:41.758015] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:41.758047] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:41.884386] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:41.884503] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:41.884540] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:41.884591] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:41.887946] [DEBUG] [FORECASTER] EVC: Forecast T+1@11:T+2@11: DOWN (p=1.66%)
[2025-12-09T20:21:41.888223] [INFO ] [FORECASTER] Completed predict_future for EVC
[2025-12-09T20:21:41.888342] [INFO ] [sig       ] EVC: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:21:42.028496] [INFO ] [LOCAL     ] Saved forecast: EVC	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/EVC.txt
[2025-12-09T20:21:42.028631] [INFO ] [sig       ] [1158/3614] Completed EVC in 0.3s | 2.91 sym/s | Total: 6.6m | ETA: 14.1m
[2025-12-09T20:21:42.028670] [INFO ] [sig       ] [1159/3614] Forecasting EVCM...
[2025-12-09T20:21:42.028699] [INFO ] [sig       ] Generating forecast for: EVCM
[2025-12-09T20:21:42.028728] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVCM' from 'https://tdm.silogroup.org/data/derivative_storage/EVCM.csv'.
[2025-12-09T20:21:42.040069] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVCM'.
[2025-12-09T20:21:42.040367] [INFO ] [FORECASTER] Starting predict_future for EVCM
[2025-12-09T20:21:42.041151] [DEBUG] [LOCAL     ] No optimal features file found for EVCM: ./output/feature-sets/EVCM.txt
[2025-12-09T20:21:42.041201] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:42.041268] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:42.041295] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:42.041354] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:42.097791] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:42.098445] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:42.098520] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:42.098551] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:42.222295] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:42.222444] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:42.222485] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:42.222515] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:42.226505] [DEBUG] [FORECASTER] EVCM: Forecast T+1@11:T+2@11: UP (p=72.83%)
[2025-12-09T20:21:42.226793] [INFO ] [FORECASTER] Completed predict_future for EVCM
[2025-12-09T20:21:42.226922] [INFO ] [sig       ] EVCM: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:21:42.367810] [INFO ] [LOCAL     ] Saved forecast: EVCM	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/EVCM.txt
[2025-12-09T20:21:42.367935] [INFO ] [sig       ] [1159/3614] Completed EVCM in 0.3s | 2.91 sym/s | Total: 6.6m | ETA: 14.1m
[2025-12-09T20:21:42.367974] [INFO ] [sig       ] [1160/3614] Forecasting EVEX...
[2025-12-09T20:21:42.368003] [INFO ] [sig       ] Generating forecast for: EVEX
[2025-12-09T20:21:42.368036] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVEX' from 'https://tdm.silogroup.org/data/derivative_storage/EVEX.csv'.
[2025-12-09T20:21:42.379287] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVEX'.
[2025-12-09T20:21:42.379603] [INFO ] [FORECASTER] Starting predict_future for EVEX
[2025-12-09T20:21:42.380509] [DEBUG] [LOCAL     ] No optimal features file found for EVEX: ./output/feature-sets/EVEX.txt
[2025-12-09T20:21:42.380559] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:42.380609] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:42.380636] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:42.380691] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:42.437616] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:42.438257] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:42.438332] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:42.438364] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:42.562555] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:42.562724] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:42.562783] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:42.562817] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:42.566380] [DEBUG] [FORECASTER] EVEX: Forecast T+1@11:T+2@11: DOWN (p=4.65%)
[2025-12-09T20:21:42.566678] [INFO ] [FORECASTER] Completed predict_future for EVEX
[2025-12-09T20:21:42.566802] [INFO ] [sig       ] EVEX: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:21:42.711809] [INFO ] [LOCAL     ] Saved forecast: EVEX	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/EVEX.txt
[2025-12-09T20:21:42.711936] [INFO ] [sig       ] [1160/3614] Completed EVEX in 0.3s | 2.91 sym/s | Total: 6.6m | ETA: 14.1m
[2025-12-09T20:21:42.711975] [INFO ] [sig       ] [1161/3614] Forecasting EVF...
[2025-12-09T20:21:42.712006] [INFO ] [sig       ] Generating forecast for: EVF
[2025-12-09T20:21:42.712037] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVF' from 'https://tdm.silogroup.org/data/derivative_storage/EVF.csv'.
[2025-12-09T20:21:42.722643] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVF'.
[2025-12-09T20:21:42.722952] [INFO ] [FORECASTER] Starting predict_future for EVF
[2025-12-09T20:21:42.723937] [DEBUG] [LOCAL     ] No optimal features file found for EVF: ./output/feature-sets/EVF.txt
[2025-12-09T20:21:42.723988] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:42.724021] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:42.724049] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:42.724107] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:42.780231] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:42.780863] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:42.780937] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:42.780969] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:42.894975] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:42.895107] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:42.895147] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:42.895174] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:42.899209] [DEBUG] [FORECASTER] EVF: Forecast T+1@11:T+2@11: UP (p=98.37%)
[2025-12-09T20:21:42.899519] [INFO ] [FORECASTER] Completed predict_future for EVF
[2025-12-09T20:21:42.899673] [INFO ] [sig       ] EVF: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:21:43.055186] [INFO ] [LOCAL     ] Saved forecast: EVF	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/EVF.txt
[2025-12-09T20:21:43.055315] [INFO ] [sig       ] [1161/3614] Completed EVF in 0.3s | 2.91 sym/s | Total: 6.6m | ETA: 14.0m
[2025-12-09T20:21:43.055355] [INFO ] [sig       ] [1162/3614] Forecasting EVG...
[2025-12-09T20:21:43.055384] [INFO ] [sig       ] Generating forecast for: EVG
[2025-12-09T20:21:43.055416] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVG' from 'https://tdm.silogroup.org/data/derivative_storage/EVG.csv'.
[2025-12-09T20:21:43.066041] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVG'.
[2025-12-09T20:21:43.066328] [INFO ] [FORECASTER] Starting predict_future for EVG
[2025-12-09T20:21:43.067105] [DEBUG] [LOCAL     ] No optimal features file found for EVG: ./output/feature-sets/EVG.txt
[2025-12-09T20:21:43.067156] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:43.067188] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:43.067215] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:43.067270] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:43.123682] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:43.124286] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:43.124363] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:43.124397] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:43.238006] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:43.238170] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:43.238226] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:43.238291] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:43.241894] [DEBUG] [FORECASTER] EVG: Forecast T+1@11:T+2@11: UP (p=95.96%)
[2025-12-09T20:21:43.242178] [INFO ] [FORECASTER] Completed predict_future for EVG
[2025-12-09T20:21:43.242310] [INFO ] [sig       ] EVG: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:21:43.383722] [INFO ] [LOCAL     ] Saved forecast: EVG	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/EVG.txt
[2025-12-09T20:21:43.383865] [INFO ] [sig       ] [1162/3614] Completed EVG in 0.3s | 2.91 sym/s | Total: 6.7m | ETA: 14.0m
[2025-12-09T20:21:43.383904] [INFO ] [sig       ] [1163/3614] Forecasting EVGN...
[2025-12-09T20:21:43.383934] [INFO ] [sig       ] Generating forecast for: EVGN
[2025-12-09T20:21:43.383964] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVGN' from 'https://tdm.silogroup.org/data/derivative_storage/EVGN.csv'.
[2025-12-09T20:21:43.395351] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVGN'.
[2025-12-09T20:21:43.395740] [INFO ] [FORECASTER] Starting predict_future for EVGN
[2025-12-09T20:21:43.396588] [DEBUG] [LOCAL     ] No optimal features file found for EVGN: ./output/feature-sets/EVGN.txt
[2025-12-09T20:21:43.396653] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:43.396687] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:43.396715] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:43.396772] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:43.458922] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:43.459966] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:43.460064] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:43.460106] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:43.576079] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:43.576221] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:43.576262] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:43.576291] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:43.579719] [DEBUG] [FORECASTER] EVGN: Forecast T+1@11:T+2@11: UP (p=51.97%)
[2025-12-09T20:21:43.579992] [INFO ] [FORECASTER] Completed predict_future for EVGN
[2025-12-09T20:21:43.580115] [INFO ] [sig       ] EVGN: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:21:43.721457] [INFO ] [LOCAL     ] Saved forecast: EVGN	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/EVGN.txt
[2025-12-09T20:21:43.721591] [INFO ] [sig       ] [1163/3614] Completed EVGN in 0.3s | 2.91 sym/s | Total: 6.7m | ETA: 14.0m
[2025-12-09T20:21:43.721631] [INFO ] [sig       ] [1164/3614] Forecasting EVGO...
[2025-12-09T20:21:43.721663] [INFO ] [sig       ] Generating forecast for: EVGO
[2025-12-09T20:21:43.721693] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVGO' from 'https://tdm.silogroup.org/data/derivative_storage/EVGO.csv'.
[2025-12-09T20:21:43.734655] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVGO'.
[2025-12-09T20:21:43.734986] [INFO ] [FORECASTER] Starting predict_future for EVGO
[2025-12-09T20:21:43.735792] [DEBUG] [LOCAL     ] No optimal features file found for EVGO: ./output/feature-sets/EVGO.txt
[2025-12-09T20:21:43.735842] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:43.735873] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:43.735899] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:43.735953] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:43.792221] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:43.792828] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:43.792903] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:43.792933] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:43.912211] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:43.912335] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:43.912372] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:43.912401] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:43.915597] [DEBUG] [FORECASTER] EVGO: Forecast T+1@11:T+2@11: DOWN (p=3.02%)
[2025-12-09T20:21:43.915860] [INFO ] [FORECASTER] Completed predict_future for EVGO
[2025-12-09T20:21:43.915979] [INFO ] [sig       ] EVGO: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:21:44.055513] [INFO ] [LOCAL     ] Saved forecast: EVGO	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/EVGO.txt
[2025-12-09T20:21:44.055699] [INFO ] [sig       ] [1164/3614] Completed EVGO in 0.3s | 2.91 sym/s | Total: 6.7m | ETA: 14.0m
[2025-12-09T20:21:44.055741] [INFO ] [sig       ] [1165/3614] Forecasting EVH...
[2025-12-09T20:21:44.055769] [INFO ] [sig       ] Generating forecast for: EVH
[2025-12-09T20:21:44.055798] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVH' from 'https://tdm.silogroup.org/data/derivative_storage/EVH.csv'.
[2025-12-09T20:21:44.069818] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVH'.
[2025-12-09T20:21:44.070344] [INFO ] [FORECASTER] Starting predict_future for EVH
[2025-12-09T20:21:44.071333] [DEBUG] [LOCAL     ] No optimal features file found for EVH: ./output/feature-sets/EVH.txt
[2025-12-09T20:21:44.071390] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:44.071424] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:44.071452] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:44.071546] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:44.134559] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:44.135794] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:44.135892] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:44.135929] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:44.263321] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:44.263514] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:44.263563] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:44.263610] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:44.267543] [DEBUG] [FORECASTER] EVH: Forecast T+1@11:T+2@11: DOWN (p=6.21%)
[2025-12-09T20:21:44.267880] [INFO ] [FORECASTER] Completed predict_future for EVH
[2025-12-09T20:21:44.268009] [INFO ] [sig       ] EVH: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:21:44.409082] [INFO ] [LOCAL     ] Saved forecast: EVH	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/EVH.txt
[2025-12-09T20:21:44.409247] [INFO ] [sig       ] [1165/3614] Completed EVH in 0.4s | 2.91 sym/s | Total: 6.7m | ETA: 14.0m
[2025-12-09T20:21:44.409287] [INFO ] [sig       ] [1166/3614] Forecasting EVN...
[2025-12-09T20:21:44.409317] [INFO ] [sig       ] Generating forecast for: EVN
[2025-12-09T20:21:44.409346] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVN' from 'https://tdm.silogroup.org/data/derivative_storage/EVN.csv'.
[2025-12-09T20:21:44.420871] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVN'.
[2025-12-09T20:21:44.421144] [INFO ] [FORECASTER] Starting predict_future for EVN
[2025-12-09T20:21:44.421922] [DEBUG] [LOCAL     ] No optimal features file found for EVN: ./output/feature-sets/EVN.txt
[2025-12-09T20:21:44.421973] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:44.422004] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:44.422031] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:44.422086] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:44.477952] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:44.478667] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:44.478743] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:44.478775] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:44.594624] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:44.594782] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:44.594824] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:44.594852] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:44.598503] [DEBUG] [FORECASTER] EVN: Forecast T+1@11:T+2@11: UP (p=80.03%)
[2025-12-09T20:21:44.598820] [INFO ] [FORECASTER] Completed predict_future for EVN
[2025-12-09T20:21:44.598952] [INFO ] [sig       ] EVN: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:21:44.740914] [INFO ] [LOCAL     ] Saved forecast: EVN	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/EVN.txt
[2025-12-09T20:21:44.741067] [INFO ] [sig       ] [1166/3614] Completed EVN in 0.3s | 2.91 sym/s | Total: 6.7m | ETA: 14.0m
[2025-12-09T20:21:44.741112] [INFO ] [sig       ] [1167/3614] Forecasting EVO...
[2025-12-09T20:21:44.741142] [INFO ] [sig       ] Generating forecast for: EVO
[2025-12-09T20:21:44.741174] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVO' from 'https://tdm.silogroup.org/data/derivative_storage/EVO.csv'.
[2025-12-09T20:21:44.753371] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVO'.
[2025-12-09T20:21:44.753742] [INFO ] [FORECASTER] Starting predict_future for EVO
[2025-12-09T20:21:44.754725] [DEBUG] [LOCAL     ] No optimal features file found for EVO: ./output/feature-sets/EVO.txt
[2025-12-09T20:21:44.754776] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:44.754807] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:44.754832] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:44.754886] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:44.812387] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:44.813268] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:44.813352] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:44.813384] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:44.942973] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:44.943447] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:44.943492] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:44.943521] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:44.947311] [DEBUG] [FORECASTER] EVO: Forecast T+1@11:T+2@11: DOWN (p=42.66%)
[2025-12-09T20:21:44.947687] [INFO ] [FORECASTER] Completed predict_future for EVO
[2025-12-09T20:21:44.947826] [INFO ] [sig       ] EVO: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:21:45.093458] [INFO ] [LOCAL     ] Saved forecast: EVO	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/EVO.txt
[2025-12-09T20:21:45.093639] [INFO ] [sig       ] [1167/3614] Completed EVO in 0.4s | 2.91 sym/s | Total: 6.7m | ETA: 14.0m
[2025-12-09T20:21:45.093681] [INFO ] [sig       ] [1168/3614] Forecasting EVOK...
[2025-12-09T20:21:45.093710] [INFO ] [sig       ] Generating forecast for: EVOK
[2025-12-09T20:21:45.093739] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVOK' from 'https://tdm.silogroup.org/data/derivative_storage/EVOK.csv'.
[2025-12-09T20:21:45.104240] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVOK'.
[2025-12-09T20:21:45.104567] [INFO ] [FORECASTER] Starting predict_future for EVOK
[2025-12-09T20:21:45.105436] [DEBUG] [LOCAL     ] No optimal features file found for EVOK: ./output/feature-sets/EVOK.txt
[2025-12-09T20:21:45.105487] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:45.105517] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:45.105543] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:45.105615] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:45.162443] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:45.163156] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:45.163415] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:45.163446] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:45.274509] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:45.274679] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:21:45.274720] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:45.274749] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:45.278117] [DEBUG] [FORECASTER] EVOK: Forecast T+1@11:T+2@11: UP (p=50.33%)
[2025-12-09T20:21:45.278597] [INFO ] [FORECASTER] Completed predict_future for EVOK
[2025-12-09T20:21:45.278736] [INFO ] [sig       ] EVOK: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:21:45.420066] [INFO ] [LOCAL     ] Saved forecast: EVOK	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/EVOK.txt
[2025-12-09T20:21:45.420197] [INFO ] [sig       ] [1168/3614] Completed EVOK in 0.3s | 2.91 sym/s | Total: 6.7m | ETA: 14.0m
[2025-12-09T20:21:45.420235] [INFO ] [sig       ] [1169/3614] Forecasting EVRG...
[2025-12-09T20:21:45.420264] [INFO ] [sig       ] Generating forecast for: EVRG
[2025-12-09T20:21:45.420294] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVRG' from 'https://tdm.silogroup.org/data/derivative_storage/EVRG.csv'.
[2025-12-09T20:21:45.431770] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVRG'.
[2025-12-09T20:21:45.432071] [INFO ] [FORECASTER] Starting predict_future for EVRG
[2025-12-09T20:21:45.433024] [DEBUG] [LOCAL     ] No optimal features file found for EVRG: ./output/feature-sets/EVRG.txt
[2025-12-09T20:21:45.433080] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:45.433110] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:45.433138] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:45.433193] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:45.490877] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:45.491665] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:45.491767] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:45.491800] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:45.619757] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:45.619943] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:45.619993] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:45.620023] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:45.623786] [DEBUG] [FORECASTER] EVRG: Forecast T+1@11:T+2@11: UP (p=99.19%)
[2025-12-09T20:21:45.624063] [INFO ] [FORECASTER] Completed predict_future for EVRG
[2025-12-09T20:21:45.624189] [INFO ] [sig       ] EVRG: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:21:45.765442] [INFO ] [LOCAL     ] Saved forecast: EVRG	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/EVRG.txt
[2025-12-09T20:21:45.765607] [INFO ] [sig       ] [1169/3614] Completed EVRG in 0.3s | 2.91 sym/s | Total: 6.7m | ETA: 14.0m
[2025-12-09T20:21:45.765648] [INFO ] [sig       ] [1170/3614] Forecasting EVSD...
[2025-12-09T20:21:45.765678] [INFO ] [sig       ] Generating forecast for: EVSD
[2025-12-09T20:21:45.765707] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVSD' from 'https://tdm.silogroup.org/data/derivative_storage/EVSD.csv'.
[2025-12-09T20:21:45.778896] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVSD'.
[2025-12-09T20:21:45.779276] [INFO ] [FORECASTER] Starting predict_future for EVSD
[2025-12-09T20:21:45.780558] [DEBUG] [LOCAL     ] No optimal features file found for EVSD: ./output/feature-sets/EVSD.txt
[2025-12-09T20:21:45.780639] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:45.780673] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:45.780699] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:45.780755] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:45.842212] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:45.843076] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:45.843159] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:45.843191] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:45.960643] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:45.960794] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:21:45.960853] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:45.960883] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:45.964171] [DEBUG] [FORECASTER] EVSD: Forecast T+1@11:T+2@11: DOWN (p=2.21%)
[2025-12-09T20:21:45.964440] [INFO ] [FORECASTER] Completed predict_future for EVSD
[2025-12-09T20:21:45.964559] [INFO ] [sig       ] EVSD: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:21:46.105746] [INFO ] [LOCAL     ] Saved forecast: EVSD	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/EVSD.txt
[2025-12-09T20:21:46.105903] [INFO ] [sig       ] [1170/3614] Completed EVSD in 0.3s | 2.91 sym/s | Total: 6.7m | ETA: 14.0m
[2025-12-09T20:21:46.105942] [INFO ] [sig       ] [1171/3614] Forecasting EVTC...
[2025-12-09T20:21:46.105970] [INFO ] [sig       ] Generating forecast for: EVTC
[2025-12-09T20:21:46.105999] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVTC' from 'https://tdm.silogroup.org/data/derivative_storage/EVTC.csv'.
[2025-12-09T20:21:46.118071] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVTC'.
[2025-12-09T20:21:46.118600] [INFO ] [FORECASTER] Starting predict_future for EVTC
[2025-12-09T20:21:46.119550] [DEBUG] [LOCAL     ] No optimal features file found for EVTC: ./output/feature-sets/EVTC.txt
[2025-12-09T20:21:46.119628] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:46.119661] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:46.119686] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:46.119740] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:46.176680] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:46.177513] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:46.177610] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:46.177645] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:46.305587] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:46.305759] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:46.305800] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:46.305828] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:46.309305] [DEBUG] [FORECASTER] EVTC: Forecast T+1@11:T+2@11: DOWN (p=34.79%)
[2025-12-09T20:21:46.309601] [INFO ] [FORECASTER] Completed predict_future for EVTC
[2025-12-09T20:21:46.309724] [INFO ] [sig       ] EVTC: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:21:46.451613] [INFO ] [LOCAL     ] Saved forecast: EVTC	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/EVTC.txt
[2025-12-09T20:21:46.451771] [INFO ] [sig       ] [1171/3614] Completed EVTC in 0.3s | 2.91 sym/s | Total: 6.7m | ETA: 14.0m
[2025-12-09T20:21:46.451810] [INFO ] [sig       ] [1172/3614] Forecasting EVTL...
[2025-12-09T20:21:46.451838] [INFO ] [sig       ] Generating forecast for: EVTL
[2025-12-09T20:21:46.451869] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVTL' from 'https://tdm.silogroup.org/data/derivative_storage/EVTL.csv'.
[2025-12-09T20:21:46.464178] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVTL'.
[2025-12-09T20:21:46.464543] [INFO ] [FORECASTER] Starting predict_future for EVTL
[2025-12-09T20:21:46.465537] [DEBUG] [LOCAL     ] No optimal features file found for EVTL: ./output/feature-sets/EVTL.txt
[2025-12-09T20:21:46.465607] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:46.465642] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:46.465669] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:46.465725] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:46.524939] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:46.525820] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:46.525902] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:46.525935] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:46.670366] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:46.670505] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:46.670548] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:46.670598] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:46.674257] [DEBUG] [FORECASTER] EVTL: Forecast T+1@11:T+2@11: UP (p=85.14%)
[2025-12-09T20:21:46.674753] [INFO ] [FORECASTER] Completed predict_future for EVTL
[2025-12-09T20:21:46.674881] [INFO ] [sig       ] EVTL: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:21:46.838248] [INFO ] [LOCAL     ] Saved forecast: EVTL	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/EVTL.txt
[2025-12-09T20:21:46.838433] [INFO ] [sig       ] [1172/3614] Completed EVTL in 0.4s | 2.91 sym/s | Total: 6.7m | ETA: 14.0m
[2025-12-09T20:21:46.838475] [INFO ] [sig       ] [1173/3614] Forecasting EWBC...
[2025-12-09T20:21:46.838506] [INFO ] [sig       ] Generating forecast for: EWBC
[2025-12-09T20:21:46.838539] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EWBC' from 'https://tdm.silogroup.org/data/derivative_storage/EWBC.csv'.
[2025-12-09T20:21:46.850281] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EWBC'.
[2025-12-09T20:21:46.850658] [INFO ] [FORECASTER] Starting predict_future for EWBC
[2025-12-09T20:21:46.851421] [DEBUG] [LOCAL     ] No optimal features file found for EWBC: ./output/feature-sets/EWBC.txt
[2025-12-09T20:21:46.851474] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:46.851508] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:46.851535] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:46.851613] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:46.910234] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:46.911114] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:46.911193] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:46.911226] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:47.037591] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:47.037744] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:47.037788] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:47.037818] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:47.041134] [DEBUG] [FORECASTER] EWBC: Forecast T+1@11:T+2@11: UP (p=61.73%)
[2025-12-09T20:21:47.041409] [INFO ] [FORECASTER] Completed predict_future for EWBC
[2025-12-09T20:21:47.041532] [INFO ] [sig       ] EWBC: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:21:47.183470] [INFO ] [LOCAL     ] Saved forecast: EWBC	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/EWBC.txt
[2025-12-09T20:21:47.183685] [INFO ] [sig       ] [1173/3614] Completed EWBC in 0.3s | 2.91 sym/s | Total: 6.7m | ETA: 14.0m
[2025-12-09T20:21:47.183730] [INFO ] [sig       ] [1174/3614] Forecasting EWCZ...
[2025-12-09T20:21:47.183760] [INFO ] [sig       ] Generating forecast for: EWCZ
[2025-12-09T20:21:47.183790] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EWCZ' from 'https://tdm.silogroup.org/data/derivative_storage/EWCZ.csv'.
[2025-12-09T20:21:47.196027] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EWCZ'.
[2025-12-09T20:21:47.196385] [INFO ] [FORECASTER] Starting predict_future for EWCZ
[2025-12-09T20:21:47.197160] [DEBUG] [LOCAL     ] No optimal features file found for EWCZ: ./output/feature-sets/EWCZ.txt
[2025-12-09T20:21:47.197212] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:47.197257] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:47.197285] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:47.197340] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:47.256265] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:47.257138] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:47.257217] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:47.257249] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:47.383620] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:47.383781] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:47.383833] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:47.383862] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:47.387283] [DEBUG] [FORECASTER] EWCZ: Forecast T+1@11:T+2@11: DOWN (p=1.62%)
[2025-12-09T20:21:47.387602] [INFO ] [FORECASTER] Completed predict_future for EWCZ
[2025-12-09T20:21:47.387730] [INFO ] [sig       ] EWCZ: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:21:47.535481] [INFO ] [LOCAL     ] Saved forecast: EWCZ	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/EWCZ.txt
[2025-12-09T20:21:47.535654] [INFO ] [sig       ] [1174/3614] Completed EWCZ in 0.4s | 2.91 sym/s | Total: 6.7m | ETA: 14.0m
[2025-12-09T20:21:47.535695] [INFO ] [sig       ] [1175/3614] Forecasting EWTX...
[2025-12-09T20:21:47.535724] [INFO ] [sig       ] Generating forecast for: EWTX
[2025-12-09T20:21:47.535753] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EWTX' from 'https://tdm.silogroup.org/data/derivative_storage/EWTX.csv'.
[2025-12-09T20:21:47.548813] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EWTX'.
[2025-12-09T20:21:47.549120] [INFO ] [FORECASTER] Starting predict_future for EWTX
[2025-12-09T20:21:47.549972] [DEBUG] [LOCAL     ] No optimal features file found for EWTX: ./output/feature-sets/EWTX.txt
[2025-12-09T20:21:47.550029] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:47.550071] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:47.550108] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:47.550181] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:47.611647] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:47.612675] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:47.612757] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:47.612789] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:47.736771] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:47.736923] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:47.736963] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:47.736993] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:47.740734] [DEBUG] [FORECASTER] EWTX: Forecast T+1@11:T+2@11: UP (p=90.79%)
[2025-12-09T20:21:47.741005] [INFO ] [FORECASTER] Completed predict_future for EWTX
[2025-12-09T20:21:47.741125] [INFO ] [sig       ] EWTX: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:21:47.887751] [INFO ] [LOCAL     ] Saved forecast: EWTX	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/EWTX.txt
[2025-12-09T20:21:47.887939] [INFO ] [sig       ] [1175/3614] Completed EWTX in 0.4s | 2.91 sym/s | Total: 6.7m | ETA: 14.0m
[2025-12-09T20:21:47.887994] [INFO ] [sig       ] [1176/3614] Forecasting EWZS...
[2025-12-09T20:21:47.888035] [INFO ] [sig       ] Generating forecast for: EWZS
[2025-12-09T20:21:47.888082] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EWZS' from 'https://tdm.silogroup.org/data/derivative_storage/EWZS.csv'.
[2025-12-09T20:21:47.900592] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EWZS'.
[2025-12-09T20:21:47.900936] [INFO ] [FORECASTER] Starting predict_future for EWZS
[2025-12-09T20:21:47.901744] [DEBUG] [LOCAL     ] No optimal features file found for EWZS: ./output/feature-sets/EWZS.txt
[2025-12-09T20:21:47.901796] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:47.901851] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:47.901880] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:47.901938] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:47.963714] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:47.964440] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:47.964517] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:47.964550] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:48.091725] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:48.091871] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:48.091913] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:48.091942] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:48.095450] [DEBUG] [FORECASTER] EWZS: Forecast T+1@11:T+2@11: DOWN (p=3.84%)
[2025-12-09T20:21:48.095766] [INFO ] [FORECASTER] Completed predict_future for EWZS
[2025-12-09T20:21:48.095894] [INFO ] [sig       ] EWZS: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:21:48.245284] [INFO ] [LOCAL     ] Saved forecast: EWZS	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/EWZS.txt
[2025-12-09T20:21:48.245469] [INFO ] [sig       ] [1176/3614] Completed EWZS in 0.4s | 2.91 sym/s | Total: 6.7m | ETA: 14.0m
[2025-12-09T20:21:48.245517] [INFO ] [sig       ] [1177/3614] Forecasting EXAS...
[2025-12-09T20:21:48.245547] [INFO ] [sig       ] Generating forecast for: EXAS
[2025-12-09T20:21:48.245600] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXAS' from 'https://tdm.silogroup.org/data/derivative_storage/EXAS.csv'.
[2025-12-09T20:21:48.258430] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXAS'.
[2025-12-09T20:21:48.258791] [INFO ] [FORECASTER] Starting predict_future for EXAS
[2025-12-09T20:21:48.259799] [DEBUG] [LOCAL     ] No optimal features file found for EXAS: ./output/feature-sets/EXAS.txt
[2025-12-09T20:21:48.259850] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:48.259880] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:48.259907] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:48.259963] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:48.321249] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:48.322130] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:48.322213] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:48.322246] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:48.450762] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:48.450918] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:48.450960] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:48.450991] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:48.454426] [DEBUG] [FORECASTER] EXAS: Forecast T+1@11:T+2@11: DOWN (p=7.19%)
[2025-12-09T20:21:48.454729] [INFO ] [FORECASTER] Completed predict_future for EXAS
[2025-12-09T20:21:48.454856] [INFO ] [sig       ] EXAS: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:21:48.602192] [INFO ] [LOCAL     ] Saved forecast: EXAS	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/EXAS.txt
[2025-12-09T20:21:48.602319] [INFO ] [sig       ] [1177/3614] Completed EXAS in 0.4s | 2.91 sym/s | Total: 6.7m | ETA: 14.0m
[2025-12-09T20:21:48.602396] [INFO ] [sig       ] [1178/3614] Forecasting EXC...
[2025-12-09T20:21:48.602428] [INFO ] [sig       ] Generating forecast for: EXC
[2025-12-09T20:21:48.602457] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXC' from 'https://tdm.silogroup.org/data/derivative_storage/EXC.csv'.
[2025-12-09T20:21:48.614511] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXC'.
[2025-12-09T20:21:48.614943] [INFO ] [FORECASTER] Starting predict_future for EXC
[2025-12-09T20:21:48.615895] [DEBUG] [LOCAL     ] No optimal features file found for EXC: ./output/feature-sets/EXC.txt
[2025-12-09T20:21:48.615950] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:48.615984] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:48.616011] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:48.616068] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:48.674252] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:48.674958] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:48.675037] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:48.675071] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:48.795647] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:48.795792] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:48.795832] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:48.795860] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:48.799421] [DEBUG] [FORECASTER] EXC: Forecast T+1@11:T+2@11: DOWN (p=14.63%)
[2025-12-09T20:21:48.799811] [INFO ] [FORECASTER] Completed predict_future for EXC
[2025-12-09T20:21:48.799998] [INFO ] [sig       ] EXC: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:21:48.995451] [INFO ] [LOCAL     ] Saved forecast: EXC	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/EXC.txt
[2025-12-09T20:21:48.995609] [INFO ] [sig       ] [1178/3614] Completed EXC in 0.4s | 2.91 sym/s | Total: 6.7m | ETA: 14.0m
[2025-12-09T20:21:48.995649] [INFO ] [sig       ] [1179/3614] Forecasting EXEL...
[2025-12-09T20:21:48.995680] [INFO ] [sig       ] Generating forecast for: EXEL
[2025-12-09T20:21:48.995711] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXEL' from 'https://tdm.silogroup.org/data/derivative_storage/EXEL.csv'.
[2025-12-09T20:21:49.007268] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXEL'.
[2025-12-09T20:21:49.007603] [INFO ] [FORECASTER] Starting predict_future for EXEL
[2025-12-09T20:21:49.008395] [DEBUG] [LOCAL     ] No optimal features file found for EXEL: ./output/feature-sets/EXEL.txt
[2025-12-09T20:21:49.008447] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:49.008479] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:49.008506] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:49.008564] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:49.066206] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:49.066844] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:49.066922] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:49.066955] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:49.187086] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:49.187238] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:49.187278] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:49.187337] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:49.191094] [DEBUG] [FORECASTER] EXEL: Forecast T+1@11:T+2@11: DOWN (p=27.10%)
[2025-12-09T20:21:49.191510] [INFO ] [FORECASTER] Completed predict_future for EXEL
[2025-12-09T20:21:49.191675] [INFO ] [sig       ] EXEL: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:21:49.340812] [INFO ] [LOCAL     ] Saved forecast: EXEL	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/EXEL.txt
[2025-12-09T20:21:49.340945] [INFO ] [sig       ] [1179/3614] Completed EXEL in 0.3s | 2.91 sym/s | Total: 6.8m | ETA: 13.9m
[2025-12-09T20:21:49.340984] [INFO ] [sig       ] [1180/3614] Forecasting EXFY...
[2025-12-09T20:21:49.341014] [INFO ] [sig       ] Generating forecast for: EXFY
[2025-12-09T20:21:49.341042] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXFY' from 'https://tdm.silogroup.org/data/derivative_storage/EXFY.csv'.
[2025-12-09T20:21:49.353223] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXFY'.
[2025-12-09T20:21:49.353723] [INFO ] [FORECASTER] Starting predict_future for EXFY
[2025-12-09T20:21:49.354475] [DEBUG] [LOCAL     ] No optimal features file found for EXFY: ./output/feature-sets/EXFY.txt
[2025-12-09T20:21:49.354529] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:49.354560] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:49.354608] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:49.354669] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:49.414255] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:49.415110] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:49.415190] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:49.415223] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:49.541846] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:49.541995] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:49.542036] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:49.542064] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:49.545688] [DEBUG] [FORECASTER] EXFY: Forecast T+1@11:T+2@11: DOWN (p=27.11%)
[2025-12-09T20:21:49.545956] [INFO ] [FORECASTER] Completed predict_future for EXFY
[2025-12-09T20:21:49.546076] [INFO ] [sig       ] EXFY: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:21:49.686348] [INFO ] [LOCAL     ] Saved forecast: EXFY	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/EXFY.txt
[2025-12-09T20:21:49.686478] [INFO ] [sig       ] [1180/3614] Completed EXFY in 0.3s | 2.91 sym/s | Total: 6.8m | ETA: 13.9m
[2025-12-09T20:21:49.686517] [INFO ] [sig       ] [1181/3614] Forecasting EXG...
[2025-12-09T20:21:49.686546] [INFO ] [sig       ] Generating forecast for: EXG
[2025-12-09T20:21:49.686594] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXG' from 'https://tdm.silogroup.org/data/derivative_storage/EXG.csv'.
[2025-12-09T20:21:49.699219] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXG'.
[2025-12-09T20:21:49.699481] [INFO ] [FORECASTER] Starting predict_future for EXG
[2025-12-09T20:21:49.700249] [DEBUG] [LOCAL     ] No optimal features file found for EXG: ./output/feature-sets/EXG.txt
[2025-12-09T20:21:49.700300] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:49.700331] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:49.700357] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:49.700612] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:49.758990] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:49.760045] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:49.760128] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:49.760161] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:49.879521] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:49.879685] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:49.879726] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:49.879771] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:49.883275] [DEBUG] [FORECASTER] EXG: Forecast T+1@11:T+2@11: UP (p=99.25%)
[2025-12-09T20:21:49.883550] [INFO ] [FORECASTER] Completed predict_future for EXG
[2025-12-09T20:21:49.883713] [INFO ] [sig       ] EXG: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:21:50.027396] [INFO ] [LOCAL     ] Saved forecast: EXG	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/EXG.txt
[2025-12-09T20:21:50.027591] [INFO ] [sig       ] [1181/3614] Completed EXG in 0.3s | 2.91 sym/s | Total: 6.8m | ETA: 13.9m
[2025-12-09T20:21:50.027635] [INFO ] [sig       ] [1182/3614] Forecasting EXK...
[2025-12-09T20:21:50.027665] [INFO ] [sig       ] Generating forecast for: EXK
[2025-12-09T20:21:50.027697] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXK' from 'https://tdm.silogroup.org/data/derivative_storage/EXK.csv'.
[2025-12-09T20:21:50.043120] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXK'.
[2025-12-09T20:21:50.043521] [INFO ] [FORECASTER] Starting predict_future for EXK
[2025-12-09T20:21:50.044528] [DEBUG] [LOCAL     ] No optimal features file found for EXK: ./output/feature-sets/EXK.txt
[2025-12-09T20:21:50.044614] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:50.044657] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:50.044693] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:50.044770] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:50.104817] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:50.105680] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:50.105761] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:50.105793] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:50.225326] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:50.225477] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:50.225518] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:50.225546] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:50.228907] [DEBUG] [FORECASTER] EXK: Forecast T+1@11:T+2@11: DOWN (p=11.74%)
[2025-12-09T20:21:50.229178] [INFO ] [FORECASTER] Completed predict_future for EXK
[2025-12-09T20:21:50.229302] [INFO ] [sig       ] EXK: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:21:50.369360] [INFO ] [LOCAL     ] Saved forecast: EXK	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/EXK.txt
[2025-12-09T20:21:50.369520] [INFO ] [sig       ] [1182/3614] Completed EXK in 0.3s | 2.91 sym/s | Total: 6.8m | ETA: 13.9m
[2025-12-09T20:21:50.369559] [INFO ] [sig       ] [1183/3614] Forecasting EXLS...
[2025-12-09T20:21:50.369607] [INFO ] [sig       ] Generating forecast for: EXLS
[2025-12-09T20:21:50.369640] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXLS' from 'https://tdm.silogroup.org/data/derivative_storage/EXLS.csv'.
[2025-12-09T20:21:50.382501] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXLS'.
[2025-12-09T20:21:50.382829] [INFO ] [FORECASTER] Starting predict_future for EXLS
[2025-12-09T20:21:50.383625] [DEBUG] [LOCAL     ] No optimal features file found for EXLS: ./output/feature-sets/EXLS.txt
[2025-12-09T20:21:50.383675] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:50.383722] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:50.383748] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:50.383803] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:50.439894] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:50.440622] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:50.440701] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:50.440747] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:50.577710] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:50.577883] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:50.577943] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:50.577987] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:50.582740] [DEBUG] [FORECASTER] EXLS: Forecast T+1@11:T+2@11: DOWN (p=0.34%)
[2025-12-09T20:21:50.583205] [INFO ] [FORECASTER] Completed predict_future for EXLS
[2025-12-09T20:21:50.583386] [INFO ] [sig       ] EXLS: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:21:50.733070] [INFO ] [LOCAL     ] Saved forecast: EXLS	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/EXLS.txt
[2025-12-09T20:21:50.733215] [INFO ] [sig       ] [1183/3614] Completed EXLS in 0.4s | 2.91 sym/s | Total: 6.8m | ETA: 13.9m
[2025-12-09T20:21:50.733255] [INFO ] [sig       ] [1184/3614] Forecasting EXP...
[2025-12-09T20:21:50.733283] [INFO ] [sig       ] Generating forecast for: EXP
[2025-12-09T20:21:50.733313] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXP' from 'https://tdm.silogroup.org/data/derivative_storage/EXP.csv'.
[2025-12-09T20:21:50.745905] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXP'.
[2025-12-09T20:21:50.746221] [INFO ] [FORECASTER] Starting predict_future for EXP
[2025-12-09T20:21:50.747033] [DEBUG] [LOCAL     ] No optimal features file found for EXP: ./output/feature-sets/EXP.txt
[2025-12-09T20:21:50.747085] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:50.747115] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:50.747142] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:50.747197] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:50.804539] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:50.805329] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:50.805417] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:50.805451] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:50.924526] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:50.924697] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:50.924738] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:50.924770] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:50.929091] [DEBUG] [FORECASTER] EXP: Forecast T+1@11:T+2@11: UP (p=98.24%)
[2025-12-09T20:21:50.929366] [INFO ] [FORECASTER] Completed predict_future for EXP
[2025-12-09T20:21:50.929695] [INFO ] [sig       ] EXP: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:21:51.070562] [INFO ] [LOCAL     ] Saved forecast: EXP	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/EXP.txt
[2025-12-09T20:21:51.070710] [INFO ] [sig       ] [1184/3614] Completed EXP in 0.3s | 2.91 sym/s | Total: 6.8m | ETA: 13.9m
[2025-12-09T20:21:51.070749] [INFO ] [sig       ] [1185/3614] Forecasting EXPD...
[2025-12-09T20:21:51.070778] [INFO ] [sig       ] Generating forecast for: EXPD
[2025-12-09T20:21:51.070808] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXPD' from 'https://tdm.silogroup.org/data/derivative_storage/EXPD.csv'.
[2025-12-09T20:21:51.083423] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXPD'.
[2025-12-09T20:21:51.083711] [INFO ] [FORECASTER] Starting predict_future for EXPD
[2025-12-09T20:21:51.084693] [DEBUG] [LOCAL     ] No optimal features file found for EXPD: ./output/feature-sets/EXPD.txt
[2025-12-09T20:21:51.084745] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:51.084777] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:51.084816] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:51.084874] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:51.142238] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:51.142888] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:51.142965] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:51.142997] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:51.261991] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:51.262139] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:51.262179] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:51.262207] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:51.265535] [DEBUG] [FORECASTER] EXPD: Forecast T+1@11:T+2@11: UP (p=89.39%)
[2025-12-09T20:21:51.265831] [INFO ] [FORECASTER] Completed predict_future for EXPD
[2025-12-09T20:21:51.265954] [INFO ] [sig       ] EXPD: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:21:51.406978] [INFO ] [LOCAL     ] Saved forecast: EXPD	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/EXPD.txt
[2025-12-09T20:21:51.407124] [INFO ] [sig       ] [1185/3614] Completed EXPD in 0.3s | 2.91 sym/s | Total: 6.8m | ETA: 13.9m
[2025-12-09T20:21:51.407162] [INFO ] [sig       ] [1186/3614] Forecasting EXPE...
[2025-12-09T20:21:51.407190] [INFO ] [sig       ] Generating forecast for: EXPE
[2025-12-09T20:21:51.407219] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXPE' from 'https://tdm.silogroup.org/data/derivative_storage/EXPE.csv'.
[2025-12-09T20:21:51.419886] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXPE'.
[2025-12-09T20:21:51.420257] [INFO ] [FORECASTER] Starting predict_future for EXPE
[2025-12-09T20:21:51.421216] [DEBUG] [LOCAL     ] No optimal features file found for EXPE: ./output/feature-sets/EXPE.txt
[2025-12-09T20:21:51.421266] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:51.421296] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:51.421322] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:51.421376] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:51.477126] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:51.478018] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:51.478134] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:51.478166] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:51.600753] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:51.600908] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:51.600949] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:51.600979] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:51.604411] [DEBUG] [FORECASTER] EXPE: Forecast T+1@11:T+2@11: UP (p=82.58%)
[2025-12-09T20:21:51.604733] [INFO ] [FORECASTER] Completed predict_future for EXPE
[2025-12-09T20:21:51.604871] [INFO ] [sig       ] EXPE: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:21:51.745610] [INFO ] [LOCAL     ] Saved forecast: EXPE	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/EXPE.txt
[2025-12-09T20:21:51.745763] [INFO ] [sig       ] [1186/3614] Completed EXPE in 0.3s | 2.91 sym/s | Total: 6.8m | ETA: 13.9m
[2025-12-09T20:21:51.745802] [INFO ] [sig       ] [1187/3614] Forecasting EXPI...
[2025-12-09T20:21:51.745831] [INFO ] [sig       ] Generating forecast for: EXPI
[2025-12-09T20:21:51.745861] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXPI' from 'https://tdm.silogroup.org/data/derivative_storage/EXPI.csv'.
[2025-12-09T20:21:51.757451] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXPI'.
[2025-12-09T20:21:51.757891] [INFO ] [FORECASTER] Starting predict_future for EXPI
[2025-12-09T20:21:51.758702] [DEBUG] [LOCAL     ] No optimal features file found for EXPI: ./output/feature-sets/EXPI.txt
[2025-12-09T20:21:51.758753] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:51.758785] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:51.758810] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:51.758865] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:51.817804] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:51.818710] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:51.818798] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:51.818829] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:51.942262] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:51.942413] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:51.942455] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:51.942483] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:51.946078] [DEBUG] [FORECASTER] EXPI: Forecast T+1@11:T+2@11: DOWN (p=26.35%)
[2025-12-09T20:21:51.946370] [INFO ] [FORECASTER] Completed predict_future for EXPI
[2025-12-09T20:21:51.946497] [INFO ] [sig       ] EXPI: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:21:52.091325] [INFO ] [LOCAL     ] Saved forecast: EXPI	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/EXPI.txt
[2025-12-09T20:21:52.091462] [INFO ] [sig       ] [1187/3614] Completed EXPI in 0.3s | 2.91 sym/s | Total: 6.8m | ETA: 13.9m
[2025-12-09T20:21:52.091501] [INFO ] [sig       ] [1188/3614] Forecasting EXPO...
[2025-12-09T20:21:52.091529] [INFO ] [sig       ] Generating forecast for: EXPO
[2025-12-09T20:21:52.091559] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXPO' from 'https://tdm.silogroup.org/data/derivative_storage/EXPO.csv'.
[2025-12-09T20:21:52.103037] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXPO'.
[2025-12-09T20:21:52.103378] [INFO ] [FORECASTER] Starting predict_future for EXPO
[2025-12-09T20:21:52.104190] [DEBUG] [LOCAL     ] No optimal features file found for EXPO: ./output/feature-sets/EXPO.txt
[2025-12-09T20:21:52.104242] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:52.104275] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:52.104301] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:52.104358] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:52.162570] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:52.163371] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:52.163455] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:52.163488] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:52.280499] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:52.280668] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:52.280710] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:52.280739] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:52.284113] [DEBUG] [FORECASTER] EXPO: Forecast T+1@11:T+2@11: DOWN (p=5.98%)
[2025-12-09T20:21:52.284383] [INFO ] [FORECASTER] Completed predict_future for EXPO
[2025-12-09T20:21:52.284509] [INFO ] [sig       ] EXPO: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:21:52.422515] [INFO ] [LOCAL     ] Saved forecast: EXPO	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/EXPO.txt
[2025-12-09T20:21:52.422667] [INFO ] [sig       ] [1188/3614] Completed EXPO in 0.3s | 2.91 sym/s | Total: 6.8m | ETA: 13.9m
[2025-12-09T20:21:52.422707] [INFO ] [sig       ] [1189/3614] Forecasting EYE...
[2025-12-09T20:21:52.422736] [INFO ] [sig       ] Generating forecast for: EYE
[2025-12-09T20:21:52.422772] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EYE' from 'https://tdm.silogroup.org/data/derivative_storage/EYE.csv'.
[2025-12-09T20:21:52.434383] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EYE'.
[2025-12-09T20:21:52.434716] [INFO ] [FORECASTER] Starting predict_future for EYE
[2025-12-09T20:21:52.435485] [DEBUG] [LOCAL     ] No optimal features file found for EYE: ./output/feature-sets/EYE.txt
[2025-12-09T20:21:52.435537] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:52.435602] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:52.435638] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:52.435697] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:52.492398] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:52.493153] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:52.493232] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:52.493265] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:52.611217] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:52.611366] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:52.611406] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:52.611434] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:52.614744] [DEBUG] [FORECASTER] EYE: Forecast T+1@11:T+2@11: DOWN (p=45.96%)
[2025-12-09T20:21:52.615011] [INFO ] [FORECASTER] Completed predict_future for EYE
[2025-12-09T20:21:52.615129] [INFO ] [sig       ] EYE: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:21:52.753905] [INFO ] [LOCAL     ] Saved forecast: EYE	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/EYE.txt
[2025-12-09T20:21:52.754089] [INFO ] [sig       ] [1189/3614] Completed EYE in 0.3s | 2.91 sym/s | Total: 6.8m | ETA: 13.9m
[2025-12-09T20:21:52.754131] [INFO ] [sig       ] [1190/3614] Forecasting EZGO...
[2025-12-09T20:21:52.754160] [INFO ] [sig       ] Generating forecast for: EZGO
[2025-12-09T20:21:52.754190] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EZGO' from 'https://tdm.silogroup.org/data/derivative_storage/EZGO.csv'.
[2025-12-09T20:21:52.764619] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EZGO'.
[2025-12-09T20:21:52.764930] [INFO ] [FORECASTER] Starting predict_future for EZGO
[2025-12-09T20:21:52.765700] [DEBUG] [LOCAL     ] No optimal features file found for EZGO: ./output/feature-sets/EZGO.txt
[2025-12-09T20:21:52.765751] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:52.765781] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:52.765808] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:52.765862] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:52.821634] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:52.822425] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:52.822712] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:52.822746] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:52.931277] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:52.931445] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:52.931488] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:52.931516] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:52.936197] [DEBUG] [FORECASTER] EZGO: Forecast T+1@11:T+2@11: DOWN (p=12.41%)
[2025-12-09T20:21:52.936649] [INFO ] [FORECASTER] Completed predict_future for EZGO
[2025-12-09T20:21:52.936809] [INFO ] [sig       ] EZGO: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:21:53.077611] [INFO ] [LOCAL     ] Saved forecast: EZGO	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/EZGO.txt
[2025-12-09T20:21:53.077750] [INFO ] [sig       ] [1190/3614] Completed EZGO in 0.3s | 2.91 sym/s | Total: 6.8m | ETA: 13.9m
[2025-12-09T20:21:53.077790] [INFO ] [sig       ] [1191/3614] Forecasting F...
[2025-12-09T20:21:53.077819] [INFO ] [sig       ] Generating forecast for: F
[2025-12-09T20:21:53.077851] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'F' from 'https://tdm.silogroup.org/data/derivative_storage/F.csv'.
[2025-12-09T20:21:53.090320] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'F'.
[2025-12-09T20:21:53.090710] [INFO ] [FORECASTER] Starting predict_future for F
[2025-12-09T20:21:53.091493] [DEBUG] [LOCAL     ] No optimal features file found for F: ./output/feature-sets/F.txt
[2025-12-09T20:21:53.091545] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:53.091594] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:53.091623] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:53.091678] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:53.146884] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:53.147724] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:53.147803] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:53.147835] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:53.265843] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:53.265993] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:53.266034] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:53.266063] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:53.269360] [DEBUG] [FORECASTER] F: Forecast T+1@11:T+2@11: UP (p=62.97%)
[2025-12-09T20:21:53.269648] [INFO ] [FORECASTER] Completed predict_future for F
[2025-12-09T20:21:53.269769] [INFO ] [sig       ] F: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:21:53.408504] [INFO ] [LOCAL     ] Saved forecast: F	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/F.txt
[2025-12-09T20:21:53.408643] [INFO ] [sig       ] [1191/3614] Completed F in 0.3s | 2.91 sym/s | Total: 6.8m | ETA: 13.9m
[2025-12-09T20:21:53.408683] [INFO ] [sig       ] [1192/3614] Forecasting FA...
[2025-12-09T20:21:53.408712] [INFO ] [sig       ] Generating forecast for: FA
[2025-12-09T20:21:53.408740] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FA' from 'https://tdm.silogroup.org/data/derivative_storage/FA.csv'.
[2025-12-09T20:21:53.420488] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FA'.
[2025-12-09T20:21:53.420816] [INFO ] [FORECASTER] Starting predict_future for FA
[2025-12-09T20:21:53.421775] [DEBUG] [LOCAL     ] No optimal features file found for FA: ./output/feature-sets/FA.txt
[2025-12-09T20:21:53.421828] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:53.421861] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:53.421889] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:53.421946] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:53.484730] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:53.485409] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:53.485487] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:53.485519] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:53.618534] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:53.618727] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:53.618772] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:53.618801] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:53.622539] [DEBUG] [FORECASTER] FA: Forecast T+1@11:T+2@11: DOWN (p=4.43%)
[2025-12-09T20:21:53.622992] [INFO ] [FORECASTER] Completed predict_future for FA
[2025-12-09T20:21:53.623172] [INFO ] [sig       ] FA: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:21:53.772930] [INFO ] [LOCAL     ] Saved forecast: FA	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/FA.txt
[2025-12-09T20:21:53.773100] [INFO ] [sig       ] [1192/3614] Completed FA in 0.4s | 2.91 sym/s | Total: 6.8m | ETA: 13.9m
[2025-12-09T20:21:53.773141] [INFO ] [sig       ] [1193/3614] Forecasting FAF...
[2025-12-09T20:21:53.773170] [INFO ] [sig       ] Generating forecast for: FAF
[2025-12-09T20:21:53.773199] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FAF' from 'https://tdm.silogroup.org/data/derivative_storage/FAF.csv'.
[2025-12-09T20:21:53.785483] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FAF'.
[2025-12-09T20:21:53.785891] [INFO ] [FORECASTER] Starting predict_future for FAF
[2025-12-09T20:21:53.786693] [DEBUG] [LOCAL     ] No optimal features file found for FAF: ./output/feature-sets/FAF.txt
[2025-12-09T20:21:53.786743] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:53.786802] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:53.786830] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:53.786885] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:53.846197] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:53.847117] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:53.847197] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:53.847230] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:53.964556] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:53.964725] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:53.964765] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:53.964792] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:53.968141] [DEBUG] [FORECASTER] FAF: Forecast T+1@11:T+2@11: DOWN (p=37.76%)
[2025-12-09T20:21:53.968419] [INFO ] [FORECASTER] Completed predict_future for FAF
[2025-12-09T20:21:53.968541] [INFO ] [sig       ] FAF: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:21:54.112153] [INFO ] [LOCAL     ] Saved forecast: FAF	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/FAF.txt
[2025-12-09T20:21:54.112299] [INFO ] [sig       ] [1193/3614] Completed FAF in 0.3s | 2.91 sym/s | Total: 6.8m | ETA: 13.9m
[2025-12-09T20:21:54.112339] [INFO ] [sig       ] [1194/3614] Forecasting FALN...
[2025-12-09T20:21:54.112368] [INFO ] [sig       ] Generating forecast for: FALN
[2025-12-09T20:21:54.112398] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FALN' from 'https://tdm.silogroup.org/data/derivative_storage/FALN.csv'.
[2025-12-09T20:21:54.124254] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FALN'.
[2025-12-09T20:21:54.124606] [INFO ] [FORECASTER] Starting predict_future for FALN
[2025-12-09T20:21:54.125364] [DEBUG] [LOCAL     ] No optimal features file found for FALN: ./output/feature-sets/FALN.txt
[2025-12-09T20:21:54.125415] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:54.125445] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:54.125471] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:54.125527] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:54.184856] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:54.185769] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:54.185849] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:54.185882] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:54.309635] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:54.309797] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:54.309837] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:54.309866] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:54.313279] [DEBUG] [FORECASTER] FALN: Forecast T+1@11:T+2@11: DOWN (p=33.41%)
[2025-12-09T20:21:54.313567] [INFO ] [FORECASTER] Completed predict_future for FALN
[2025-12-09T20:21:54.313710] [INFO ] [sig       ] FALN: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:21:54.453439] [INFO ] [LOCAL     ] Saved forecast: FALN	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/FALN.txt
[2025-12-09T20:21:54.453605] [INFO ] [sig       ] [1194/3614] Completed FALN in 0.3s | 2.91 sym/s | Total: 6.8m | ETA: 13.9m
[2025-12-09T20:21:54.453647] [INFO ] [sig       ] [1195/3614] Forecasting FANG...
[2025-12-09T20:21:54.453677] [INFO ] [sig       ] Generating forecast for: FANG
[2025-12-09T20:21:54.453708] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FANG' from 'https://tdm.silogroup.org/data/derivative_storage/FANG.csv'.
[2025-12-09T20:21:54.465286] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FANG'.
[2025-12-09T20:21:54.465650] [INFO ] [FORECASTER] Starting predict_future for FANG
[2025-12-09T20:21:54.466454] [DEBUG] [LOCAL     ] No optimal features file found for FANG: ./output/feature-sets/FANG.txt
[2025-12-09T20:21:54.466702] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:54.466736] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:54.466764] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:54.466819] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:54.525639] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:54.526498] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:54.526599] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:54.526634] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:54.665374] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:54.665526] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:54.665586] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:54.665619] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:54.669139] [DEBUG] [FORECASTER] FANG: Forecast T+1@11:T+2@11: DOWN (p=33.22%)
[2025-12-09T20:21:54.669469] [INFO ] [FORECASTER] Completed predict_future for FANG
[2025-12-09T20:21:54.669624] [INFO ] [sig       ] FANG: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:21:54.820348] [INFO ] [LOCAL     ] Saved forecast: FANG	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/FANG.txt
[2025-12-09T20:21:54.820518] [INFO ] [sig       ] [1195/3614] Completed FANG in 0.4s | 2.91 sym/s | Total: 6.8m | ETA: 13.9m
[2025-12-09T20:21:54.820588] [INFO ] [sig       ] [1196/3614] Forecasting FARM...
[2025-12-09T20:21:54.820628] [INFO ] [sig       ] Generating forecast for: FARM
[2025-12-09T20:21:54.820660] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FARM' from 'https://tdm.silogroup.org/data/derivative_storage/FARM.csv'.
[2025-12-09T20:21:54.833514] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FARM'.
[2025-12-09T20:21:54.833887] [INFO ] [FORECASTER] Starting predict_future for FARM
[2025-12-09T20:21:54.834805] [DEBUG] [LOCAL     ] No optimal features file found for FARM: ./output/feature-sets/FARM.txt
[2025-12-09T20:21:54.834863] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:54.834895] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:54.834921] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:54.834978] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:54.896457] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:54.897332] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:54.897425] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:54.897498] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:55.027337] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:55.027512] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:55.027555] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:55.027828] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:55.031232] [DEBUG] [FORECASTER] FARM: Forecast T+1@11:T+2@11: DOWN (p=12.32%)
[2025-12-09T20:21:55.031513] [INFO ] [FORECASTER] Completed predict_future for FARM
[2025-12-09T20:21:55.031654] [INFO ] [sig       ] FARM: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:21:55.176477] [INFO ] [LOCAL     ] Saved forecast: FARM	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/FARM.txt
[2025-12-09T20:21:55.176648] [INFO ] [sig       ] [1196/3614] Completed FARM in 0.4s | 2.91 sym/s | Total: 6.8m | ETA: 13.8m
[2025-12-09T20:21:55.176690] [INFO ] [sig       ] [1197/3614] Forecasting FBIN...
[2025-12-09T20:21:55.176720] [INFO ] [sig       ] Generating forecast for: FBIN
[2025-12-09T20:21:55.176750] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBIN' from 'https://tdm.silogroup.org/data/derivative_storage/FBIN.csv'.
[2025-12-09T20:21:55.188236] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBIN'.
[2025-12-09T20:21:55.188587] [INFO ] [FORECASTER] Starting predict_future for FBIN
[2025-12-09T20:21:55.189384] [DEBUG] [LOCAL     ] No optimal features file found for FBIN: ./output/feature-sets/FBIN.txt
[2025-12-09T20:21:55.189436] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:55.189467] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:55.189494] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:55.189549] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:55.246978] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:55.247877] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:55.247977] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:55.248009] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:55.370740] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:55.370902] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:55.370941] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:55.370969] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:55.374391] [DEBUG] [FORECASTER] FBIN: Forecast T+1@11:T+2@11: UP (p=94.27%)
[2025-12-09T20:21:55.374720] [INFO ] [FORECASTER] Completed predict_future for FBIN
[2025-12-09T20:21:55.374853] [INFO ] [sig       ] FBIN: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:21:55.519407] [INFO ] [LOCAL     ] Saved forecast: FBIN	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/FBIN.txt
[2025-12-09T20:21:55.519557] [INFO ] [sig       ] [1197/3614] Completed FBIN in 0.3s | 2.91 sym/s | Total: 6.9m | ETA: 13.8m
[2025-12-09T20:21:55.519618] [INFO ] [sig       ] [1198/3614] Forecasting FBIO...
[2025-12-09T20:21:55.519649] [INFO ] [sig       ] Generating forecast for: FBIO
[2025-12-09T20:21:55.519679] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBIO' from 'https://tdm.silogroup.org/data/derivative_storage/FBIO.csv'.
[2025-12-09T20:21:55.531164] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBIO'.
[2025-12-09T20:21:55.531486] [INFO ] [FORECASTER] Starting predict_future for FBIO
[2025-12-09T20:21:55.532254] [DEBUG] [LOCAL     ] No optimal features file found for FBIO: ./output/feature-sets/FBIO.txt
[2025-12-09T20:21:55.532316] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:55.532349] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:55.532378] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:55.532437] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:55.589818] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:55.590618] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:55.590697] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:55.590729] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:55.709552] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:55.709712] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:55.709754] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:55.709784] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:55.713119] [DEBUG] [FORECASTER] FBIO: Forecast T+1@11:T+2@11: DOWN (p=2.35%)
[2025-12-09T20:21:55.713394] [INFO ] [FORECASTER] Completed predict_future for FBIO
[2025-12-09T20:21:55.713517] [INFO ] [sig       ] FBIO: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:21:55.857803] [INFO ] [LOCAL     ] Saved forecast: FBIO	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/FBIO.txt
[2025-12-09T20:21:55.857951] [INFO ] [sig       ] [1198/3614] Completed FBIO in 0.3s | 2.91 sym/s | Total: 6.9m | ETA: 13.8m
[2025-12-09T20:21:55.857992] [INFO ] [sig       ] [1199/3614] Forecasting FBIZ...
[2025-12-09T20:21:55.858020] [INFO ] [sig       ] Generating forecast for: FBIZ
[2025-12-09T20:21:55.858052] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBIZ' from 'https://tdm.silogroup.org/data/derivative_storage/FBIZ.csv'.
[2025-12-09T20:21:55.869560] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBIZ'.
[2025-12-09T20:21:55.869989] [INFO ] [FORECASTER] Starting predict_future for FBIZ
[2025-12-09T20:21:55.870773] [DEBUG] [LOCAL     ] No optimal features file found for FBIZ: ./output/feature-sets/FBIZ.txt
[2025-12-09T20:21:55.870823] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:55.870855] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:55.870881] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:55.870936] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:55.928205] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:55.928917] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:55.928994] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:55.929027] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:56.050146] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:56.050296] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:56.050366] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:56.050403] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:56.053833] [DEBUG] [FORECASTER] FBIZ: Forecast T+1@11:T+2@11: DOWN (p=20.57%)
[2025-12-09T20:21:56.054116] [INFO ] [FORECASTER] Completed predict_future for FBIZ
[2025-12-09T20:21:56.054240] [INFO ] [sig       ] FBIZ: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:21:56.193862] [INFO ] [LOCAL     ] Saved forecast: FBIZ	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/FBIZ.txt
[2025-12-09T20:21:56.193996] [INFO ] [sig       ] [1199/3614] Completed FBIZ in 0.3s | 2.91 sym/s | Total: 6.9m | ETA: 13.8m
[2025-12-09T20:21:56.194034] [INFO ] [sig       ] [1200/3614] Forecasting FBK...
[2025-12-09T20:21:56.194062] [INFO ] [sig       ] Generating forecast for: FBK
[2025-12-09T20:21:56.194099] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBK' from 'https://tdm.silogroup.org/data/derivative_storage/FBK.csv'.
[2025-12-09T20:21:56.205553] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBK'.
[2025-12-09T20:21:56.205833] [INFO ] [FORECASTER] Starting predict_future for FBK
[2025-12-09T20:21:56.206602] [DEBUG] [LOCAL     ] No optimal features file found for FBK: ./output/feature-sets/FBK.txt
[2025-12-09T20:21:56.206652] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:56.206684] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:56.206710] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:56.206766] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:56.266723] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:56.270355] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:56.270455] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:56.270490] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:56.391027] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:56.391175] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:56.391218] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:56.391248] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:56.394665] [DEBUG] [FORECASTER] FBK: Forecast T+1@11:T+2@11: DOWN (p=2.15%)
[2025-12-09T20:21:56.394963] [INFO ] [FORECASTER] Completed predict_future for FBK
[2025-12-09T20:21:56.395091] [INFO ] [sig       ] FBK: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:21:56.536257] [INFO ] [LOCAL     ] Saved forecast: FBK	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/FBK.txt
[2025-12-09T20:21:56.536386] [INFO ] [sig       ] [1200/3614] Completed FBK in 0.3s | 2.91 sym/s | Total: 6.9m | ETA: 13.8m
[2025-12-09T20:21:56.536423] [INFO ] [sig       ] [1201/3614] Forecasting FBL...
[2025-12-09T20:21:56.536452] [INFO ] [sig       ] Generating forecast for: FBL
[2025-12-09T20:21:56.536481] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBL' from 'https://tdm.silogroup.org/data/derivative_storage/FBL.csv'.
[2025-12-09T20:21:56.548417] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBL'.
[2025-12-09T20:21:56.548711] [INFO ] [FORECASTER] Starting predict_future for FBL
[2025-12-09T20:21:56.549487] [DEBUG] [LOCAL     ] No optimal features file found for FBL: ./output/feature-sets/FBL.txt
[2025-12-09T20:21:56.549537] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:56.549584] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:56.549613] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:56.549668] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:56.606910] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:56.607754] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:56.607834] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:56.607867] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:56.732215] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:56.732368] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:56.732411] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:56.732441] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:56.735873] [DEBUG] [FORECASTER] FBL: Forecast T+1@11:T+2@11: DOWN (p=49.60%)
[2025-12-09T20:21:56.736156] [INFO ] [FORECASTER] Completed predict_future for FBL
[2025-12-09T20:21:56.736279] [INFO ] [sig       ] FBL: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:21:56.876632] [INFO ] [LOCAL     ] Saved forecast: FBL	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/FBL.txt
[2025-12-09T20:21:56.876785] [INFO ] [sig       ] [1201/3614] Completed FBL in 0.3s | 2.91 sym/s | Total: 6.9m | ETA: 13.8m
[2025-12-09T20:21:56.876832] [INFO ] [sig       ] [1202/3614] Forecasting FBNC...
[2025-12-09T20:21:56.876863] [INFO ] [sig       ] Generating forecast for: FBNC
[2025-12-09T20:21:56.876893] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBNC' from 'https://tdm.silogroup.org/data/derivative_storage/FBNC.csv'.
[2025-12-09T20:21:56.889432] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBNC'.
[2025-12-09T20:21:56.889835] [INFO ] [FORECASTER] Starting predict_future for FBNC
[2025-12-09T20:21:56.890833] [DEBUG] [LOCAL     ] No optimal features file found for FBNC: ./output/feature-sets/FBNC.txt
[2025-12-09T20:21:56.890882] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:56.890913] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:56.890938] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:56.890993] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:56.947415] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:56.948257] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:56.948335] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:56.948367] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:57.064419] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:57.064555] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:57.064613] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:57.064642] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:57.067925] [DEBUG] [FORECASTER] FBNC: Forecast T+1@11:T+2@11: DOWN (p=11.30%)
[2025-12-09T20:21:57.068187] [INFO ] [FORECASTER] Completed predict_future for FBNC
[2025-12-09T20:21:57.068303] [INFO ] [sig       ] FBNC: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:21:57.207967] [INFO ] [LOCAL     ] Saved forecast: FBNC	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/FBNC.txt
[2025-12-09T20:21:57.208105] [INFO ] [sig       ] [1202/3614] Completed FBNC in 0.3s | 2.91 sym/s | Total: 6.9m | ETA: 13.8m
[2025-12-09T20:21:57.208143] [INFO ] [sig       ] [1203/3614] Forecasting FBP...
[2025-12-09T20:21:57.208172] [INFO ] [sig       ] Generating forecast for: FBP
[2025-12-09T20:21:57.208201] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBP' from 'https://tdm.silogroup.org/data/derivative_storage/FBP.csv'.
[2025-12-09T20:21:57.221115] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBP'.
[2025-12-09T20:21:57.221451] [INFO ] [FORECASTER] Starting predict_future for FBP
[2025-12-09T20:21:57.222318] [DEBUG] [LOCAL     ] No optimal features file found for FBP: ./output/feature-sets/FBP.txt
[2025-12-09T20:21:57.222371] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:57.222404] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:57.222432] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:57.222487] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:57.282609] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:57.283389] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:57.283505] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:57.283539] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:57.408409] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:57.408587] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:57.408636] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:57.408665] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:57.412157] [DEBUG] [FORECASTER] FBP: Forecast T+1@11:T+2@11: UP (p=91.11%)
[2025-12-09T20:21:57.412477] [INFO ] [FORECASTER] Completed predict_future for FBP
[2025-12-09T20:21:57.412621] [INFO ] [sig       ] FBP: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:21:57.557933] [INFO ] [LOCAL     ] Saved forecast: FBP	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/FBP.txt
[2025-12-09T20:21:57.558090] [INFO ] [sig       ] [1203/3614] Completed FBP in 0.3s | 2.91 sym/s | Total: 6.9m | ETA: 13.8m
[2025-12-09T20:21:57.558135] [INFO ] [sig       ] [1204/3614] Forecasting FC...
[2025-12-09T20:21:57.558167] [INFO ] [sig       ] Generating forecast for: FC
[2025-12-09T20:21:57.558197] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FC' from 'https://tdm.silogroup.org/data/derivative_storage/FC.csv'.
[2025-12-09T20:21:57.569624] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FC'.
[2025-12-09T20:21:57.569932] [INFO ] [FORECASTER] Starting predict_future for FC
[2025-12-09T20:21:57.570740] [DEBUG] [LOCAL     ] No optimal features file found for FC: ./output/feature-sets/FC.txt
[2025-12-09T20:21:57.570791] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:57.570824] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:57.570851] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:57.570908] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:57.629665] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:57.630486] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:57.630589] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:57.630625] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:57.759361] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:57.759506] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:57.759548] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:57.759596] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:57.762995] [DEBUG] [FORECASTER] FC: Forecast T+1@11:T+2@11: DOWN (p=47.41%)
[2025-12-09T20:21:57.763283] [INFO ] [FORECASTER] Completed predict_future for FC
[2025-12-09T20:21:57.763419] [INFO ] [sig       ] FC: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:21:57.912951] [INFO ] [LOCAL     ] Saved forecast: FC	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/FC.txt
[2025-12-09T20:21:57.913096] [INFO ] [sig       ] [1204/3614] Completed FC in 0.4s | 2.91 sym/s | Total: 6.9m | ETA: 13.8m
[2025-12-09T20:21:57.913136] [INFO ] [sig       ] [1205/3614] Forecasting FCAL...
[2025-12-09T20:21:57.913165] [INFO ] [sig       ] Generating forecast for: FCAL
[2025-12-09T20:21:57.913195] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCAL' from 'https://tdm.silogroup.org/data/derivative_storage/FCAL.csv'.
[2025-12-09T20:21:57.924066] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCAL'.
[2025-12-09T20:21:57.924423] [INFO ] [FORECASTER] Starting predict_future for FCAL
[2025-12-09T20:21:57.925309] [DEBUG] [LOCAL     ] No optimal features file found for FCAL: ./output/feature-sets/FCAL.txt
[2025-12-09T20:21:57.925361] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:57.925396] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:57.925434] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:57.925503] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:57.986084] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:57.986958] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:57.987038] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:57.987073] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:58.097247] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:58.097403] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:58.097463] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:58.097519] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:58.101363] [DEBUG] [FORECASTER] FCAL: Forecast T+1@11:T+2@11: DOWN (p=37.44%)
[2025-12-09T20:21:58.101671] [INFO ] [FORECASTER] Completed predict_future for FCAL
[2025-12-09T20:21:58.101797] [INFO ] [sig       ] FCAL: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:21:58.253153] [INFO ] [LOCAL     ] Saved forecast: FCAL	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/FCAL.txt
[2025-12-09T20:21:58.253297] [INFO ] [sig       ] [1205/3614] Completed FCAL in 0.3s | 2.91 sym/s | Total: 6.9m | ETA: 13.8m
[2025-12-09T20:21:58.253337] [INFO ] [sig       ] [1206/3614] Forecasting FCBC...
[2025-12-09T20:21:58.253367] [INFO ] [sig       ] Generating forecast for: FCBC
[2025-12-09T20:21:58.253397] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCBC' from 'https://tdm.silogroup.org/data/derivative_storage/FCBC.csv'.
[2025-12-09T20:21:58.265109] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCBC'.
[2025-12-09T20:21:58.265407] [INFO ] [FORECASTER] Starting predict_future for FCBC
[2025-12-09T20:21:58.266280] [DEBUG] [LOCAL     ] No optimal features file found for FCBC: ./output/feature-sets/FCBC.txt
[2025-12-09T20:21:58.266333] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:58.266364] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:58.266397] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:58.266467] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:58.325067] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:58.325789] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:58.325867] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:58.325901] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:58.452458] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:58.452625] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:58.452680] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:58.452712] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:58.456391] [DEBUG] [FORECASTER] FCBC: Forecast T+1@11:T+2@11: DOWN (p=46.04%)
[2025-12-09T20:21:58.456876] [INFO ] [FORECASTER] Completed predict_future for FCBC
[2025-12-09T20:21:58.457000] [INFO ] [sig       ] FCBC: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:21:58.606977] [INFO ] [LOCAL     ] Saved forecast: FCBC	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/FCBC.txt
[2025-12-09T20:21:58.607169] [INFO ] [sig       ] [1206/3614] Completed FCBC in 0.4s | 2.91 sym/s | Total: 6.9m | ETA: 13.8m
[2025-12-09T20:21:58.607213] [INFO ] [sig       ] [1207/3614] Forecasting FCCO...
[2025-12-09T20:21:58.607244] [INFO ] [sig       ] Generating forecast for: FCCO
[2025-12-09T20:21:58.607272] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCCO' from 'https://tdm.silogroup.org/data/derivative_storage/FCCO.csv'.
[2025-12-09T20:21:58.619065] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCCO'.
[2025-12-09T20:21:58.619379] [INFO ] [FORECASTER] Starting predict_future for FCCO
[2025-12-09T20:21:58.620203] [DEBUG] [LOCAL     ] No optimal features file found for FCCO: ./output/feature-sets/FCCO.txt
[2025-12-09T20:21:58.620256] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:58.620288] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:58.620315] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:58.620371] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:58.680357] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:58.681184] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:58.681265] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:58.681298] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:58.807391] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:58.807590] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:58.807639] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:58.807668] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:58.811126] [DEBUG] [FORECASTER] FCCO: Forecast T+1@11:T+2@11: UP (p=77.71%)
[2025-12-09T20:21:58.811410] [INFO ] [FORECASTER] Completed predict_future for FCCO
[2025-12-09T20:21:58.811539] [INFO ] [sig       ] FCCO: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:21:58.963949] [INFO ] [LOCAL     ] Saved forecast: FCCO	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/FCCO.txt
[2025-12-09T20:21:58.964097] [INFO ] [sig       ] [1207/3614] Completed FCCO in 0.4s | 2.91 sym/s | Total: 6.9m | ETA: 13.8m
[2025-12-09T20:21:58.964138] [INFO ] [sig       ] [1208/3614] Forecasting FCEL...
[2025-12-09T20:21:58.964169] [INFO ] [sig       ] Generating forecast for: FCEL
[2025-12-09T20:21:58.964199] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCEL' from 'https://tdm.silogroup.org/data/derivative_storage/FCEL.csv'.
[2025-12-09T20:21:58.976540] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCEL'.
[2025-12-09T20:21:58.977098] [INFO ] [FORECASTER] Starting predict_future for FCEL
[2025-12-09T20:21:58.977951] [DEBUG] [LOCAL     ] No optimal features file found for FCEL: ./output/feature-sets/FCEL.txt
[2025-12-09T20:21:58.978013] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:58.978056] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:58.978088] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:58.978153] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:59.039846] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:59.040702] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:59.040782] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:59.040816] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:59.166422] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:59.166590] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:59.166641] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:59.166670] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:59.170326] [DEBUG] [FORECASTER] FCEL: Forecast T+1@11:T+2@11: DOWN (p=7.29%)
[2025-12-09T20:21:59.170624] [INFO ] [FORECASTER] Completed predict_future for FCEL
[2025-12-09T20:21:59.170751] [INFO ] [sig       ] FCEL: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:21:59.323088] [INFO ] [LOCAL     ] Saved forecast: FCEL	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/FCEL.txt
[2025-12-09T20:21:59.323229] [INFO ] [sig       ] [1208/3614] Completed FCEL in 0.4s | 2.91 sym/s | Total: 6.9m | ETA: 13.8m
[2025-12-09T20:21:59.323268] [INFO ] [sig       ] [1209/3614] Forecasting FCF...
[2025-12-09T20:21:59.323297] [INFO ] [sig       ] Generating forecast for: FCF
[2025-12-09T20:21:59.323328] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCF' from 'https://tdm.silogroup.org/data/derivative_storage/FCF.csv'.
[2025-12-09T20:21:59.335234] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCF'.
[2025-12-09T20:21:59.335534] [INFO ] [FORECASTER] Starting predict_future for FCF
[2025-12-09T20:21:59.336559] [DEBUG] [LOCAL     ] No optimal features file found for FCF: ./output/feature-sets/FCF.txt
[2025-12-09T20:21:59.336629] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:59.336674] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:59.336702] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:59.336757] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:59.398313] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:59.399409] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:59.399496] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:59.399531] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:59.532946] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:59.533094] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:59.533136] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:59.533165] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:59.537029] [DEBUG] [FORECASTER] FCF: Forecast T+1@11:T+2@11: DOWN (p=11.74%)
[2025-12-09T20:21:59.537332] [INFO ] [FORECASTER] Completed predict_future for FCF
[2025-12-09T20:21:59.537508] [INFO ] [sig       ] FCF: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:21:59.686953] [INFO ] [LOCAL     ] Saved forecast: FCF	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/FCF.txt
[2025-12-09T20:21:59.687080] [INFO ] [sig       ] [1209/3614] Completed FCF in 0.4s | 2.91 sym/s | Total: 6.9m | ETA: 13.8m
[2025-12-09T20:21:59.687119] [INFO ] [sig       ] [1210/3614] Forecasting FCFS...
[2025-12-09T20:21:59.687148] [INFO ] [sig       ] Generating forecast for: FCFS
[2025-12-09T20:21:59.687176] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCFS' from 'https://tdm.silogroup.org/data/derivative_storage/FCFS.csv'.
[2025-12-09T20:21:59.698536] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCFS'.
[2025-12-09T20:21:59.698808] [INFO ] [FORECASTER] Starting predict_future for FCFS
[2025-12-09T20:21:59.699548] [DEBUG] [LOCAL     ] No optimal features file found for FCFS: ./output/feature-sets/FCFS.txt
[2025-12-09T20:21:59.699615] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:21:59.699670] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:21:59.699698] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:21:59.699753] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:21:59.756180] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:21:59.756932] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:21:59.757006] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:21:59.757037] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:21:59.873080] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:21:59.873186] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:21:59.873223] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:21:59.873251] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:21:59.876488] [DEBUG] [FORECASTER] FCFS: Forecast T+1@11:T+2@11: UP (p=80.06%)
[2025-12-09T20:21:59.876765] [INFO ] [FORECASTER] Completed predict_future for FCFS
[2025-12-09T20:21:59.876883] [INFO ] [sig       ] FCFS: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:22:00.014435] [INFO ] [LOCAL     ] Saved forecast: FCFS	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/FCFS.txt
[2025-12-09T20:22:00.014554] [INFO ] [sig       ] [1210/3614] Completed FCFS in 0.3s | 2.91 sym/s | Total: 6.9m | ETA: 13.8m
[2025-12-09T20:22:00.014612] [INFO ] [sig       ] [1211/3614] Forecasting FCN...
[2025-12-09T20:22:00.014642] [INFO ] [sig       ] Generating forecast for: FCN
[2025-12-09T20:22:00.014670] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCN' from 'https://tdm.silogroup.org/data/derivative_storage/FCN.csv'.
[2025-12-09T20:22:00.026986] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCN'.
[2025-12-09T20:22:00.027260] [INFO ] [FORECASTER] Starting predict_future for FCN
[2025-12-09T20:22:00.028052] [DEBUG] [LOCAL     ] No optimal features file found for FCN: ./output/feature-sets/FCN.txt
[2025-12-09T20:22:00.028102] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:00.028133] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:00.028166] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:00.028237] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:00.087944] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:00.088562] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:00.088815] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:00.088847] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:00.205051] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:00.205194] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:00.205233] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:00.205261] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:00.208717] [DEBUG] [FORECASTER] FCN: Forecast T+1@11:T+2@11: UP (p=61.39%)
[2025-12-09T20:22:00.208983] [INFO ] [FORECASTER] Completed predict_future for FCN
[2025-12-09T20:22:00.209105] [INFO ] [sig       ] FCN: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:22:00.349631] [INFO ] [LOCAL     ] Saved forecast: FCN	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/FCN.txt
[2025-12-09T20:22:00.349752] [INFO ] [sig       ] [1211/3614] Completed FCN in 0.3s | 2.91 sym/s | Total: 6.9m | ETA: 13.8m
[2025-12-09T20:22:00.349789] [INFO ] [sig       ] [1212/3614] Forecasting FCNCA...
[2025-12-09T20:22:00.349818] [INFO ] [sig       ] Generating forecast for: FCNCA
[2025-12-09T20:22:00.349847] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCNCA' from 'https://tdm.silogroup.org/data/derivative_storage/FCNCA.csv'.
[2025-12-09T20:22:00.360977] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCNCA'.
[2025-12-09T20:22:00.361243] [INFO ] [FORECASTER] Starting predict_future for FCNCA
[2025-12-09T20:22:00.362011] [DEBUG] [LOCAL     ] No optimal features file found for FCNCA: ./output/feature-sets/FCNCA.txt
[2025-12-09T20:22:00.362062] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:00.362094] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:00.362121] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:00.362175] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:00.417732] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:00.418531] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:00.418631] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:00.418664] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:00.533708] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:00.533862] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:00.533900] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:00.533928] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:00.537429] [DEBUG] [FORECASTER] FCNCA: Forecast T+1@11:T+2@11: UP (p=56.64%)
[2025-12-09T20:22:00.537736] [INFO ] [FORECASTER] Completed predict_future for FCNCA
[2025-12-09T20:22:00.537854] [INFO ] [sig       ] FCNCA: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:22:00.677136] [INFO ] [LOCAL     ] Saved forecast: FCNCA	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/FCNCA.txt
[2025-12-09T20:22:00.677250] [INFO ] [sig       ] [1212/3614] Completed FCNCA in 0.3s | 2.91 sym/s | Total: 6.9m | ETA: 13.8m
[2025-12-09T20:22:00.677287] [INFO ] [sig       ] [1213/3614] Forecasting FCNCO...
[2025-12-09T20:22:00.677323] [INFO ] [sig       ] Generating forecast for: FCNCO
[2025-12-09T20:22:00.677355] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCNCO' from 'https://tdm.silogroup.org/data/derivative_storage/FCNCO.csv'.
[2025-12-09T20:22:00.691148] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCNCO'.
[2025-12-09T20:22:00.691425] [INFO ] [FORECASTER] Starting predict_future for FCNCO
[2025-12-09T20:22:00.695196] [DEBUG] [LOCAL     ] No optimal features file found for FCNCO: ./output/feature-sets/FCNCO.txt
[2025-12-09T20:22:00.695246] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:00.695277] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:00.695307] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:00.695364] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:00.758814] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:00.759447] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:00.759525] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:00.759556] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:00.859671] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:00.859800] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:00.859838] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:00.859894] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:00.863125] [DEBUG] [FORECASTER] FCNCO: Forecast T+1@11:T+2@11: UP (p=59.24%)
[2025-12-09T20:22:00.863386] [INFO ] [FORECASTER] Completed predict_future for FCNCO
[2025-12-09T20:22:00.863512] [INFO ] [sig       ] FCNCO: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:22:01.002161] [INFO ] [LOCAL     ] Saved forecast: FCNCO	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/FCNCO.txt
[2025-12-09T20:22:01.002312] [INFO ] [sig       ] [1213/3614] Completed FCNCO in 0.3s | 2.91 sym/s | Total: 6.9m | ETA: 13.7m
[2025-12-09T20:22:01.002350] [INFO ] [sig       ] [1214/3614] Forecasting FCNCP...
[2025-12-09T20:22:01.002380] [INFO ] [sig       ] Generating forecast for: FCNCP
[2025-12-09T20:22:01.002411] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCNCP' from 'https://tdm.silogroup.org/data/derivative_storage/FCNCP.csv'.
[2025-12-09T20:22:01.012761] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCNCP'.
[2025-12-09T20:22:01.013041] [INFO ] [FORECASTER] Starting predict_future for FCNCP
[2025-12-09T20:22:01.013800] [DEBUG] [LOCAL     ] No optimal features file found for FCNCP: ./output/feature-sets/FCNCP.txt
[2025-12-09T20:22:01.013850] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:01.013882] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:01.013908] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:01.013963] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:01.072218] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:01.072957] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:01.073033] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:01.073065] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:01.177081] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:01.177228] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:01.177266] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:01.177295] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:01.180619] [DEBUG] [FORECASTER] FCNCP: Forecast T+1@11:T+2@11: UP (p=53.20%)
[2025-12-09T20:22:01.180884] [INFO ] [FORECASTER] Completed predict_future for FCNCP
[2025-12-09T20:22:01.181018] [INFO ] [sig       ] FCNCP: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:22:01.318822] [INFO ] [LOCAL     ] Saved forecast: FCNCP	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/FCNCP.txt
[2025-12-09T20:22:01.318944] [INFO ] [sig       ] [1214/3614] Completed FCNCP in 0.3s | 2.91 sym/s | Total: 7.0m | ETA: 13.7m
[2025-12-09T20:22:01.318981] [INFO ] [sig       ] [1215/3614] Forecasting FCTE...
[2025-12-09T20:22:01.319010] [INFO ] [sig       ] Generating forecast for: FCTE
[2025-12-09T20:22:01.319038] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCTE' from 'https://tdm.silogroup.org/data/derivative_storage/FCTE.csv'.
[2025-12-09T20:22:01.329716] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCTE'.
[2025-12-09T20:22:01.329960] [INFO ] [FORECASTER] Starting predict_future for FCTE
[2025-12-09T20:22:01.330712] [DEBUG] [LOCAL     ] No optimal features file found for FCTE: ./output/feature-sets/FCTE.txt
[2025-12-09T20:22:01.330761] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:01.330792] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:01.330819] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:01.330874] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:01.386166] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:01.386819] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:01.386893] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:01.386925] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:01.503792] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:01.503926] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:01.503964] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:01.503993] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:01.507221] [DEBUG] [FORECASTER] FCTE: Forecast T+1@11:T+2@11: UP (p=69.48%)
[2025-12-09T20:22:01.507508] [INFO ] [FORECASTER] Completed predict_future for FCTE
[2025-12-09T20:22:01.507824] [INFO ] [sig       ] FCTE: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:22:01.645480] [INFO ] [LOCAL     ] Saved forecast: FCTE	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/FCTE.txt
[2025-12-09T20:22:01.645609] [INFO ] [sig       ] [1215/3614] Completed FCTE in 0.3s | 2.91 sym/s | Total: 7.0m | ETA: 13.7m
[2025-12-09T20:22:01.645649] [INFO ] [sig       ] [1216/3614] Forecasting FCX...
[2025-12-09T20:22:01.645678] [INFO ] [sig       ] Generating forecast for: FCX
[2025-12-09T20:22:01.645708] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCX' from 'https://tdm.silogroup.org/data/derivative_storage/FCX.csv'.
[2025-12-09T20:22:01.656670] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCX'.
[2025-12-09T20:22:01.656923] [INFO ] [FORECASTER] Starting predict_future for FCX
[2025-12-09T20:22:01.657714] [DEBUG] [LOCAL     ] No optimal features file found for FCX: ./output/feature-sets/FCX.txt
[2025-12-09T20:22:01.657764] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:01.657794] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:01.657819] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:01.657872] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:01.715315] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:01.716140] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:01.716214] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:01.716245] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:01.846535] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:01.846688] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:01.846728] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:01.846773] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:01.850065] [DEBUG] [FORECASTER] FCX: Forecast T+1@11:T+2@11: UP (p=94.39%)
[2025-12-09T20:22:01.850327] [INFO ] [FORECASTER] Completed predict_future for FCX
[2025-12-09T20:22:01.850444] [INFO ] [sig       ] FCX: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:22:02.000858] [INFO ] [LOCAL     ] Saved forecast: FCX	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/FCX.txt
[2025-12-09T20:22:02.001016] [INFO ] [sig       ] [1216/3614] Completed FCX in 0.4s | 2.91 sym/s | Total: 7.0m | ETA: 13.7m
[2025-12-09T20:22:02.001055] [INFO ] [sig       ] [1217/3614] Forecasting FDBC...
[2025-12-09T20:22:02.001083] [INFO ] [sig       ] Generating forecast for: FDBC
[2025-12-09T20:22:02.001113] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDBC' from 'https://tdm.silogroup.org/data/derivative_storage/FDBC.csv'.
[2025-12-09T20:22:02.011929] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDBC'.
[2025-12-09T20:22:02.012288] [INFO ] [FORECASTER] Starting predict_future for FDBC
[2025-12-09T20:22:02.013210] [DEBUG] [LOCAL     ] No optimal features file found for FDBC: ./output/feature-sets/FDBC.txt
[2025-12-09T20:22:02.013263] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:02.013294] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:02.013321] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:02.013376] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:02.070031] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:02.070945] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:02.071025] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:02.071057] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:02.165351] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:02.165500] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:22:02.165541] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:02.165589] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:02.169774] [DEBUG] [FORECASTER] FDBC: Forecast T+1@11:T+2@11: DOWN (p=6.42%)
[2025-12-09T20:22:02.170090] [INFO ] [FORECASTER] Completed predict_future for FDBC
[2025-12-09T20:22:02.170221] [INFO ] [sig       ] FDBC: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:22:02.331456] [INFO ] [LOCAL     ] Saved forecast: FDBC	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/FDBC.txt
[2025-12-09T20:22:02.331631] [INFO ] [sig       ] [1217/3614] Completed FDBC in 0.3s | 2.91 sym/s | Total: 7.0m | ETA: 13.7m
[2025-12-09T20:22:02.331681] [INFO ] [sig       ] [1218/3614] Forecasting FDIF...
[2025-12-09T20:22:02.331722] [INFO ] [sig       ] Generating forecast for: FDIF
[2025-12-09T20:22:02.331756] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDIF' from 'https://tdm.silogroup.org/data/derivative_storage/FDIF.csv'.
[2025-12-09T20:22:02.343432] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDIF'.
[2025-12-09T20:22:02.343857] [INFO ] [FORECASTER] Starting predict_future for FDIF
[2025-12-09T20:22:02.345110] [DEBUG] [LOCAL     ] No optimal features file found for FDIF: ./output/feature-sets/FDIF.txt
[2025-12-09T20:22:02.345164] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:02.345195] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:02.345221] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:02.345277] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:02.405187] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:02.406042] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:02.406137] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:02.406172] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:02.524251] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:02.524398] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:02.524438] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:02.524465] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:02.527915] [DEBUG] [FORECASTER] FDIF: Forecast T+1@11:T+2@11: DOWN (p=33.32%)
[2025-12-09T20:22:02.528185] [INFO ] [FORECASTER] Completed predict_future for FDIF
[2025-12-09T20:22:02.528308] [INFO ] [sig       ] FDIF: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:22:02.677367] [INFO ] [LOCAL     ] Saved forecast: FDIF	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/FDIF.txt
[2025-12-09T20:22:02.677536] [INFO ] [sig       ] [1218/3614] Completed FDIF in 0.3s | 2.91 sym/s | Total: 7.0m | ETA: 13.7m
[2025-12-09T20:22:02.677595] [INFO ] [sig       ] [1219/3614] Forecasting FDIG...
[2025-12-09T20:22:02.677627] [INFO ] [sig       ] Generating forecast for: FDIG
[2025-12-09T20:22:02.677657] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDIG' from 'https://tdm.silogroup.org/data/derivative_storage/FDIG.csv'.
[2025-12-09T20:22:02.689974] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDIG'.
[2025-12-09T20:22:02.690337] [INFO ] [FORECASTER] Starting predict_future for FDIG
[2025-12-09T20:22:02.691149] [DEBUG] [LOCAL     ] No optimal features file found for FDIG: ./output/feature-sets/FDIG.txt
[2025-12-09T20:22:02.691202] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:02.691234] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:02.691260] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:02.691315] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:02.751412] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:02.752183] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:02.752263] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:02.752298] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:02.889280] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:02.889439] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:02.889482] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:02.889513] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:02.893616] [DEBUG] [FORECASTER] FDIG: Forecast T+1@11:T+2@11: UP (p=89.45%)
[2025-12-09T20:22:02.894225] [INFO ] [FORECASTER] Completed predict_future for FDIG
[2025-12-09T20:22:02.894400] [INFO ] [sig       ] FDIG: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:22:03.039724] [INFO ] [LOCAL     ] Saved forecast: FDIG	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/FDIG.txt
[2025-12-09T20:22:03.039878] [INFO ] [sig       ] [1219/3614] Completed FDIG in 0.4s | 2.91 sym/s | Total: 7.0m | ETA: 13.7m
[2025-12-09T20:22:03.039918] [INFO ] [sig       ] [1220/3614] Forecasting FDP...
[2025-12-09T20:22:03.039948] [INFO ] [sig       ] Generating forecast for: FDP
[2025-12-09T20:22:03.039977] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDP' from 'https://tdm.silogroup.org/data/derivative_storage/FDP.csv'.
[2025-12-09T20:22:03.052228] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDP'.
[2025-12-09T20:22:03.052625] [INFO ] [FORECASTER] Starting predict_future for FDP
[2025-12-09T20:22:03.053438] [DEBUG] [LOCAL     ] No optimal features file found for FDP: ./output/feature-sets/FDP.txt
[2025-12-09T20:22:03.053492] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:03.053524] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:03.053566] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:03.053656] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:03.114214] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:03.115115] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:03.115241] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:03.115276] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:03.244394] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:03.244607] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:03.244651] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:03.244680] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:03.248100] [DEBUG] [FORECASTER] FDP: Forecast T+1@11:T+2@11: UP (p=58.76%)
[2025-12-09T20:22:03.248379] [INFO ] [FORECASTER] Completed predict_future for FDP
[2025-12-09T20:22:03.248507] [INFO ] [sig       ] FDP: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:22:03.389480] [INFO ] [LOCAL     ] Saved forecast: FDP	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/FDP.txt
[2025-12-09T20:22:03.389650] [INFO ] [sig       ] [1220/3614] Completed FDP in 0.3s | 2.91 sym/s | Total: 7.0m | ETA: 13.7m
[2025-12-09T20:22:03.389692] [INFO ] [sig       ] [1221/3614] Forecasting FDS...
[2025-12-09T20:22:03.389721] [INFO ] [sig       ] Generating forecast for: FDS
[2025-12-09T20:22:03.389940] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDS' from 'https://tdm.silogroup.org/data/derivative_storage/FDS.csv'.
[2025-12-09T20:22:03.402787] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDS'.
[2025-12-09T20:22:03.403193] [INFO ] [FORECASTER] Starting predict_future for FDS
[2025-12-09T20:22:03.404006] [DEBUG] [LOCAL     ] No optimal features file found for FDS: ./output/feature-sets/FDS.txt
[2025-12-09T20:22:03.404070] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:03.404104] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:03.404130] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:03.404186] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:03.470084] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:03.470995] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:03.471082] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:03.471115] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:03.595385] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:03.595543] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:03.595603] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:03.595636] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:03.599299] [DEBUG] [FORECASTER] FDS: Forecast T+1@11:T+2@11: DOWN (p=5.08%)
[2025-12-09T20:22:03.599651] [INFO ] [FORECASTER] Completed predict_future for FDS
[2025-12-09T20:22:03.599792] [INFO ] [sig       ] FDS: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:22:03.754411] [INFO ] [LOCAL     ] Saved forecast: FDS	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/FDS.txt
[2025-12-09T20:22:03.754562] [INFO ] [sig       ] [1221/3614] Completed FDS in 0.4s | 2.91 sym/s | Total: 7.0m | ETA: 13.7m
[2025-12-09T20:22:03.754621] [INFO ] [sig       ] [1222/3614] Forecasting FDTX...
[2025-12-09T20:22:03.754653] [INFO ] [sig       ] Generating forecast for: FDTX
[2025-12-09T20:22:03.754685] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDTX' from 'https://tdm.silogroup.org/data/derivative_storage/FDTX.csv'.
[2025-12-09T20:22:03.766597] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDTX'.
[2025-12-09T20:22:03.766940] [INFO ] [FORECASTER] Starting predict_future for FDTX
[2025-12-09T20:22:03.767828] [DEBUG] [LOCAL     ] No optimal features file found for FDTX: ./output/feature-sets/FDTX.txt
[2025-12-09T20:22:03.767880] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:03.767913] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:03.767939] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:03.767994] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:03.827754] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:03.828903] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:03.829007] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:03.829047] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:03.956160] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:03.956326] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:03.956374] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:03.956405] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:03.959932] [DEBUG] [FORECASTER] FDTX: Forecast T+1@11:T+2@11: UP (p=85.35%)
[2025-12-09T20:22:03.960236] [INFO ] [FORECASTER] Completed predict_future for FDTX
[2025-12-09T20:22:03.960366] [INFO ] [sig       ] FDTX: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:22:04.107973] [INFO ] [LOCAL     ] Saved forecast: FDTX	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/FDTX.txt
[2025-12-09T20:22:04.108134] [INFO ] [sig       ] [1222/3614] Completed FDTX in 0.4s | 2.91 sym/s | Total: 7.0m | ETA: 13.7m
[2025-12-09T20:22:04.108176] [INFO ] [sig       ] [1223/3614] Forecasting FDUS...
[2025-12-09T20:22:04.108206] [INFO ] [sig       ] Generating forecast for: FDUS
[2025-12-09T20:22:04.108239] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDUS' from 'https://tdm.silogroup.org/data/derivative_storage/FDUS.csv'.
[2025-12-09T20:22:04.120777] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDUS'.
[2025-12-09T20:22:04.121217] [INFO ] [FORECASTER] Starting predict_future for FDUS
[2025-12-09T20:22:04.122063] [DEBUG] [LOCAL     ] No optimal features file found for FDUS: ./output/feature-sets/FDUS.txt
[2025-12-09T20:22:04.122120] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:04.122153] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:04.122179] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:04.122234] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:04.183444] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:04.184345] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:04.184433] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:04.184465] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:04.312127] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:04.312276] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:04.312318] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:04.312348] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:04.316168] [DEBUG] [FORECASTER] FDUS: Forecast T+1@11:T+2@11: UP (p=66.70%)
[2025-12-09T20:22:04.316436] [INFO ] [FORECASTER] Completed predict_future for FDUS
[2025-12-09T20:22:04.316558] [INFO ] [sig       ] FDUS: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:22:04.459808] [INFO ] [LOCAL     ] Saved forecast: FDUS	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/FDUS.txt
[2025-12-09T20:22:04.459993] [INFO ] [sig       ] [1223/3614] Completed FDUS in 0.4s | 2.91 sym/s | Total: 7.0m | ETA: 13.7m
[2025-12-09T20:22:04.460033] [INFO ] [sig       ] [1224/3614] Forecasting FDX...
[2025-12-09T20:22:04.460064] [INFO ] [sig       ] Generating forecast for: FDX
[2025-12-09T20:22:04.460099] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDX' from 'https://tdm.silogroup.org/data/derivative_storage/FDX.csv'.
[2025-12-09T20:22:04.472679] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDX'.
[2025-12-09T20:22:04.473000] [INFO ] [FORECASTER] Starting predict_future for FDX
[2025-12-09T20:22:04.473796] [DEBUG] [LOCAL     ] No optimal features file found for FDX: ./output/feature-sets/FDX.txt
[2025-12-09T20:22:04.473849] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:04.473881] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:04.473910] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:04.473968] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:04.536185] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:04.537086] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:04.537169] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:04.537202] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:04.675602] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:04.675754] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:04.675821] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:04.675857] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:04.679642] [DEBUG] [FORECASTER] FDX: Forecast T+1@11:T+2@11: DOWN (p=7.20%)
[2025-12-09T20:22:04.680093] [INFO ] [FORECASTER] Completed predict_future for FDX
[2025-12-09T20:22:04.680221] [INFO ] [sig       ] FDX: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:22:04.828467] [INFO ] [LOCAL     ] Saved forecast: FDX	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/FDX.txt
[2025-12-09T20:22:04.828657] [INFO ] [sig       ] [1224/3614] Completed FDX in 0.4s | 2.91 sym/s | Total: 7.0m | ETA: 13.7m
[2025-12-09T20:22:04.828722] [INFO ] [sig       ] [1225/3614] Forecasting FE...
[2025-12-09T20:22:04.828770] [INFO ] [sig       ] Generating forecast for: FE
[2025-12-09T20:22:04.828817] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FE' from 'https://tdm.silogroup.org/data/derivative_storage/FE.csv'.
[2025-12-09T20:22:04.840484] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FE'.
[2025-12-09T20:22:04.840815] [INFO ] [FORECASTER] Starting predict_future for FE
[2025-12-09T20:22:04.841610] [DEBUG] [LOCAL     ] No optimal features file found for FE: ./output/feature-sets/FE.txt
[2025-12-09T20:22:04.841662] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:04.841695] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:04.841722] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:04.841783] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:04.900392] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:04.901134] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:04.901214] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:04.901247] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:05.026340] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:05.026486] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:05.026528] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:05.026558] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:05.030066] [DEBUG] [FORECASTER] FE: Forecast T+1@11:T+2@11: DOWN (p=25.96%)
[2025-12-09T20:22:05.030350] [INFO ] [FORECASTER] Completed predict_future for FE
[2025-12-09T20:22:05.030480] [INFO ] [sig       ] FE: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:22:05.173342] [INFO ] [LOCAL     ] Saved forecast: FE	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/FE.txt
[2025-12-09T20:22:05.173498] [INFO ] [sig       ] [1225/3614] Completed FE in 0.3s | 2.91 sym/s | Total: 7.0m | ETA: 13.7m
[2025-12-09T20:22:05.173540] [INFO ] [sig       ] [1226/3614] Forecasting FEIM...
[2025-12-09T20:22:05.173587] [INFO ] [sig       ] Generating forecast for: FEIM
[2025-12-09T20:22:05.173621] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEIM' from 'https://tdm.silogroup.org/data/derivative_storage/FEIM.csv'.
[2025-12-09T20:22:05.185475] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEIM'.
[2025-12-09T20:22:05.185807] [INFO ] [FORECASTER] Starting predict_future for FEIM
[2025-12-09T20:22:05.186650] [DEBUG] [LOCAL     ] No optimal features file found for FEIM: ./output/feature-sets/FEIM.txt
[2025-12-09T20:22:05.186712] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:05.186759] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:05.186800] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:05.186869] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:05.252687] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:05.253510] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:05.253625] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:05.253675] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:05.380653] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:05.380815] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:05.380863] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:05.380895] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:05.384686] [DEBUG] [FORECASTER] FEIM: Forecast T+1@11:T+2@11: UP (p=61.21%)
[2025-12-09T20:22:05.384973] [INFO ] [FORECASTER] Completed predict_future for FEIM
[2025-12-09T20:22:05.385098] [INFO ] [sig       ] FEIM: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:22:05.522931] [INFO ] [LOCAL     ] Saved forecast: FEIM	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/FEIM.txt
[2025-12-09T20:22:05.523067] [INFO ] [sig       ] [1226/3614] Completed FEIM in 0.3s | 2.91 sym/s | Total: 7.0m | ETA: 13.7m
[2025-12-09T20:22:05.523105] [INFO ] [sig       ] [1227/3614] Forecasting FELE...
[2025-12-09T20:22:05.523133] [INFO ] [sig       ] Generating forecast for: FELE
[2025-12-09T20:22:05.523161] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FELE' from 'https://tdm.silogroup.org/data/derivative_storage/FELE.csv'.
[2025-12-09T20:22:05.535148] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FELE'.
[2025-12-09T20:22:05.535477] [INFO ] [FORECASTER] Starting predict_future for FELE
[2025-12-09T20:22:05.536248] [DEBUG] [LOCAL     ] No optimal features file found for FELE: ./output/feature-sets/FELE.txt
[2025-12-09T20:22:05.536299] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:05.536355] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:05.536383] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:05.536438] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:05.591943] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:05.592625] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:05.592719] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:05.592752] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:05.709906] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:05.710057] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:05.710098] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:05.710124] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:05.713459] [DEBUG] [FORECASTER] FELE: Forecast T+1@11:T+2@11: DOWN (p=13.81%)
[2025-12-09T20:22:05.713782] [INFO ] [FORECASTER] Completed predict_future for FELE
[2025-12-09T20:22:05.713909] [INFO ] [sig       ] FELE: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:22:05.852447] [INFO ] [LOCAL     ] Saved forecast: FELE	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/FELE.txt
[2025-12-09T20:22:05.852618] [INFO ] [sig       ] [1227/3614] Completed FELE in 0.3s | 2.91 sym/s | Total: 7.0m | ETA: 13.7m
[2025-12-09T20:22:05.852667] [INFO ] [sig       ] [1228/3614] Forecasting FEM...
[2025-12-09T20:22:05.852702] [INFO ] [sig       ] Generating forecast for: FEM
[2025-12-09T20:22:05.852732] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEM' from 'https://tdm.silogroup.org/data/derivative_storage/FEM.csv'.
[2025-12-09T20:22:05.864199] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEM'.
[2025-12-09T20:22:05.864479] [INFO ] [FORECASTER] Starting predict_future for FEM
[2025-12-09T20:22:05.865240] [DEBUG] [LOCAL     ] No optimal features file found for FEM: ./output/feature-sets/FEM.txt
[2025-12-09T20:22:05.865290] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:05.865321] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:05.865348] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:05.865402] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:05.920987] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:05.921685] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:05.921761] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:05.921793] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:06.043115] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:06.043268] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:06.043312] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:06.043341] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:06.047301] [DEBUG] [FORECASTER] FEM: Forecast T+1@11:T+2@11: DOWN (p=8.32%)
[2025-12-09T20:22:06.047714] [INFO ] [FORECASTER] Completed predict_future for FEM
[2025-12-09T20:22:06.047886] [INFO ] [sig       ] FEM: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:22:06.194250] [INFO ] [LOCAL     ] Saved forecast: FEM	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/FEM.txt
[2025-12-09T20:22:06.194394] [INFO ] [sig       ] [1228/3614] Completed FEM in 0.3s | 2.91 sym/s | Total: 7.0m | ETA: 13.7m
[2025-12-09T20:22:06.194436] [INFO ] [sig       ] [1229/3614] Forecasting FEMB...
[2025-12-09T20:22:06.194465] [INFO ] [sig       ] Generating forecast for: FEMB
[2025-12-09T20:22:06.194496] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEMB' from 'https://tdm.silogroup.org/data/derivative_storage/FEMB.csv'.
[2025-12-09T20:22:06.206460] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEMB'.
[2025-12-09T20:22:06.206858] [INFO ] [FORECASTER] Starting predict_future for FEMB
[2025-12-09T20:22:06.207760] [DEBUG] [LOCAL     ] No optimal features file found for FEMB: ./output/feature-sets/FEMB.txt
[2025-12-09T20:22:06.207812] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:06.207845] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:06.207872] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:06.207929] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:06.267377] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:06.268266] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:06.268348] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:06.268381] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:06.394760] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:06.394910] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:06.394951] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:06.394981] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:06.398397] [DEBUG] [FORECASTER] FEMB: Forecast T+1@11:T+2@11: DOWN (p=7.34%)
[2025-12-09T20:22:06.398705] [INFO ] [FORECASTER] Completed predict_future for FEMB
[2025-12-09T20:22:06.398832] [INFO ] [sig       ] FEMB: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:22:06.544307] [INFO ] [LOCAL     ] Saved forecast: FEMB	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/FEMB.txt
[2025-12-09T20:22:06.544454] [INFO ] [sig       ] [1229/3614] Completed FEMB in 0.3s | 2.91 sym/s | Total: 7.0m | ETA: 13.7m
[2025-12-09T20:22:06.544493] [INFO ] [sig       ] [1230/3614] Forecasting FEMS...
[2025-12-09T20:22:06.544521] [INFO ] [sig       ] Generating forecast for: FEMS
[2025-12-09T20:22:06.544552] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEMS' from 'https://tdm.silogroup.org/data/derivative_storage/FEMS.csv'.
[2025-12-09T20:22:06.555903] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEMS'.
[2025-12-09T20:22:06.556246] [INFO ] [FORECASTER] Starting predict_future for FEMS
[2025-12-09T20:22:06.557051] [DEBUG] [LOCAL     ] No optimal features file found for FEMS: ./output/feature-sets/FEMS.txt
[2025-12-09T20:22:06.557102] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:06.557134] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:06.557166] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:06.557235] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:06.617075] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:06.617976] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:06.618069] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:06.618109] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:06.752419] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:06.752619] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:06.752670] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:06.752746] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:06.756498] [DEBUG] [FORECASTER] FEMS: Forecast T+1@11:T+2@11: UP (p=91.91%)
[2025-12-09T20:22:06.756874] [INFO ] [FORECASTER] Completed predict_future for FEMS
[2025-12-09T20:22:06.757018] [INFO ] [sig       ] FEMS: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:22:06.900397] [INFO ] [LOCAL     ] Saved forecast: FEMS	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/FEMS.txt
[2025-12-09T20:22:06.900544] [INFO ] [sig       ] [1230/3614] Completed FEMS in 0.4s | 2.91 sym/s | Total: 7.0m | ETA: 13.7m
[2025-12-09T20:22:06.900603] [INFO ] [sig       ] [1231/3614] Forecasting FEP...
[2025-12-09T20:22:06.900634] [INFO ] [sig       ] Generating forecast for: FEP
[2025-12-09T20:22:06.900665] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEP' from 'https://tdm.silogroup.org/data/derivative_storage/FEP.csv'.
[2025-12-09T20:22:06.911989] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEP'.
[2025-12-09T20:22:06.912243] [INFO ] [FORECASTER] Starting predict_future for FEP
[2025-12-09T20:22:06.913017] [DEBUG] [LOCAL     ] No optimal features file found for FEP: ./output/feature-sets/FEP.txt
[2025-12-09T20:22:06.913067] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:06.913097] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:06.913122] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:06.913177] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:06.969800] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:06.970655] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:06.970732] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:06.970765] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:07.087216] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:07.087367] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:07.087410] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:07.087439] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:07.090931] [DEBUG] [FORECASTER] FEP: Forecast T+1@11:T+2@11: UP (p=97.00%)
[2025-12-09T20:22:07.091204] [INFO ] [FORECASTER] Completed predict_future for FEP
[2025-12-09T20:22:07.091323] [INFO ] [sig       ] FEP: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:22:07.231210] [INFO ] [LOCAL     ] Saved forecast: FEP	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/FEP.txt
[2025-12-09T20:22:07.231340] [INFO ] [sig       ] [1231/3614] Completed FEP in 0.3s | 2.91 sym/s | Total: 7.1m | ETA: 13.6m
[2025-12-09T20:22:07.231379] [INFO ] [sig       ] [1232/3614] Forecasting FEPI...
[2025-12-09T20:22:07.231408] [INFO ] [sig       ] Generating forecast for: FEPI
[2025-12-09T20:22:07.231437] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEPI' from 'https://tdm.silogroup.org/data/derivative_storage/FEPI.csv'.
[2025-12-09T20:22:07.243319] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEPI'.
[2025-12-09T20:22:07.243661] [INFO ] [FORECASTER] Starting predict_future for FEPI
[2025-12-09T20:22:07.244434] [DEBUG] [LOCAL     ] No optimal features file found for FEPI: ./output/feature-sets/FEPI.txt
[2025-12-09T20:22:07.244484] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:07.244516] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:07.244542] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:07.244623] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:07.302049] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:07.302708] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:07.302783] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:07.302814] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:07.430034] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:07.430187] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:07.430229] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:07.430259] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:07.434127] [DEBUG] [FORECASTER] FEPI: Forecast T+1@11:T+2@11: UP (p=87.81%)
[2025-12-09T20:22:07.434492] [INFO ] [FORECASTER] Completed predict_future for FEPI
[2025-12-09T20:22:07.434654] [INFO ] [sig       ] FEPI: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:22:07.573722] [INFO ] [LOCAL     ] Saved forecast: FEPI	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/FEPI.txt
[2025-12-09T20:22:07.573849] [INFO ] [sig       ] [1232/3614] Completed FEPI in 0.3s | 2.91 sym/s | Total: 7.1m | ETA: 13.6m
[2025-12-09T20:22:07.573887] [INFO ] [sig       ] [1233/3614] Forecasting FERG...
[2025-12-09T20:22:07.573917] [INFO ] [sig       ] Generating forecast for: FERG
[2025-12-09T20:22:07.573947] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FERG' from 'https://tdm.silogroup.org/data/derivative_storage/FERG.csv'.
[2025-12-09T20:22:07.585400] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FERG'.
[2025-12-09T20:22:07.585818] [INFO ] [FORECASTER] Starting predict_future for FERG
[2025-12-09T20:22:07.586756] [DEBUG] [LOCAL     ] No optimal features file found for FERG: ./output/feature-sets/FERG.txt
[2025-12-09T20:22:07.586822] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:07.586855] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:07.586883] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:07.586939] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:07.648630] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:07.649497] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:07.649590] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:07.649626] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:07.772482] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:07.772659] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:07.772700] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:07.772727] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:07.776037] [DEBUG] [FORECASTER] FERG: Forecast T+1@11:T+2@11: DOWN (p=48.44%)
[2025-12-09T20:22:07.776305] [INFO ] [FORECASTER] Completed predict_future for FERG
[2025-12-09T20:22:07.776425] [INFO ] [sig       ] FERG: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:22:07.917257] [INFO ] [LOCAL     ] Saved forecast: FERG	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/FERG.txt
[2025-12-09T20:22:07.917401] [INFO ] [sig       ] [1233/3614] Completed FERG in 0.3s | 2.91 sym/s | Total: 7.1m | ETA: 13.6m
[2025-12-09T20:22:07.917448] [INFO ] [sig       ] [1234/3614] Forecasting FEX...
[2025-12-09T20:22:07.917497] [INFO ] [sig       ] Generating forecast for: FEX
[2025-12-09T20:22:07.917528] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEX' from 'https://tdm.silogroup.org/data/derivative_storage/FEX.csv'.
[2025-12-09T20:22:07.930125] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEX'.
[2025-12-09T20:22:07.930490] [INFO ] [FORECASTER] Starting predict_future for FEX
[2025-12-09T20:22:07.931257] [DEBUG] [LOCAL     ] No optimal features file found for FEX: ./output/feature-sets/FEX.txt
[2025-12-09T20:22:07.931308] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:07.931340] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:07.931366] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:07.931422] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:07.989396] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:07.990136] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:07.990209] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:07.990241] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:08.099077] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:08.099233] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:08.099274] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:08.099302] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:08.102665] [DEBUG] [FORECASTER] FEX: Forecast T+1@11:T+2@11: DOWN (p=19.65%)
[2025-12-09T20:22:08.102940] [INFO ] [FORECASTER] Completed predict_future for FEX
[2025-12-09T20:22:08.103063] [INFO ] [sig       ] FEX: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:22:08.242026] [INFO ] [LOCAL     ] Saved forecast: FEX	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/FEX.txt
[2025-12-09T20:22:08.242163] [INFO ] [sig       ] [1234/3614] Completed FEX in 0.3s | 2.91 sym/s | Total: 7.1m | ETA: 13.6m
[2025-12-09T20:22:08.242202] [INFO ] [sig       ] [1235/3614] Forecasting FF...
[2025-12-09T20:22:08.242233] [INFO ] [sig       ] Generating forecast for: FF
[2025-12-09T20:22:08.242263] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FF' from 'https://tdm.silogroup.org/data/derivative_storage/FF.csv'.
[2025-12-09T20:22:08.254378] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FF'.
[2025-12-09T20:22:08.254665] [INFO ] [FORECASTER] Starting predict_future for FF
[2025-12-09T20:22:08.255437] [DEBUG] [LOCAL     ] No optimal features file found for FF: ./output/feature-sets/FF.txt
[2025-12-09T20:22:08.255488] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:08.255521] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:08.255548] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:08.255621] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:08.314174] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:08.315191] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:08.315274] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:08.315307] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:08.441061] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:08.441218] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:08.441259] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:08.441288] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:08.444705] [DEBUG] [FORECASTER] FF: Forecast T+1@11:T+2@11: DOWN (p=20.33%)
[2025-12-09T20:22:08.445006] [INFO ] [FORECASTER] Completed predict_future for FF
[2025-12-09T20:22:08.445137] [INFO ] [sig       ] FF: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:22:08.584818] [INFO ] [LOCAL     ] Saved forecast: FF	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/FF.txt
[2025-12-09T20:22:08.584966] [INFO ] [sig       ] [1235/3614] Completed FF in 0.3s | 2.91 sym/s | Total: 7.1m | ETA: 13.6m
[2025-12-09T20:22:08.585004] [INFO ] [sig       ] [1236/3614] Forecasting FFA...
[2025-12-09T20:22:08.585032] [INFO ] [sig       ] Generating forecast for: FFA
[2025-12-09T20:22:08.585062] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFA' from 'https://tdm.silogroup.org/data/derivative_storage/FFA.csv'.
[2025-12-09T20:22:08.596957] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFA'.
[2025-12-09T20:22:08.597244] [INFO ] [FORECASTER] Starting predict_future for FFA
[2025-12-09T20:22:08.598040] [DEBUG] [LOCAL     ] No optimal features file found for FFA: ./output/feature-sets/FFA.txt
[2025-12-09T20:22:08.598090] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:08.598120] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:08.598146] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:08.598209] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:08.655970] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:08.656635] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:08.656715] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:08.656747] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:08.774627] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:08.774772] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:08.774811] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:08.774840] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:08.778298] [DEBUG] [FORECASTER] FFA: Forecast T+1@11:T+2@11: UP (p=82.19%)
[2025-12-09T20:22:08.778557] [INFO ] [FORECASTER] Completed predict_future for FFA
[2025-12-09T20:22:08.778695] [INFO ] [sig       ] FFA: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:22:08.919448] [INFO ] [LOCAL     ] Saved forecast: FFA	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/FFA.txt
[2025-12-09T20:22:08.919612] [INFO ] [sig       ] [1236/3614] Completed FFA in 0.3s | 2.91 sym/s | Total: 7.1m | ETA: 13.6m
[2025-12-09T20:22:08.919662] [INFO ] [sig       ] [1237/3614] Forecasting FFBC...
[2025-12-09T20:22:08.919698] [INFO ] [sig       ] Generating forecast for: FFBC
[2025-12-09T20:22:08.919730] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFBC' from 'https://tdm.silogroup.org/data/derivative_storage/FFBC.csv'.
[2025-12-09T20:22:08.930948] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFBC'.
[2025-12-09T20:22:08.931211] [INFO ] [FORECASTER] Starting predict_future for FFBC
[2025-12-09T20:22:08.931997] [DEBUG] [LOCAL     ] No optimal features file found for FFBC: ./output/feature-sets/FFBC.txt
[2025-12-09T20:22:08.932046] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:08.932077] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:08.932104] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:08.932159] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:08.988976] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:08.989670] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:08.989744] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:08.989803] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:09.109986] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:09.110130] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:09.110175] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:09.110206] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:09.113589] [DEBUG] [FORECASTER] FFBC: Forecast T+1@11:T+2@11: UP (p=87.03%)
[2025-12-09T20:22:09.113858] [INFO ] [FORECASTER] Completed predict_future for FFBC
[2025-12-09T20:22:09.113982] [INFO ] [sig       ] FFBC: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:22:09.252805] [INFO ] [LOCAL     ] Saved forecast: FFBC	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/FFBC.txt
[2025-12-09T20:22:09.252954] [INFO ] [sig       ] [1237/3614] Completed FFBC in 0.3s | 2.91 sym/s | Total: 7.1m | ETA: 13.6m
[2025-12-09T20:22:09.252993] [INFO ] [sig       ] [1238/3614] Forecasting FFC...
[2025-12-09T20:22:09.253021] [INFO ] [sig       ] Generating forecast for: FFC
[2025-12-09T20:22:09.253051] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFC' from 'https://tdm.silogroup.org/data/derivative_storage/FFC.csv'.
[2025-12-09T20:22:09.264700] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFC'.
[2025-12-09T20:22:09.264988] [INFO ] [FORECASTER] Starting predict_future for FFC
[2025-12-09T20:22:09.265829] [DEBUG] [LOCAL     ] No optimal features file found for FFC: ./output/feature-sets/FFC.txt
[2025-12-09T20:22:09.265882] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:09.265915] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:09.265943] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:09.266000] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:09.323724] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:09.324591] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:09.324667] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:09.324699] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:09.444277] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:09.444409] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:09.444447] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:09.444476] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:09.447766] [DEBUG] [FORECASTER] FFC: Forecast T+1@11:T+2@11: DOWN (p=17.80%)
[2025-12-09T20:22:09.448037] [INFO ] [FORECASTER] Completed predict_future for FFC
[2025-12-09T20:22:09.448176] [INFO ] [sig       ] FFC: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:22:09.586339] [INFO ] [LOCAL     ] Saved forecast: FFC	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/FFC.txt
[2025-12-09T20:22:09.586480] [INFO ] [sig       ] [1238/3614] Completed FFC in 0.3s | 2.91 sym/s | Total: 7.1m | ETA: 13.6m
[2025-12-09T20:22:09.586518] [INFO ] [sig       ] [1239/3614] Forecasting FFIC...
[2025-12-09T20:22:09.586548] [INFO ] [sig       ] Generating forecast for: FFIC
[2025-12-09T20:22:09.586595] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFIC' from 'https://tdm.silogroup.org/data/derivative_storage/FFIC.csv'.
[2025-12-09T20:22:09.598558] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFIC'.
[2025-12-09T20:22:09.598888] [INFO ] [FORECASTER] Starting predict_future for FFIC
[2025-12-09T20:22:09.599701] [DEBUG] [LOCAL     ] No optimal features file found for FFIC: ./output/feature-sets/FFIC.txt
[2025-12-09T20:22:09.599764] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:09.599797] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:09.599824] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:09.599881] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:09.657361] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:09.658040] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:09.658117] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:09.658152] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:09.778807] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:09.778954] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:09.778993] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:09.779021] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:09.782348] [DEBUG] [FORECASTER] FFIC: Forecast T+1@11:T+2@11: DOWN (p=32.35%)
[2025-12-09T20:22:09.782629] [INFO ] [FORECASTER] Completed predict_future for FFIC
[2025-12-09T20:22:09.782748] [INFO ] [sig       ] FFIC: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:22:09.925890] [INFO ] [LOCAL     ] Saved forecast: FFIC	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/FFIC.txt
[2025-12-09T20:22:09.926023] [INFO ] [sig       ] [1239/3614] Completed FFIC in 0.3s | 2.91 sym/s | Total: 7.1m | ETA: 13.6m
[2025-12-09T20:22:09.926062] [INFO ] [sig       ] [1240/3614] Forecasting FFIN...
[2025-12-09T20:22:09.926090] [INFO ] [sig       ] Generating forecast for: FFIN
[2025-12-09T20:22:09.926118] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFIN' from 'https://tdm.silogroup.org/data/derivative_storage/FFIN.csv'.
[2025-12-09T20:22:09.937464] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFIN'.
[2025-12-09T20:22:09.937763] [INFO ] [FORECASTER] Starting predict_future for FFIN
[2025-12-09T20:22:09.938498] [DEBUG] [LOCAL     ] No optimal features file found for FFIN: ./output/feature-sets/FFIN.txt
[2025-12-09T20:22:09.938548] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:09.938613] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:09.938654] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:09.938711] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:09.994442] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:09.995287] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:09.995371] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:09.995403] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:10.110387] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:10.110534] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:10.110609] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:10.110641] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:10.113922] [DEBUG] [FORECASTER] FFIN: Forecast T+1@11:T+2@11: DOWN (p=5.16%)
[2025-12-09T20:22:10.114185] [INFO ] [FORECASTER] Completed predict_future for FFIN
[2025-12-09T20:22:10.114301] [INFO ] [sig       ] FFIN: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:22:10.253538] [INFO ] [LOCAL     ] Saved forecast: FFIN	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/FFIN.txt
[2025-12-09T20:22:10.253707] [INFO ] [sig       ] [1240/3614] Completed FFIN in 0.3s | 2.91 sym/s | Total: 7.1m | ETA: 13.6m
[2025-12-09T20:22:10.253747] [INFO ] [sig       ] [1241/3614] Forecasting FFWM...
[2025-12-09T20:22:10.253776] [INFO ] [sig       ] Generating forecast for: FFWM
[2025-12-09T20:22:10.253806] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFWM' from 'https://tdm.silogroup.org/data/derivative_storage/FFWM.csv'.
[2025-12-09T20:22:10.267167] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFWM'.
[2025-12-09T20:22:10.267708] [INFO ] [FORECASTER] Starting predict_future for FFWM
[2025-12-09T20:22:10.268678] [DEBUG] [LOCAL     ] No optimal features file found for FFWM: ./output/feature-sets/FFWM.txt
[2025-12-09T20:22:10.268734] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:10.268769] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:10.268797] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:10.268857] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:10.327829] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:10.328975] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:10.329073] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:10.329110] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:10.453474] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:10.453763] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:10.453820] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:10.453851] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:10.458340] [DEBUG] [FORECASTER] FFWM: Forecast T+1@11:T+2@11: DOWN (p=13.50%)
[2025-12-09T20:22:10.458816] [INFO ] [FORECASTER] Completed predict_future for FFWM
[2025-12-09T20:22:10.459007] [INFO ] [sig       ] FFWM: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:22:10.614613] [INFO ] [LOCAL     ] Saved forecast: FFWM	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/FFWM.txt
[2025-12-09T20:22:10.614849] [INFO ] [sig       ] [1241/3614] Completed FFWM in 0.4s | 2.91 sym/s | Total: 7.1m | ETA: 13.6m
[2025-12-09T20:22:10.614892] [INFO ] [sig       ] [1242/3614] Forecasting FG...
[2025-12-09T20:22:10.614922] [INFO ] [sig       ] Generating forecast for: FG
[2025-12-09T20:22:10.614953] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FG' from 'https://tdm.silogroup.org/data/derivative_storage/FG.csv'.
[2025-12-09T20:22:10.628336] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FG'.
[2025-12-09T20:22:10.628728] [INFO ] [FORECASTER] Starting predict_future for FG
[2025-12-09T20:22:10.629671] [DEBUG] [LOCAL     ] No optimal features file found for FG: ./output/feature-sets/FG.txt
[2025-12-09T20:22:10.629726] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:10.629758] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:10.629784] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:10.629839] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:10.688214] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:10.689248] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:10.689328] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:10.689361] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:10.806377] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:10.806533] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:10.806587] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:10.806620] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:10.810128] [DEBUG] [FORECASTER] FG: Forecast T+1@11:T+2@11: DOWN (p=8.51%)
[2025-12-09T20:22:10.810405] [INFO ] [FORECASTER] Completed predict_future for FG
[2025-12-09T20:22:10.810533] [INFO ] [sig       ] FG: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:22:10.955659] [INFO ] [LOCAL     ] Saved forecast: FG	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/FG.txt
[2025-12-09T20:22:10.955815] [INFO ] [sig       ] [1242/3614] Completed FG in 0.3s | 2.91 sym/s | Total: 7.1m | ETA: 13.6m
[2025-12-09T20:22:10.955854] [INFO ] [sig       ] [1243/3614] Forecasting FGEN...
[2025-12-09T20:22:10.955883] [INFO ] [sig       ] Generating forecast for: FGEN
[2025-12-09T20:22:10.955913] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FGEN' from 'https://tdm.silogroup.org/data/derivative_storage/FGEN.csv'.
[2025-12-09T20:22:10.967337] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FGEN'.
[2025-12-09T20:22:10.967768] [INFO ] [FORECASTER] Starting predict_future for FGEN
[2025-12-09T20:22:10.968640] [DEBUG] [LOCAL     ] No optimal features file found for FGEN: ./output/feature-sets/FGEN.txt
[2025-12-09T20:22:10.968695] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:10.968726] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:10.968753] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:10.968809] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:11.027690] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:11.028657] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:11.028754] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:11.028788] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:11.148217] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:11.148363] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:11.148402] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:11.148431] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:11.151733] [DEBUG] [FORECASTER] FGEN: Forecast T+1@11:T+2@11: UP (p=68.25%)
[2025-12-09T20:22:11.152003] [INFO ] [FORECASTER] Completed predict_future for FGEN
[2025-12-09T20:22:11.152122] [INFO ] [sig       ] FGEN: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:22:11.290028] [INFO ] [LOCAL     ] Saved forecast: FGEN	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/FGEN.txt
[2025-12-09T20:22:11.290177] [INFO ] [sig       ] [1243/3614] Completed FGEN in 0.3s | 2.91 sym/s | Total: 7.1m | ETA: 13.6m
[2025-12-09T20:22:11.290216] [INFO ] [sig       ] [1244/3614] Forecasting FHB...
[2025-12-09T20:22:11.290245] [INFO ] [sig       ] Generating forecast for: FHB
[2025-12-09T20:22:11.290276] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FHB' from 'https://tdm.silogroup.org/data/derivative_storage/FHB.csv'.
[2025-12-09T20:22:11.301304] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FHB'.
[2025-12-09T20:22:11.301658] [INFO ] [FORECASTER] Starting predict_future for FHB
[2025-12-09T20:22:11.302476] [DEBUG] [LOCAL     ] No optimal features file found for FHB: ./output/feature-sets/FHB.txt
[2025-12-09T20:22:11.302528] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:11.302625] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:11.302659] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:11.302717] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:11.360526] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:11.361330] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:11.361409] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:11.361442] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:11.477107] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:11.477249] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:11.477289] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:11.477317] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:11.480634] [DEBUG] [FORECASTER] FHB: Forecast T+1@11:T+2@11: UP (p=93.29%)
[2025-12-09T20:22:11.480901] [INFO ] [FORECASTER] Completed predict_future for FHB
[2025-12-09T20:22:11.481022] [INFO ] [sig       ] FHB: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:22:11.622244] [INFO ] [LOCAL     ] Saved forecast: FHB	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/FHB.txt
[2025-12-09T20:22:11.622400] [INFO ] [sig       ] [1244/3614] Completed FHB in 0.3s | 2.91 sym/s | Total: 7.1m | ETA: 13.6m
[2025-12-09T20:22:11.622438] [INFO ] [sig       ] [1245/3614] Forecasting FHI...
[2025-12-09T20:22:11.622467] [INFO ] [sig       ] Generating forecast for: FHI
[2025-12-09T20:22:11.622497] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FHI' from 'https://tdm.silogroup.org/data/derivative_storage/FHI.csv'.
[2025-12-09T20:22:11.634244] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FHI'.
[2025-12-09T20:22:11.634591] [INFO ] [FORECASTER] Starting predict_future for FHI
[2025-12-09T20:22:11.635361] [DEBUG] [LOCAL     ] No optimal features file found for FHI: ./output/feature-sets/FHI.txt
[2025-12-09T20:22:11.635412] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:11.635444] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:11.635471] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:11.635526] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:11.693782] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:11.694665] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:11.694747] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:11.694780] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:11.810871] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:11.811014] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:11.811055] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:11.811083] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:11.814371] [DEBUG] [FORECASTER] FHI: Forecast T+1@11:T+2@11: UP (p=80.55%)
[2025-12-09T20:22:11.814653] [INFO ] [FORECASTER] Completed predict_future for FHI
[2025-12-09T20:22:11.814771] [INFO ] [sig       ] FHI: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:22:11.953469] [INFO ] [LOCAL     ] Saved forecast: FHI	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/FHI.txt
[2025-12-09T20:22:11.953608] [INFO ] [sig       ] [1245/3614] Completed FHI in 0.3s | 2.91 sym/s | Total: 7.1m | ETA: 13.6m
[2025-12-09T20:22:11.953647] [INFO ] [sig       ] [1246/3614] Forecasting FHN...
[2025-12-09T20:22:11.953676] [INFO ] [sig       ] Generating forecast for: FHN
[2025-12-09T20:22:11.953705] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FHN' from 'https://tdm.silogroup.org/data/derivative_storage/FHN.csv'.
[2025-12-09T20:22:11.966536] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FHN'.
[2025-12-09T20:22:11.966876] [INFO ] [FORECASTER] Starting predict_future for FHN
[2025-12-09T20:22:11.967725] [DEBUG] [LOCAL     ] No optimal features file found for FHN: ./output/feature-sets/FHN.txt
[2025-12-09T20:22:11.967777] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:11.967808] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:11.967833] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:11.967887] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:12.033200] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:12.034259] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:12.034355] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:12.034400] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:12.155838] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:12.155998] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:12.156039] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:12.156068] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:12.159554] [DEBUG] [FORECASTER] FHN: Forecast T+1@11:T+2@11: UP (p=63.01%)
[2025-12-09T20:22:12.159857] [INFO ] [FORECASTER] Completed predict_future for FHN
[2025-12-09T20:22:12.159983] [INFO ] [sig       ] FHN: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:22:12.304988] [INFO ] [LOCAL     ] Saved forecast: FHN	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/FHN.txt
[2025-12-09T20:22:12.305122] [INFO ] [sig       ] [1246/3614] Completed FHN in 0.4s | 2.91 sym/s | Total: 7.1m | ETA: 13.6m
[2025-12-09T20:22:12.305161] [INFO ] [sig       ] [1247/3614] Forecasting FHTX...
[2025-12-09T20:22:12.305189] [INFO ] [sig       ] Generating forecast for: FHTX
[2025-12-09T20:22:12.305219] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FHTX' from 'https://tdm.silogroup.org/data/derivative_storage/FHTX.csv'.
[2025-12-09T20:22:12.316979] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FHTX'.
[2025-12-09T20:22:12.317245] [INFO ] [FORECASTER] Starting predict_future for FHTX
[2025-12-09T20:22:12.318066] [DEBUG] [LOCAL     ] No optimal features file found for FHTX: ./output/feature-sets/FHTX.txt
[2025-12-09T20:22:12.318119] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:12.318151] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:12.318178] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:12.318234] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:12.376630] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:12.377449] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:12.377548] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:12.377599] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:12.504834] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:12.504992] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:12.505035] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:12.505063] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:12.508562] [DEBUG] [FORECASTER] FHTX: Forecast T+1@11:T+2@11: DOWN (p=7.82%)
[2025-12-09T20:22:12.508906] [INFO ] [FORECASTER] Completed predict_future for FHTX
[2025-12-09T20:22:12.509031] [INFO ] [sig       ] FHTX: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:22:12.670962] [INFO ] [LOCAL     ] Saved forecast: FHTX	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/FHTX.txt
[2025-12-09T20:22:12.671110] [INFO ] [sig       ] [1247/3614] Completed FHTX in 0.4s | 2.91 sym/s | Total: 7.1m | ETA: 13.6m
[2025-12-09T20:22:12.671150] [INFO ] [sig       ] [1248/3614] Forecasting FIBK...
[2025-12-09T20:22:12.671185] [INFO ] [sig       ] Generating forecast for: FIBK
[2025-12-09T20:22:12.671217] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIBK' from 'https://tdm.silogroup.org/data/derivative_storage/FIBK.csv'.
[2025-12-09T20:22:12.683160] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIBK'.
[2025-12-09T20:22:12.683470] [INFO ] [FORECASTER] Starting predict_future for FIBK
[2025-12-09T20:22:12.684264] [DEBUG] [LOCAL     ] No optimal features file found for FIBK: ./output/feature-sets/FIBK.txt
[2025-12-09T20:22:12.684315] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:12.684346] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:12.684373] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:12.684428] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:12.747593] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:12.748469] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:12.748552] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:12.748604] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:12.884992] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:12.885149] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:12.885193] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:12.885222] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:12.888639] [DEBUG] [FORECASTER] FIBK: Forecast T+1@11:T+2@11: UP (p=97.80%)
[2025-12-09T20:22:12.888912] [INFO ] [FORECASTER] Completed predict_future for FIBK
[2025-12-09T20:22:12.889035] [INFO ] [sig       ] FIBK: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:22:13.036660] [INFO ] [LOCAL     ] Saved forecast: FIBK	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/FIBK.txt
[2025-12-09T20:22:13.036819] [INFO ] [sig       ] [1248/3614] Completed FIBK in 0.4s | 2.91 sym/s | Total: 7.1m | ETA: 13.5m
[2025-12-09T20:22:13.036860] [INFO ] [sig       ] [1249/3614] Forecasting FICO...
[2025-12-09T20:22:13.036889] [INFO ] [sig       ] Generating forecast for: FICO
[2025-12-09T20:22:13.036921] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FICO' from 'https://tdm.silogroup.org/data/derivative_storage/FICO.csv'.
[2025-12-09T20:22:13.049251] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FICO'.
[2025-12-09T20:22:13.049654] [INFO ] [FORECASTER] Starting predict_future for FICO
[2025-12-09T20:22:13.050447] [DEBUG] [LOCAL     ] No optimal features file found for FICO: ./output/feature-sets/FICO.txt
[2025-12-09T20:22:13.050496] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:13.050527] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:13.050553] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:13.050631] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:13.107830] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:13.108865] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:13.109132] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:13.109164] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:13.228878] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:13.229027] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:13.229068] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:13.229096] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:13.232463] [DEBUG] [FORECASTER] FICO: Forecast T+1@11:T+2@11: UP (p=95.19%)
[2025-12-09T20:22:13.232746] [INFO ] [FORECASTER] Completed predict_future for FICO
[2025-12-09T20:22:13.232867] [INFO ] [sig       ] FICO: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:22:13.372690] [INFO ] [LOCAL     ] Saved forecast: FICO	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/FICO.txt
[2025-12-09T20:22:13.372832] [INFO ] [sig       ] [1249/3614] Completed FICO in 0.3s | 2.91 sym/s | Total: 7.2m | ETA: 13.5m
[2025-12-09T20:22:13.372877] [INFO ] [sig       ] [1250/3614] Forecasting FICS...
[2025-12-09T20:22:13.372907] [INFO ] [sig       ] Generating forecast for: FICS
[2025-12-09T20:22:13.372936] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FICS' from 'https://tdm.silogroup.org/data/derivative_storage/FICS.csv'.
[2025-12-09T20:22:13.383785] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FICS'.
[2025-12-09T20:22:13.384100] [INFO ] [FORECASTER] Starting predict_future for FICS
[2025-12-09T20:22:13.384946] [DEBUG] [LOCAL     ] No optimal features file found for FICS: ./output/feature-sets/FICS.txt
[2025-12-09T20:22:13.384998] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:13.385031] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:13.385058] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:13.385115] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:13.442798] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:13.443624] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:13.443705] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:13.443738] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:13.566026] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:13.566170] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:13.566209] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:13.566237] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:13.569556] [DEBUG] [FORECASTER] FICS: Forecast T+1@11:T+2@11: UP (p=97.84%)
[2025-12-09T20:22:13.569845] [INFO ] [FORECASTER] Completed predict_future for FICS
[2025-12-09T20:22:13.569966] [INFO ] [sig       ] FICS: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:22:13.713180] [INFO ] [LOCAL     ] Saved forecast: FICS	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/FICS.txt
[2025-12-09T20:22:13.713312] [INFO ] [sig       ] [1250/3614] Completed FICS in 0.3s | 2.91 sym/s | Total: 7.2m | ETA: 13.5m
[2025-12-09T20:22:13.713364] [INFO ] [sig       ] [1251/3614] Forecasting FID...
[2025-12-09T20:22:13.713394] [INFO ] [sig       ] Generating forecast for: FID
[2025-12-09T20:22:13.713423] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FID' from 'https://tdm.silogroup.org/data/derivative_storage/FID.csv'.
[2025-12-09T20:22:13.725055] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FID'.
[2025-12-09T20:22:13.725365] [INFO ] [FORECASTER] Starting predict_future for FID
[2025-12-09T20:22:13.726244] [DEBUG] [LOCAL     ] No optimal features file found for FID: ./output/feature-sets/FID.txt
[2025-12-09T20:22:13.726296] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:13.726329] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:13.726357] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:13.726414] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:13.785526] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:13.786419] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:13.786511] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:13.786545] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:13.901329] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:13.901477] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:13.901520] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:13.901565] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:13.905010] [DEBUG] [FORECASTER] FID: Forecast T+1@11:T+2@11: UP (p=96.36%)
[2025-12-09T20:22:13.905279] [INFO ] [FORECASTER] Completed predict_future for FID
[2025-12-09T20:22:13.905399] [INFO ] [sig       ] FID: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:22:14.045556] [INFO ] [LOCAL     ] Saved forecast: FID	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/FID.txt
[2025-12-09T20:22:14.045689] [INFO ] [sig       ] [1251/3614] Completed FID in 0.3s | 2.91 sym/s | Total: 7.2m | ETA: 13.5m
[2025-12-09T20:22:14.045727] [INFO ] [sig       ] [1252/3614] Forecasting FIGS...
[2025-12-09T20:22:14.045756] [INFO ] [sig       ] Generating forecast for: FIGS
[2025-12-09T20:22:14.045784] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIGS' from 'https://tdm.silogroup.org/data/derivative_storage/FIGS.csv'.
[2025-12-09T20:22:14.057099] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIGS'.
[2025-12-09T20:22:14.057387] [INFO ] [FORECASTER] Starting predict_future for FIGS
[2025-12-09T20:22:14.058276] [DEBUG] [LOCAL     ] No optimal features file found for FIGS: ./output/feature-sets/FIGS.txt
[2025-12-09T20:22:14.058328] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:14.058360] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:14.058387] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:14.058444] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:14.117875] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:14.118500] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:14.118592] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:14.118627] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:14.243977] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:14.244123] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:14.244162] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:14.244189] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:14.247490] [DEBUG] [FORECASTER] FIGS: Forecast T+1@11:T+2@11: UP (p=95.32%)
[2025-12-09T20:22:14.247776] [INFO ] [FORECASTER] Completed predict_future for FIGS
[2025-12-09T20:22:14.247898] [INFO ] [sig       ] FIGS: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:22:14.391303] [INFO ] [LOCAL     ] Saved forecast: FIGS	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/FIGS.txt
[2025-12-09T20:22:14.391439] [INFO ] [sig       ] [1252/3614] Completed FIGS in 0.3s | 2.91 sym/s | Total: 7.2m | ETA: 13.5m
[2025-12-09T20:22:14.391478] [INFO ] [sig       ] [1253/3614] Forecasting FIHL...
[2025-12-09T20:22:14.391508] [INFO ] [sig       ] Generating forecast for: FIHL
[2025-12-09T20:22:14.391535] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIHL' from 'https://tdm.silogroup.org/data/derivative_storage/FIHL.csv'.
[2025-12-09T20:22:14.404215] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIHL'.
[2025-12-09T20:22:14.404507] [INFO ] [FORECASTER] Starting predict_future for FIHL
[2025-12-09T20:22:14.405331] [DEBUG] [LOCAL     ] No optimal features file found for FIHL: ./output/feature-sets/FIHL.txt
[2025-12-09T20:22:14.405384] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:14.405416] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:14.405443] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:14.405499] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:14.462157] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:14.462776] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:14.462852] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:14.462896] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:14.582500] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:14.582659] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:14.582699] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:14.582726] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:14.586021] [DEBUG] [FORECASTER] FIHL: Forecast T+1@11:T+2@11: UP (p=50.08%)
[2025-12-09T20:22:14.586289] [INFO ] [FORECASTER] Completed predict_future for FIHL
[2025-12-09T20:22:14.586409] [INFO ] [sig       ] FIHL: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:22:14.727915] [INFO ] [LOCAL     ] Saved forecast: FIHL	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/FIHL.txt
[2025-12-09T20:22:14.728064] [INFO ] [sig       ] [1253/3614] Completed FIHL in 0.3s | 2.91 sym/s | Total: 7.2m | ETA: 13.5m
[2025-12-09T20:22:14.728101] [INFO ] [sig       ] [1254/3614] Forecasting FINS...
[2025-12-09T20:22:14.728131] [INFO ] [sig       ] Generating forecast for: FINS
[2025-12-09T20:22:14.728160] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FINS' from 'https://tdm.silogroup.org/data/derivative_storage/FINS.csv'.
[2025-12-09T20:22:14.739662] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FINS'.
[2025-12-09T20:22:14.740031] [INFO ] [FORECASTER] Starting predict_future for FINS
[2025-12-09T20:22:14.740824] [DEBUG] [LOCAL     ] No optimal features file found for FINS: ./output/feature-sets/FINS.txt
[2025-12-09T20:22:14.740876] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:14.740909] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:14.740937] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:14.740993] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:14.797303] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:14.798121] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:14.798240] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:14.798287] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:14.918924] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:14.919066] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:14.919105] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:14.919133] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:14.922424] [DEBUG] [FORECASTER] FINS: Forecast T+1@11:T+2@11: UP (p=86.24%)
[2025-12-09T20:22:14.922708] [INFO ] [FORECASTER] Completed predict_future for FINS
[2025-12-09T20:22:14.922828] [INFO ] [sig       ] FINS: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:22:15.063081] [INFO ] [LOCAL     ] Saved forecast: FINS	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/FINS.txt
[2025-12-09T20:22:15.063230] [INFO ] [sig       ] [1254/3614] Completed FINS in 0.3s | 2.91 sym/s | Total: 7.2m | ETA: 13.5m
[2025-12-09T20:22:15.063269] [INFO ] [sig       ] [1255/3614] Forecasting FINX...
[2025-12-09T20:22:15.063299] [INFO ] [sig       ] Generating forecast for: FINX
[2025-12-09T20:22:15.063327] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FINX' from 'https://tdm.silogroup.org/data/derivative_storage/FINX.csv'.
[2025-12-09T20:22:15.076855] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FINX'.
[2025-12-09T20:22:15.077234] [INFO ] [FORECASTER] Starting predict_future for FINX
[2025-12-09T20:22:15.078270] [DEBUG] [LOCAL     ] No optimal features file found for FINX: ./output/feature-sets/FINX.txt
[2025-12-09T20:22:15.078332] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:15.078374] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:15.078414] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:15.078507] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:15.150103] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:15.151067] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:15.151151] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:15.151184] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:15.266885] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:15.267034] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:15.267074] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:15.267101] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:15.270427] [DEBUG] [FORECASTER] FINX: Forecast T+1@11:T+2@11: UP (p=85.00%)
[2025-12-09T20:22:15.270720] [INFO ] [FORECASTER] Completed predict_future for FINX
[2025-12-09T20:22:15.270842] [INFO ] [sig       ] FINX: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:22:15.411106] [INFO ] [LOCAL     ] Saved forecast: FINX	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/FINX.txt
[2025-12-09T20:22:15.411253] [INFO ] [sig       ] [1255/3614] Completed FINX in 0.3s | 2.91 sym/s | Total: 7.2m | ETA: 13.5m
[2025-12-09T20:22:15.411292] [INFO ] [sig       ] [1256/3614] Forecasting FIP...
[2025-12-09T20:22:15.411327] [INFO ] [sig       ] Generating forecast for: FIP
[2025-12-09T20:22:15.411355] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIP' from 'https://tdm.silogroup.org/data/derivative_storage/FIP.csv'.
[2025-12-09T20:22:15.422634] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIP'.
[2025-12-09T20:22:15.423009] [INFO ] [FORECASTER] Starting predict_future for FIP
[2025-12-09T20:22:15.423790] [DEBUG] [LOCAL     ] No optimal features file found for FIP: ./output/feature-sets/FIP.txt
[2025-12-09T20:22:15.423840] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:15.423871] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:15.423897] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:15.423951] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:15.482743] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:15.483558] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:15.483656] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:15.483689] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:15.604998] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:15.605145] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:15.605189] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:15.605220] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:15.608648] [DEBUG] [FORECASTER] FIP: Forecast T+1@11:T+2@11: DOWN (p=8.54%)
[2025-12-09T20:22:15.608923] [INFO ] [FORECASTER] Completed predict_future for FIP
[2025-12-09T20:22:15.609044] [INFO ] [sig       ] FIP: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:22:15.752291] [INFO ] [LOCAL     ] Saved forecast: FIP	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/FIP.txt
[2025-12-09T20:22:15.752439] [INFO ] [sig       ] [1256/3614] Completed FIP in 0.3s | 2.91 sym/s | Total: 7.2m | ETA: 13.5m
[2025-12-09T20:22:15.752477] [INFO ] [sig       ] [1257/3614] Forecasting FIS...
[2025-12-09T20:22:15.752507] [INFO ] [sig       ] Generating forecast for: FIS
[2025-12-09T20:22:15.752539] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIS' from 'https://tdm.silogroup.org/data/derivative_storage/FIS.csv'.
[2025-12-09T20:22:15.763519] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIS'.
[2025-12-09T20:22:15.763929] [INFO ] [FORECASTER] Starting predict_future for FIS
[2025-12-09T20:22:15.764718] [DEBUG] [LOCAL     ] No optimal features file found for FIS: ./output/feature-sets/FIS.txt
[2025-12-09T20:22:15.764780] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:15.764812] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:15.764839] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:15.764893] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:15.824224] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:15.825180] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:15.825262] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:15.825293] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:15.945117] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:15.945264] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:15.945303] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:15.945332] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:15.948711] [DEBUG] [FORECASTER] FIS: Forecast T+1@11:T+2@11: UP (p=94.77%)
[2025-12-09T20:22:15.948988] [INFO ] [FORECASTER] Completed predict_future for FIS
[2025-12-09T20:22:15.949112] [INFO ] [sig       ] FIS: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:22:16.092197] [INFO ] [LOCAL     ] Saved forecast: FIS	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/FIS.txt
[2025-12-09T20:22:16.092372] [INFO ] [sig       ] [1257/3614] Completed FIS in 0.3s | 2.91 sym/s | Total: 7.2m | ETA: 13.5m
[2025-12-09T20:22:16.092412] [INFO ] [sig       ] [1258/3614] Forecasting FISI...
[2025-12-09T20:22:16.092442] [INFO ] [sig       ] Generating forecast for: FISI
[2025-12-09T20:22:16.092473] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FISI' from 'https://tdm.silogroup.org/data/derivative_storage/FISI.csv'.
[2025-12-09T20:22:16.103480] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FISI'.
[2025-12-09T20:22:16.103782] [INFO ] [FORECASTER] Starting predict_future for FISI
[2025-12-09T20:22:16.104535] [DEBUG] [LOCAL     ] No optimal features file found for FISI: ./output/feature-sets/FISI.txt
[2025-12-09T20:22:16.104604] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:16.104637] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:16.104663] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:16.104718] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:16.160773] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:16.161427] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:16.161504] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:16.161537] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:16.284182] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:16.284324] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:16.284364] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:16.284393] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:16.287835] [DEBUG] [FORECASTER] FISI: Forecast T+1@11:T+2@11: UP (p=89.48%)
[2025-12-09T20:22:16.288115] [INFO ] [FORECASTER] Completed predict_future for FISI
[2025-12-09T20:22:16.288238] [INFO ] [sig       ] FISI: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:22:16.430703] [INFO ] [LOCAL     ] Saved forecast: FISI	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/FISI.txt
[2025-12-09T20:22:16.430860] [INFO ] [sig       ] [1258/3614] Completed FISI in 0.3s | 2.91 sym/s | Total: 7.2m | ETA: 13.5m
[2025-12-09T20:22:16.430899] [INFO ] [sig       ] [1259/3614] Forecasting FITB...
[2025-12-09T20:22:16.430929] [INFO ] [sig       ] Generating forecast for: FITB
[2025-12-09T20:22:16.430959] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FITB' from 'https://tdm.silogroup.org/data/derivative_storage/FITB.csv'.
[2025-12-09T20:22:16.444862] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FITB'.
[2025-12-09T20:22:16.445296] [INFO ] [FORECASTER] Starting predict_future for FITB
[2025-12-09T20:22:16.446166] [DEBUG] [LOCAL     ] No optimal features file found for FITB: ./output/feature-sets/FITB.txt
[2025-12-09T20:22:16.446220] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:16.446253] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:16.446281] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:16.446337] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:16.503395] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:16.504154] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:16.504230] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:16.504262] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:16.633333] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:16.633498] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:16.633539] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:16.633586] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:16.637369] [DEBUG] [FORECASTER] FITB: Forecast T+1@11:T+2@11: UP (p=84.79%)
[2025-12-09T20:22:16.637686] [INFO ] [FORECASTER] Completed predict_future for FITB
[2025-12-09T20:22:16.637810] [INFO ] [sig       ] FITB: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:22:16.782375] [INFO ] [LOCAL     ] Saved forecast: FITB	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/FITB.txt
[2025-12-09T20:22:16.782519] [INFO ] [sig       ] [1259/3614] Completed FITB in 0.4s | 2.91 sym/s | Total: 7.2m | ETA: 13.5m
[2025-12-09T20:22:16.782557] [INFO ] [sig       ] [1260/3614] Forecasting FITBI...
[2025-12-09T20:22:16.782607] [INFO ] [sig       ] Generating forecast for: FITBI
[2025-12-09T20:22:16.782637] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FITBI' from 'https://tdm.silogroup.org/data/derivative_storage/FITBI.csv'.
[2025-12-09T20:22:16.793843] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FITBI'.
[2025-12-09T20:22:16.794158] [INFO ] [FORECASTER] Starting predict_future for FITBI
[2025-12-09T20:22:16.794937] [DEBUG] [LOCAL     ] No optimal features file found for FITBI: ./output/feature-sets/FITBI.txt
[2025-12-09T20:22:16.794987] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:16.795019] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:16.795046] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:16.795101] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:16.850257] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:16.850969] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:16.851046] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:16.851077] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:16.971965] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:16.972126] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:16.972170] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:16.972199] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:16.975689] [DEBUG] [FORECASTER] FITBI: Forecast T+1@11:T+2@11: DOWN (p=5.37%)
[2025-12-09T20:22:16.976006] [INFO ] [FORECASTER] Completed predict_future for FITBI
[2025-12-09T20:22:16.976141] [INFO ] [sig       ] FITBI: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:22:17.123114] [INFO ] [LOCAL     ] Saved forecast: FITBI	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/FITBI.txt
[2025-12-09T20:22:17.123281] [INFO ] [sig       ] [1260/3614] Completed FITBI in 0.3s | 2.91 sym/s | Total: 7.2m | ETA: 13.5m
[2025-12-09T20:22:17.123323] [INFO ] [sig       ] [1261/3614] Forecasting FITBO...
[2025-12-09T20:22:17.123353] [INFO ] [sig       ] Generating forecast for: FITBO
[2025-12-09T20:22:17.123381] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FITBO' from 'https://tdm.silogroup.org/data/derivative_storage/FITBO.csv'.
[2025-12-09T20:22:17.135628] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FITBO'.
[2025-12-09T20:22:17.136016] [INFO ] [FORECASTER] Starting predict_future for FITBO
[2025-12-09T20:22:17.136846] [DEBUG] [LOCAL     ] No optimal features file found for FITBO: ./output/feature-sets/FITBO.txt
[2025-12-09T20:22:17.136897] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:17.136955] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:17.136983] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:17.137039] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:17.196887] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:17.197937] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:17.198033] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:17.198079] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:17.343174] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:17.343380] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:17.343457] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:17.343509] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:17.349124] [DEBUG] [FORECASTER] FITBO: Forecast T+1@11:T+2@11: UP (p=93.25%)
[2025-12-09T20:22:17.349654] [INFO ] [FORECASTER] Completed predict_future for FITBO
[2025-12-09T20:22:17.349873] [INFO ] [sig       ] FITBO: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:22:17.551784] [INFO ] [LOCAL     ] Saved forecast: FITBO	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/FITBO.txt
[2025-12-09T20:22:17.552031] [INFO ] [sig       ] [1261/3614] Completed FITBO in 0.4s | 2.91 sym/s | Total: 7.2m | ETA: 13.5m
[2025-12-09T20:22:17.552102] [INFO ] [sig       ] [1262/3614] Forecasting FIVE...
[2025-12-09T20:22:17.552156] [INFO ] [sig       ] Generating forecast for: FIVE
[2025-12-09T20:22:17.552210] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIVE' from 'https://tdm.silogroup.org/data/derivative_storage/FIVE.csv'.
[2025-12-09T20:22:17.571705] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIVE'.
[2025-12-09T20:22:17.576301] [INFO ] [FORECASTER] Starting predict_future for FIVE
[2025-12-09T20:22:17.578437] [DEBUG] [LOCAL     ] No optimal features file found for FIVE: ./output/feature-sets/FIVE.txt
[2025-12-09T20:22:17.578550] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:17.578641] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:17.578690] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:17.578781] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:17.669648] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:17.670914] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:17.671032] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:17.671087] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:17.846838] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:17.847113] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:17.847190] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:17.847242] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:17.854266] [DEBUG] [FORECASTER] FIVE: Forecast T+1@11:T+2@11: UP (p=81.31%)
[2025-12-09T20:22:17.855025] [INFO ] [FORECASTER] Completed predict_future for FIVE
[2025-12-09T20:22:17.855296] [INFO ] [sig       ] FIVE: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:22:18.084994] [INFO ] [LOCAL     ] Saved forecast: FIVE	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/FIVE.txt
[2025-12-09T20:22:18.085361] [INFO ] [sig       ] [1262/3614] Completed FIVE in 0.5s | 2.91 sym/s | Total: 7.2m | ETA: 13.5m
[2025-12-09T20:22:18.085435] [INFO ] [sig       ] [1263/3614] Forecasting FIVN...
[2025-12-09T20:22:18.085490] [INFO ] [sig       ] Generating forecast for: FIVN
[2025-12-09T20:22:18.085543] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIVN' from 'https://tdm.silogroup.org/data/derivative_storage/FIVN.csv'.
[2025-12-09T20:22:18.105118] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIVN'.
[2025-12-09T20:22:18.105757] [INFO ] [FORECASTER] Starting predict_future for FIVN
[2025-12-09T20:22:18.107016] [DEBUG] [LOCAL     ] No optimal features file found for FIVN: ./output/feature-sets/FIVN.txt
[2025-12-09T20:22:18.107092] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:18.107128] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:18.107155] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:18.107216] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:18.174146] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:18.175714] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:18.175868] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:18.175925] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:18.319415] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:18.319666] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:18.319715] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:18.319745] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:18.323855] [DEBUG] [FORECASTER] FIVN: Forecast T+1@11:T+2@11: UP (p=53.06%)
[2025-12-09T20:22:18.324208] [INFO ] [FORECASTER] Completed predict_future for FIVN
[2025-12-09T20:22:18.324365] [INFO ] [sig       ] FIVN: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:22:18.477795] [INFO ] [LOCAL     ] Saved forecast: FIVN	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/FIVN.txt
[2025-12-09T20:22:18.477953] [INFO ] [sig       ] [1263/3614] Completed FIVN in 0.4s | 2.91 sym/s | Total: 7.2m | ETA: 13.5m
[2025-12-09T20:22:18.477993] [INFO ] [sig       ] [1264/3614] Forecasting FIX...
[2025-12-09T20:22:18.478023] [INFO ] [sig       ] Generating forecast for: FIX
[2025-12-09T20:22:18.478055] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIX' from 'https://tdm.silogroup.org/data/derivative_storage/FIX.csv'.
[2025-12-09T20:22:18.489441] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIX'.
[2025-12-09T20:22:18.489703] [INFO ] [FORECASTER] Starting predict_future for FIX
[2025-12-09T20:22:18.490484] [DEBUG] [LOCAL     ] No optimal features file found for FIX: ./output/feature-sets/FIX.txt
[2025-12-09T20:22:18.490535] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:18.490566] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:18.490617] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:18.490673] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:18.551987] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:18.552966] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:18.553064] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:18.553108] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:18.685949] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:18.686194] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:18.686244] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:18.686317] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:18.690922] [DEBUG] [FORECASTER] FIX: Forecast T+1@11:T+2@11: DOWN (p=9.83%)
[2025-12-09T20:22:18.691338] [INFO ] [FORECASTER] Completed predict_future for FIX
[2025-12-09T20:22:18.691538] [INFO ] [sig       ] FIX: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:22:18.843491] [INFO ] [LOCAL     ] Saved forecast: FIX	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/FIX.txt
[2025-12-09T20:22:18.843758] [INFO ] [sig       ] [1264/3614] Completed FIX in 0.4s | 2.91 sym/s | Total: 7.2m | ETA: 13.5m
[2025-12-09T20:22:18.843803] [INFO ] [sig       ] [1265/3614] Forecasting FIXD...
[2025-12-09T20:22:18.843835] [INFO ] [sig       ] Generating forecast for: FIXD
[2025-12-09T20:22:18.843865] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIXD' from 'https://tdm.silogroup.org/data/derivative_storage/FIXD.csv'.
[2025-12-09T20:22:18.859654] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIXD'.
[2025-12-09T20:22:18.860393] [INFO ] [FORECASTER] Starting predict_future for FIXD
[2025-12-09T20:22:18.861807] [DEBUG] [LOCAL     ] No optimal features file found for FIXD: ./output/feature-sets/FIXD.txt
[2025-12-09T20:22:18.861868] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:18.861901] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:18.861928] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:18.862015] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:18.922887] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:18.924088] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:18.924194] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:18.924226] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:19.049935] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:19.050156] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:19.050204] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:19.050233] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:19.054243] [DEBUG] [FORECASTER] FIXD: Forecast T+1@11:T+2@11: UP (p=62.63%)
[2025-12-09T20:22:19.054624] [INFO ] [FORECASTER] Completed predict_future for FIXD
[2025-12-09T20:22:19.054771] [INFO ] [sig       ] FIXD: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:22:19.200294] [INFO ] [LOCAL     ] Saved forecast: FIXD	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/FIXD.txt
[2025-12-09T20:22:19.200486] [INFO ] [sig       ] [1265/3614] Completed FIXD in 0.4s | 2.91 sym/s | Total: 7.2m | ETA: 13.5m
[2025-12-09T20:22:19.200528] [INFO ] [sig       ] [1266/3614] Forecasting FIZZ...
[2025-12-09T20:22:19.200558] [INFO ] [sig       ] Generating forecast for: FIZZ
[2025-12-09T20:22:19.200609] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIZZ' from 'https://tdm.silogroup.org/data/derivative_storage/FIZZ.csv'.
[2025-12-09T20:22:19.213690] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIZZ'.
[2025-12-09T20:22:19.214125] [INFO ] [FORECASTER] Starting predict_future for FIZZ
[2025-12-09T20:22:19.215051] [DEBUG] [LOCAL     ] No optimal features file found for FIZZ: ./output/feature-sets/FIZZ.txt
[2025-12-09T20:22:19.215103] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:19.215137] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:19.215174] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:19.215237] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:19.272094] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:19.273185] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:19.273274] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:19.273306] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:19.407873] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:19.408122] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:19.408177] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:19.408214] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:19.412994] [DEBUG] [FORECASTER] FIZZ: Forecast T+1@11:T+2@11: DOWN (p=11.14%)
[2025-12-09T20:22:19.413435] [INFO ] [FORECASTER] Completed predict_future for FIZZ
[2025-12-09T20:22:19.413643] [INFO ] [sig       ] FIZZ: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:22:19.565893] [INFO ] [LOCAL     ] Saved forecast: FIZZ	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/FIZZ.txt
[2025-12-09T20:22:19.566130] [INFO ] [sig       ] [1266/3614] Completed FIZZ in 0.4s | 2.91 sym/s | Total: 7.3m | ETA: 13.5m
[2025-12-09T20:22:19.566174] [INFO ] [sig       ] [1267/3614] Forecasting FJP...
[2025-12-09T20:22:19.566206] [INFO ] [sig       ] Generating forecast for: FJP
[2025-12-09T20:22:19.566241] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FJP' from 'https://tdm.silogroup.org/data/derivative_storage/FJP.csv'.
[2025-12-09T20:22:19.582806] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FJP'.
[2025-12-09T20:22:19.583489] [INFO ] [FORECASTER] Starting predict_future for FJP
[2025-12-09T20:22:19.584899] [DEBUG] [LOCAL     ] No optimal features file found for FJP: ./output/feature-sets/FJP.txt
[2025-12-09T20:22:19.584984] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:19.585032] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:19.585073] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:19.585158] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:19.675423] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:19.676891] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:19.677008] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:19.677042] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:19.812853] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:19.813203] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:19.813245] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:19.813275] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:19.816959] [DEBUG] [FORECASTER] FJP: Forecast T+1@11:T+2@11: UP (p=54.43%)
[2025-12-09T20:22:19.817246] [INFO ] [FORECASTER] Completed predict_future for FJP
[2025-12-09T20:22:19.817376] [INFO ] [sig       ] FJP: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:22:19.961873] [INFO ] [LOCAL     ] Saved forecast: FJP	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/FJP.txt
[2025-12-09T20:22:19.962055] [INFO ] [sig       ] [1267/3614] Completed FJP in 0.4s | 2.91 sym/s | Total: 7.3m | ETA: 13.5m
[2025-12-09T20:22:19.962099] [INFO ] [sig       ] [1268/3614] Forecasting FLEX...
[2025-12-09T20:22:19.962130] [INFO ] [sig       ] Generating forecast for: FLEX
[2025-12-09T20:22:19.962158] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLEX' from 'https://tdm.silogroup.org/data/derivative_storage/FLEX.csv'.
[2025-12-09T20:22:19.974981] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLEX'.
[2025-12-09T20:22:19.975362] [INFO ] [FORECASTER] Starting predict_future for FLEX
[2025-12-09T20:22:19.976187] [DEBUG] [LOCAL     ] No optimal features file found for FLEX: ./output/feature-sets/FLEX.txt
[2025-12-09T20:22:19.976252] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:19.976285] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:19.976312] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:19.976371] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:20.035475] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:20.036392] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:20.036478] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:20.036512] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:20.162288] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:20.162437] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:20.162478] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:20.162507] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:20.166143] [DEBUG] [FORECASTER] FLEX: Forecast T+1@11:T+2@11: UP (p=94.81%)
[2025-12-09T20:22:20.166427] [INFO ] [FORECASTER] Completed predict_future for FLEX
[2025-12-09T20:22:20.166559] [INFO ] [sig       ] FLEX: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:22:20.311515] [INFO ] [LOCAL     ] Saved forecast: FLEX	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/FLEX.txt
[2025-12-09T20:22:20.311675] [INFO ] [sig       ] [1268/3614] Completed FLEX in 0.3s | 2.91 sym/s | Total: 7.3m | ETA: 13.4m
[2025-12-09T20:22:20.311716] [INFO ] [sig       ] [1269/3614] Forecasting FLGC...
[2025-12-09T20:22:20.311745] [INFO ] [sig       ] Generating forecast for: FLGC
[2025-12-09T20:22:20.311774] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLGC' from 'https://tdm.silogroup.org/data/derivative_storage/FLGC.csv'.
[2025-12-09T20:22:20.323775] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLGC'.
[2025-12-09T20:22:20.324163] [INFO ] [FORECASTER] Starting predict_future for FLGC
[2025-12-09T20:22:20.324981] [DEBUG] [LOCAL     ] No optimal features file found for FLGC: ./output/feature-sets/FLGC.txt
[2025-12-09T20:22:20.325033] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:20.325064] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:20.325091] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:20.325146] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:20.385886] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:20.386918] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:20.387028] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:20.387062] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:20.514052] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:20.514200] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:20.514243] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:20.514271] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:20.517851] [DEBUG] [FORECASTER] FLGC: Forecast T+1@11:T+2@11: DOWN (p=24.70%)
[2025-12-09T20:22:20.518133] [INFO ] [FORECASTER] Completed predict_future for FLGC
[2025-12-09T20:22:20.518450] [INFO ] [sig       ] FLGC: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:22:20.664064] [INFO ] [LOCAL     ] Saved forecast: FLGC	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/FLGC.txt
[2025-12-09T20:22:20.664227] [INFO ] [sig       ] [1269/3614] Completed FLGC in 0.4s | 2.91 sym/s | Total: 7.3m | ETA: 13.4m
[2025-12-09T20:22:20.664269] [INFO ] [sig       ] [1270/3614] Forecasting FLL...
[2025-12-09T20:22:20.664297] [INFO ] [sig       ] Generating forecast for: FLL
[2025-12-09T20:22:20.664326] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLL' from 'https://tdm.silogroup.org/data/derivative_storage/FLL.csv'.
[2025-12-09T20:22:20.675759] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLL'.
[2025-12-09T20:22:20.676120] [INFO ] [FORECASTER] Starting predict_future for FLL
[2025-12-09T20:22:20.676938] [DEBUG] [LOCAL     ] No optimal features file found for FLL: ./output/feature-sets/FLL.txt
[2025-12-09T20:22:20.676991] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:20.677023] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:20.677050] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:20.677105] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:20.734505] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:20.735404] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:20.735494] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:20.735528] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:20.854396] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:20.854546] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:20.854604] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:20.854636] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:20.858630] [DEBUG] [FORECASTER] FLL: Forecast T+1@11:T+2@11: DOWN (p=8.68%)
[2025-12-09T20:22:20.858903] [INFO ] [FORECASTER] Completed predict_future for FLL
[2025-12-09T20:22:20.859030] [INFO ] [sig       ] FLL: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:22:20.997213] [INFO ] [LOCAL     ] Saved forecast: FLL	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/FLL.txt
[2025-12-09T20:22:20.997365] [INFO ] [sig       ] [1270/3614] Completed FLL in 0.3s | 2.91 sym/s | Total: 7.3m | ETA: 13.4m
[2025-12-09T20:22:20.997404] [INFO ] [sig       ] [1271/3614] Forecasting FLNC...
[2025-12-09T20:22:20.997434] [INFO ] [sig       ] Generating forecast for: FLNC
[2025-12-09T20:22:20.997462] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLNC' from 'https://tdm.silogroup.org/data/derivative_storage/FLNC.csv'.
[2025-12-09T20:22:21.008930] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLNC'.
[2025-12-09T20:22:21.009268] [INFO ] [FORECASTER] Starting predict_future for FLNC
[2025-12-09T20:22:21.010055] [DEBUG] [LOCAL     ] No optimal features file found for FLNC: ./output/feature-sets/FLNC.txt
[2025-12-09T20:22:21.010105] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:21.010135] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:21.010162] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:21.010216] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:21.068309] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:21.069164] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:21.069274] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:21.069307] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:21.195222] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:21.195374] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:21.195416] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:21.195445] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:21.199003] [DEBUG] [FORECASTER] FLNC: Forecast T+1@11:T+2@11: UP (p=94.96%)
[2025-12-09T20:22:21.199283] [INFO ] [FORECASTER] Completed predict_future for FLNC
[2025-12-09T20:22:21.199406] [INFO ] [sig       ] FLNC: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:22:21.342849] [INFO ] [LOCAL     ] Saved forecast: FLNC	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/FLNC.txt
[2025-12-09T20:22:21.342992] [INFO ] [sig       ] [1271/3614] Completed FLNC in 0.3s | 2.91 sym/s | Total: 7.3m | ETA: 13.4m
[2025-12-09T20:22:21.343042] [INFO ] [sig       ] [1272/3614] Forecasting FLNG...
[2025-12-09T20:22:21.343076] [INFO ] [sig       ] Generating forecast for: FLNG
[2025-12-09T20:22:21.343105] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLNG' from 'https://tdm.silogroup.org/data/derivative_storage/FLNG.csv'.
[2025-12-09T20:22:21.354236] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLNG'.
[2025-12-09T20:22:21.354598] [INFO ] [FORECASTER] Starting predict_future for FLNG
[2025-12-09T20:22:21.355379] [DEBUG] [LOCAL     ] No optimal features file found for FLNG: ./output/feature-sets/FLNG.txt
[2025-12-09T20:22:21.355431] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:21.355464] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:21.355491] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:21.355548] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:21.414366] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:21.415366] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:21.415455] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:21.415488] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:21.541100] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:21.541268] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:21.541323] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:21.541363] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:21.546180] [DEBUG] [FORECASTER] FLNG: Forecast T+1@11:T+2@11: DOWN (p=27.86%)
[2025-12-09T20:22:21.546536] [INFO ] [FORECASTER] Completed predict_future for FLNG
[2025-12-09T20:22:21.546718] [INFO ] [sig       ] FLNG: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:22:21.688912] [INFO ] [LOCAL     ] Saved forecast: FLNG	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/FLNG.txt
[2025-12-09T20:22:21.689059] [INFO ] [sig       ] [1272/3614] Completed FLNG in 0.3s | 2.91 sym/s | Total: 7.3m | ETA: 13.4m
[2025-12-09T20:22:21.689099] [INFO ] [sig       ] [1273/3614] Forecasting FLO...
[2025-12-09T20:22:21.689128] [INFO ] [sig       ] Generating forecast for: FLO
[2025-12-09T20:22:21.689157] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLO' from 'https://tdm.silogroup.org/data/derivative_storage/FLO.csv'.
[2025-12-09T20:22:21.701251] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLO'.
[2025-12-09T20:22:21.701551] [INFO ] [FORECASTER] Starting predict_future for FLO
[2025-12-09T20:22:21.702340] [DEBUG] [LOCAL     ] No optimal features file found for FLO: ./output/feature-sets/FLO.txt
[2025-12-09T20:22:21.702390] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:21.702421] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:21.702447] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:21.702502] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:21.759022] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:21.759849] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:21.759927] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:21.759959] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:21.882761] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:21.882914] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:21.882959] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:21.882994] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:21.886704] [DEBUG] [FORECASTER] FLO: Forecast T+1@11:T+2@11: DOWN (p=42.93%)
[2025-12-09T20:22:21.887008] [INFO ] [FORECASTER] Completed predict_future for FLO
[2025-12-09T20:22:21.887131] [INFO ] [sig       ] FLO: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:22:22.030524] [INFO ] [LOCAL     ] Saved forecast: FLO	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/FLO.txt
[2025-12-09T20:22:22.030679] [INFO ] [sig       ] [1273/3614] Completed FLO in 0.3s | 2.91 sym/s | Total: 7.3m | ETA: 13.4m
[2025-12-09T20:22:22.030719] [INFO ] [sig       ] [1274/3614] Forecasting FLS...
[2025-12-09T20:22:22.030748] [INFO ] [sig       ] Generating forecast for: FLS
[2025-12-09T20:22:22.030778] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLS' from 'https://tdm.silogroup.org/data/derivative_storage/FLS.csv'.
[2025-12-09T20:22:22.042022] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLS'.
[2025-12-09T20:22:22.042468] [INFO ] [FORECASTER] Starting predict_future for FLS
[2025-12-09T20:22:22.043231] [DEBUG] [LOCAL     ] No optimal features file found for FLS: ./output/feature-sets/FLS.txt
[2025-12-09T20:22:22.043281] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:22.043312] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:22.043339] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:22.043394] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:22.102120] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:22.103098] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:22.103176] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:22.103208] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:22.223689] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:22.223836] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:22.223875] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:22.223904] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:22.227248] [DEBUG] [FORECASTER] FLS: Forecast T+1@11:T+2@11: UP (p=69.34%)
[2025-12-09T20:22:22.227545] [INFO ] [FORECASTER] Completed predict_future for FLS
[2025-12-09T20:22:22.227683] [INFO ] [sig       ] FLS: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:22:22.367602] [INFO ] [LOCAL     ] Saved forecast: FLS	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/FLS.txt
[2025-12-09T20:22:22.367761] [INFO ] [sig       ] [1274/3614] Completed FLS in 0.3s | 2.91 sym/s | Total: 7.3m | ETA: 13.4m
[2025-12-09T20:22:22.367801] [INFO ] [sig       ] [1275/3614] Forecasting FLUX...
[2025-12-09T20:22:22.367830] [INFO ] [sig       ] Generating forecast for: FLUX
[2025-12-09T20:22:22.367859] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLUX' from 'https://tdm.silogroup.org/data/derivative_storage/FLUX.csv'.
[2025-12-09T20:22:22.378914] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLUX'.
[2025-12-09T20:22:22.379223] [INFO ] [FORECASTER] Starting predict_future for FLUX
[2025-12-09T20:22:22.379989] [DEBUG] [LOCAL     ] No optimal features file found for FLUX: ./output/feature-sets/FLUX.txt
[2025-12-09T20:22:22.380039] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:22.380070] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:22.380096] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:22.380151] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:22.435981] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:22.436753] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:22.436829] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:22.436861] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:22.556867] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:22.557018] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:22.557074] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:22.557104] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:22.560485] [DEBUG] [FORECASTER] FLUX: Forecast T+1@11:T+2@11: UP (p=77.13%)
[2025-12-09T20:22:22.560765] [INFO ] [FORECASTER] Completed predict_future for FLUX
[2025-12-09T20:22:22.560883] [INFO ] [sig       ] FLUX: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:22:22.706784] [INFO ] [LOCAL     ] Saved forecast: FLUX	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/FLUX.txt
[2025-12-09T20:22:22.706939] [INFO ] [sig       ] [1275/3614] Completed FLUX in 0.3s | 2.91 sym/s | Total: 7.3m | ETA: 13.4m
[2025-12-09T20:22:22.706980] [INFO ] [sig       ] [1276/3614] Forecasting FLWS...
[2025-12-09T20:22:22.707011] [INFO ] [sig       ] Generating forecast for: FLWS
[2025-12-09T20:22:22.707042] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLWS' from 'https://tdm.silogroup.org/data/derivative_storage/FLWS.csv'.
[2025-12-09T20:22:22.718935] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLWS'.
[2025-12-09T20:22:22.719267] [INFO ] [FORECASTER] Starting predict_future for FLWS
[2025-12-09T20:22:22.720070] [DEBUG] [LOCAL     ] No optimal features file found for FLWS: ./output/feature-sets/FLWS.txt
[2025-12-09T20:22:22.720122] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:22.720154] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:22.720182] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:22.720239] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:22.783166] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:22.784022] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:22.784118] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:22.784162] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:22.909358] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:22.909528] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:22.909606] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:22.909650] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:22.913620] [DEBUG] [FORECASTER] FLWS: Forecast T+1@11:T+2@11: DOWN (p=26.81%)
[2025-12-09T20:22:22.913981] [INFO ] [FORECASTER] Completed predict_future for FLWS
[2025-12-09T20:22:22.914349] [INFO ] [sig       ] FLWS: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:22:23.058243] [INFO ] [LOCAL     ] Saved forecast: FLWS	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/FLWS.txt
[2025-12-09T20:22:23.058402] [INFO ] [sig       ] [1276/3614] Completed FLWS in 0.4s | 2.91 sym/s | Total: 7.3m | ETA: 13.4m
[2025-12-09T20:22:23.058443] [INFO ] [sig       ] [1277/3614] Forecasting FLXS...
[2025-12-09T20:22:23.058474] [INFO ] [sig       ] Generating forecast for: FLXS
[2025-12-09T20:22:23.058504] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLXS' from 'https://tdm.silogroup.org/data/derivative_storage/FLXS.csv'.
[2025-12-09T20:22:23.069474] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLXS'.
[2025-12-09T20:22:23.069888] [INFO ] [FORECASTER] Starting predict_future for FLXS
[2025-12-09T20:22:23.070777] [DEBUG] [LOCAL     ] No optimal features file found for FLXS: ./output/feature-sets/FLXS.txt
[2025-12-09T20:22:23.070829] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:23.070874] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:23.070917] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:23.071002] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:23.126901] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:23.127793] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:23.127892] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:23.127924] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:23.251090] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:23.251260] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:23.251322] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:23.251360] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:23.255619] [DEBUG] [FORECASTER] FLXS: Forecast T+1@11:T+2@11: DOWN (p=9.14%)
[2025-12-09T20:22:23.255937] [INFO ] [FORECASTER] Completed predict_future for FLXS
[2025-12-09T20:22:23.256106] [INFO ] [sig       ] FLXS: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:22:23.411063] [INFO ] [LOCAL     ] Saved forecast: FLXS	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/FLXS.txt
[2025-12-09T20:22:23.411254] [INFO ] [sig       ] [1277/3614] Completed FLXS in 0.4s | 2.91 sym/s | Total: 7.3m | ETA: 13.4m
[2025-12-09T20:22:23.411304] [INFO ] [sig       ] [1278/3614] Forecasting FLYE...
[2025-12-09T20:22:23.411346] [INFO ] [sig       ] Generating forecast for: FLYE
[2025-12-09T20:22:23.411386] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLYE' from 'https://tdm.silogroup.org/data/derivative_storage/FLYE.csv'.
[2025-12-09T20:22:23.423684] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLYE'.
[2025-12-09T20:22:23.423982] [INFO ] [FORECASTER] Starting predict_future for FLYE
[2025-12-09T20:22:23.424818] [DEBUG] [LOCAL     ] No optimal features file found for FLYE: ./output/feature-sets/FLYE.txt
[2025-12-09T20:22:23.424870] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:23.424926] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:23.424955] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:23.425011] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:23.485195] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:23.486008] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:23.486088] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:23.486122] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:23.609205] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:23.609360] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:23.609402] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:23.609431] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:23.612965] [DEBUG] [FORECASTER] FLYE: Forecast T+1@11:T+2@11: DOWN (p=35.08%)
[2025-12-09T20:22:23.613461] [INFO ] [FORECASTER] Completed predict_future for FLYE
[2025-12-09T20:22:23.613616] [INFO ] [sig       ] FLYE: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:22:23.757331] [INFO ] [LOCAL     ] Saved forecast: FLYE	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/FLYE.txt
[2025-12-09T20:22:23.757458] [INFO ] [sig       ] [1278/3614] Completed FLYE in 0.3s | 2.91 sym/s | Total: 7.3m | ETA: 13.4m
[2025-12-09T20:22:23.757511] [INFO ] [sig       ] [1279/3614] Forecasting FMAO...
[2025-12-09T20:22:23.757544] [INFO ] [sig       ] Generating forecast for: FMAO
[2025-12-09T20:22:23.757588] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMAO' from 'https://tdm.silogroup.org/data/derivative_storage/FMAO.csv'.
[2025-12-09T20:22:23.767873] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMAO'.
[2025-12-09T20:22:23.768187] [INFO ] [FORECASTER] Starting predict_future for FMAO
[2025-12-09T20:22:23.768960] [DEBUG] [LOCAL     ] No optimal features file found for FMAO: ./output/feature-sets/FMAO.txt
[2025-12-09T20:22:23.769022] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:23.769072] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:23.769104] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:23.769159] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:23.826113] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:23.826726] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:23.826800] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:23.826831] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:23.933270] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:23.933401] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:23.933439] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:23.933467] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:23.936719] [DEBUG] [FORECASTER] FMAO: Forecast T+1@11:T+2@11: DOWN (p=29.38%)
[2025-12-09T20:22:23.936987] [INFO ] [FORECASTER] Completed predict_future for FMAO
[2025-12-09T20:22:23.937105] [INFO ] [sig       ] FMAO: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:22:24.075099] [INFO ] [LOCAL     ] Saved forecast: FMAO	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/FMAO.txt
[2025-12-09T20:22:24.075217] [INFO ] [sig       ] [1279/3614] Completed FMAO in 0.3s | 2.91 sym/s | Total: 7.3m | ETA: 13.4m
[2025-12-09T20:22:24.075254] [INFO ] [sig       ] [1280/3614] Forecasting FMB...
[2025-12-09T20:22:24.075284] [INFO ] [sig       ] Generating forecast for: FMB
[2025-12-09T20:22:24.075312] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMB' from 'https://tdm.silogroup.org/data/derivative_storage/FMB.csv'.
[2025-12-09T20:22:24.086535] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMB'.
[2025-12-09T20:22:24.086838] [INFO ] [FORECASTER] Starting predict_future for FMB
[2025-12-09T20:22:24.087633] [DEBUG] [LOCAL     ] No optimal features file found for FMB: ./output/feature-sets/FMB.txt
[2025-12-09T20:22:24.087683] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:24.087714] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:24.087740] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:24.087795] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:24.144050] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:24.144797] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:24.144873] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:24.144905] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:24.267072] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:24.267223] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:24.267263] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:24.267290] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:24.270725] [DEBUG] [FORECASTER] FMB: Forecast T+1@11:T+2@11: UP (p=96.39%)
[2025-12-09T20:22:24.271010] [INFO ] [FORECASTER] Completed predict_future for FMB
[2025-12-09T20:22:24.271137] [INFO ] [sig       ] FMB: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:22:24.408969] [INFO ] [LOCAL     ] Saved forecast: FMB	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/FMB.txt
[2025-12-09T20:22:24.409107] [INFO ] [sig       ] [1280/3614] Completed FMB in 0.3s | 2.91 sym/s | Total: 7.3m | ETA: 13.4m
[2025-12-09T20:22:24.409145] [INFO ] [sig       ] [1281/3614] Forecasting FMBH...
[2025-12-09T20:22:24.409174] [INFO ] [sig       ] Generating forecast for: FMBH
[2025-12-09T20:22:24.409203] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMBH' from 'https://tdm.silogroup.org/data/derivative_storage/FMBH.csv'.
[2025-12-09T20:22:24.420124] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMBH'.
[2025-12-09T20:22:24.420407] [INFO ] [FORECASTER] Starting predict_future for FMBH
[2025-12-09T20:22:24.421187] [DEBUG] [LOCAL     ] No optimal features file found for FMBH: ./output/feature-sets/FMBH.txt
[2025-12-09T20:22:24.421237] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:24.421267] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:24.421293] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:24.421347] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:24.477006] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:24.477894] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:24.477981] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:24.478019] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:24.597918] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:24.598060] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:24.598099] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:24.598156] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:24.601848] [DEBUG] [FORECASTER] FMBH: Forecast T+1@11:T+2@11: DOWN (p=7.29%)
[2025-12-09T20:22:24.602120] [INFO ] [FORECASTER] Completed predict_future for FMBH
[2025-12-09T20:22:24.602236] [INFO ] [sig       ] FMBH: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:22:24.745159] [INFO ] [LOCAL     ] Saved forecast: FMBH	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/FMBH.txt
[2025-12-09T20:22:24.745310] [INFO ] [sig       ] [1281/3614] Completed FMBH in 0.3s | 2.91 sym/s | Total: 7.3m | ETA: 13.4m
[2025-12-09T20:22:24.745349] [INFO ] [sig       ] [1282/3614] Forecasting FMC...
[2025-12-09T20:22:24.745378] [INFO ] [sig       ] Generating forecast for: FMC
[2025-12-09T20:22:24.745409] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMC' from 'https://tdm.silogroup.org/data/derivative_storage/FMC.csv'.
[2025-12-09T20:22:24.757920] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMC'.
[2025-12-09T20:22:24.758463] [INFO ] [FORECASTER] Starting predict_future for FMC
[2025-12-09T20:22:24.759462] [DEBUG] [LOCAL     ] No optimal features file found for FMC: ./output/feature-sets/FMC.txt
[2025-12-09T20:22:24.759515] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:24.759546] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:24.759589] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:24.759648] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:24.819504] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:24.820380] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:24.820460] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:24.820492] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:24.954671] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:24.954824] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:24.954866] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:24.954895] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:24.959199] [DEBUG] [FORECASTER] FMC: Forecast T+1@11:T+2@11: UP (p=98.20%)
[2025-12-09T20:22:24.959484] [INFO ] [FORECASTER] Completed predict_future for FMC
[2025-12-09T20:22:24.959643] [INFO ] [sig       ] FMC: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:22:25.108185] [INFO ] [LOCAL     ] Saved forecast: FMC	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/FMC.txt
[2025-12-09T20:22:25.108359] [INFO ] [sig       ] [1282/3614] Completed FMC in 0.4s | 2.91 sym/s | Total: 7.3m | ETA: 13.4m
[2025-12-09T20:22:25.108409] [INFO ] [sig       ] [1283/3614] Forecasting FMHI...
[2025-12-09T20:22:25.108449] [INFO ] [sig       ] Generating forecast for: FMHI
[2025-12-09T20:22:25.108482] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMHI' from 'https://tdm.silogroup.org/data/derivative_storage/FMHI.csv'.
[2025-12-09T20:22:25.121177] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMHI'.
[2025-12-09T20:22:25.121525] [INFO ] [FORECASTER] Starting predict_future for FMHI
[2025-12-09T20:22:25.122536] [DEBUG] [LOCAL     ] No optimal features file found for FMHI: ./output/feature-sets/FMHI.txt
[2025-12-09T20:22:25.122604] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:25.122639] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:25.122666] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:25.122723] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:25.186543] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:25.187772] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:25.187869] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:25.187908] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:25.315957] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:25.316107] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:25.316148] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:25.316183] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:25.320214] [DEBUG] [FORECASTER] FMHI: Forecast T+1@11:T+2@11: UP (p=88.89%)
[2025-12-09T20:22:25.320750] [INFO ] [FORECASTER] Completed predict_future for FMHI
[2025-12-09T20:22:25.320899] [INFO ] [sig       ] FMHI: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:22:25.465157] [INFO ] [LOCAL     ] Saved forecast: FMHI	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/FMHI.txt
[2025-12-09T20:22:25.465319] [INFO ] [sig       ] [1283/3614] Completed FMHI in 0.4s | 2.91 sym/s | Total: 7.4m | ETA: 13.4m
[2025-12-09T20:22:25.465359] [INFO ] [sig       ] [1284/3614] Forecasting FMN...
[2025-12-09T20:22:25.465390] [INFO ] [sig       ] Generating forecast for: FMN
[2025-12-09T20:22:25.465421] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMN' from 'https://tdm.silogroup.org/data/derivative_storage/FMN.csv'.
[2025-12-09T20:22:25.476805] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMN'.
[2025-12-09T20:22:25.477161] [INFO ] [FORECASTER] Starting predict_future for FMN
[2025-12-09T20:22:25.477985] [DEBUG] [LOCAL     ] No optimal features file found for FMN: ./output/feature-sets/FMN.txt
[2025-12-09T20:22:25.478035] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:25.478065] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:25.478091] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:25.478146] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:25.533899] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:25.534701] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:25.534779] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:25.534811] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:25.646917] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:25.647077] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:25.647120] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:25.647147] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:25.650623] [DEBUG] [FORECASTER] FMN: Forecast T+1@11:T+2@11: DOWN (p=6.82%)
[2025-12-09T20:22:25.650890] [INFO ] [FORECASTER] Completed predict_future for FMN
[2025-12-09T20:22:25.651010] [INFO ] [sig       ] FMN: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:22:25.790631] [INFO ] [LOCAL     ] Saved forecast: FMN	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/FMN.txt
[2025-12-09T20:22:25.790771] [INFO ] [sig       ] [1284/3614] Completed FMN in 0.3s | 2.91 sym/s | Total: 7.4m | ETA: 13.4m
[2025-12-09T20:22:25.790809] [INFO ] [sig       ] [1285/3614] Forecasting FMNB...
[2025-12-09T20:22:25.790839] [INFO ] [sig       ] Generating forecast for: FMNB
[2025-12-09T20:22:25.790868] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMNB' from 'https://tdm.silogroup.org/data/derivative_storage/FMNB.csv'.
[2025-12-09T20:22:25.802102] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMNB'.
[2025-12-09T20:22:25.802387] [INFO ] [FORECASTER] Starting predict_future for FMNB
[2025-12-09T20:22:25.803188] [DEBUG] [LOCAL     ] No optimal features file found for FMNB: ./output/feature-sets/FMNB.txt
[2025-12-09T20:22:25.803238] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:25.803269] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:25.803295] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:25.803349] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:25.861686] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:25.862649] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:25.862735] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:25.862780] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:25.980678] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:25.980836] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:25.980877] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:25.980905] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:25.984319] [DEBUG] [FORECASTER] FMNB: Forecast T+1@11:T+2@11: DOWN (p=2.65%)
[2025-12-09T20:22:25.984608] [INFO ] [FORECASTER] Completed predict_future for FMNB
[2025-12-09T20:22:25.984731] [INFO ] [sig       ] FMNB: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:22:26.125767] [INFO ] [LOCAL     ] Saved forecast: FMNB	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/FMNB.txt
[2025-12-09T20:22:26.125912] [INFO ] [sig       ] [1285/3614] Completed FMNB in 0.3s | 2.91 sym/s | Total: 7.4m | ETA: 13.3m
[2025-12-09T20:22:26.125950] [INFO ] [sig       ] [1286/3614] Forecasting FMS...
[2025-12-09T20:22:26.125980] [INFO ] [sig       ] Generating forecast for: FMS
[2025-12-09T20:22:26.126008] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMS' from 'https://tdm.silogroup.org/data/derivative_storage/FMS.csv'.
[2025-12-09T20:22:26.138769] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMS'.
[2025-12-09T20:22:26.139130] [INFO ] [FORECASTER] Starting predict_future for FMS
[2025-12-09T20:22:26.140107] [DEBUG] [LOCAL     ] No optimal features file found for FMS: ./output/feature-sets/FMS.txt
[2025-12-09T20:22:26.140159] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:26.140191] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:26.140218] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:26.140273] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:26.198324] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:26.199180] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:26.199260] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:26.199292] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:26.319284] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:26.319438] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:26.319479] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:26.319525] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:26.322960] [DEBUG] [FORECASTER] FMS: Forecast T+1@11:T+2@11: UP (p=68.49%)
[2025-12-09T20:22:26.323269] [INFO ] [FORECASTER] Completed predict_future for FMS
[2025-12-09T20:22:26.323396] [INFO ] [sig       ] FMS: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:22:26.470749] [INFO ] [LOCAL     ] Saved forecast: FMS	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/FMS.txt
[2025-12-09T20:22:26.470898] [INFO ] [sig       ] [1286/3614] Completed FMS in 0.3s | 2.91 sym/s | Total: 7.4m | ETA: 13.3m
[2025-12-09T20:22:26.470936] [INFO ] [sig       ] [1287/3614] Forecasting FMX...
[2025-12-09T20:22:26.470967] [INFO ] [sig       ] Generating forecast for: FMX
[2025-12-09T20:22:26.470995] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMX' from 'https://tdm.silogroup.org/data/derivative_storage/FMX.csv'.
[2025-12-09T20:22:26.482130] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMX'.
[2025-12-09T20:22:26.482454] [INFO ] [FORECASTER] Starting predict_future for FMX
[2025-12-09T20:22:26.483218] [DEBUG] [LOCAL     ] No optimal features file found for FMX: ./output/feature-sets/FMX.txt
[2025-12-09T20:22:26.483269] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:26.483299] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:26.483325] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:26.483379] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:26.541334] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:26.542176] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:26.542257] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:26.542289] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:26.665993] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:26.666141] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:26.666181] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:26.666209] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:26.669563] [DEBUG] [FORECASTER] FMX: Forecast T+1@11:T+2@11: DOWN (p=7.89%)
[2025-12-09T20:22:26.669864] [INFO ] [FORECASTER] Completed predict_future for FMX
[2025-12-09T20:22:26.669988] [INFO ] [sig       ] FMX: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:22:26.816866] [INFO ] [LOCAL     ] Saved forecast: FMX	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/FMX.txt
[2025-12-09T20:22:26.817018] [INFO ] [sig       ] [1287/3614] Completed FMX in 0.3s | 2.91 sym/s | Total: 7.4m | ETA: 13.3m
[2025-12-09T20:22:26.817061] [INFO ] [sig       ] [1288/3614] Forecasting FN...
[2025-12-09T20:22:26.817092] [INFO ] [sig       ] Generating forecast for: FN
[2025-12-09T20:22:26.817121] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FN' from 'https://tdm.silogroup.org/data/derivative_storage/FN.csv'.
[2025-12-09T20:22:26.829696] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FN'.
[2025-12-09T20:22:26.830082] [INFO ] [FORECASTER] Starting predict_future for FN
[2025-12-09T20:22:26.830863] [DEBUG] [LOCAL     ] No optimal features file found for FN: ./output/feature-sets/FN.txt
[2025-12-09T20:22:26.830913] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:26.830944] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:26.830971] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:26.831026] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:26.888768] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:26.889633] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:26.889748] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:26.889794] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:27.010003] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:27.010167] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:27.010210] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:27.010238] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:27.013704] [DEBUG] [FORECASTER] FN: Forecast T+1@11:T+2@11: UP (p=99.72%)
[2025-12-09T20:22:27.013980] [INFO ] [FORECASTER] Completed predict_future for FN
[2025-12-09T20:22:27.014120] [INFO ] [sig       ] FN: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:22:27.157723] [INFO ] [LOCAL     ] Saved forecast: FN	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/FN.txt
[2025-12-09T20:22:27.157871] [INFO ] [sig       ] [1288/3614] Completed FN in 0.3s | 2.91 sym/s | Total: 7.4m | ETA: 13.3m
[2025-12-09T20:22:27.157909] [INFO ] [sig       ] [1289/3614] Forecasting FNB...
[2025-12-09T20:22:27.157938] [INFO ] [sig       ] Generating forecast for: FNB
[2025-12-09T20:22:27.157968] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNB' from 'https://tdm.silogroup.org/data/derivative_storage/FNB.csv'.
[2025-12-09T20:22:27.169371] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FNB'.
[2025-12-09T20:22:27.169741] [INFO ] [FORECASTER] Starting predict_future for FNB
[2025-12-09T20:22:27.170522] [DEBUG] [LOCAL     ] No optimal features file found for FNB: ./output/feature-sets/FNB.txt
[2025-12-09T20:22:27.170593] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:27.170638] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:27.170665] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:27.170720] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:27.227590] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:27.228442] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:27.228521] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:27.228553] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:27.348351] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:27.348502] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:27.348542] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:27.348588] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:27.351912] [DEBUG] [FORECASTER] FNB: Forecast T+1@11:T+2@11: UP (p=87.28%)
[2025-12-09T20:22:27.352175] [INFO ] [FORECASTER] Completed predict_future for FNB
[2025-12-09T20:22:27.352292] [INFO ] [sig       ] FNB: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:22:27.495388] [INFO ] [LOCAL     ] Saved forecast: FNB	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/FNB.txt
[2025-12-09T20:22:27.495538] [INFO ] [sig       ] [1289/3614] Completed FNB in 0.3s | 2.91 sym/s | Total: 7.4m | ETA: 13.3m
[2025-12-09T20:22:27.495617] [INFO ] [sig       ] [1290/3614] Forecasting FND...
[2025-12-09T20:22:27.495652] [INFO ] [sig       ] Generating forecast for: FND
[2025-12-09T20:22:27.495701] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FND' from 'https://tdm.silogroup.org/data/derivative_storage/FND.csv'.
[2025-12-09T20:22:27.507701] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FND'.
[2025-12-09T20:22:27.508013] [INFO ] [FORECASTER] Starting predict_future for FND
[2025-12-09T20:22:27.508814] [DEBUG] [LOCAL     ] No optimal features file found for FND: ./output/feature-sets/FND.txt
[2025-12-09T20:22:27.508865] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:27.508895] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:27.508922] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:27.508987] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:27.567687] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:27.568531] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:27.568633] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:27.568665] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:27.685102] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:27.685259] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:27.685299] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:27.685327] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:27.688655] [DEBUG] [FORECASTER] FND: Forecast T+1@11:T+2@11: UP (p=91.53%)
[2025-12-09T20:22:27.688921] [INFO ] [FORECASTER] Completed predict_future for FND
[2025-12-09T20:22:27.689049] [INFO ] [sig       ] FND: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:22:27.832886] [INFO ] [LOCAL     ] Saved forecast: FND	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/FND.txt
[2025-12-09T20:22:27.833023] [INFO ] [sig       ] [1290/3614] Completed FND in 0.3s | 2.91 sym/s | Total: 7.4m | ETA: 13.3m
[2025-12-09T20:22:27.833069] [INFO ] [sig       ] [1291/3614] Forecasting FNF...
[2025-12-09T20:22:27.833105] [INFO ] [sig       ] Generating forecast for: FNF
[2025-12-09T20:22:27.833139] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNF' from 'https://tdm.silogroup.org/data/derivative_storage/FNF.csv'.
[2025-12-09T20:22:27.845020] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FNF'.
[2025-12-09T20:22:27.845266] [INFO ] [FORECASTER] Starting predict_future for FNF
[2025-12-09T20:22:27.846025] [DEBUG] [LOCAL     ] No optimal features file found for FNF: ./output/feature-sets/FNF.txt
[2025-12-09T20:22:27.846086] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:27.846124] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:27.846156] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:27.846219] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:27.903473] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:27.904059] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:27.904145] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:27.904183] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:28.021690] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:28.021804] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:28.021840] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:28.021869] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:28.025016] [DEBUG] [FORECASTER] FNF: Forecast T+1@11:T+2@11: UP (p=57.48%)
[2025-12-09T20:22:28.025278] [INFO ] [FORECASTER] Completed predict_future for FNF
[2025-12-09T20:22:28.025396] [INFO ] [sig       ] FNF: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:22:28.164766] [INFO ] [LOCAL     ] Saved forecast: FNF	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/FNF.txt
[2025-12-09T20:22:28.164899] [INFO ] [sig       ] [1291/3614] Completed FNF in 0.3s | 2.91 sym/s | Total: 7.4m | ETA: 13.3m
[2025-12-09T20:22:28.164936] [INFO ] [sig       ] [1292/3614] Forecasting FNKO...
[2025-12-09T20:22:28.164965] [INFO ] [sig       ] Generating forecast for: FNKO
[2025-12-09T20:22:28.164993] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNKO' from 'https://tdm.silogroup.org/data/derivative_storage/FNKO.csv'.
[2025-12-09T20:22:28.176038] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FNKO'.
[2025-12-09T20:22:28.176286] [INFO ] [FORECASTER] Starting predict_future for FNKO
[2025-12-09T20:22:28.177041] [DEBUG] [LOCAL     ] No optimal features file found for FNKO: ./output/feature-sets/FNKO.txt
[2025-12-09T20:22:28.177101] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:28.177134] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:28.177162] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:28.177220] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:28.233018] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:28.233622] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:28.233695] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:28.233726] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:28.345524] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:28.345636] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:28.345671] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:28.345698] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:28.348866] [DEBUG] [FORECASTER] FNKO: Forecast T+1@11:T+2@11: UP (p=95.96%)
[2025-12-09T20:22:28.349133] [INFO ] [FORECASTER] Completed predict_future for FNKO
[2025-12-09T20:22:28.349268] [INFO ] [sig       ] FNKO: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:22:28.486640] [INFO ] [LOCAL     ] Saved forecast: FNKO	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/FNKO.txt
[2025-12-09T20:22:28.486758] [INFO ] [sig       ] [1292/3614] Completed FNKO in 0.3s | 2.91 sym/s | Total: 7.4m | ETA: 13.3m
[2025-12-09T20:22:28.486796] [INFO ] [sig       ] [1293/3614] Forecasting FNLC...
[2025-12-09T20:22:28.486825] [INFO ] [sig       ] Generating forecast for: FNLC
[2025-12-09T20:22:28.486854] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNLC' from 'https://tdm.silogroup.org/data/derivative_storage/FNLC.csv'.
[2025-12-09T20:22:28.497183] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FNLC'.
[2025-12-09T20:22:28.497451] [INFO ] [FORECASTER] Starting predict_future for FNLC
[2025-12-09T20:22:28.498218] [DEBUG] [LOCAL     ] No optimal features file found for FNLC: ./output/feature-sets/FNLC.txt
[2025-12-09T20:22:28.498268] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:28.498299] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:28.498326] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:28.498381] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:28.554611] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:28.555187] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:28.555260] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:28.555290] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:28.665675] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:28.665803] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:28.665841] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:28.665869] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:28.669139] [DEBUG] [FORECASTER] FNLC: Forecast T+1@11:T+2@11: DOWN (p=43.14%)
[2025-12-09T20:22:28.669396] [INFO ] [FORECASTER] Completed predict_future for FNLC
[2025-12-09T20:22:28.669512] [INFO ] [sig       ] FNLC: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:22:28.808452] [INFO ] [LOCAL     ] Saved forecast: FNLC	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/FNLC.txt
[2025-12-09T20:22:28.808553] [INFO ] [sig       ] [1293/3614] Completed FNLC in 0.3s | 2.91 sym/s | Total: 7.4m | ETA: 13.3m
[2025-12-09T20:22:28.808607] [INFO ] [sig       ] [1294/3614] Forecasting FNX...
[2025-12-09T20:22:28.808638] [INFO ] [sig       ] Generating forecast for: FNX
[2025-12-09T20:22:28.808666] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNX' from 'https://tdm.silogroup.org/data/derivative_storage/FNX.csv'.
[2025-12-09T20:22:28.819628] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FNX'.
[2025-12-09T20:22:28.819875] [INFO ] [FORECASTER] Starting predict_future for FNX
[2025-12-09T20:22:28.820624] [DEBUG] [LOCAL     ] No optimal features file found for FNX: ./output/feature-sets/FNX.txt
[2025-12-09T20:22:28.820675] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:28.820706] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:28.820733] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:28.820787] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:28.876559] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:28.877189] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:28.877268] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:28.877299] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:28.991832] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:28.991939] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:28.991976] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:28.992005] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:28.995108] [DEBUG] [FORECASTER] FNX: Forecast T+1@11:T+2@11: DOWN (p=32.68%)
[2025-12-09T20:22:28.995366] [INFO ] [FORECASTER] Completed predict_future for FNX
[2025-12-09T20:22:28.995481] [INFO ] [sig       ] FNX: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:22:29.134778] [INFO ] [LOCAL     ] Saved forecast: FNX	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/FNX.txt
[2025-12-09T20:22:29.134884] [INFO ] [sig       ] [1294/3614] Completed FNX in 0.3s | 2.91 sym/s | Total: 7.4m | ETA: 13.3m
[2025-12-09T20:22:29.134921] [INFO ] [sig       ] [1295/3614] Forecasting FNY...
[2025-12-09T20:22:29.134949] [INFO ] [sig       ] Generating forecast for: FNY
[2025-12-09T20:22:29.134976] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNY' from 'https://tdm.silogroup.org/data/derivative_storage/FNY.csv'.
[2025-12-09T20:22:29.146247] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FNY'.
[2025-12-09T20:22:29.146520] [INFO ] [FORECASTER] Starting predict_future for FNY
[2025-12-09T20:22:29.147280] [DEBUG] [LOCAL     ] No optimal features file found for FNY: ./output/feature-sets/FNY.txt
[2025-12-09T20:22:29.147330] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:29.147384] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:29.147411] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:29.147467] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:29.206228] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:29.206922] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:29.206996] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:29.207027] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:29.316885] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:29.316998] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:29.317036] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:29.317063] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:29.320422] [DEBUG] [FORECASTER] FNY: Forecast T+1@11:T+2@11: DOWN (p=10.32%)
[2025-12-09T20:22:29.320700] [INFO ] [FORECASTER] Completed predict_future for FNY
[2025-12-09T20:22:29.320817] [INFO ] [sig       ] FNY: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:22:29.460355] [INFO ] [LOCAL     ] Saved forecast: FNY	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/FNY.txt
[2025-12-09T20:22:29.460485] [INFO ] [sig       ] [1295/3614] Completed FNY in 0.3s | 2.91 sym/s | Total: 7.4m | ETA: 13.3m
[2025-12-09T20:22:29.460523] [INFO ] [sig       ] [1296/3614] Forecasting FOA...
[2025-12-09T20:22:29.460553] [INFO ] [sig       ] Generating forecast for: FOA
[2025-12-09T20:22:29.460609] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOA' from 'https://tdm.silogroup.org/data/derivative_storage/FOA.csv'.
[2025-12-09T20:22:29.477219] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOA'.
[2025-12-09T20:22:29.477798] [INFO ] [FORECASTER] Starting predict_future for FOA
[2025-12-09T20:22:29.478830] [DEBUG] [LOCAL     ] No optimal features file found for FOA: ./output/feature-sets/FOA.txt
[2025-12-09T20:22:29.478883] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:29.478916] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:29.478942] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:29.478996] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:29.536901] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:29.537833] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:29.537921] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:29.537954] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:29.675164] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:29.675388] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:29.675448] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:29.675482] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:29.681002] [DEBUG] [FORECASTER] FOA: Forecast T+1@11:T+2@11: UP (p=55.04%)
[2025-12-09T20:22:29.681765] [INFO ] [FORECASTER] Completed predict_future for FOA
[2025-12-09T20:22:29.681993] [INFO ] [sig       ] FOA: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:22:29.825722] [INFO ] [LOCAL     ] Saved forecast: FOA	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/FOA.txt
[2025-12-09T20:22:29.825888] [INFO ] [sig       ] [1296/3614] Completed FOA in 0.4s | 2.91 sym/s | Total: 7.4m | ETA: 13.3m
[2025-12-09T20:22:29.825929] [INFO ] [sig       ] [1297/3614] Forecasting FOF...
[2025-12-09T20:22:29.825959] [INFO ] [sig       ] Generating forecast for: FOF
[2025-12-09T20:22:29.825988] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOF' from 'https://tdm.silogroup.org/data/derivative_storage/FOF.csv'.
[2025-12-09T20:22:29.838435] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOF'.
[2025-12-09T20:22:29.838829] [INFO ] [FORECASTER] Starting predict_future for FOF
[2025-12-09T20:22:29.839642] [DEBUG] [LOCAL     ] No optimal features file found for FOF: ./output/feature-sets/FOF.txt
[2025-12-09T20:22:29.839694] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:29.839726] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:29.839752] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:29.839807] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:29.895103] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:29.896034] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:29.896137] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:29.896180] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:30.008678] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:30.008839] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:30.008879] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:30.008907] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:30.012405] [DEBUG] [FORECASTER] FOF: Forecast T+1@11:T+2@11: DOWN (p=0.87%)
[2025-12-09T20:22:30.012895] [INFO ] [FORECASTER] Completed predict_future for FOF
[2025-12-09T20:22:30.013021] [INFO ] [sig       ] FOF: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:22:30.150517] [INFO ] [LOCAL     ] Saved forecast: FOF	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/FOF.txt
[2025-12-09T20:22:30.150686] [INFO ] [sig       ] [1297/3614] Completed FOF in 0.3s | 2.91 sym/s | Total: 7.4m | ETA: 13.3m
[2025-12-09T20:22:30.150726] [INFO ] [sig       ] [1298/3614] Forecasting FOLD...
[2025-12-09T20:22:30.150756] [INFO ] [sig       ] Generating forecast for: FOLD
[2025-12-09T20:22:30.150786] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOLD' from 'https://tdm.silogroup.org/data/derivative_storage/FOLD.csv'.
[2025-12-09T20:22:30.162789] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOLD'.
[2025-12-09T20:22:30.163138] [INFO ] [FORECASTER] Starting predict_future for FOLD
[2025-12-09T20:22:30.163936] [DEBUG] [LOCAL     ] No optimal features file found for FOLD: ./output/feature-sets/FOLD.txt
[2025-12-09T20:22:30.163987] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:30.164019] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:30.164046] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:30.164101] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:30.222221] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:30.223179] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:30.223265] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:30.223298] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:30.341452] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:30.341618] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:30.341662] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:30.341721] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:30.345297] [DEBUG] [FORECASTER] FOLD: Forecast T+1@11:T+2@11: DOWN (p=15.12%)
[2025-12-09T20:22:30.345650] [INFO ] [FORECASTER] Completed predict_future for FOLD
[2025-12-09T20:22:30.345806] [INFO ] [sig       ] FOLD: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:22:30.485711] [INFO ] [LOCAL     ] Saved forecast: FOLD	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/FOLD.txt
[2025-12-09T20:22:30.485852] [INFO ] [sig       ] [1298/3614] Completed FOLD in 0.3s | 2.91 sym/s | Total: 7.4m | ETA: 13.3m
[2025-12-09T20:22:30.485895] [INFO ] [sig       ] [1299/3614] Forecasting FORM...
[2025-12-09T20:22:30.485925] [INFO ] [sig       ] Generating forecast for: FORM
[2025-12-09T20:22:30.485956] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FORM' from 'https://tdm.silogroup.org/data/derivative_storage/FORM.csv'.
[2025-12-09T20:22:30.496984] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FORM'.
[2025-12-09T20:22:30.497294] [INFO ] [FORECASTER] Starting predict_future for FORM
[2025-12-09T20:22:30.498113] [DEBUG] [LOCAL     ] No optimal features file found for FORM: ./output/feature-sets/FORM.txt
[2025-12-09T20:22:30.498165] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:30.498197] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:30.498223] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:30.498278] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:30.555136] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:30.555896] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:30.555974] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:30.556006] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:30.679866] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:30.680037] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:30.680078] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:30.680107] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:30.683405] [DEBUG] [FORECASTER] FORM: Forecast T+1@11:T+2@11: UP (p=93.02%)
[2025-12-09T20:22:30.683686] [INFO ] [FORECASTER] Completed predict_future for FORM
[2025-12-09T20:22:30.683806] [INFO ] [sig       ] FORM: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:22:30.823136] [INFO ] [LOCAL     ] Saved forecast: FORM	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/FORM.txt
[2025-12-09T20:22:30.823309] [INFO ] [sig       ] [1299/3614] Completed FORM in 0.3s | 2.91 sym/s | Total: 7.4m | ETA: 13.3m
[2025-12-09T20:22:30.823348] [INFO ] [sig       ] [1300/3614] Forecasting FOSL...
[2025-12-09T20:22:30.823378] [INFO ] [sig       ] Generating forecast for: FOSL
[2025-12-09T20:22:30.823407] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOSL' from 'https://tdm.silogroup.org/data/derivative_storage/FOSL.csv'.
[2025-12-09T20:22:30.834368] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOSL'.
[2025-12-09T20:22:30.834673] [INFO ] [FORECASTER] Starting predict_future for FOSL
[2025-12-09T20:22:30.835416] [DEBUG] [LOCAL     ] No optimal features file found for FOSL: ./output/feature-sets/FOSL.txt
[2025-12-09T20:22:30.835466] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:30.835497] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:30.835523] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:30.835603] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:30.891472] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:30.892316] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:30.892399] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:30.892431] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:31.011120] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:31.011281] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:31.011321] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:31.011350] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:31.014764] [DEBUG] [FORECASTER] FOSL: Forecast T+1@11:T+2@11: UP (p=61.69%)
[2025-12-09T20:22:31.015045] [INFO ] [FORECASTER] Completed predict_future for FOSL
[2025-12-09T20:22:31.015168] [INFO ] [sig       ] FOSL: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:22:31.153864] [INFO ] [LOCAL     ] Saved forecast: FOSL	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/FOSL.txt
[2025-12-09T20:22:31.154011] [INFO ] [sig       ] [1300/3614] Completed FOSL in 0.3s | 2.91 sym/s | Total: 7.4m | ETA: 13.3m
[2025-12-09T20:22:31.154049] [INFO ] [sig       ] [1301/3614] Forecasting FOX...
[2025-12-09T20:22:31.154079] [INFO ] [sig       ] Generating forecast for: FOX
[2025-12-09T20:22:31.154110] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOX' from 'https://tdm.silogroup.org/data/derivative_storage/FOX.csv'.
[2025-12-09T20:22:31.165888] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOX'.
[2025-12-09T20:22:31.166193] [INFO ] [FORECASTER] Starting predict_future for FOX
[2025-12-09T20:22:31.166970] [DEBUG] [LOCAL     ] No optimal features file found for FOX: ./output/feature-sets/FOX.txt
[2025-12-09T20:22:31.167020] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:31.167052] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:31.167078] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:31.167132] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:31.223135] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:31.224015] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:31.224097] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:31.224129] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:31.345208] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:31.345364] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:31.345404] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:31.345431] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:31.348906] [DEBUG] [FORECASTER] FOX: Forecast T+1@11:T+2@11: UP (p=65.32%)
[2025-12-09T20:22:31.349205] [INFO ] [FORECASTER] Completed predict_future for FOX
[2025-12-09T20:22:31.349332] [INFO ] [sig       ] FOX: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:22:31.492295] [INFO ] [LOCAL     ] Saved forecast: FOX	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/FOX.txt
[2025-12-09T20:22:31.492487] [INFO ] [sig       ] [1301/3614] Completed FOX in 0.3s | 2.91 sym/s | Total: 7.5m | ETA: 13.3m
[2025-12-09T20:22:31.492534] [INFO ] [sig       ] [1302/3614] Forecasting FOXA...
[2025-12-09T20:22:31.492565] [INFO ] [sig       ] Generating forecast for: FOXA
[2025-12-09T20:22:31.492616] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOXA' from 'https://tdm.silogroup.org/data/derivative_storage/FOXA.csv'.
[2025-12-09T20:22:31.508340] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOXA'.
[2025-12-09T20:22:31.508970] [INFO ] [FORECASTER] Starting predict_future for FOXA
[2025-12-09T20:22:31.510037] [DEBUG] [LOCAL     ] No optimal features file found for FOXA: ./output/feature-sets/FOXA.txt
[2025-12-09T20:22:31.510106] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:31.510141] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:31.510169] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:31.510229] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:31.570896] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:31.572059] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:31.572194] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:31.572231] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:31.699479] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:31.699732] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:31.699797] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:31.699826] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:31.704755] [DEBUG] [FORECASTER] FOXA: Forecast T+1@11:T+2@11: UP (p=51.16%)
[2025-12-09T20:22:31.705254] [INFO ] [FORECASTER] Completed predict_future for FOXA
[2025-12-09T20:22:31.705427] [INFO ] [sig       ] FOXA: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:22:31.859202] [INFO ] [LOCAL     ] Saved forecast: FOXA	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/FOXA.txt
[2025-12-09T20:22:31.859369] [INFO ] [sig       ] [1302/3614] Completed FOXA in 0.4s | 2.91 sym/s | Total: 7.5m | ETA: 13.2m
[2025-12-09T20:22:31.859409] [INFO ] [sig       ] [1303/3614] Forecasting FOXF...
[2025-12-09T20:22:31.859439] [INFO ] [sig       ] Generating forecast for: FOXF
[2025-12-09T20:22:31.859469] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOXF' from 'https://tdm.silogroup.org/data/derivative_storage/FOXF.csv'.
[2025-12-09T20:22:31.871123] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOXF'.
[2025-12-09T20:22:31.871407] [INFO ] [FORECASTER] Starting predict_future for FOXF
[2025-12-09T20:22:31.872199] [DEBUG] [LOCAL     ] No optimal features file found for FOXF: ./output/feature-sets/FOXF.txt
[2025-12-09T20:22:31.872252] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:31.872295] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:31.872324] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:31.872380] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:31.927175] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:31.928042] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:31.928125] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:31.928157] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:32.050233] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:32.050461] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:32.050510] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:32.050540] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:32.054474] [DEBUG] [FORECASTER] FOXF: Forecast T+1@11:T+2@11: DOWN (p=20.57%)
[2025-12-09T20:22:32.054819] [INFO ] [FORECASTER] Completed predict_future for FOXF
[2025-12-09T20:22:32.054957] [INFO ] [sig       ] FOXF: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:22:32.196847] [INFO ] [LOCAL     ] Saved forecast: FOXF	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/FOXF.txt
[2025-12-09T20:22:32.197019] [INFO ] [sig       ] [1303/3614] Completed FOXF in 0.3s | 2.91 sym/s | Total: 7.5m | ETA: 13.2m
[2025-12-09T20:22:32.197060] [INFO ] [sig       ] [1304/3614] Forecasting FPF...
[2025-12-09T20:22:32.197089] [INFO ] [sig       ] Generating forecast for: FPF
[2025-12-09T20:22:32.197120] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FPF' from 'https://tdm.silogroup.org/data/derivative_storage/FPF.csv'.
[2025-12-09T20:22:32.210255] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FPF'.
[2025-12-09T20:22:32.210702] [INFO ] [FORECASTER] Starting predict_future for FPF
[2025-12-09T20:22:32.211610] [DEBUG] [LOCAL     ] No optimal features file found for FPF: ./output/feature-sets/FPF.txt
[2025-12-09T20:22:32.211674] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:32.211715] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:32.211743] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:32.211801] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:32.270078] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:32.271006] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:32.271096] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:32.271130] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:32.390751] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:32.390966] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:32.391011] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:32.391039] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:32.394806] [DEBUG] [FORECASTER] FPF: Forecast T+1@11:T+2@11: DOWN (p=14.30%)
[2025-12-09T20:22:32.395120] [INFO ] [FORECASTER] Completed predict_future for FPF
[2025-12-09T20:22:32.395258] [INFO ] [sig       ] FPF: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:22:32.543284] [INFO ] [LOCAL     ] Saved forecast: FPF	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/FPF.txt
[2025-12-09T20:22:32.543465] [INFO ] [sig       ] [1304/3614] Completed FPF in 0.3s | 2.91 sym/s | Total: 7.5m | ETA: 13.2m
[2025-12-09T20:22:32.543510] [INFO ] [sig       ] [1305/3614] Forecasting FPH...
[2025-12-09T20:22:32.543542] [INFO ] [sig       ] Generating forecast for: FPH
[2025-12-09T20:22:32.543589] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FPH' from 'https://tdm.silogroup.org/data/derivative_storage/FPH.csv'.
[2025-12-09T20:22:32.557779] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FPH'.
[2025-12-09T20:22:32.558268] [INFO ] [FORECASTER] Starting predict_future for FPH
[2025-12-09T20:22:32.559177] [DEBUG] [LOCAL     ] No optimal features file found for FPH: ./output/feature-sets/FPH.txt
[2025-12-09T20:22:32.559231] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:32.559264] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:32.559293] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:32.559351] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:32.618031] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:32.619050] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:32.619190] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:32.619229] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:32.738942] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:32.739163] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:32.739210] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:32.739239] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:32.743120] [DEBUG] [FORECASTER] FPH: Forecast T+1@11:T+2@11: DOWN (p=3.83%)
[2025-12-09T20:22:32.743438] [INFO ] [FORECASTER] Completed predict_future for FPH
[2025-12-09T20:22:32.743592] [INFO ] [sig       ] FPH: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:22:32.887668] [INFO ] [LOCAL     ] Saved forecast: FPH	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/FPH.txt
[2025-12-09T20:22:32.887851] [INFO ] [sig       ] [1305/3614] Completed FPH in 0.3s | 2.91 sym/s | Total: 7.5m | ETA: 13.2m
[2025-12-09T20:22:32.887891] [INFO ] [sig       ] [1306/3614] Forecasting FPI...
[2025-12-09T20:22:32.887922] [INFO ] [sig       ] Generating forecast for: FPI
[2025-12-09T20:22:32.887950] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FPI' from 'https://tdm.silogroup.org/data/derivative_storage/FPI.csv'.
[2025-12-09T20:22:32.899828] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FPI'.
[2025-12-09T20:22:32.900166] [INFO ] [FORECASTER] Starting predict_future for FPI
[2025-12-09T20:22:32.900967] [DEBUG] [LOCAL     ] No optimal features file found for FPI: ./output/feature-sets/FPI.txt
[2025-12-09T20:22:32.901017] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:32.901048] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:32.901073] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:32.901127] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:32.956052] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:32.956939] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:32.957024] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:32.957055] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:33.072236] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:33.072390] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:33.072431] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:33.072460] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:33.075799] [DEBUG] [FORECASTER] FPI: Forecast T+1@11:T+2@11: UP (p=83.29%)
[2025-12-09T20:22:33.076066] [INFO ] [FORECASTER] Completed predict_future for FPI
[2025-12-09T20:22:33.076183] [INFO ] [sig       ] FPI: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:22:33.215846] [INFO ] [LOCAL     ] Saved forecast: FPI	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/FPI.txt
[2025-12-09T20:22:33.216083] [INFO ] [sig       ] [1306/3614] Completed FPI in 0.3s | 2.91 sym/s | Total: 7.5m | ETA: 13.2m
[2025-12-09T20:22:33.216158] [INFO ] [sig       ] [1307/3614] Forecasting FPXI...
[2025-12-09T20:22:33.216207] [INFO ] [sig       ] Generating forecast for: FPXI
[2025-12-09T20:22:33.216239] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FPXI' from 'https://tdm.silogroup.org/data/derivative_storage/FPXI.csv'.
[2025-12-09T20:22:33.228891] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FPXI'.
[2025-12-09T20:22:33.229387] [INFO ] [FORECASTER] Starting predict_future for FPXI
[2025-12-09T20:22:33.230370] [DEBUG] [LOCAL     ] No optimal features file found for FPXI: ./output/feature-sets/FPXI.txt
[2025-12-09T20:22:33.230427] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:33.230462] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:33.230489] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:33.230549] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:33.291124] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:33.292341] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:33.292440] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:33.292476] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:33.399943] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:33.400173] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:33.400220] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:33.400248] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:33.404362] [DEBUG] [FORECASTER] FPXI: Forecast T+1@11:T+2@11: DOWN (p=6.33%)
[2025-12-09T20:22:33.404753] [INFO ] [FORECASTER] Completed predict_future for FPXI
[2025-12-09T20:22:33.404905] [INFO ] [sig       ] FPXI: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:22:33.556996] [INFO ] [LOCAL     ] Saved forecast: FPXI	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/FPXI.txt
[2025-12-09T20:22:33.557208] [INFO ] [sig       ] [1307/3614] Completed FPXI in 0.3s | 2.91 sym/s | Total: 7.5m | ETA: 13.2m
[2025-12-09T20:22:33.557251] [INFO ] [sig       ] [1308/3614] Forecasting FRA...
[2025-12-09T20:22:33.557281] [INFO ] [sig       ] Generating forecast for: FRA
[2025-12-09T20:22:33.557314] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRA' from 'https://tdm.silogroup.org/data/derivative_storage/FRA.csv'.
[2025-12-09T20:22:33.572285] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRA'.
[2025-12-09T20:22:33.572892] [INFO ] [FORECASTER] Starting predict_future for FRA
[2025-12-09T20:22:33.573808] [DEBUG] [LOCAL     ] No optimal features file found for FRA: ./output/feature-sets/FRA.txt
[2025-12-09T20:22:33.573861] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:33.573896] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:33.573924] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:33.573981] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:33.632716] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:33.633864] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:33.633962] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:33.633996] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:33.764137] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:33.764397] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:33.764447] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:33.764478] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:33.769123] [DEBUG] [FORECASTER] FRA: Forecast T+1@11:T+2@11: UP (p=84.03%)
[2025-12-09T20:22:33.769656] [INFO ] [FORECASTER] Completed predict_future for FRA
[2025-12-09T20:22:33.769841] [INFO ] [sig       ] FRA: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:22:33.922245] [INFO ] [LOCAL     ] Saved forecast: FRA	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/FRA.txt
[2025-12-09T20:22:33.922524] [INFO ] [sig       ] [1308/3614] Completed FRA in 0.4s | 2.91 sym/s | Total: 7.5m | ETA: 13.2m
[2025-12-09T20:22:33.922592] [INFO ] [sig       ] [1309/3614] Forecasting FRBA...
[2025-12-09T20:22:33.922663] [INFO ] [sig       ] Generating forecast for: FRBA
[2025-12-09T20:22:33.922701] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRBA' from 'https://tdm.silogroup.org/data/derivative_storage/FRBA.csv'.
[2025-12-09T20:22:33.935799] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRBA'.
[2025-12-09T20:22:33.936246] [INFO ] [FORECASTER] Starting predict_future for FRBA
[2025-12-09T20:22:33.937060] [DEBUG] [LOCAL     ] No optimal features file found for FRBA: ./output/feature-sets/FRBA.txt
[2025-12-09T20:22:33.937113] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:33.937145] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:33.937172] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:33.937227] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:33.993287] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:33.994179] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:33.994260] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:33.994296] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:34.108955] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:34.109112] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:34.109156] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:34.109185] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:34.112614] [DEBUG] [FORECASTER] FRBA: Forecast T+1@11:T+2@11: DOWN (p=2.06%)
[2025-12-09T20:22:34.112902] [INFO ] [FORECASTER] Completed predict_future for FRBA
[2025-12-09T20:22:34.113029] [INFO ] [sig       ] FRBA: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:22:34.303248] [INFO ] [LOCAL     ] Saved forecast: FRBA	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/FRBA.txt
[2025-12-09T20:22:34.303397] [INFO ] [sig       ] [1309/3614] Completed FRBA in 0.4s | 2.91 sym/s | Total: 7.5m | ETA: 13.2m
[2025-12-09T20:22:34.303437] [INFO ] [sig       ] [1310/3614] Forecasting FRGE...
[2025-12-09T20:22:34.303467] [INFO ] [sig       ] Generating forecast for: FRGE
[2025-12-09T20:22:34.303497] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRGE' from 'https://tdm.silogroup.org/data/derivative_storage/FRGE.csv'.
[2025-12-09T20:22:34.315538] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRGE'.
[2025-12-09T20:22:34.315857] [INFO ] [FORECASTER] Starting predict_future for FRGE
[2025-12-09T20:22:34.316724] [DEBUG] [LOCAL     ] No optimal features file found for FRGE: ./output/feature-sets/FRGE.txt
[2025-12-09T20:22:34.316777] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:34.316810] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:34.316838] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:34.316894] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:34.373639] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:34.374284] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:34.374359] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:34.374391] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:34.500425] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:34.500589] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:34.500633] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:34.500679] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:34.504048] [DEBUG] [FORECASTER] FRGE: Forecast T+1@11:T+2@11: DOWN (p=29.20%)
[2025-12-09T20:22:34.504327] [INFO ] [FORECASTER] Completed predict_future for FRGE
[2025-12-09T20:22:34.504665] [INFO ] [sig       ] FRGE: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:22:34.648809] [INFO ] [LOCAL     ] Saved forecast: FRGE	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/FRGE.txt
[2025-12-09T20:22:34.648946] [INFO ] [sig       ] [1310/3614] Completed FRGE in 0.3s | 2.91 sym/s | Total: 7.5m | ETA: 13.2m
[2025-12-09T20:22:34.648985] [INFO ] [sig       ] [1311/3614] Forecasting FRHC...
[2025-12-09T20:22:34.649016] [INFO ] [sig       ] Generating forecast for: FRHC
[2025-12-09T20:22:34.649045] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRHC' from 'https://tdm.silogroup.org/data/derivative_storage/FRHC.csv'.
[2025-12-09T20:22:34.661352] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRHC'.
[2025-12-09T20:22:34.661658] [INFO ] [FORECASTER] Starting predict_future for FRHC
[2025-12-09T20:22:34.662410] [DEBUG] [LOCAL     ] No optimal features file found for FRHC: ./output/feature-sets/FRHC.txt
[2025-12-09T20:22:34.662461] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:34.662493] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:34.662519] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:34.662598] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:34.720938] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:34.721763] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:34.721848] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:34.721880] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:34.839705] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:34.839855] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:34.839897] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:34.839928] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:34.843389] [DEBUG] [FORECASTER] FRHC: Forecast T+1@11:T+2@11: UP (p=81.69%)
[2025-12-09T20:22:34.843688] [INFO ] [FORECASTER] Completed predict_future for FRHC
[2025-12-09T20:22:34.843810] [INFO ] [sig       ] FRHC: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:22:34.993025] [INFO ] [LOCAL     ] Saved forecast: FRHC	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/FRHC.txt
[2025-12-09T20:22:34.993170] [INFO ] [sig       ] [1311/3614] Completed FRHC in 0.3s | 2.91 sym/s | Total: 7.5m | ETA: 13.2m
[2025-12-09T20:22:34.993209] [INFO ] [sig       ] [1312/3614] Forecasting FRME...
[2025-12-09T20:22:34.993238] [INFO ] [sig       ] Generating forecast for: FRME
[2025-12-09T20:22:34.993270] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRME' from 'https://tdm.silogroup.org/data/derivative_storage/FRME.csv'.
[2025-12-09T20:22:35.005394] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRME'.
[2025-12-09T20:22:35.005771] [INFO ] [FORECASTER] Starting predict_future for FRME
[2025-12-09T20:22:35.006521] [DEBUG] [LOCAL     ] No optimal features file found for FRME: ./output/feature-sets/FRME.txt
[2025-12-09T20:22:35.006589] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:35.006650] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:35.006679] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:35.006735] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:35.064474] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:35.065312] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:35.065409] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:35.065443] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:35.188438] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:35.188616] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:35.188661] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:35.188690] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:35.192133] [DEBUG] [FORECASTER] FRME: Forecast T+1@11:T+2@11: DOWN (p=22.78%)
[2025-12-09T20:22:35.192424] [INFO ] [FORECASTER] Completed predict_future for FRME
[2025-12-09T20:22:35.192549] [INFO ] [sig       ] FRME: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:22:35.336655] [INFO ] [LOCAL     ] Saved forecast: FRME	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/FRME.txt
[2025-12-09T20:22:35.336800] [INFO ] [sig       ] [1312/3614] Completed FRME in 0.3s | 2.91 sym/s | Total: 7.5m | ETA: 13.2m
[2025-12-09T20:22:35.336840] [INFO ] [sig       ] [1313/3614] Forecasting FRO...
[2025-12-09T20:22:35.336870] [INFO ] [sig       ] Generating forecast for: FRO
[2025-12-09T20:22:35.336899] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRO' from 'https://tdm.silogroup.org/data/derivative_storage/FRO.csv'.
[2025-12-09T20:22:35.349271] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRO'.
[2025-12-09T20:22:35.349610] [INFO ] [FORECASTER] Starting predict_future for FRO
[2025-12-09T20:22:35.350379] [DEBUG] [LOCAL     ] No optimal features file found for FRO: ./output/feature-sets/FRO.txt
[2025-12-09T20:22:35.350431] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:35.350463] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:35.350490] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:35.350546] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:35.408512] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:35.409310] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:35.409392] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:35.409425] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:35.536036] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:35.536232] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:35.536275] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:35.536303] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:35.539745] [DEBUG] [FORECASTER] FRO: Forecast T+1@11:T+2@11: UP (p=96.28%)
[2025-12-09T20:22:35.540022] [INFO ] [FORECASTER] Completed predict_future for FRO
[2025-12-09T20:22:35.540143] [INFO ] [sig       ] FRO: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:22:35.684847] [INFO ] [LOCAL     ] Saved forecast: FRO	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/FRO.txt
[2025-12-09T20:22:35.684991] [INFO ] [sig       ] [1313/3614] Completed FRO in 0.3s | 2.91 sym/s | Total: 7.5m | ETA: 13.2m
[2025-12-09T20:22:35.685031] [INFO ] [sig       ] [1314/3614] Forecasting FROG...
[2025-12-09T20:22:35.685062] [INFO ] [sig       ] Generating forecast for: FROG
[2025-12-09T20:22:35.685090] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FROG' from 'https://tdm.silogroup.org/data/derivative_storage/FROG.csv'.
[2025-12-09T20:22:35.697271] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FROG'.
[2025-12-09T20:22:35.697875] [INFO ] [FORECASTER] Starting predict_future for FROG
[2025-12-09T20:22:35.698732] [DEBUG] [LOCAL     ] No optimal features file found for FROG: ./output/feature-sets/FROG.txt
[2025-12-09T20:22:35.698786] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:35.698821] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:35.698862] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:35.698920] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:35.758780] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:35.759652] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:35.759734] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:35.759768] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:35.880431] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:35.880596] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:35.880637] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:35.880664] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:35.884034] [DEBUG] [FORECASTER] FROG: Forecast T+1@11:T+2@11: DOWN (p=23.79%)
[2025-12-09T20:22:35.884302] [INFO ] [FORECASTER] Completed predict_future for FROG
[2025-12-09T20:22:35.884423] [INFO ] [sig       ] FROG: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:22:36.028547] [INFO ] [LOCAL     ] Saved forecast: FROG	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/FROG.txt
[2025-12-09T20:22:36.028705] [INFO ] [sig       ] [1314/3614] Completed FROG in 0.3s | 2.91 sym/s | Total: 7.5m | ETA: 13.2m
[2025-12-09T20:22:36.028743] [INFO ] [sig       ] [1315/3614] Forecasting FRPH...
[2025-12-09T20:22:36.028773] [INFO ] [sig       ] Generating forecast for: FRPH
[2025-12-09T20:22:36.028802] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRPH' from 'https://tdm.silogroup.org/data/derivative_storage/FRPH.csv'.
[2025-12-09T20:22:36.040206] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRPH'.
[2025-12-09T20:22:36.040490] [INFO ] [FORECASTER] Starting predict_future for FRPH
[2025-12-09T20:22:36.041277] [DEBUG] [LOCAL     ] No optimal features file found for FRPH: ./output/feature-sets/FRPH.txt
[2025-12-09T20:22:36.041339] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:36.041376] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:36.041408] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:36.041466] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:36.100526] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:36.101193] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:36.101274] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:36.101310] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:36.223308] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:36.223467] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:36.223509] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:36.223607] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:36.227061] [DEBUG] [FORECASTER] FRPH: Forecast T+1@11:T+2@11: DOWN (p=14.74%)
[2025-12-09T20:22:36.227340] [INFO ] [FORECASTER] Completed predict_future for FRPH
[2025-12-09T20:22:36.227465] [INFO ] [sig       ] FRPH: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:22:36.372918] [INFO ] [LOCAL     ] Saved forecast: FRPH	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/FRPH.txt
[2025-12-09T20:22:36.373075] [INFO ] [sig       ] [1315/3614] Completed FRPH in 0.3s | 2.91 sym/s | Total: 7.5m | ETA: 13.2m
[2025-12-09T20:22:36.373117] [INFO ] [sig       ] [1316/3614] Forecasting FRSH...
[2025-12-09T20:22:36.373149] [INFO ] [sig       ] Generating forecast for: FRSH
[2025-12-09T20:22:36.373180] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRSH' from 'https://tdm.silogroup.org/data/derivative_storage/FRSH.csv'.
[2025-12-09T20:22:36.385466] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRSH'.
[2025-12-09T20:22:36.385841] [INFO ] [FORECASTER] Starting predict_future for FRSH
[2025-12-09T20:22:36.386663] [DEBUG] [LOCAL     ] No optimal features file found for FRSH: ./output/feature-sets/FRSH.txt
[2025-12-09T20:22:36.386715] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:36.386748] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:36.386776] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:36.386832] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:36.451857] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:36.452767] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:36.452850] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:36.452885] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:36.574151] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:36.574304] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:36.574345] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:36.574373] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:36.577742] [DEBUG] [FORECASTER] FRSH: Forecast T+1@11:T+2@11: DOWN (p=35.60%)
[2025-12-09T20:22:36.578011] [INFO ] [FORECASTER] Completed predict_future for FRSH
[2025-12-09T20:22:36.578133] [INFO ] [sig       ] FRSH: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:22:36.717805] [INFO ] [LOCAL     ] Saved forecast: FRSH	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/FRSH.txt
[2025-12-09T20:22:36.717952] [INFO ] [sig       ] [1316/3614] Completed FRSH in 0.3s | 2.91 sym/s | Total: 7.5m | ETA: 13.2m
[2025-12-09T20:22:36.717991] [INFO ] [sig       ] [1317/3614] Forecasting FRSX...
[2025-12-09T20:22:36.718020] [INFO ] [sig       ] Generating forecast for: FRSX
[2025-12-09T20:22:36.718051] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRSX' from 'https://tdm.silogroup.org/data/derivative_storage/FRSX.csv'.
[2025-12-09T20:22:36.728912] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRSX'.
[2025-12-09T20:22:36.729226] [INFO ] [FORECASTER] Starting predict_future for FRSX
[2025-12-09T20:22:36.729992] [DEBUG] [LOCAL     ] No optimal features file found for FRSX: ./output/feature-sets/FRSX.txt
[2025-12-09T20:22:36.730043] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:36.730074] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:36.730100] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:36.730156] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:36.796855] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:36.797739] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:36.797818] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:36.797853] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:36.913341] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:36.913482] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:36.913523] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:36.913551] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:36.916825] [DEBUG] [FORECASTER] FRSX: Forecast T+1@11:T+2@11: DOWN (p=14.01%)
[2025-12-09T20:22:36.917088] [INFO ] [FORECASTER] Completed predict_future for FRSX
[2025-12-09T20:22:36.917206] [INFO ] [sig       ] FRSX: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:22:37.062403] [INFO ] [LOCAL     ] Saved forecast: FRSX	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/FRSX.txt
[2025-12-09T20:22:37.062553] [INFO ] [sig       ] [1317/3614] Completed FRSX in 0.3s | 2.91 sym/s | Total: 7.5m | ETA: 13.2m
[2025-12-09T20:22:37.062615] [INFO ] [sig       ] [1318/3614] Forecasting FSBC...
[2025-12-09T20:22:37.062656] [INFO ] [sig       ] Generating forecast for: FSBC
[2025-12-09T20:22:37.062689] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSBC' from 'https://tdm.silogroup.org/data/derivative_storage/FSBC.csv'.
[2025-12-09T20:22:37.074191] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FSBC'.
[2025-12-09T20:22:37.074473] [INFO ] [FORECASTER] Starting predict_future for FSBC
[2025-12-09T20:22:37.075266] [DEBUG] [LOCAL     ] No optimal features file found for FSBC: ./output/feature-sets/FSBC.txt
[2025-12-09T20:22:37.075319] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:37.075352] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:37.075380] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:37.075438] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:37.133997] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:37.134735] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:37.134816] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:37.134850] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:37.257126] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:37.257286] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:37.257335] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:37.257366] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:37.260914] [DEBUG] [FORECASTER] FSBC: Forecast T+1@11:T+2@11: UP (p=83.40%)
[2025-12-09T20:22:37.261227] [INFO ] [FORECASTER] Completed predict_future for FSBC
[2025-12-09T20:22:37.261360] [INFO ] [sig       ] FSBC: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:22:37.401211] [INFO ] [LOCAL     ] Saved forecast: FSBC	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/FSBC.txt
[2025-12-09T20:22:37.401346] [INFO ] [sig       ] [1318/3614] Completed FSBC in 0.3s | 2.91 sym/s | Total: 7.6m | ETA: 13.2m
[2025-12-09T20:22:37.401385] [INFO ] [sig       ] [1319/3614] Forecasting FSCO...
[2025-12-09T20:22:37.401415] [INFO ] [sig       ] Generating forecast for: FSCO
[2025-12-09T20:22:37.401443] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSCO' from 'https://tdm.silogroup.org/data/derivative_storage/FSCO.csv'.
[2025-12-09T20:22:37.412627] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FSCO'.
[2025-12-09T20:22:37.412938] [INFO ] [FORECASTER] Starting predict_future for FSCO
[2025-12-09T20:22:37.413745] [DEBUG] [LOCAL     ] No optimal features file found for FSCO: ./output/feature-sets/FSCO.txt
[2025-12-09T20:22:37.413798] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:37.413832] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:37.413860] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:37.413917] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:37.472632] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:37.473408] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:37.473488] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:37.473521] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:37.590095] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:37.590237] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:37.590277] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:37.590307] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:37.593784] [DEBUG] [FORECASTER] FSCO: Forecast T+1@11:T+2@11: DOWN (p=7.58%)
[2025-12-09T20:22:37.594073] [INFO ] [FORECASTER] Completed predict_future for FSCO
[2025-12-09T20:22:37.594208] [INFO ] [sig       ] FSCO: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:22:37.737806] [INFO ] [LOCAL     ] Saved forecast: FSCO	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/FSCO.txt
[2025-12-09T20:22:37.737961] [INFO ] [sig       ] [1319/3614] Completed FSCO in 0.3s | 2.91 sym/s | Total: 7.6m | ETA: 13.2m
[2025-12-09T20:22:37.738002] [INFO ] [sig       ] [1320/3614] Forecasting FSK...
[2025-12-09T20:22:37.738034] [INFO ] [sig       ] Generating forecast for: FSK
[2025-12-09T20:22:37.738064] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSK' from 'https://tdm.silogroup.org/data/derivative_storage/FSK.csv'.
[2025-12-09T20:22:37.749625] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FSK'.
[2025-12-09T20:22:37.749935] [INFO ] [FORECASTER] Starting predict_future for FSK
[2025-12-09T20:22:37.750739] [DEBUG] [LOCAL     ] No optimal features file found for FSK: ./output/feature-sets/FSK.txt
[2025-12-09T20:22:37.750792] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:37.750826] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:37.750855] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:37.750912] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:37.809488] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:37.810527] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:37.810669] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:37.810715] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:37.931717] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:37.931877] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:37.931922] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:37.931953] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:37.936104] [DEBUG] [FORECASTER] FSK: Forecast T+1@11:T+2@11: UP (p=73.57%)
[2025-12-09T20:22:37.936458] [INFO ] [FORECASTER] Completed predict_future for FSK
[2025-12-09T20:22:37.936644] [INFO ] [sig       ] FSK: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:22:38.077293] [INFO ] [LOCAL     ] Saved forecast: FSK	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/FSK.txt
[2025-12-09T20:22:38.077471] [INFO ] [sig       ] [1320/3614] Completed FSK in 0.3s | 2.91 sym/s | Total: 7.6m | ETA: 13.1m
[2025-12-09T20:22:38.077546] [INFO ] [sig       ] [1321/3614] Forecasting FSLY...
[2025-12-09T20:22:38.077595] [INFO ] [sig       ] Generating forecast for: FSLY
[2025-12-09T20:22:38.077628] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSLY' from 'https://tdm.silogroup.org/data/derivative_storage/FSLY.csv'.
[2025-12-09T20:22:38.089417] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FSLY'.
[2025-12-09T20:22:38.089749] [INFO ] [FORECASTER] Starting predict_future for FSLY
[2025-12-09T20:22:38.090565] [DEBUG] [LOCAL     ] No optimal features file found for FSLY: ./output/feature-sets/FSLY.txt
[2025-12-09T20:22:38.090648] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:38.090684] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:38.090713] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:38.090770] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:38.150114] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:38.151178] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:38.151274] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:38.151312] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:38.275485] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:38.275646] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:38.275690] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:38.275735] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:38.279477] [DEBUG] [FORECASTER] FSLY: Forecast T+1@11:T+2@11: UP (p=61.45%)
[2025-12-09T20:22:38.279775] [INFO ] [FORECASTER] Completed predict_future for FSLY
[2025-12-09T20:22:38.279899] [INFO ] [sig       ] FSLY: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:22:38.422260] [INFO ] [LOCAL     ] Saved forecast: FSLY	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/FSLY.txt
[2025-12-09T20:22:38.422407] [INFO ] [sig       ] [1321/3614] Completed FSLY in 0.3s | 2.91 sym/s | Total: 7.6m | ETA: 13.1m
[2025-12-09T20:22:38.422447] [INFO ] [sig       ] [1322/3614] Forecasting FSM...
[2025-12-09T20:22:38.422476] [INFO ] [sig       ] Generating forecast for: FSM
[2025-12-09T20:22:38.422505] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSM' from 'https://tdm.silogroup.org/data/derivative_storage/FSM.csv'.
[2025-12-09T20:22:38.433416] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FSM'.
[2025-12-09T20:22:38.433771] [INFO ] [FORECASTER] Starting predict_future for FSM
[2025-12-09T20:22:38.434553] [DEBUG] [LOCAL     ] No optimal features file found for FSM: ./output/feature-sets/FSM.txt
[2025-12-09T20:22:38.434624] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:38.434658] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:38.434685] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:38.434741] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:38.493121] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:38.494126] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:38.494237] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:38.494272] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:38.615420] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:38.615563] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:38.615622] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:38.615651] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:38.619035] [DEBUG] [FORECASTER] FSM: Forecast T+1@11:T+2@11: UP (p=74.57%)
[2025-12-09T20:22:38.619319] [INFO ] [FORECASTER] Completed predict_future for FSM
[2025-12-09T20:22:38.619464] [INFO ] [sig       ] FSM: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:22:38.762340] [INFO ] [LOCAL     ] Saved forecast: FSM	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/FSM.txt
[2025-12-09T20:22:38.762485] [INFO ] [sig       ] [1322/3614] Completed FSM in 0.3s | 2.91 sym/s | Total: 7.6m | ETA: 13.1m
[2025-12-09T20:22:38.762540] [INFO ] [sig       ] [1323/3614] Forecasting FSS...
[2025-12-09T20:22:38.762603] [INFO ] [sig       ] Generating forecast for: FSS
[2025-12-09T20:22:38.762636] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSS' from 'https://tdm.silogroup.org/data/derivative_storage/FSS.csv'.
[2025-12-09T20:22:38.773718] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FSS'.
[2025-12-09T20:22:38.774045] [INFO ] [FORECASTER] Starting predict_future for FSS
[2025-12-09T20:22:38.774920] [DEBUG] [LOCAL     ] No optimal features file found for FSS: ./output/feature-sets/FSS.txt
[2025-12-09T20:22:38.774974] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:38.775007] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:38.775035] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:38.775093] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:38.835973] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:38.836837] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:38.836918] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:38.836951] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:38.957179] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:38.957333] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:38.957376] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:38.957404] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:38.960938] [DEBUG] [FORECASTER] FSS: Forecast T+1@11:T+2@11: DOWN (p=16.05%)
[2025-12-09T20:22:38.961218] [INFO ] [FORECASTER] Completed predict_future for FSS
[2025-12-09T20:22:38.961348] [INFO ] [sig       ] FSS: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:22:39.100332] [INFO ] [LOCAL     ] Saved forecast: FSS	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/FSS.txt
[2025-12-09T20:22:39.100492] [INFO ] [sig       ] [1323/3614] Completed FSS in 0.3s | 2.91 sym/s | Total: 7.6m | ETA: 13.1m
[2025-12-09T20:22:39.100550] [INFO ] [sig       ] [1324/3614] Forecasting FTA...
[2025-12-09T20:22:39.100602] [INFO ] [sig       ] Generating forecast for: FTA
[2025-12-09T20:22:39.100635] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTA' from 'https://tdm.silogroup.org/data/derivative_storage/FTA.csv'.
[2025-12-09T20:22:39.111888] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTA'.
[2025-12-09T20:22:39.112194] [INFO ] [FORECASTER] Starting predict_future for FTA
[2025-12-09T20:22:39.112997] [DEBUG] [LOCAL     ] No optimal features file found for FTA: ./output/feature-sets/FTA.txt
[2025-12-09T20:22:39.113050] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:39.113083] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:39.113111] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:39.113169] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:39.170095] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:39.170835] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:39.170914] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:39.170948] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:39.290009] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:39.290153] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:39.290193] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:39.290220] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:39.293556] [DEBUG] [FORECASTER] FTA: Forecast T+1@11:T+2@11: UP (p=95.14%)
[2025-12-09T20:22:39.293840] [INFO ] [FORECASTER] Completed predict_future for FTA
[2025-12-09T20:22:39.293960] [INFO ] [sig       ] FTA: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:22:39.431559] [INFO ] [LOCAL     ] Saved forecast: FTA	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/FTA.txt
[2025-12-09T20:22:39.431712] [INFO ] [sig       ] [1324/3614] Completed FTA in 0.3s | 2.91 sym/s | Total: 7.6m | ETA: 13.1m
[2025-12-09T20:22:39.431751] [INFO ] [sig       ] [1325/3614] Forecasting FTAI...
[2025-12-09T20:22:39.431781] [INFO ] [sig       ] Generating forecast for: FTAI
[2025-12-09T20:22:39.431810] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTAI' from 'https://tdm.silogroup.org/data/derivative_storage/FTAI.csv'.
[2025-12-09T20:22:39.443130] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTAI'.
[2025-12-09T20:22:39.443438] [INFO ] [FORECASTER] Starting predict_future for FTAI
[2025-12-09T20:22:39.444466] [DEBUG] [LOCAL     ] No optimal features file found for FTAI: ./output/feature-sets/FTAI.txt
[2025-12-09T20:22:39.444529] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:39.444570] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:39.444622] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:39.444692] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:39.504131] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:39.504882] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:39.504975] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:39.505022] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:39.634124] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:39.634282] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:39.634326] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:39.634357] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:39.638156] [DEBUG] [FORECASTER] FTAI: Forecast T+1@11:T+2@11: UP (p=57.77%)
[2025-12-09T20:22:39.638504] [INFO ] [FORECASTER] Completed predict_future for FTAI
[2025-12-09T20:22:39.638651] [INFO ] [sig       ] FTAI: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:22:39.781568] [INFO ] [LOCAL     ] Saved forecast: FTAI	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/FTAI.txt
[2025-12-09T20:22:39.781748] [INFO ] [sig       ] [1325/3614] Completed FTAI in 0.3s | 2.91 sym/s | Total: 7.6m | ETA: 13.1m
[2025-12-09T20:22:39.781788] [INFO ] [sig       ] [1326/3614] Forecasting FTC...
[2025-12-09T20:22:39.781817] [INFO ] [sig       ] Generating forecast for: FTC
[2025-12-09T20:22:39.781846] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTC' from 'https://tdm.silogroup.org/data/derivative_storage/FTC.csv'.
[2025-12-09T20:22:39.792432] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTC'.
[2025-12-09T20:22:39.792793] [INFO ] [FORECASTER] Starting predict_future for FTC
[2025-12-09T20:22:39.793553] [DEBUG] [LOCAL     ] No optimal features file found for FTC: ./output/feature-sets/FTC.txt
[2025-12-09T20:22:39.793623] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:39.793654] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:39.793680] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:39.793734] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:39.852108] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:39.852962] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:39.853043] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:39.853076] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:39.971439] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:39.971608] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:39.971651] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:39.971679] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:39.975074] [DEBUG] [FORECASTER] FTC: Forecast T+1@11:T+2@11: UP (p=67.75%)
[2025-12-09T20:22:39.975346] [INFO ] [FORECASTER] Completed predict_future for FTC
[2025-12-09T20:22:39.975466] [INFO ] [sig       ] FTC: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:22:40.112071] [INFO ] [LOCAL     ] Saved forecast: FTC	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/FTC.txt
[2025-12-09T20:22:40.112204] [INFO ] [sig       ] [1326/3614] Completed FTC in 0.3s | 2.91 sym/s | Total: 7.6m | ETA: 13.1m
[2025-12-09T20:22:40.112242] [INFO ] [sig       ] [1327/3614] Forecasting FTCI...
[2025-12-09T20:22:40.112271] [INFO ] [sig       ] Generating forecast for: FTCI
[2025-12-09T20:22:40.112300] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTCI' from 'https://tdm.silogroup.org/data/derivative_storage/FTCI.csv'.
[2025-12-09T20:22:40.123068] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTCI'.
[2025-12-09T20:22:40.123371] [INFO ] [FORECASTER] Starting predict_future for FTCI
[2025-12-09T20:22:40.124160] [DEBUG] [LOCAL     ] No optimal features file found for FTCI: ./output/feature-sets/FTCI.txt
[2025-12-09T20:22:40.124223] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:40.124254] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:40.124280] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:40.124335] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:40.180246] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:40.180918] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:40.180994] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:40.181026] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:40.299808] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:40.299955] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:40.299995] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:40.300022] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:40.303319] [DEBUG] [FORECASTER] FTCI: Forecast T+1@11:T+2@11: UP (p=77.18%)
[2025-12-09T20:22:40.303607] [INFO ] [FORECASTER] Completed predict_future for FTCI
[2025-12-09T20:22:40.303727] [INFO ] [sig       ] FTCI: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:22:40.442152] [INFO ] [LOCAL     ] Saved forecast: FTCI	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/FTCI.txt
[2025-12-09T20:22:40.442286] [INFO ] [sig       ] [1327/3614] Completed FTCI in 0.3s | 2.91 sym/s | Total: 7.6m | ETA: 13.1m
[2025-12-09T20:22:40.442325] [INFO ] [sig       ] [1328/3614] Forecasting FTCS...
[2025-12-09T20:22:40.442355] [INFO ] [sig       ] Generating forecast for: FTCS
[2025-12-09T20:22:40.442384] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTCS' from 'https://tdm.silogroup.org/data/derivative_storage/FTCS.csv'.
[2025-12-09T20:22:40.455996] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTCS'.
[2025-12-09T20:22:40.456377] [INFO ] [FORECASTER] Starting predict_future for FTCS
[2025-12-09T20:22:40.457210] [DEBUG] [LOCAL     ] No optimal features file found for FTCS: ./output/feature-sets/FTCS.txt
[2025-12-09T20:22:40.457271] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:40.457312] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:40.457344] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:40.457416] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:40.516707] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:40.517656] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:40.517740] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:40.517772] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:40.634778] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:40.634928] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:40.634968] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:40.634997] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:40.638354] [DEBUG] [FORECASTER] FTCS: Forecast T+1@11:T+2@11: DOWN (p=5.45%)
[2025-12-09T20:22:40.638632] [INFO ] [FORECASTER] Completed predict_future for FTCS
[2025-12-09T20:22:40.638751] [INFO ] [sig       ] FTCS: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:22:40.777406] [INFO ] [LOCAL     ] Saved forecast: FTCS	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/FTCS.txt
[2025-12-09T20:22:40.777567] [INFO ] [sig       ] [1328/3614] Completed FTCS in 0.3s | 2.91 sym/s | Total: 7.6m | ETA: 13.1m
[2025-12-09T20:22:40.777623] [INFO ] [sig       ] [1329/3614] Forecasting FTEK...
[2025-12-09T20:22:40.777653] [INFO ] [sig       ] Generating forecast for: FTEK
[2025-12-09T20:22:40.777681] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTEK' from 'https://tdm.silogroup.org/data/derivative_storage/FTEK.csv'.
[2025-12-09T20:22:40.788764] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTEK'.
[2025-12-09T20:22:40.789048] [INFO ] [FORECASTER] Starting predict_future for FTEK
[2025-12-09T20:22:40.789863] [DEBUG] [LOCAL     ] No optimal features file found for FTEK: ./output/feature-sets/FTEK.txt
[2025-12-09T20:22:40.789914] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:40.789970] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:40.789997] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:40.790052] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:40.846110] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:40.846844] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:40.846921] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:40.846953] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:40.964043] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:40.964196] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:40.964236] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:40.964264] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:40.967597] [DEBUG] [FORECASTER] FTEK: Forecast T+1@11:T+2@11: DOWN (p=1.73%)
[2025-12-09T20:22:40.967883] [INFO ] [FORECASTER] Completed predict_future for FTEK
[2025-12-09T20:22:40.968006] [INFO ] [sig       ] FTEK: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:22:41.106752] [INFO ] [LOCAL     ] Saved forecast: FTEK	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/FTEK.txt
[2025-12-09T20:22:41.106897] [INFO ] [sig       ] [1329/3614] Completed FTEK in 0.3s | 2.91 sym/s | Total: 7.6m | ETA: 13.1m
[2025-12-09T20:22:41.106937] [INFO ] [sig       ] [1330/3614] Forecasting FTGC...
[2025-12-09T20:22:41.106966] [INFO ] [sig       ] Generating forecast for: FTGC
[2025-12-09T20:22:41.106996] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTGC' from 'https://tdm.silogroup.org/data/derivative_storage/FTGC.csv'.
[2025-12-09T20:22:41.118161] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTGC'.
[2025-12-09T20:22:41.118437] [INFO ] [FORECASTER] Starting predict_future for FTGC
[2025-12-09T20:22:41.119216] [DEBUG] [LOCAL     ] No optimal features file found for FTGC: ./output/feature-sets/FTGC.txt
[2025-12-09T20:22:41.119266] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:41.119297] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:41.119323] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:41.119378] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:41.175292] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:41.176112] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:41.176192] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:41.176224] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:41.296541] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:41.296705] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:41.296747] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:41.296776] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:41.300392] [DEBUG] [FORECASTER] FTGC: Forecast T+1@11:T+2@11: DOWN (p=3.17%)
[2025-12-09T20:22:41.300684] [INFO ] [FORECASTER] Completed predict_future for FTGC
[2025-12-09T20:22:41.300805] [INFO ] [sig       ] FTGC: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:22:41.442079] [INFO ] [LOCAL     ] Saved forecast: FTGC	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/FTGC.txt
[2025-12-09T20:22:41.442240] [INFO ] [sig       ] [1330/3614] Completed FTGC in 0.3s | 2.91 sym/s | Total: 7.6m | ETA: 13.1m
[2025-12-09T20:22:41.442280] [INFO ] [sig       ] [1331/3614] Forecasting FTGS...
[2025-12-09T20:22:41.442308] [INFO ] [sig       ] Generating forecast for: FTGS
[2025-12-09T20:22:41.442338] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTGS' from 'https://tdm.silogroup.org/data/derivative_storage/FTGS.csv'.
[2025-12-09T20:22:41.453499] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTGS'.
[2025-12-09T20:22:41.453850] [INFO ] [FORECASTER] Starting predict_future for FTGS
[2025-12-09T20:22:41.454665] [DEBUG] [LOCAL     ] No optimal features file found for FTGS: ./output/feature-sets/FTGS.txt
[2025-12-09T20:22:41.454717] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:41.454749] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:41.454776] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:41.454831] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:41.510464] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:41.511293] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:41.511378] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:41.511412] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:41.633305] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:41.633454] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:41.633493] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:41.633521] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:41.637018] [DEBUG] [FORECASTER] FTGS: Forecast T+1@11:T+2@11: UP (p=91.73%)
[2025-12-09T20:22:41.637284] [INFO ] [FORECASTER] Completed predict_future for FTGS
[2025-12-09T20:22:41.637411] [INFO ] [sig       ] FTGS: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:22:41.780172] [INFO ] [LOCAL     ] Saved forecast: FTGS	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/FTGS.txt
[2025-12-09T20:22:41.780308] [INFO ] [sig       ] [1331/3614] Completed FTGS in 0.3s | 2.91 sym/s | Total: 7.6m | ETA: 13.1m
[2025-12-09T20:22:41.780347] [INFO ] [sig       ] [1332/3614] Forecasting FTHI...
[2025-12-09T20:22:41.780375] [INFO ] [sig       ] Generating forecast for: FTHI
[2025-12-09T20:22:41.780406] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTHI' from 'https://tdm.silogroup.org/data/derivative_storage/FTHI.csv'.
[2025-12-09T20:22:41.792692] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTHI'.
[2025-12-09T20:22:41.793093] [INFO ] [FORECASTER] Starting predict_future for FTHI
[2025-12-09T20:22:41.793991] [DEBUG] [LOCAL     ] No optimal features file found for FTHI: ./output/feature-sets/FTHI.txt
[2025-12-09T20:22:41.794046] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:41.794078] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:41.794105] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:41.794161] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:41.853943] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:41.854884] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:41.854977] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:41.855012] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:41.974833] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:41.974989] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:41.975035] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:41.975111] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:41.979123] [DEBUG] [FORECASTER] FTHI: Forecast T+1@11:T+2@11: DOWN (p=19.41%)
[2025-12-09T20:22:41.979450] [INFO ] [FORECASTER] Completed predict_future for FTHI
[2025-12-09T20:22:41.979614] [INFO ] [sig       ] FTHI: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:22:42.121381] [INFO ] [LOCAL     ] Saved forecast: FTHI	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/FTHI.txt
[2025-12-09T20:22:42.121533] [INFO ] [sig       ] [1332/3614] Completed FTHI in 0.3s | 2.91 sym/s | Total: 7.6m | ETA: 13.1m
[2025-12-09T20:22:42.121590] [INFO ] [sig       ] [1333/3614] Forecasting FTHM...
[2025-12-09T20:22:42.121622] [INFO ] [sig       ] Generating forecast for: FTHM
[2025-12-09T20:22:42.121651] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTHM' from 'https://tdm.silogroup.org/data/derivative_storage/FTHM.csv'.
[2025-12-09T20:22:42.132959] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTHM'.
[2025-12-09T20:22:42.133276] [INFO ] [FORECASTER] Starting predict_future for FTHM
[2025-12-09T20:22:42.134055] [DEBUG] [LOCAL     ] No optimal features file found for FTHM: ./output/feature-sets/FTHM.txt
[2025-12-09T20:22:42.134107] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:42.134138] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:42.134164] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:42.134219] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:42.190115] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:42.190970] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:42.191048] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:42.191080] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:42.310859] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:42.311005] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:42.311047] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:42.311077] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:42.314486] [DEBUG] [FORECASTER] FTHM: Forecast T+1@11:T+2@11: UP (p=63.27%)
[2025-12-09T20:22:42.314781] [INFO ] [FORECASTER] Completed predict_future for FTHM
[2025-12-09T20:22:42.314905] [INFO ] [sig       ] FTHM: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:22:42.452990] [INFO ] [LOCAL     ] Saved forecast: FTHM	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/FTHM.txt
[2025-12-09T20:22:42.453137] [INFO ] [sig       ] [1333/3614] Completed FTHM in 0.3s | 2.91 sym/s | Total: 7.6m | ETA: 13.1m
[2025-12-09T20:22:42.453177] [INFO ] [sig       ] [1334/3614] Forecasting FTHY...
[2025-12-09T20:22:42.453206] [INFO ] [sig       ] Generating forecast for: FTHY
[2025-12-09T20:22:42.453235] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTHY' from 'https://tdm.silogroup.org/data/derivative_storage/FTHY.csv'.
[2025-12-09T20:22:42.465062] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTHY'.
[2025-12-09T20:22:42.465381] [INFO ] [FORECASTER] Starting predict_future for FTHY
[2025-12-09T20:22:42.466183] [DEBUG] [LOCAL     ] No optimal features file found for FTHY: ./output/feature-sets/FTHY.txt
[2025-12-09T20:22:42.466236] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:42.466267] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:42.466294] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:42.466352] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:42.523981] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:42.524842] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:42.524923] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:42.524957] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:42.638198] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:42.638367] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:42.638408] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:42.638437] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:42.641759] [DEBUG] [FORECASTER] FTHY: Forecast T+1@11:T+2@11: UP (p=95.60%)
[2025-12-09T20:22:42.642030] [INFO ] [FORECASTER] Completed predict_future for FTHY
[2025-12-09T20:22:42.642156] [INFO ] [sig       ] FTHY: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:22:42.783748] [INFO ] [LOCAL     ] Saved forecast: FTHY	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/FTHY.txt
[2025-12-09T20:22:42.783873] [INFO ] [sig       ] [1334/3614] Completed FTHY in 0.3s | 2.91 sym/s | Total: 7.6m | ETA: 13.1m
[2025-12-09T20:22:42.783911] [INFO ] [sig       ] [1335/3614] Forecasting FTI...
[2025-12-09T20:22:42.783941] [INFO ] [sig       ] Generating forecast for: FTI
[2025-12-09T20:22:42.783970] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTI' from 'https://tdm.silogroup.org/data/derivative_storage/FTI.csv'.
[2025-12-09T20:22:42.795018] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTI'.
[2025-12-09T20:22:42.795276] [INFO ] [FORECASTER] Starting predict_future for FTI
[2025-12-09T20:22:42.796039] [DEBUG] [LOCAL     ] No optimal features file found for FTI: ./output/feature-sets/FTI.txt
[2025-12-09T20:22:42.796090] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:42.796121] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:42.796146] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:42.796201] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:42.852621] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:42.853631] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:42.853719] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:42.853753] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:42.973633] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:42.973782] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:42.973824] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:42.973853] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:42.977318] [DEBUG] [FORECASTER] FTI: Forecast T+1@11:T+2@11: UP (p=85.67%)
[2025-12-09T20:22:42.977628] [INFO ] [FORECASTER] Completed predict_future for FTI
[2025-12-09T20:22:42.977752] [INFO ] [sig       ] FTI: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:22:43.124464] [INFO ] [LOCAL     ] Saved forecast: FTI	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/FTI.txt
[2025-12-09T20:22:43.124609] [INFO ] [sig       ] [1335/3614] Completed FTI in 0.3s | 2.91 sym/s | Total: 7.6m | ETA: 13.1m
[2025-12-09T20:22:43.124649] [INFO ] [sig       ] [1336/3614] Forecasting FTK...
[2025-12-09T20:22:43.124678] [INFO ] [sig       ] Generating forecast for: FTK
[2025-12-09T20:22:43.124707] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTK' from 'https://tdm.silogroup.org/data/derivative_storage/FTK.csv'.
[2025-12-09T20:22:43.136402] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTK'.
[2025-12-09T20:22:43.136783] [INFO ] [FORECASTER] Starting predict_future for FTK
[2025-12-09T20:22:43.137629] [DEBUG] [LOCAL     ] No optimal features file found for FTK: ./output/feature-sets/FTK.txt
[2025-12-09T20:22:43.137682] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:43.137715] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:43.137741] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:43.137796] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:43.194264] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:43.194986] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:43.195066] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:43.195099] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:43.313095] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:43.313244] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:43.313286] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:43.313317] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:43.316750] [DEBUG] [FORECASTER] FTK: Forecast T+1@11:T+2@11: UP (p=74.50%)
[2025-12-09T20:22:43.317021] [INFO ] [FORECASTER] Completed predict_future for FTK
[2025-12-09T20:22:43.317150] [INFO ] [sig       ] FTK: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:22:43.453983] [INFO ] [LOCAL     ] Saved forecast: FTK	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/FTK.txt
[2025-12-09T20:22:43.454112] [INFO ] [sig       ] [1336/3614] Completed FTK in 0.3s | 2.91 sym/s | Total: 7.7m | ETA: 13.1m
[2025-12-09T20:22:43.454150] [INFO ] [sig       ] [1337/3614] Forecasting FTLF...
[2025-12-09T20:22:43.454180] [INFO ] [sig       ] Generating forecast for: FTLF
[2025-12-09T20:22:43.454208] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTLF' from 'https://tdm.silogroup.org/data/derivative_storage/FTLF.csv'.
[2025-12-09T20:22:43.464692] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTLF'.
[2025-12-09T20:22:43.464982] [INFO ] [FORECASTER] Starting predict_future for FTLF
[2025-12-09T20:22:43.465880] [DEBUG] [LOCAL     ] No optimal features file found for FTLF: ./output/feature-sets/FTLF.txt
[2025-12-09T20:22:43.465932] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:43.465963] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:43.465989] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:43.466044] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:43.524818] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:43.525652] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:43.525733] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:43.525766] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:43.632084] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:43.632228] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:22:43.632268] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:43.632296] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:43.635694] [DEBUG] [FORECASTER] FTLF: Forecast T+1@11:T+2@11: UP (p=81.38%)
[2025-12-09T20:22:43.635962] [INFO ] [FORECASTER] Completed predict_future for FTLF
[2025-12-09T20:22:43.636086] [INFO ] [sig       ] FTLF: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:22:43.773931] [INFO ] [LOCAL     ] Saved forecast: FTLF	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/FTLF.txt
[2025-12-09T20:22:43.774060] [INFO ] [sig       ] [1337/3614] Completed FTLF in 0.3s | 2.91 sym/s | Total: 7.7m | ETA: 13.0m
[2025-12-09T20:22:43.774099] [INFO ] [sig       ] [1338/3614] Forecasting FTQI...
[2025-12-09T20:22:43.774130] [INFO ] [sig       ] Generating forecast for: FTQI
[2025-12-09T20:22:43.774158] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTQI' from 'https://tdm.silogroup.org/data/derivative_storage/FTQI.csv'.
[2025-12-09T20:22:43.785963] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTQI'.
[2025-12-09T20:22:43.786258] [INFO ] [FORECASTER] Starting predict_future for FTQI
[2025-12-09T20:22:43.787025] [DEBUG] [LOCAL     ] No optimal features file found for FTQI: ./output/feature-sets/FTQI.txt
[2025-12-09T20:22:43.787077] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:43.787119] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:43.787148] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:43.787203] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:43.843963] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:43.844681] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:43.844761] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:43.844796] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:43.960265] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:43.960412] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:43.960459] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:43.960492] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:43.963795] [DEBUG] [FORECASTER] FTQI: Forecast T+1@11:T+2@11: DOWN (p=15.00%)
[2025-12-09T20:22:43.964056] [INFO ] [FORECASTER] Completed predict_future for FTQI
[2025-12-09T20:22:43.964176] [INFO ] [sig       ] FTQI: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:22:44.101103] [INFO ] [LOCAL     ] Saved forecast: FTQI	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/FTQI.txt
[2025-12-09T20:22:44.101232] [INFO ] [sig       ] [1338/3614] Completed FTQI in 0.3s | 2.91 sym/s | Total: 7.7m | ETA: 13.0m
[2025-12-09T20:22:44.101271] [INFO ] [sig       ] [1339/3614] Forecasting FTRE...
[2025-12-09T20:22:44.101301] [INFO ] [sig       ] Generating forecast for: FTRE
[2025-12-09T20:22:44.101328] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTRE' from 'https://tdm.silogroup.org/data/derivative_storage/FTRE.csv'.
[2025-12-09T20:22:44.112524] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTRE'.
[2025-12-09T20:22:44.112825] [INFO ] [FORECASTER] Starting predict_future for FTRE
[2025-12-09T20:22:44.113566] [DEBUG] [LOCAL     ] No optimal features file found for FTRE: ./output/feature-sets/FTRE.txt
[2025-12-09T20:22:44.113634] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:44.113665] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:44.113692] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:44.113746] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:44.170449] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:44.171136] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:44.171238] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:44.171272] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:44.298070] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:44.298223] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:44.298265] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:44.298292] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:44.301675] [DEBUG] [FORECASTER] FTRE: Forecast T+1@11:T+2@11: UP (p=87.80%)
[2025-12-09T20:22:44.301940] [INFO ] [FORECASTER] Completed predict_future for FTRE
[2025-12-09T20:22:44.302060] [INFO ] [sig       ] FTRE: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:22:44.441552] [INFO ] [LOCAL     ] Saved forecast: FTRE	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/FTRE.txt
[2025-12-09T20:22:44.441727] [INFO ] [sig       ] [1339/3614] Completed FTRE in 0.3s | 2.91 sym/s | Total: 7.7m | ETA: 13.0m
[2025-12-09T20:22:44.441767] [INFO ] [sig       ] [1340/3614] Forecasting FTRI...
[2025-12-09T20:22:44.441796] [INFO ] [sig       ] Generating forecast for: FTRI
[2025-12-09T20:22:44.441824] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTRI' from 'https://tdm.silogroup.org/data/derivative_storage/FTRI.csv'.
[2025-12-09T20:22:44.454255] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTRI'.
[2025-12-09T20:22:44.454639] [INFO ] [FORECASTER] Starting predict_future for FTRI
[2025-12-09T20:22:44.455423] [DEBUG] [LOCAL     ] No optimal features file found for FTRI: ./output/feature-sets/FTRI.txt
[2025-12-09T20:22:44.455480] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:44.455513] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:44.455541] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:44.455617] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:44.513425] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:44.514213] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:44.514290] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:44.514322] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:44.634958] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:44.635113] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:44.635156] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:44.635184] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:44.638589] [DEBUG] [FORECASTER] FTRI: Forecast T+1@11:T+2@11: DOWN (p=40.48%)
[2025-12-09T20:22:44.638864] [INFO ] [FORECASTER] Completed predict_future for FTRI
[2025-12-09T20:22:44.638987] [INFO ] [sig       ] FTRI: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:22:44.780860] [INFO ] [LOCAL     ] Saved forecast: FTRI	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/FTRI.txt
[2025-12-09T20:22:44.780992] [INFO ] [sig       ] [1340/3614] Completed FTRI in 0.3s | 2.91 sym/s | Total: 7.7m | ETA: 13.0m
[2025-12-09T20:22:44.781031] [INFO ] [sig       ] [1341/3614] Forecasting FTS...
[2025-12-09T20:22:44.781061] [INFO ] [sig       ] Generating forecast for: FTS
[2025-12-09T20:22:44.781089] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTS' from 'https://tdm.silogroup.org/data/derivative_storage/FTS.csv'.
[2025-12-09T20:22:44.792521] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTS'.
[2025-12-09T20:22:44.793040] [INFO ] [FORECASTER] Starting predict_future for FTS
[2025-12-09T20:22:44.793805] [DEBUG] [LOCAL     ] No optimal features file found for FTS: ./output/feature-sets/FTS.txt
[2025-12-09T20:22:44.793856] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:44.793887] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:44.793913] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:44.793968] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:44.850734] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:44.851402] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:44.851478] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:44.851510] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:44.973078] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:44.973224] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:44.973264] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:44.973292] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:44.976675] [DEBUG] [FORECASTER] FTS: Forecast T+1@11:T+2@11: DOWN (p=4.83%)
[2025-12-09T20:22:44.976941] [INFO ] [FORECASTER] Completed predict_future for FTS
[2025-12-09T20:22:44.977059] [INFO ] [sig       ] FTS: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:22:45.128947] [INFO ] [LOCAL     ] Saved forecast: FTS	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/FTS.txt
[2025-12-09T20:22:45.129097] [INFO ] [sig       ] [1341/3614] Completed FTS in 0.3s | 2.91 sym/s | Total: 7.7m | ETA: 13.0m
[2025-12-09T20:22:45.129142] [INFO ] [sig       ] [1342/3614] Forecasting FTSL...
[2025-12-09T20:22:45.129174] [INFO ] [sig       ] Generating forecast for: FTSL
[2025-12-09T20:22:45.129202] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTSL' from 'https://tdm.silogroup.org/data/derivative_storage/FTSL.csv'.
[2025-12-09T20:22:45.141447] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTSL'.
[2025-12-09T20:22:45.141778] [INFO ] [FORECASTER] Starting predict_future for FTSL
[2025-12-09T20:22:45.142616] [DEBUG] [LOCAL     ] No optimal features file found for FTSL: ./output/feature-sets/FTSL.txt
[2025-12-09T20:22:45.142668] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:45.142700] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:45.142728] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:45.142785] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:45.204416] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:45.205121] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:45.205198] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:45.205253] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:45.327997] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:45.328148] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:45.328189] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:45.328218] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:45.331921] [DEBUG] [FORECASTER] FTSL: Forecast T+1@11:T+2@11: UP (p=95.72%)
[2025-12-09T20:22:45.332238] [INFO ] [FORECASTER] Completed predict_future for FTSL
[2025-12-09T20:22:45.332370] [INFO ] [sig       ] FTSL: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:22:45.483218] [INFO ] [LOCAL     ] Saved forecast: FTSL	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/FTSL.txt
[2025-12-09T20:22:45.483434] [INFO ] [sig       ] [1342/3614] Completed FTSL in 0.4s | 2.91 sym/s | Total: 7.7m | ETA: 13.0m
[2025-12-09T20:22:45.483495] [INFO ] [sig       ] [1343/3614] Forecasting FTSM...
[2025-12-09T20:22:45.483533] [INFO ] [sig       ] Generating forecast for: FTSM
[2025-12-09T20:22:45.483567] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTSM' from 'https://tdm.silogroup.org/data/derivative_storage/FTSM.csv'.
[2025-12-09T20:22:45.496205] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTSM'.
[2025-12-09T20:22:45.496847] [INFO ] [FORECASTER] Starting predict_future for FTSM
[2025-12-09T20:22:45.497935] [DEBUG] [LOCAL     ] No optimal features file found for FTSM: ./output/feature-sets/FTSM.txt
[2025-12-09T20:22:45.497993] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:45.498035] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:45.498073] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:45.498139] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:45.558545] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:45.559416] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:45.559504] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:45.559539] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:45.664535] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:45.664705] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:45.664747] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:45.664775] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:45.668112] [DEBUG] [FORECASTER] FTSM: Forecast T+1@11:T+2@11: UP (p=94.98%)
[2025-12-09T20:22:45.668384] [INFO ] [FORECASTER] Completed predict_future for FTSM
[2025-12-09T20:22:45.668522] [INFO ] [sig       ] FTSM: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:22:45.813948] [INFO ] [LOCAL     ] Saved forecast: FTSM	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/FTSM.txt
[2025-12-09T20:22:45.814100] [INFO ] [sig       ] [1343/3614] Completed FTSM in 0.3s | 2.91 sym/s | Total: 7.7m | ETA: 13.0m
[2025-12-09T20:22:45.814140] [INFO ] [sig       ] [1344/3614] Forecasting FTXG...
[2025-12-09T20:22:45.814170] [INFO ] [sig       ] Generating forecast for: FTXG
[2025-12-09T20:22:45.814200] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTXG' from 'https://tdm.silogroup.org/data/derivative_storage/FTXG.csv'.
[2025-12-09T20:22:45.825341] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTXG'.
[2025-12-09T20:22:45.825746] [INFO ] [FORECASTER] Starting predict_future for FTXG
[2025-12-09T20:22:45.826520] [DEBUG] [LOCAL     ] No optimal features file found for FTXG: ./output/feature-sets/FTXG.txt
[2025-12-09T20:22:45.826596] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:45.826635] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:45.826662] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:45.826718] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:45.882510] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:45.883351] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:45.883428] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:45.883459] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:45.989121] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:45.989225] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:45.989261] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:45.989288] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:45.992554] [DEBUG] [FORECASTER] FTXG: Forecast T+1@11:T+2@11: UP (p=93.72%)
[2025-12-09T20:22:45.992838] [INFO ] [FORECASTER] Completed predict_future for FTXG
[2025-12-09T20:22:45.992961] [INFO ] [sig       ] FTXG: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:22:46.135170] [INFO ] [LOCAL     ] Saved forecast: FTXG	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/FTXG.txt
[2025-12-09T20:22:46.135285] [INFO ] [sig       ] [1344/3614] Completed FTXG in 0.3s | 2.91 sym/s | Total: 7.7m | ETA: 13.0m
[2025-12-09T20:22:46.135322] [INFO ] [sig       ] [1345/3614] Forecasting FTXL...
[2025-12-09T20:22:46.135351] [INFO ] [sig       ] Generating forecast for: FTXL
[2025-12-09T20:22:46.135378] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTXL' from 'https://tdm.silogroup.org/data/derivative_storage/FTXL.csv'.
[2025-12-09T20:22:46.146354] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTXL'.
[2025-12-09T20:22:46.146642] [INFO ] [FORECASTER] Starting predict_future for FTXL
[2025-12-09T20:22:46.147389] [DEBUG] [LOCAL     ] No optimal features file found for FTXL: ./output/feature-sets/FTXL.txt
[2025-12-09T20:22:46.147439] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:46.147471] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:46.147528] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:46.147598] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:46.204324] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:46.204984] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:46.205058] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:46.205089] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:46.321126] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:46.321262] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:46.321318] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:46.321348] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:46.324661] [DEBUG] [FORECASTER] FTXL: Forecast T+1@11:T+2@11: UP (p=85.59%)
[2025-12-09T20:22:46.324924] [INFO ] [FORECASTER] Completed predict_future for FTXL
[2025-12-09T20:22:46.325045] [INFO ] [sig       ] FTXL: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:22:46.465334] [INFO ] [LOCAL     ] Saved forecast: FTXL	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/FTXL.txt
[2025-12-09T20:22:46.465459] [INFO ] [sig       ] [1345/3614] Completed FTXL in 0.3s | 2.91 sym/s | Total: 7.7m | ETA: 13.0m
[2025-12-09T20:22:46.465496] [INFO ] [sig       ] [1346/3614] Forecasting FTXN...
[2025-12-09T20:22:46.465526] [INFO ] [sig       ] Generating forecast for: FTXN
[2025-12-09T20:22:46.465558] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTXN' from 'https://tdm.silogroup.org/data/derivative_storage/FTXN.csv'.
[2025-12-09T20:22:46.477767] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTXN'.
[2025-12-09T20:22:46.478029] [INFO ] [FORECASTER] Starting predict_future for FTXN
[2025-12-09T20:22:46.478818] [DEBUG] [LOCAL     ] No optimal features file found for FTXN: ./output/feature-sets/FTXN.txt
[2025-12-09T20:22:46.478867] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:46.478922] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:46.478949] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:46.479004] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:46.539819] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:46.540593] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:46.540676] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:46.540709] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:46.665061] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:46.665219] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:46.665260] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:46.665288] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:46.669069] [DEBUG] [FORECASTER] FTXN: Forecast T+1@11:T+2@11: UP (p=79.15%)
[2025-12-09T20:22:46.669339] [INFO ] [FORECASTER] Completed predict_future for FTXN
[2025-12-09T20:22:46.669459] [INFO ] [sig       ] FTXN: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:22:46.808440] [INFO ] [LOCAL     ] Saved forecast: FTXN	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/FTXN.txt
[2025-12-09T20:22:46.808565] [INFO ] [sig       ] [1346/3614] Completed FTXN in 0.3s | 2.91 sym/s | Total: 7.7m | ETA: 13.0m
[2025-12-09T20:22:46.808623] [INFO ] [sig       ] [1347/3614] Forecasting FTXO...
[2025-12-09T20:22:46.808652] [INFO ] [sig       ] Generating forecast for: FTXO
[2025-12-09T20:22:46.808681] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTXO' from 'https://tdm.silogroup.org/data/derivative_storage/FTXO.csv'.
[2025-12-09T20:22:46.820802] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTXO'.
[2025-12-09T20:22:46.821190] [INFO ] [FORECASTER] Starting predict_future for FTXO
[2025-12-09T20:22:46.821994] [DEBUG] [LOCAL     ] No optimal features file found for FTXO: ./output/feature-sets/FTXO.txt
[2025-12-09T20:22:46.822046] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:46.822077] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:46.822104] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:46.822159] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:46.879336] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:46.880242] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:46.880343] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:46.880376] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:46.998469] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:46.998643] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:46.998686] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:46.998713] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:47.002117] [DEBUG] [FORECASTER] FTXO: Forecast T+1@11:T+2@11: DOWN (p=27.18%)
[2025-12-09T20:22:47.002418] [INFO ] [FORECASTER] Completed predict_future for FTXO
[2025-12-09T20:22:47.002545] [INFO ] [sig       ] FTXO: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:22:47.142190] [INFO ] [LOCAL     ] Saved forecast: FTXO	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/FTXO.txt
[2025-12-09T20:22:47.142316] [INFO ] [sig       ] [1347/3614] Completed FTXO in 0.3s | 2.91 sym/s | Total: 7.7m | ETA: 13.0m
[2025-12-09T20:22:47.142354] [INFO ] [sig       ] [1348/3614] Forecasting FUBO...
[2025-12-09T20:22:47.142383] [INFO ] [sig       ] Generating forecast for: FUBO
[2025-12-09T20:22:47.142411] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FUBO' from 'https://tdm.silogroup.org/data/derivative_storage/FUBO.csv'.
[2025-12-09T20:22:47.153271] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FUBO'.
[2025-12-09T20:22:47.153557] [INFO ] [FORECASTER] Starting predict_future for FUBO
[2025-12-09T20:22:47.154362] [DEBUG] [LOCAL     ] No optimal features file found for FUBO: ./output/feature-sets/FUBO.txt
[2025-12-09T20:22:47.154415] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:47.154449] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:47.154476] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:47.154533] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:47.210722] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:47.211331] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:47.211407] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:47.211440] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:47.331401] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:47.331530] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:47.331583] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:47.331615] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:47.334823] [DEBUG] [FORECASTER] FUBO: Forecast T+1@11:T+2@11: UP (p=80.13%)
[2025-12-09T20:22:47.335079] [INFO ] [FORECASTER] Completed predict_future for FUBO
[2025-12-09T20:22:47.335200] [INFO ] [sig       ] FUBO: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:22:47.475201] [INFO ] [LOCAL     ] Saved forecast: FUBO	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/FUBO.txt
[2025-12-09T20:22:47.475318] [INFO ] [sig       ] [1348/3614] Completed FUBO in 0.3s | 2.91 sym/s | Total: 7.7m | ETA: 13.0m
[2025-12-09T20:22:47.475355] [INFO ] [sig       ] [1349/3614] Forecasting FUL...
[2025-12-09T20:22:47.475384] [INFO ] [sig       ] Generating forecast for: FUL
[2025-12-09T20:22:47.475414] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FUL' from 'https://tdm.silogroup.org/data/derivative_storage/FUL.csv'.
[2025-12-09T20:22:47.486875] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FUL'.
[2025-12-09T20:22:47.487144] [INFO ] [FORECASTER] Starting predict_future for FUL
[2025-12-09T20:22:47.487978] [DEBUG] [LOCAL     ] No optimal features file found for FUL: ./output/feature-sets/FUL.txt
[2025-12-09T20:22:47.488031] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:47.488074] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:47.488103] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:47.488160] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:47.544846] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:47.545433] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:47.545506] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:47.545540] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:47.669278] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:47.669417] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:47.669457] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:47.669518] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:47.674556] [DEBUG] [FORECASTER] FUL: Forecast T+1@11:T+2@11: UP (p=80.80%)
[2025-12-09T20:22:47.674869] [INFO ] [FORECASTER] Completed predict_future for FUL
[2025-12-09T20:22:47.674993] [INFO ] [sig       ] FUL: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:22:47.822700] [INFO ] [LOCAL     ] Saved forecast: FUL	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/FUL.txt
[2025-12-09T20:22:47.822826] [INFO ] [sig       ] [1349/3614] Completed FUL in 0.3s | 2.91 sym/s | Total: 7.7m | ETA: 13.0m
[2025-12-09T20:22:47.822864] [INFO ] [sig       ] [1350/3614] Forecasting FULC...
[2025-12-09T20:22:47.822892] [INFO ] [sig       ] Generating forecast for: FULC
[2025-12-09T20:22:47.822922] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FULC' from 'https://tdm.silogroup.org/data/derivative_storage/FULC.csv'.
[2025-12-09T20:22:47.834659] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FULC'.
[2025-12-09T20:22:47.834957] [INFO ] [FORECASTER] Starting predict_future for FULC
[2025-12-09T20:22:47.835826] [DEBUG] [LOCAL     ] No optimal features file found for FULC: ./output/feature-sets/FULC.txt
[2025-12-09T20:22:47.835879] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:47.835912] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:47.835940] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:47.835997] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:47.894467] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:47.895272] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:47.895346] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:47.895377] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:48.022295] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:48.022438] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:48.022482] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:48.022510] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:48.026122] [DEBUG] [FORECASTER] FULC: Forecast T+1@11:T+2@11: DOWN (p=4.47%)
[2025-12-09T20:22:48.026391] [INFO ] [FORECASTER] Completed predict_future for FULC
[2025-12-09T20:22:48.026508] [INFO ] [sig       ] FULC: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:22:48.168475] [INFO ] [LOCAL     ] Saved forecast: FULC	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/FULC.txt
[2025-12-09T20:22:48.168633] [INFO ] [sig       ] [1350/3614] Completed FULC in 0.3s | 2.91 sym/s | Total: 7.7m | ETA: 13.0m
[2025-12-09T20:22:48.168681] [INFO ] [sig       ] [1351/3614] Forecasting FUN...
[2025-12-09T20:22:48.168712] [INFO ] [sig       ] Generating forecast for: FUN
[2025-12-09T20:22:48.168741] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FUN' from 'https://tdm.silogroup.org/data/derivative_storage/FUN.csv'.
[2025-12-09T20:22:48.180771] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FUN'.
[2025-12-09T20:22:48.181066] [INFO ] [FORECASTER] Starting predict_future for FUN
[2025-12-09T20:22:48.181893] [DEBUG] [LOCAL     ] No optimal features file found for FUN: ./output/feature-sets/FUN.txt
[2025-12-09T20:22:48.181945] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:48.181977] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:48.182004] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:48.182060] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:48.239679] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:48.240481] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:48.240556] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:48.240611] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:48.359957] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:48.360090] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:48.360129] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:48.360158] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:48.363410] [DEBUG] [FORECASTER] FUN: Forecast T+1@11:T+2@11: UP (p=75.88%)
[2025-12-09T20:22:48.363725] [INFO ] [FORECASTER] Completed predict_future for FUN
[2025-12-09T20:22:48.363843] [INFO ] [sig       ] FUN: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:22:48.503548] [INFO ] [LOCAL     ] Saved forecast: FUN	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/FUN.txt
[2025-12-09T20:22:48.503698] [INFO ] [sig       ] [1351/3614] Completed FUN in 0.3s | 2.91 sym/s | Total: 7.7m | ETA: 13.0m
[2025-12-09T20:22:48.503752] [INFO ] [sig       ] [1352/3614] Forecasting FUNC...
[2025-12-09T20:22:48.503782] [INFO ] [sig       ] Generating forecast for: FUNC
[2025-12-09T20:22:48.503813] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FUNC' from 'https://tdm.silogroup.org/data/derivative_storage/FUNC.csv'.
[2025-12-09T20:22:48.515259] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FUNC'.
[2025-12-09T20:22:48.515569] [INFO ] [FORECASTER] Starting predict_future for FUNC
[2025-12-09T20:22:48.516387] [DEBUG] [LOCAL     ] No optimal features file found for FUNC: ./output/feature-sets/FUNC.txt
[2025-12-09T20:22:48.516441] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:48.516475] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:48.516504] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:48.516562] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:48.573629] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:48.574238] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:48.574315] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:48.574348] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:48.694458] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:48.694623] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:48.694666] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:48.694702] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:48.698217] [DEBUG] [FORECASTER] FUNC: Forecast T+1@11:T+2@11: DOWN (p=34.59%)
[2025-12-09T20:22:48.698484] [INFO ] [FORECASTER] Completed predict_future for FUNC
[2025-12-09T20:22:48.698642] [INFO ] [sig       ] FUNC: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:22:48.845020] [INFO ] [LOCAL     ] Saved forecast: FUNC	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/FUNC.txt
[2025-12-09T20:22:48.845156] [INFO ] [sig       ] [1352/3614] Completed FUNC in 0.3s | 2.91 sym/s | Total: 7.7m | ETA: 13.0m
[2025-12-09T20:22:48.845195] [INFO ] [sig       ] [1353/3614] Forecasting FUND...
[2025-12-09T20:22:48.845232] [INFO ] [sig       ] Generating forecast for: FUND
[2025-12-09T20:22:48.845261] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FUND' from 'https://tdm.silogroup.org/data/derivative_storage/FUND.csv'.
[2025-12-09T20:22:48.856943] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FUND'.
[2025-12-09T20:22:48.857284] [INFO ] [FORECASTER] Starting predict_future for FUND
[2025-12-09T20:22:48.858141] [DEBUG] [LOCAL     ] No optimal features file found for FUND: ./output/feature-sets/FUND.txt
[2025-12-09T20:22:48.858192] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:48.858223] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:48.858248] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:48.858302] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:48.917502] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:48.918115] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:48.918187] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:48.918218] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:49.030367] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:49.030509] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:49.030547] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:49.030591] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:49.033918] [DEBUG] [FORECASTER] FUND: Forecast T+1@11:T+2@11: DOWN (p=30.07%)
[2025-12-09T20:22:49.034215] [INFO ] [FORECASTER] Completed predict_future for FUND
[2025-12-09T20:22:49.034344] [INFO ] [sig       ] FUND: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:22:49.176262] [INFO ] [LOCAL     ] Saved forecast: FUND	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/FUND.txt
[2025-12-09T20:22:49.176423] [INFO ] [sig       ] [1353/3614] Completed FUND in 0.3s | 2.91 sym/s | Total: 7.7m | ETA: 12.9m
[2025-12-09T20:22:49.176465] [INFO ] [sig       ] [1354/3614] Forecasting FVCB...
[2025-12-09T20:22:49.176496] [INFO ] [sig       ] Generating forecast for: FVCB
[2025-12-09T20:22:49.176525] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FVCB' from 'https://tdm.silogroup.org/data/derivative_storage/FVCB.csv'.
[2025-12-09T20:22:49.188109] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FVCB'.
[2025-12-09T20:22:49.188492] [INFO ] [FORECASTER] Starting predict_future for FVCB
[2025-12-09T20:22:49.189300] [DEBUG] [LOCAL     ] No optimal features file found for FVCB: ./output/feature-sets/FVCB.txt
[2025-12-09T20:22:49.189352] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:49.189383] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:49.189410] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:49.189465] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:49.245752] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:49.246569] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:49.246664] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:49.246696] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:49.353933] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:49.354059] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:49.354098] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:49.354126] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:49.357379] [DEBUG] [FORECASTER] FVCB: Forecast T+1@11:T+2@11: UP (p=52.83%)
[2025-12-09T20:22:49.357688] [INFO ] [FORECASTER] Completed predict_future for FVCB
[2025-12-09T20:22:49.357804] [INFO ] [sig       ] FVCB: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:22:49.497855] [INFO ] [LOCAL     ] Saved forecast: FVCB	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/FVCB.txt
[2025-12-09T20:22:49.497980] [INFO ] [sig       ] [1354/3614] Completed FVCB in 0.3s | 2.91 sym/s | Total: 7.8m | ETA: 12.9m
[2025-12-09T20:22:49.498018] [INFO ] [sig       ] [1355/3614] Forecasting FWONA...
[2025-12-09T20:22:49.498047] [INFO ] [sig       ] Generating forecast for: FWONA
[2025-12-09T20:22:49.498075] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FWONA' from 'https://tdm.silogroup.org/data/derivative_storage/FWONA.csv'.
[2025-12-09T20:22:49.509048] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FWONA'.
[2025-12-09T20:22:49.509305] [INFO ] [FORECASTER] Starting predict_future for FWONA
[2025-12-09T20:22:49.510068] [DEBUG] [LOCAL     ] No optimal features file found for FWONA: ./output/feature-sets/FWONA.txt
[2025-12-09T20:22:49.510118] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:49.510149] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:49.510175] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:49.510229] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:49.570568] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:49.571381] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:49.571456] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:49.571488] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:49.689114] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:49.689252] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:49.689291] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:49.689319] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:49.692685] [DEBUG] [FORECASTER] FWONA: Forecast T+1@11:T+2@11: DOWN (p=24.86%)
[2025-12-09T20:22:49.692960] [INFO ] [FORECASTER] Completed predict_future for FWONA
[2025-12-09T20:22:49.693077] [INFO ] [sig       ] FWONA: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:22:49.834713] [INFO ] [LOCAL     ] Saved forecast: FWONA	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/FWONA.txt
[2025-12-09T20:22:49.834854] [INFO ] [sig       ] [1355/3614] Completed FWONA in 0.3s | 2.91 sym/s | Total: 7.8m | ETA: 12.9m
[2025-12-09T20:22:49.834893] [INFO ] [sig       ] [1356/3614] Forecasting FWONK...
[2025-12-09T20:22:49.834923] [INFO ] [sig       ] Generating forecast for: FWONK
[2025-12-09T20:22:49.834952] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FWONK' from 'https://tdm.silogroup.org/data/derivative_storage/FWONK.csv'.
[2025-12-09T20:22:49.845760] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FWONK'.
[2025-12-09T20:22:49.846026] [INFO ] [FORECASTER] Starting predict_future for FWONK
[2025-12-09T20:22:49.846786] [DEBUG] [LOCAL     ] No optimal features file found for FWONK: ./output/feature-sets/FWONK.txt
[2025-12-09T20:22:49.846836] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:49.846867] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:49.846894] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:49.846949] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:49.904091] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:49.904734] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:49.904832] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:49.904864] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:50.016827] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:50.016974] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:50.017015] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:50.017060] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:50.020768] [DEBUG] [FORECASTER] FWONK: Forecast T+1@11:T+2@11: UP (p=63.58%)
[2025-12-09T20:22:50.021033] [INFO ] [FORECASTER] Completed predict_future for FWONK
[2025-12-09T20:22:50.021150] [INFO ] [sig       ] FWONK: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:22:50.161131] [INFO ] [LOCAL     ] Saved forecast: FWONK	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/FWONK.txt
[2025-12-09T20:22:50.161261] [INFO ] [sig       ] [1356/3614] Completed FWONK in 0.3s | 2.91 sym/s | Total: 7.8m | ETA: 12.9m
[2025-12-09T20:22:50.161300] [INFO ] [sig       ] [1357/3614] Forecasting FWRD...
[2025-12-09T20:22:50.161330] [INFO ] [sig       ] Generating forecast for: FWRD
[2025-12-09T20:22:50.161357] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FWRD' from 'https://tdm.silogroup.org/data/derivative_storage/FWRD.csv'.
[2025-12-09T20:22:50.172401] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FWRD'.
[2025-12-09T20:22:50.172738] [INFO ] [FORECASTER] Starting predict_future for FWRD
[2025-12-09T20:22:50.173495] [DEBUG] [LOCAL     ] No optimal features file found for FWRD: ./output/feature-sets/FWRD.txt
[2025-12-09T20:22:50.173546] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:50.173602] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:50.173633] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:50.173690] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:50.230520] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:50.231120] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:50.231193] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:50.231224] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:50.355159] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:50.355390] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:50.355431] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:50.355459] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:50.358862] [DEBUG] [FORECASTER] FWRD: Forecast T+1@11:T+2@11: UP (p=99.86%)
[2025-12-09T20:22:50.359132] [INFO ] [FORECASTER] Completed predict_future for FWRD
[2025-12-09T20:22:50.359256] [INFO ] [sig       ] FWRD: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:22:50.497940] [INFO ] [LOCAL     ] Saved forecast: FWRD	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/FWRD.txt
[2025-12-09T20:22:50.498061] [INFO ] [sig       ] [1357/3614] Completed FWRD in 0.3s | 2.91 sym/s | Total: 7.8m | ETA: 12.9m
[2025-12-09T20:22:50.498098] [INFO ] [sig       ] [1358/3614] Forecasting FWRG...
[2025-12-09T20:22:50.498127] [INFO ] [sig       ] Generating forecast for: FWRG
[2025-12-09T20:22:50.498155] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FWRG' from 'https://tdm.silogroup.org/data/derivative_storage/FWRG.csv'.
[2025-12-09T20:22:50.509276] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FWRG'.
[2025-12-09T20:22:50.509556] [INFO ] [FORECASTER] Starting predict_future for FWRG
[2025-12-09T20:22:50.510319] [DEBUG] [LOCAL     ] No optimal features file found for FWRG: ./output/feature-sets/FWRG.txt
[2025-12-09T20:22:50.510368] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:50.510398] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:50.510424] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:50.510478] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:50.565791] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:50.566391] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:50.566478] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:50.566510] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:50.686740] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:50.686877] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:50.686915] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:50.686943] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:50.690260] [DEBUG] [FORECASTER] FWRG: Forecast T+1@11:T+2@11: DOWN (p=16.86%)
[2025-12-09T20:22:50.690523] [INFO ] [FORECASTER] Completed predict_future for FWRG
[2025-12-09T20:22:50.690671] [INFO ] [sig       ] FWRG: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:22:50.830605] [INFO ] [LOCAL     ] Saved forecast: FWRG	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/FWRG.txt
[2025-12-09T20:22:50.830722] [INFO ] [sig       ] [1358/3614] Completed FWRG in 0.3s | 2.91 sym/s | Total: 7.8m | ETA: 12.9m
[2025-12-09T20:22:50.830760] [INFO ] [sig       ] [1359/3614] Forecasting FYC...
[2025-12-09T20:22:50.830790] [INFO ] [sig       ] Generating forecast for: FYC
[2025-12-09T20:22:50.830818] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FYC' from 'https://tdm.silogroup.org/data/derivative_storage/FYC.csv'.
[2025-12-09T20:22:50.843192] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FYC'.
[2025-12-09T20:22:50.843461] [INFO ] [FORECASTER] Starting predict_future for FYC
[2025-12-09T20:22:50.844218] [DEBUG] [LOCAL     ] No optimal features file found for FYC: ./output/feature-sets/FYC.txt
[2025-12-09T20:22:50.844268] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:50.844299] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:50.844325] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:50.844380] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:50.901801] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:50.902414] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:50.902486] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:50.902517] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:51.023863] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:51.024003] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:51.024042] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:51.024071] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:51.027343] [DEBUG] [FORECASTER] FYC: Forecast T+1@11:T+2@11: DOWN (p=13.94%)
[2025-12-09T20:22:51.027653] [INFO ] [FORECASTER] Completed predict_future for FYC
[2025-12-09T20:22:51.027770] [INFO ] [sig       ] FYC: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:22:51.171995] [INFO ] [LOCAL     ] Saved forecast: FYC	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/FYC.txt
[2025-12-09T20:22:51.172161] [INFO ] [sig       ] [1359/3614] Completed FYC in 0.3s | 2.91 sym/s | Total: 7.8m | ETA: 12.9m
[2025-12-09T20:22:51.172200] [INFO ] [sig       ] [1360/3614] Forecasting FYX...
[2025-12-09T20:22:51.172229] [INFO ] [sig       ] Generating forecast for: FYX
[2025-12-09T20:22:51.172259] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FYX' from 'https://tdm.silogroup.org/data/derivative_storage/FYX.csv'.
[2025-12-09T20:22:51.183253] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FYX'.
[2025-12-09T20:22:51.183508] [INFO ] [FORECASTER] Starting predict_future for FYX
[2025-12-09T20:22:51.184283] [DEBUG] [LOCAL     ] No optimal features file found for FYX: ./output/feature-sets/FYX.txt
[2025-12-09T20:22:51.184334] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:51.184365] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:51.184401] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:51.184457] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:51.240732] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:51.241349] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:51.241423] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:51.241454] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:51.359773] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:51.359908] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:51.359947] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:51.359975] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:51.363210] [DEBUG] [FORECASTER] FYX: Forecast T+1@11:T+2@11: DOWN (p=11.46%)
[2025-12-09T20:22:51.363471] [INFO ] [FORECASTER] Completed predict_future for FYX
[2025-12-09T20:22:51.363607] [INFO ] [sig       ] FYX: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:22:51.506631] [INFO ] [LOCAL     ] Saved forecast: FYX	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/FYX.txt
[2025-12-09T20:22:51.506775] [INFO ] [sig       ] [1360/3614] Completed FYX in 0.3s | 2.91 sym/s | Total: 7.8m | ETA: 12.9m
[2025-12-09T20:22:51.506814] [INFO ] [sig       ] [1361/3614] Forecasting G...
[2025-12-09T20:22:51.506851] [INFO ] [sig       ] Generating forecast for: G
[2025-12-09T20:22:51.506909] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'G' from 'https://tdm.silogroup.org/data/derivative_storage/G.csv'.
[2025-12-09T20:22:51.518349] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'G'.
[2025-12-09T20:22:51.518638] [INFO ] [FORECASTER] Starting predict_future for G
[2025-12-09T20:22:51.519433] [DEBUG] [LOCAL     ] No optimal features file found for G: ./output/feature-sets/G.txt
[2025-12-09T20:22:51.519488] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:51.519521] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:51.519549] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:51.519671] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:51.577148] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:51.577793] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:51.577868] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:51.577908] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:51.701298] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:51.701440] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:51.701481] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:51.701511] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:51.704916] [DEBUG] [FORECASTER] G: Forecast T+1@11:T+2@11: DOWN (p=10.73%)
[2025-12-09T20:22:51.705185] [INFO ] [FORECASTER] Completed predict_future for G
[2025-12-09T20:22:51.705305] [INFO ] [sig       ] G: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:22:51.848016] [INFO ] [LOCAL     ] Saved forecast: G	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/G.txt
[2025-12-09T20:22:51.848135] [INFO ] [sig       ] [1361/3614] Completed G in 0.3s | 2.91 sym/s | Total: 7.8m | ETA: 12.9m
[2025-12-09T20:22:51.848176] [INFO ] [sig       ] [1362/3614] Forecasting GAB...
[2025-12-09T20:22:51.848205] [INFO ] [sig       ] Generating forecast for: GAB
[2025-12-09T20:22:51.848233] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAB' from 'https://tdm.silogroup.org/data/derivative_storage/GAB.csv'.
[2025-12-09T20:22:51.859454] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GAB'.
[2025-12-09T20:22:51.859755] [INFO ] [FORECASTER] Starting predict_future for GAB
[2025-12-09T20:22:51.860507] [DEBUG] [LOCAL     ] No optimal features file found for GAB: ./output/feature-sets/GAB.txt
[2025-12-09T20:22:51.860556] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:51.860608] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:51.860640] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:51.860696] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:51.916975] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:51.917557] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:51.917646] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:51.917678] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:52.041053] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:52.041215] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:52.041257] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:52.041287] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:52.044696] [DEBUG] [FORECASTER] GAB: Forecast T+1@11:T+2@11: UP (p=54.41%)
[2025-12-09T20:22:52.044968] [INFO ] [FORECASTER] Completed predict_future for GAB
[2025-12-09T20:22:52.045087] [INFO ] [sig       ] GAB: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:22:52.182939] [INFO ] [LOCAL     ] Saved forecast: GAB	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/GAB.txt
[2025-12-09T20:22:52.183053] [INFO ] [sig       ] [1362/3614] Completed GAB in 0.3s | 2.91 sym/s | Total: 7.8m | ETA: 12.9m
[2025-12-09T20:22:52.183091] [INFO ] [sig       ] [1363/3614] Forecasting GABC...
[2025-12-09T20:22:52.183120] [INFO ] [sig       ] Generating forecast for: GABC
[2025-12-09T20:22:52.183148] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GABC' from 'https://tdm.silogroup.org/data/derivative_storage/GABC.csv'.
[2025-12-09T20:22:52.194317] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GABC'.
[2025-12-09T20:22:52.194566] [INFO ] [FORECASTER] Starting predict_future for GABC
[2025-12-09T20:22:52.195325] [DEBUG] [LOCAL     ] No optimal features file found for GABC: ./output/feature-sets/GABC.txt
[2025-12-09T20:22:52.195374] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:52.195429] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:52.195457] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:52.195517] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:52.251979] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:52.252624] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:52.252699] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:52.252730] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:52.366269] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:52.366387] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:52.366425] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:52.366453] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:52.369715] [DEBUG] [FORECASTER] GABC: Forecast T+1@11:T+2@11: DOWN (p=38.09%)
[2025-12-09T20:22:52.369977] [INFO ] [FORECASTER] Completed predict_future for GABC
[2025-12-09T20:22:52.370093] [INFO ] [sig       ] GABC: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:22:52.509314] [INFO ] [LOCAL     ] Saved forecast: GABC	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/GABC.txt
[2025-12-09T20:22:52.509430] [INFO ] [sig       ] [1363/3614] Completed GABC in 0.3s | 2.91 sym/s | Total: 7.8m | ETA: 12.9m
[2025-12-09T20:22:52.509468] [INFO ] [sig       ] [1364/3614] Forecasting GAIA...
[2025-12-09T20:22:52.509496] [INFO ] [sig       ] Generating forecast for: GAIA
[2025-12-09T20:22:52.509531] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAIA' from 'https://tdm.silogroup.org/data/derivative_storage/GAIA.csv'.
[2025-12-09T20:22:52.519847] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GAIA'.
[2025-12-09T20:22:52.520124] [INFO ] [FORECASTER] Starting predict_future for GAIA
[2025-12-09T20:22:52.520885] [DEBUG] [LOCAL     ] No optimal features file found for GAIA: ./output/feature-sets/GAIA.txt
[2025-12-09T20:22:52.520935] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:52.520966] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:52.520992] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:52.521047] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:52.577770] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:52.578365] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:52.578439] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:52.578470] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:52.696957] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:52.697110] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:52.697154] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:52.697181] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:52.700698] [DEBUG] [FORECASTER] GAIA: Forecast T+1@11:T+2@11: UP (p=85.28%)
[2025-12-09T20:22:52.700976] [INFO ] [FORECASTER] Completed predict_future for GAIA
[2025-12-09T20:22:52.701097] [INFO ] [sig       ] GAIA: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:22:52.840234] [INFO ] [LOCAL     ] Saved forecast: GAIA	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/GAIA.txt
[2025-12-09T20:22:52.840363] [INFO ] [sig       ] [1364/3614] Completed GAIA in 0.3s | 2.91 sym/s | Total: 7.8m | ETA: 12.9m
[2025-12-09T20:22:52.840402] [INFO ] [sig       ] [1365/3614] Forecasting GAIN...
[2025-12-09T20:22:52.840430] [INFO ] [sig       ] Generating forecast for: GAIN
[2025-12-09T20:22:52.840460] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAIN' from 'https://tdm.silogroup.org/data/derivative_storage/GAIN.csv'.
[2025-12-09T20:22:52.852634] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GAIN'.
[2025-12-09T20:22:52.852958] [INFO ] [FORECASTER] Starting predict_future for GAIN
[2025-12-09T20:22:52.853764] [DEBUG] [LOCAL     ] No optimal features file found for GAIN: ./output/feature-sets/GAIN.txt
[2025-12-09T20:22:52.853816] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:52.853847] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:52.853873] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:52.853935] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:52.909624] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:52.910270] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:52.910346] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:52.910377] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:53.026638] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:53.026775] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:53.026815] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:53.026841] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:53.030113] [DEBUG] [FORECASTER] GAIN: Forecast T+1@11:T+2@11: UP (p=59.03%)
[2025-12-09T20:22:53.030377] [INFO ] [FORECASTER] Completed predict_future for GAIN
[2025-12-09T20:22:53.030494] [INFO ] [sig       ] GAIN: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:22:53.167772] [INFO ] [LOCAL     ] Saved forecast: GAIN	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/GAIN.txt
[2025-12-09T20:22:53.167903] [INFO ] [sig       ] [1365/3614] Completed GAIN in 0.3s | 2.91 sym/s | Total: 7.8m | ETA: 12.9m
[2025-12-09T20:22:53.167942] [INFO ] [sig       ] [1366/3614] Forecasting GAM...
[2025-12-09T20:22:53.167970] [INFO ] [sig       ] Generating forecast for: GAM
[2025-12-09T20:22:53.168000] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAM' from 'https://tdm.silogroup.org/data/derivative_storage/GAM.csv'.
[2025-12-09T20:22:53.178275] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GAM'.
[2025-12-09T20:22:53.178550] [INFO ] [FORECASTER] Starting predict_future for GAM
[2025-12-09T20:22:53.179324] [DEBUG] [LOCAL     ] No optimal features file found for GAM: ./output/feature-sets/GAM.txt
[2025-12-09T20:22:53.179374] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:53.179405] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:53.179431] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:53.179485] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:53.235486] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:53.236108] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:53.236181] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:53.236212] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:53.349441] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:53.349598] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:53.349640] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:53.349697] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:53.352969] [DEBUG] [FORECASTER] GAM: Forecast T+1@11:T+2@11: DOWN (p=9.97%)
[2025-12-09T20:22:53.353229] [INFO ] [FORECASTER] Completed predict_future for GAM
[2025-12-09T20:22:53.353346] [INFO ] [sig       ] GAM: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:22:53.490704] [INFO ] [LOCAL     ] Saved forecast: GAM	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/GAM.txt
[2025-12-09T20:22:53.490845] [INFO ] [sig       ] [1366/3614] Completed GAM in 0.3s | 2.91 sym/s | Total: 7.8m | ETA: 12.9m
[2025-12-09T20:22:53.490884] [INFO ] [sig       ] [1367/3614] Forecasting GAMB...
[2025-12-09T20:22:53.490912] [INFO ] [sig       ] Generating forecast for: GAMB
[2025-12-09T20:22:53.491126] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAMB' from 'https://tdm.silogroup.org/data/derivative_storage/GAMB.csv'.
[2025-12-09T20:22:53.502901] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GAMB'.
[2025-12-09T20:22:53.503182] [INFO ] [FORECASTER] Starting predict_future for GAMB
[2025-12-09T20:22:53.503943] [DEBUG] [LOCAL     ] No optimal features file found for GAMB: ./output/feature-sets/GAMB.txt
[2025-12-09T20:22:53.503992] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:53.504022] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:53.504047] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:53.504101] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:53.559685] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:53.560263] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:53.560336] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:53.560367] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:53.684599] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:53.684762] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:53.684809] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:53.684838] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:53.688283] [DEBUG] [FORECASTER] GAMB: Forecast T+1@11:T+2@11: UP (p=67.82%)
[2025-12-09T20:22:53.688554] [INFO ] [FORECASTER] Completed predict_future for GAMB
[2025-12-09T20:22:53.688697] [INFO ] [sig       ] GAMB: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:22:53.826612] [INFO ] [LOCAL     ] Saved forecast: GAMB	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/GAMB.txt
[2025-12-09T20:22:53.826728] [INFO ] [sig       ] [1367/3614] Completed GAMB in 0.3s | 2.91 sym/s | Total: 7.8m | ETA: 12.9m
[2025-12-09T20:22:53.826765] [INFO ] [sig       ] [1368/3614] Forecasting GANX...
[2025-12-09T20:22:53.826793] [INFO ] [sig       ] Generating forecast for: GANX
[2025-12-09T20:22:53.826822] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GANX' from 'https://tdm.silogroup.org/data/derivative_storage/GANX.csv'.
[2025-12-09T20:22:53.838103] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GANX'.
[2025-12-09T20:22:53.838367] [INFO ] [FORECASTER] Starting predict_future for GANX
[2025-12-09T20:22:53.839148] [DEBUG] [LOCAL     ] No optimal features file found for GANX: ./output/feature-sets/GANX.txt
[2025-12-09T20:22:53.839197] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:53.839228] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:53.839253] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:53.839308] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:53.894780] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:53.895379] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:53.895453] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:53.895484] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:54.013772] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:54.013904] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:54.013949] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:54.013978] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:54.017222] [DEBUG] [FORECASTER] GANX: Forecast T+1@11:T+2@11: UP (p=97.77%)
[2025-12-09T20:22:54.017494] [INFO ] [FORECASTER] Completed predict_future for GANX
[2025-12-09T20:22:54.017630] [INFO ] [sig       ] GANX: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:22:54.155108] [INFO ] [LOCAL     ] Saved forecast: GANX	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/GANX.txt
[2025-12-09T20:22:54.155217] [INFO ] [sig       ] [1368/3614] Completed GANX in 0.3s | 2.91 sym/s | Total: 7.8m | ETA: 12.9m
[2025-12-09T20:22:54.155255] [INFO ] [sig       ] [1369/3614] Forecasting GASS...
[2025-12-09T20:22:54.155283] [INFO ] [sig       ] Generating forecast for: GASS
[2025-12-09T20:22:54.155313] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GASS' from 'https://tdm.silogroup.org/data/derivative_storage/GASS.csv'.
[2025-12-09T20:22:54.167226] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GASS'.
[2025-12-09T20:22:54.167506] [INFO ] [FORECASTER] Starting predict_future for GASS
[2025-12-09T20:22:54.168278] [DEBUG] [LOCAL     ] No optimal features file found for GASS: ./output/feature-sets/GASS.txt
[2025-12-09T20:22:54.168327] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:54.168357] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:54.168383] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:54.168437] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:54.224936] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:54.225745] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:54.225818] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:54.225849] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:54.344495] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:54.344657] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:54.344701] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:54.344729] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:54.347993] [DEBUG] [FORECASTER] GASS: Forecast T+1@11:T+2@11: UP (p=56.91%)
[2025-12-09T20:22:54.348252] [INFO ] [FORECASTER] Completed predict_future for GASS
[2025-12-09T20:22:54.348370] [INFO ] [sig       ] GASS: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:22:54.491272] [INFO ] [LOCAL     ] Saved forecast: GASS	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/GASS.txt
[2025-12-09T20:22:54.491407] [INFO ] [sig       ] [1369/3614] Completed GASS in 0.3s | 2.91 sym/s | Total: 7.8m | ETA: 12.9m
[2025-12-09T20:22:54.491446] [INFO ] [sig       ] [1370/3614] Forecasting GATX...
[2025-12-09T20:22:54.491475] [INFO ] [sig       ] Generating forecast for: GATX
[2025-12-09T20:22:54.491504] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GATX' from 'https://tdm.silogroup.org/data/derivative_storage/GATX.csv'.
[2025-12-09T20:22:54.503124] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GATX'.
[2025-12-09T20:22:54.503382] [INFO ] [FORECASTER] Starting predict_future for GATX
[2025-12-09T20:22:54.504134] [DEBUG] [LOCAL     ] No optimal features file found for GATX: ./output/feature-sets/GATX.txt
[2025-12-09T20:22:54.504184] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:54.504214] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:54.504240] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:54.504295] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:54.573844] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:54.574717] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:54.574798] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:54.574830] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:54.695386] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:54.695535] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:54.695592] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:54.695623] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:54.698990] [DEBUG] [FORECASTER] GATX: Forecast T+1@11:T+2@11: UP (p=95.49%)
[2025-12-09T20:22:54.699272] [INFO ] [FORECASTER] Completed predict_future for GATX
[2025-12-09T20:22:54.699398] [INFO ] [sig       ] GATX: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:22:54.838270] [INFO ] [LOCAL     ] Saved forecast: GATX	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/GATX.txt
[2025-12-09T20:22:54.838420] [INFO ] [sig       ] [1370/3614] Completed GATX in 0.3s | 2.91 sym/s | Total: 7.8m | ETA: 12.8m
[2025-12-09T20:22:54.838459] [INFO ] [sig       ] [1371/3614] Forecasting GAUZ...
[2025-12-09T20:22:54.838489] [INFO ] [sig       ] Generating forecast for: GAUZ
[2025-12-09T20:22:54.838518] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAUZ' from 'https://tdm.silogroup.org/data/derivative_storage/GAUZ.csv'.
[2025-12-09T20:22:54.849139] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GAUZ'.
[2025-12-09T20:22:54.849509] [INFO ] [FORECASTER] Starting predict_future for GAUZ
[2025-12-09T20:22:54.850351] [DEBUG] [LOCAL     ] No optimal features file found for GAUZ: ./output/feature-sets/GAUZ.txt
[2025-12-09T20:22:54.850403] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:54.850436] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:54.850465] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:54.850521] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:54.911152] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:54.911989] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:54.912070] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:54.912103] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:55.034429] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:55.034560] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:55.034616] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:55.034645] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:55.037882] [DEBUG] [FORECASTER] GAUZ: Forecast T+1@11:T+2@11: DOWN (p=34.68%)
[2025-12-09T20:22:55.038147] [INFO ] [FORECASTER] Completed predict_future for GAUZ
[2025-12-09T20:22:55.038265] [INFO ] [sig       ] GAUZ: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:22:55.176243] [INFO ] [LOCAL     ] Saved forecast: GAUZ	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/GAUZ.txt
[2025-12-09T20:22:55.176354] [INFO ] [sig       ] [1371/3614] Completed GAUZ in 0.3s | 2.91 sym/s | Total: 7.8m | ETA: 12.8m
[2025-12-09T20:22:55.176391] [INFO ] [sig       ] [1372/3614] Forecasting GBAB...
[2025-12-09T20:22:55.176419] [INFO ] [sig       ] Generating forecast for: GBAB
[2025-12-09T20:22:55.176447] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBAB' from 'https://tdm.silogroup.org/data/derivative_storage/GBAB.csv'.
[2025-12-09T20:22:55.188084] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GBAB'.
[2025-12-09T20:22:55.188374] [INFO ] [FORECASTER] Starting predict_future for GBAB
[2025-12-09T20:22:55.189207] [DEBUG] [LOCAL     ] No optimal features file found for GBAB: ./output/feature-sets/GBAB.txt
[2025-12-09T20:22:55.189259] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:55.189293] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:55.189321] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:55.189376] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:55.248889] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:55.249500] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:55.249594] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:55.249630] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:55.374524] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:55.374674] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:55.374714] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:55.374742] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:55.378135] [DEBUG] [FORECASTER] GBAB: Forecast T+1@11:T+2@11: UP (p=60.89%)
[2025-12-09T20:22:55.378404] [INFO ] [FORECASTER] Completed predict_future for GBAB
[2025-12-09T20:22:55.378520] [INFO ] [sig       ] GBAB: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:22:55.517029] [INFO ] [LOCAL     ] Saved forecast: GBAB	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/GBAB.txt
[2025-12-09T20:22:55.517146] [INFO ] [sig       ] [1372/3614] Completed GBAB in 0.3s | 2.91 sym/s | Total: 7.9m | ETA: 12.8m
[2025-12-09T20:22:55.517184] [INFO ] [sig       ] [1373/3614] Forecasting GBCI...
[2025-12-09T20:22:55.517212] [INFO ] [sig       ] Generating forecast for: GBCI
[2025-12-09T20:22:55.517241] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBCI' from 'https://tdm.silogroup.org/data/derivative_storage/GBCI.csv'.
[2025-12-09T20:22:55.528531] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GBCI'.
[2025-12-09T20:22:55.528842] [INFO ] [FORECASTER] Starting predict_future for GBCI
[2025-12-09T20:22:55.529638] [DEBUG] [LOCAL     ] No optimal features file found for GBCI: ./output/feature-sets/GBCI.txt
[2025-12-09T20:22:55.529700] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:55.529739] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:55.529769] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:55.529826] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:55.588785] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:55.589400] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:55.589500] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:55.589533] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:55.706338] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:55.706470] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:55.706508] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:55.706536] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:55.709902] [DEBUG] [FORECASTER] GBCI: Forecast T+1@11:T+2@11: UP (p=73.17%)
[2025-12-09T20:22:55.710181] [INFO ] [FORECASTER] Completed predict_future for GBCI
[2025-12-09T20:22:55.710302] [INFO ] [sig       ] GBCI: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:22:55.849799] [INFO ] [LOCAL     ] Saved forecast: GBCI	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/GBCI.txt
[2025-12-09T20:22:55.850081] [INFO ] [sig       ] [1373/3614] Completed GBCI in 0.3s | 2.91 sym/s | Total: 7.9m | ETA: 12.8m
[2025-12-09T20:22:55.850119] [INFO ] [sig       ] [1374/3614] Forecasting GBDC...
[2025-12-09T20:22:55.850148] [INFO ] [sig       ] Generating forecast for: GBDC
[2025-12-09T20:22:55.850176] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBDC' from 'https://tdm.silogroup.org/data/derivative_storage/GBDC.csv'.
[2025-12-09T20:22:55.862696] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GBDC'.
[2025-12-09T20:22:55.862982] [INFO ] [FORECASTER] Starting predict_future for GBDC
[2025-12-09T20:22:55.863749] [DEBUG] [LOCAL     ] No optimal features file found for GBDC: ./output/feature-sets/GBDC.txt
[2025-12-09T20:22:55.863801] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:55.863832] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:55.863858] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:55.863913] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:55.921060] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:55.921897] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:55.921978] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:55.922010] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:56.039757] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:56.039911] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:56.039951] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:56.039979] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:56.043378] [DEBUG] [FORECASTER] GBDC: Forecast T+1@11:T+2@11: UP (p=58.54%)
[2025-12-09T20:22:56.043705] [INFO ] [FORECASTER] Completed predict_future for GBDC
[2025-12-09T20:22:56.043842] [INFO ] [sig       ] GBDC: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:22:56.185924] [INFO ] [LOCAL     ] Saved forecast: GBDC	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/GBDC.txt
[2025-12-09T20:22:56.186075] [INFO ] [sig       ] [1374/3614] Completed GBDC in 0.3s | 2.91 sym/s | Total: 7.9m | ETA: 12.8m
[2025-12-09T20:22:56.186114] [INFO ] [sig       ] [1375/3614] Forecasting GBIO...
[2025-12-09T20:22:56.186143] [INFO ] [sig       ] Generating forecast for: GBIO
[2025-12-09T20:22:56.186172] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBIO' from 'https://tdm.silogroup.org/data/derivative_storage/GBIO.csv'.
[2025-12-09T20:22:56.203941] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GBIO'.
[2025-12-09T20:22:56.204366] [INFO ] [FORECASTER] Starting predict_future for GBIO
[2025-12-09T20:22:56.205410] [DEBUG] [LOCAL     ] No optimal features file found for GBIO: ./output/feature-sets/GBIO.txt
[2025-12-09T20:22:56.205472] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:56.205513] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:56.205548] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:56.205645] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:56.268468] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:56.269348] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:56.269440] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:56.269474] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:56.381783] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:56.381934] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:56.381975] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:56.382004] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:56.385376] [DEBUG] [FORECASTER] GBIO: Forecast T+1@11:T+2@11: DOWN (p=20.20%)
[2025-12-09T20:22:56.385666] [INFO ] [FORECASTER] Completed predict_future for GBIO
[2025-12-09T20:22:56.385790] [INFO ] [sig       ] GBIO: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:22:56.527331] [INFO ] [LOCAL     ] Saved forecast: GBIO	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/GBIO.txt
[2025-12-09T20:22:56.527502] [INFO ] [sig       ] [1375/3614] Completed GBIO in 0.3s | 2.91 sym/s | Total: 7.9m | ETA: 12.8m
[2025-12-09T20:22:56.527543] [INFO ] [sig       ] [1376/3614] Forecasting GBTG...
[2025-12-09T20:22:56.527589] [INFO ] [sig       ] Generating forecast for: GBTG
[2025-12-09T20:22:56.527622] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBTG' from 'https://tdm.silogroup.org/data/derivative_storage/GBTG.csv'.
[2025-12-09T20:22:56.538754] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GBTG'.
[2025-12-09T20:22:56.539093] [INFO ] [FORECASTER] Starting predict_future for GBTG
[2025-12-09T20:22:56.539889] [DEBUG] [LOCAL     ] No optimal features file found for GBTG: ./output/feature-sets/GBTG.txt
[2025-12-09T20:22:56.539939] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:56.539970] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:56.539995] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:56.540050] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:56.596161] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:56.597027] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:56.597107] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:56.597140] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:56.716610] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:56.716762] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:56.716801] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:56.716831] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:56.720293] [DEBUG] [FORECASTER] GBTG: Forecast T+1@11:T+2@11: DOWN (p=41.14%)
[2025-12-09T20:22:56.720596] [INFO ] [FORECASTER] Completed predict_future for GBTG
[2025-12-09T20:22:56.720727] [INFO ] [sig       ] GBTG: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:22:56.869319] [INFO ] [LOCAL     ] Saved forecast: GBTG	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/GBTG.txt
[2025-12-09T20:22:56.869517] [INFO ] [sig       ] [1376/3614] Completed GBTG in 0.3s | 2.91 sym/s | Total: 7.9m | ETA: 12.8m
[2025-12-09T20:22:56.869627] [INFO ] [sig       ] [1377/3614] Forecasting GBX...
[2025-12-09T20:22:56.869675] [INFO ] [sig       ] Generating forecast for: GBX
[2025-12-09T20:22:56.869717] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBX' from 'https://tdm.silogroup.org/data/derivative_storage/GBX.csv'.
[2025-12-09T20:22:56.881778] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GBX'.
[2025-12-09T20:22:56.882159] [INFO ] [FORECASTER] Starting predict_future for GBX
[2025-12-09T20:22:56.883037] [DEBUG] [LOCAL     ] No optimal features file found for GBX: ./output/feature-sets/GBX.txt
[2025-12-09T20:22:56.883091] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:56.883125] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:56.883151] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:56.883212] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:56.941687] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:56.942599] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:56.942683] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:56.942715] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:57.055302] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:57.055450] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:57.055491] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:57.055519] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:57.058840] [DEBUG] [FORECASTER] GBX: Forecast T+1@11:T+2@11: DOWN (p=2.14%)
[2025-12-09T20:22:57.059101] [INFO ] [FORECASTER] Completed predict_future for GBX
[2025-12-09T20:22:57.059221] [INFO ] [sig       ] GBX: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:22:57.196373] [INFO ] [LOCAL     ] Saved forecast: GBX	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/GBX.txt
[2025-12-09T20:22:57.196488] [INFO ] [sig       ] [1377/3614] Completed GBX in 0.3s | 2.91 sym/s | Total: 7.9m | ETA: 12.8m
[2025-12-09T20:22:57.196525] [INFO ] [sig       ] [1378/3614] Forecasting GCBC...
[2025-12-09T20:22:57.196553] [INFO ] [sig       ] Generating forecast for: GCBC
[2025-12-09T20:22:57.196600] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GCBC' from 'https://tdm.silogroup.org/data/derivative_storage/GCBC.csv'.
[2025-12-09T20:22:57.206860] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GCBC'.
[2025-12-09T20:22:57.207178] [INFO ] [FORECASTER] Starting predict_future for GCBC
[2025-12-09T20:22:57.207984] [DEBUG] [LOCAL     ] No optimal features file found for GCBC: ./output/feature-sets/GCBC.txt
[2025-12-09T20:22:57.208034] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:57.208065] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:57.208091] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:57.208146] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:57.263429] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:57.264296] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:57.264372] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:57.264403] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:57.374154] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:57.374307] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:57.374346] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:57.374373] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:57.380689] [DEBUG] [FORECASTER] GCBC: Forecast T+1@11:T+2@11: UP (p=54.57%)
[2025-12-09T20:22:57.381094] [INFO ] [FORECASTER] Completed predict_future for GCBC
[2025-12-09T20:22:57.381233] [INFO ] [sig       ] GCBC: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:22:57.530303] [INFO ] [LOCAL     ] Saved forecast: GCBC	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/GCBC.txt
[2025-12-09T20:22:57.530458] [INFO ] [sig       ] [1378/3614] Completed GCBC in 0.3s | 2.91 sym/s | Total: 7.9m | ETA: 12.8m
[2025-12-09T20:22:57.530499] [INFO ] [sig       ] [1379/3614] Forecasting GCMG...
[2025-12-09T20:22:57.530529] [INFO ] [sig       ] Generating forecast for: GCMG
[2025-12-09T20:22:57.530561] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GCMG' from 'https://tdm.silogroup.org/data/derivative_storage/GCMG.csv'.
[2025-12-09T20:22:57.543100] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GCMG'.
[2025-12-09T20:22:57.543558] [INFO ] [FORECASTER] Starting predict_future for GCMG
[2025-12-09T20:22:57.544662] [DEBUG] [LOCAL     ] No optimal features file found for GCMG: ./output/feature-sets/GCMG.txt
[2025-12-09T20:22:57.544740] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:57.544773] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:57.544801] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:57.544858] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:57.602360] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:57.603220] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:57.603301] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:57.603333] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:57.726759] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:57.726912] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:57.726953] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:57.726983] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:57.731153] [DEBUG] [FORECASTER] GCMG: Forecast T+1@11:T+2@11: DOWN (p=19.58%)
[2025-12-09T20:22:57.731517] [INFO ] [FORECASTER] Completed predict_future for GCMG
[2025-12-09T20:22:57.731690] [INFO ] [sig       ] GCMG: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:22:57.878934] [INFO ] [LOCAL     ] Saved forecast: GCMG	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/GCMG.txt
[2025-12-09T20:22:57.879267] [INFO ] [sig       ] [1379/3614] Completed GCMG in 0.3s | 2.91 sym/s | Total: 7.9m | ETA: 12.8m
[2025-12-09T20:22:57.879306] [INFO ] [sig       ] [1380/3614] Forecasting GCO...
[2025-12-09T20:22:57.879334] [INFO ] [sig       ] Generating forecast for: GCO
[2025-12-09T20:22:57.879363] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GCO' from 'https://tdm.silogroup.org/data/derivative_storage/GCO.csv'.
[2025-12-09T20:22:57.892171] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GCO'.
[2025-12-09T20:22:57.892555] [INFO ] [FORECASTER] Starting predict_future for GCO
[2025-12-09T20:22:57.893383] [DEBUG] [LOCAL     ] No optimal features file found for GCO: ./output/feature-sets/GCO.txt
[2025-12-09T20:22:57.893435] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:57.893529] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:57.893565] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:57.893663] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:57.951564] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:57.952602] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:57.952687] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:57.952720] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:58.070249] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:58.070410] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:58.070470] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:58.070500] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:58.073921] [DEBUG] [FORECASTER] GCO: Forecast T+1@11:T+2@11: UP (p=54.01%)
[2025-12-09T20:22:58.074189] [INFO ] [FORECASTER] Completed predict_future for GCO
[2025-12-09T20:22:58.074311] [INFO ] [sig       ] GCO: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:22:58.212953] [INFO ] [LOCAL     ] Saved forecast: GCO	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/GCO.txt
[2025-12-09T20:22:58.213092] [INFO ] [sig       ] [1380/3614] Completed GCO in 0.3s | 2.91 sym/s | Total: 7.9m | ETA: 12.8m
[2025-12-09T20:22:58.213132] [INFO ] [sig       ] [1381/3614] Forecasting GD...
[2025-12-09T20:22:58.213163] [INFO ] [sig       ] Generating forecast for: GD
[2025-12-09T20:22:58.213191] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GD' from 'https://tdm.silogroup.org/data/derivative_storage/GD.csv'.
[2025-12-09T20:22:58.224904] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GD'.
[2025-12-09T20:22:58.225203] [INFO ] [FORECASTER] Starting predict_future for GD
[2025-12-09T20:22:58.226009] [DEBUG] [LOCAL     ] No optimal features file found for GD: ./output/feature-sets/GD.txt
[2025-12-09T20:22:58.226060] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:58.226090] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:58.226116] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:58.226171] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:58.284444] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:58.285355] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:58.285435] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:58.285467] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:58.401998] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:58.402150] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:58.402190] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:58.402219] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:58.405532] [DEBUG] [FORECASTER] GD: Forecast T+1@11:T+2@11: UP (p=99.71%)
[2025-12-09T20:22:58.405843] [INFO ] [FORECASTER] Completed predict_future for GD
[2025-12-09T20:22:58.405976] [INFO ] [sig       ] GD: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:22:58.546055] [INFO ] [LOCAL     ] Saved forecast: GD	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/GD.txt
[2025-12-09T20:22:58.546203] [INFO ] [sig       ] [1381/3614] Completed GD in 0.3s | 2.91 sym/s | Total: 7.9m | ETA: 12.8m
[2025-12-09T20:22:58.546242] [INFO ] [sig       ] [1382/3614] Forecasting GDC...
[2025-12-09T20:22:58.546272] [INFO ] [sig       ] Generating forecast for: GDC
[2025-12-09T20:22:58.546301] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDC' from 'https://tdm.silogroup.org/data/derivative_storage/GDC.csv'.
[2025-12-09T20:22:58.556788] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDC'.
[2025-12-09T20:22:58.557068] [INFO ] [FORECASTER] Starting predict_future for GDC
[2025-12-09T20:22:58.557879] [DEBUG] [LOCAL     ] No optimal features file found for GDC: ./output/feature-sets/GDC.txt
[2025-12-09T20:22:58.557930] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:58.557961] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:58.557986] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:58.558040] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:58.613665] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:58.614308] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:58.614382] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:58.614414] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:58.734835] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:58.734984] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:58.735024] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:58.735053] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:58.738410] [DEBUG] [FORECASTER] GDC: Forecast T+1@11:T+2@11: UP (p=80.21%)
[2025-12-09T20:22:58.738708] [INFO ] [FORECASTER] Completed predict_future for GDC
[2025-12-09T20:22:58.738850] [INFO ] [sig       ] GDC: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:22:58.883217] [INFO ] [LOCAL     ] Saved forecast: GDC	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/GDC.txt
[2025-12-09T20:22:58.883355] [INFO ] [sig       ] [1382/3614] Completed GDC in 0.3s | 2.91 sym/s | Total: 7.9m | ETA: 12.8m
[2025-12-09T20:22:58.883394] [INFO ] [sig       ] [1383/3614] Forecasting GDDY...
[2025-12-09T20:22:58.883423] [INFO ] [sig       ] Generating forecast for: GDDY
[2025-12-09T20:22:58.883453] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDDY' from 'https://tdm.silogroup.org/data/derivative_storage/GDDY.csv'.
[2025-12-09T20:22:58.894836] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDDY'.
[2025-12-09T20:22:58.895132] [INFO ] [FORECASTER] Starting predict_future for GDDY
[2025-12-09T20:22:58.895938] [DEBUG] [LOCAL     ] No optimal features file found for GDDY: ./output/feature-sets/GDDY.txt
[2025-12-09T20:22:58.895988] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:58.896018] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:58.896044] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:58.896099] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:58.951179] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:58.951899] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:58.951976] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:58.952008] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:59.071643] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:59.071797] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:59.071843] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:59.071871] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:59.075289] [DEBUG] [FORECASTER] GDDY: Forecast T+1@11:T+2@11: UP (p=78.92%)
[2025-12-09T20:22:59.075559] [INFO ] [FORECASTER] Completed predict_future for GDDY
[2025-12-09T20:22:59.075701] [INFO ] [sig       ] GDDY: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:22:59.215960] [INFO ] [LOCAL     ] Saved forecast: GDDY	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/GDDY.txt
[2025-12-09T20:22:59.216112] [INFO ] [sig       ] [1383/3614] Completed GDDY in 0.3s | 2.91 sym/s | Total: 7.9m | ETA: 12.8m
[2025-12-09T20:22:59.216151] [INFO ] [sig       ] [1384/3614] Forecasting GDEN...
[2025-12-09T20:22:59.216180] [INFO ] [sig       ] Generating forecast for: GDEN
[2025-12-09T20:22:59.216211] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDEN' from 'https://tdm.silogroup.org/data/derivative_storage/GDEN.csv'.
[2025-12-09T20:22:59.227639] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDEN'.
[2025-12-09T20:22:59.228022] [INFO ] [FORECASTER] Starting predict_future for GDEN
[2025-12-09T20:22:59.228839] [DEBUG] [LOCAL     ] No optimal features file found for GDEN: ./output/feature-sets/GDEN.txt
[2025-12-09T20:22:59.228892] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:59.228938] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:59.228966] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:59.229022] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:59.288650] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:59.289487] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:59.289591] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:59.289630] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:59.411235] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:59.411390] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:59.411431] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:59.411459] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:59.414778] [DEBUG] [FORECASTER] GDEN: Forecast T+1@11:T+2@11: UP (p=63.53%)
[2025-12-09T20:22:59.415048] [INFO ] [FORECASTER] Completed predict_future for GDEN
[2025-12-09T20:22:59.415167] [INFO ] [sig       ] GDEN: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:22:59.557473] [INFO ] [LOCAL     ] Saved forecast: GDEN	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/GDEN.txt
[2025-12-09T20:22:59.557684] [INFO ] [sig       ] [1384/3614] Completed GDEN in 0.3s | 2.91 sym/s | Total: 7.9m | ETA: 12.8m
[2025-12-09T20:22:59.557724] [INFO ] [sig       ] [1385/3614] Forecasting GDRX...
[2025-12-09T20:22:59.557753] [INFO ] [sig       ] Generating forecast for: GDRX
[2025-12-09T20:22:59.557783] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDRX' from 'https://tdm.silogroup.org/data/derivative_storage/GDRX.csv'.
[2025-12-09T20:22:59.569266] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDRX'.
[2025-12-09T20:22:59.569605] [INFO ] [FORECASTER] Starting predict_future for GDRX
[2025-12-09T20:22:59.570353] [DEBUG] [LOCAL     ] No optimal features file found for GDRX: ./output/feature-sets/GDRX.txt
[2025-12-09T20:22:59.570403] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:59.570434] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:59.570460] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:59.570514] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:59.638016] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:59.638891] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:59.638974] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:59.639009] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:22:59.757721] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:22:59.757868] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:22:59.757909] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:22:59.757937] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:22:59.761338] [DEBUG] [FORECASTER] GDRX: Forecast T+1@11:T+2@11: UP (p=98.14%)
[2025-12-09T20:22:59.761624] [INFO ] [FORECASTER] Completed predict_future for GDRX
[2025-12-09T20:22:59.761744] [INFO ] [sig       ] GDRX: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:22:59.902697] [INFO ] [LOCAL     ] Saved forecast: GDRX	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/GDRX.txt
[2025-12-09T20:22:59.902823] [INFO ] [sig       ] [1385/3614] Completed GDRX in 0.3s | 2.91 sym/s | Total: 7.9m | ETA: 12.8m
[2025-12-09T20:22:59.902861] [INFO ] [sig       ] [1386/3614] Forecasting GDS...
[2025-12-09T20:22:59.902890] [INFO ] [sig       ] Generating forecast for: GDS
[2025-12-09T20:22:59.902919] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDS' from 'https://tdm.silogroup.org/data/derivative_storage/GDS.csv'.
[2025-12-09T20:22:59.914085] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDS'.
[2025-12-09T20:22:59.914347] [INFO ] [FORECASTER] Starting predict_future for GDS
[2025-12-09T20:22:59.915113] [DEBUG] [LOCAL     ] No optimal features file found for GDS: ./output/feature-sets/GDS.txt
[2025-12-09T20:22:59.915163] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:22:59.915195] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:22:59.915221] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:22:59.915275] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:22:59.972655] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:22:59.973348] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:22:59.973422] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:22:59.973455] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:00.093886] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:00.094032] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:00.094070] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:00.094099] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:00.097377] [DEBUG] [FORECASTER] GDS: Forecast T+1@11:T+2@11: DOWN (p=7.77%)
[2025-12-09T20:23:00.097685] [INFO ] [FORECASTER] Completed predict_future for GDS
[2025-12-09T20:23:00.097803] [INFO ] [sig       ] GDS: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:23:00.237622] [INFO ] [LOCAL     ] Saved forecast: GDS	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/GDS.txt
[2025-12-09T20:23:00.237740] [INFO ] [sig       ] [1386/3614] Completed GDS in 0.3s | 2.91 sym/s | Total: 7.9m | ETA: 12.8m
[2025-12-09T20:23:00.237779] [INFO ] [sig       ] [1387/3614] Forecasting GDYN...
[2025-12-09T20:23:00.237807] [INFO ] [sig       ] Generating forecast for: GDYN
[2025-12-09T20:23:00.237835] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDYN' from 'https://tdm.silogroup.org/data/derivative_storage/GDYN.csv'.
[2025-12-09T20:23:00.250354] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDYN'.
[2025-12-09T20:23:00.250643] [INFO ] [FORECASTER] Starting predict_future for GDYN
[2025-12-09T20:23:00.251392] [DEBUG] [LOCAL     ] No optimal features file found for GDYN: ./output/feature-sets/GDYN.txt
[2025-12-09T20:23:00.251443] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:00.251475] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:00.251501] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:00.251556] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:00.309265] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:00.309946] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:00.310022] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:00.310053] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:00.433918] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:00.434072] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:00.434112] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:00.434140] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:00.437517] [DEBUG] [FORECASTER] GDYN: Forecast T+1@11:T+2@11: UP (p=82.65%)
[2025-12-09T20:23:00.437820] [INFO ] [FORECASTER] Completed predict_future for GDYN
[2025-12-09T20:23:00.437943] [INFO ] [sig       ] GDYN: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:23:00.597911] [INFO ] [LOCAL     ] Saved forecast: GDYN	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/GDYN.txt
[2025-12-09T20:23:00.598081] [INFO ] [sig       ] [1387/3614] Completed GDYN in 0.4s | 2.91 sym/s | Total: 7.9m | ETA: 12.7m
[2025-12-09T20:23:00.598132] [INFO ] [sig       ] [1388/3614] Forecasting GE...
[2025-12-09T20:23:00.598361] [INFO ] [sig       ] Generating forecast for: GE
[2025-12-09T20:23:00.598392] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GE' from 'https://tdm.silogroup.org/data/derivative_storage/GE.csv'.
[2025-12-09T20:23:00.611037] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GE'.
[2025-12-09T20:23:00.611419] [INFO ] [FORECASTER] Starting predict_future for GE
[2025-12-09T20:23:00.612225] [DEBUG] [LOCAL     ] No optimal features file found for GE: ./output/feature-sets/GE.txt
[2025-12-09T20:23:00.612279] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:00.612312] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:00.612339] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:00.612395] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:00.669830] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:00.670728] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:00.670815] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:00.670852] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:00.793586] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:00.793743] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:00.793785] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:00.793814] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:00.797636] [DEBUG] [FORECASTER] GE: Forecast T+1@11:T+2@11: DOWN (p=11.65%)
[2025-12-09T20:23:00.797940] [INFO ] [FORECASTER] Completed predict_future for GE
[2025-12-09T20:23:00.798068] [INFO ] [sig       ] GE: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:23:00.946881] [INFO ] [LOCAL     ] Saved forecast: GE	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/GE.txt
[2025-12-09T20:23:00.947030] [INFO ] [sig       ] [1388/3614] Completed GE in 0.3s | 2.91 sym/s | Total: 7.9m | ETA: 12.7m
[2025-12-09T20:23:00.947068] [INFO ] [sig       ] [1389/3614] Forecasting GECC...
[2025-12-09T20:23:00.947098] [INFO ] [sig       ] Generating forecast for: GECC
[2025-12-09T20:23:00.947127] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GECC' from 'https://tdm.silogroup.org/data/derivative_storage/GECC.csv'.
[2025-12-09T20:23:00.958924] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GECC'.
[2025-12-09T20:23:00.959500] [INFO ] [FORECASTER] Starting predict_future for GECC
[2025-12-09T20:23:00.960305] [DEBUG] [LOCAL     ] No optimal features file found for GECC: ./output/feature-sets/GECC.txt
[2025-12-09T20:23:00.960359] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:00.960392] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:00.960419] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:00.960475] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:01.021774] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:01.022721] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:01.022842] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:01.022876] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:01.147065] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:01.147217] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:01.147256] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:01.147283] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:01.150742] [DEBUG] [FORECASTER] GECC: Forecast T+1@11:T+2@11: UP (p=67.18%)
[2025-12-09T20:23:01.151045] [INFO ] [FORECASTER] Completed predict_future for GECC
[2025-12-09T20:23:01.152012] [INFO ] [sig       ] GECC: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:23:01.297082] [INFO ] [LOCAL     ] Saved forecast: GECC	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/GECC.txt
[2025-12-09T20:23:01.297216] [INFO ] [sig       ] [1389/3614] Completed GECC in 0.4s | 2.91 sym/s | Total: 8.0m | ETA: 12.7m
[2025-12-09T20:23:01.297254] [INFO ] [sig       ] [1390/3614] Forecasting GEF...
[2025-12-09T20:23:01.297283] [INFO ] [sig       ] Generating forecast for: GEF
[2025-12-09T20:23:01.297311] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEF' from 'https://tdm.silogroup.org/data/derivative_storage/GEF.csv'.
[2025-12-09T20:23:01.309072] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEF'.
[2025-12-09T20:23:01.309395] [INFO ] [FORECASTER] Starting predict_future for GEF
[2025-12-09T20:23:01.310172] [DEBUG] [LOCAL     ] No optimal features file found for GEF: ./output/feature-sets/GEF.txt
[2025-12-09T20:23:01.310223] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:01.310253] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:01.310280] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:01.310335] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:01.367446] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:01.368442] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:01.368555] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:01.368606] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:01.492363] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:01.492528] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:01.492588] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:01.492621] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:01.496318] [DEBUG] [FORECASTER] GEF: Forecast T+1@11:T+2@11: DOWN (p=36.38%)
[2025-12-09T20:23:01.496617] [INFO ] [FORECASTER] Completed predict_future for GEF
[2025-12-09T20:23:01.496743] [INFO ] [sig       ] GEF: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:23:01.644319] [INFO ] [LOCAL     ] Saved forecast: GEF	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/GEF.txt
[2025-12-09T20:23:01.644472] [INFO ] [sig       ] [1390/3614] Completed GEF in 0.3s | 2.91 sym/s | Total: 8.0m | ETA: 12.7m
[2025-12-09T20:23:01.644511] [INFO ] [sig       ] [1391/3614] Forecasting GEHC...
[2025-12-09T20:23:01.644540] [INFO ] [sig       ] Generating forecast for: GEHC
[2025-12-09T20:23:01.644590] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEHC' from 'https://tdm.silogroup.org/data/derivative_storage/GEHC.csv'.
[2025-12-09T20:23:01.656710] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEHC'.
[2025-12-09T20:23:01.657101] [INFO ] [FORECASTER] Starting predict_future for GEHC
[2025-12-09T20:23:01.657941] [DEBUG] [LOCAL     ] No optimal features file found for GEHC: ./output/feature-sets/GEHC.txt
[2025-12-09T20:23:01.657993] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:01.658025] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:01.658050] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:01.658107] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:01.716856] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:01.717955] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:01.718038] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:01.718070] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:01.841294] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:01.841429] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:01.841467] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:01.841514] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:01.844879] [DEBUG] [FORECASTER] GEHC: Forecast T+1@11:T+2@11: UP (p=89.10%)
[2025-12-09T20:23:01.845152] [INFO ] [FORECASTER] Completed predict_future for GEHC
[2025-12-09T20:23:01.845275] [INFO ] [sig       ] GEHC: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:23:01.985165] [INFO ] [LOCAL     ] Saved forecast: GEHC	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/GEHC.txt
[2025-12-09T20:23:01.985281] [INFO ] [sig       ] [1391/3614] Completed GEHC in 0.3s | 2.91 sym/s | Total: 8.0m | ETA: 12.7m
[2025-12-09T20:23:01.985319] [INFO ] [sig       ] [1392/3614] Forecasting GEL...
[2025-12-09T20:23:01.985347] [INFO ] [sig       ] Generating forecast for: GEL
[2025-12-09T20:23:01.985376] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEL' from 'https://tdm.silogroup.org/data/derivative_storage/GEL.csv'.
[2025-12-09T20:23:01.997500] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEL'.
[2025-12-09T20:23:01.997783] [INFO ] [FORECASTER] Starting predict_future for GEL
[2025-12-09T20:23:01.998532] [DEBUG] [LOCAL     ] No optimal features file found for GEL: ./output/feature-sets/GEL.txt
[2025-12-09T20:23:01.998600] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:01.998633] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:01.998659] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:01.998713] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:02.056835] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:02.057662] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:02.057735] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:02.057767] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:02.177767] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:02.177914] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:02.177956] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:02.177985] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:02.181361] [DEBUG] [FORECASTER] GEL: Forecast T+1@11:T+2@11: UP (p=90.31%)
[2025-12-09T20:23:02.181656] [INFO ] [FORECASTER] Completed predict_future for GEL
[2025-12-09T20:23:02.181780] [INFO ] [sig       ] GEL: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:23:02.322933] [INFO ] [LOCAL     ] Saved forecast: GEL	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/GEL.txt
[2025-12-09T20:23:02.323044] [INFO ] [sig       ] [1392/3614] Completed GEL in 0.3s | 2.91 sym/s | Total: 8.0m | ETA: 12.7m
[2025-12-09T20:23:02.323081] [INFO ] [sig       ] [1393/3614] Forecasting GEN...
[2025-12-09T20:23:02.323110] [INFO ] [sig       ] Generating forecast for: GEN
[2025-12-09T20:23:02.323301] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEN' from 'https://tdm.silogroup.org/data/derivative_storage/GEN.csv'.
[2025-12-09T20:23:02.334847] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEN'.
[2025-12-09T20:23:02.335335] [INFO ] [FORECASTER] Starting predict_future for GEN
[2025-12-09T20:23:02.336149] [DEBUG] [LOCAL     ] No optimal features file found for GEN: ./output/feature-sets/GEN.txt
[2025-12-09T20:23:02.336207] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:02.336242] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:02.336269] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:02.336325] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:02.393005] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:02.393611] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:02.393686] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:02.393730] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:02.516354] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:02.516509] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:02.516547] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:02.516595] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:02.519915] [DEBUG] [FORECASTER] GEN: Forecast T+1@11:T+2@11: DOWN (p=10.53%)
[2025-12-09T20:23:02.520182] [INFO ] [FORECASTER] Completed predict_future for GEN
[2025-12-09T20:23:02.520300] [INFO ] [sig       ] GEN: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:23:02.662444] [INFO ] [LOCAL     ] Saved forecast: GEN	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/GEN.txt
[2025-12-09T20:23:02.662642] [INFO ] [sig       ] [1393/3614] Completed GEN in 0.3s | 2.91 sym/s | Total: 8.0m | ETA: 12.7m
[2025-12-09T20:23:02.662686] [INFO ] [sig       ] [1394/3614] Forecasting GENI...
[2025-12-09T20:23:02.662717] [INFO ] [sig       ] Generating forecast for: GENI
[2025-12-09T20:23:02.662750] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GENI' from 'https://tdm.silogroup.org/data/derivative_storage/GENI.csv'.
[2025-12-09T20:23:02.675626] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GENI'.
[2025-12-09T20:23:02.676002] [INFO ] [FORECASTER] Starting predict_future for GENI
[2025-12-09T20:23:02.676795] [DEBUG] [LOCAL     ] No optimal features file found for GENI: ./output/feature-sets/GENI.txt
[2025-12-09T20:23:02.676847] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:02.676881] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:02.676908] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:02.676965] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:02.735226] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:02.736297] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:02.736376] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:02.736409] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:02.857347] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:02.857515] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:02.857557] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:02.857604] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:02.861480] [DEBUG] [FORECASTER] GENI: Forecast T+1@11:T+2@11: DOWN (p=26.92%)
[2025-12-09T20:23:02.861817] [INFO ] [FORECASTER] Completed predict_future for GENI
[2025-12-09T20:23:02.861953] [INFO ] [sig       ] GENI: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:23:03.003106] [INFO ] [LOCAL     ] Saved forecast: GENI	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/GENI.txt
[2025-12-09T20:23:03.003243] [INFO ] [sig       ] [1394/3614] Completed GENI in 0.3s | 2.91 sym/s | Total: 8.0m | ETA: 12.7m
[2025-12-09T20:23:03.003281] [INFO ] [sig       ] [1395/3614] Forecasting GENK...
[2025-12-09T20:23:03.003309] [INFO ] [sig       ] Generating forecast for: GENK
[2025-12-09T20:23:03.003341] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GENK' from 'https://tdm.silogroup.org/data/derivative_storage/GENK.csv'.
[2025-12-09T20:23:03.016111] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GENK'.
[2025-12-09T20:23:03.016429] [INFO ] [FORECASTER] Starting predict_future for GENK
[2025-12-09T20:23:03.017207] [DEBUG] [LOCAL     ] No optimal features file found for GENK: ./output/feature-sets/GENK.txt
[2025-12-09T20:23:03.017257] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:03.017287] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:03.017313] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:03.017379] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:03.075685] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:03.076539] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:03.076639] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:03.076672] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:03.202341] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:03.202490] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:03.202530] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:03.202559] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:03.205892] [DEBUG] [FORECASTER] GENK: Forecast T+1@11:T+2@11: UP (p=75.12%)
[2025-12-09T20:23:03.206175] [INFO ] [FORECASTER] Completed predict_future for GENK
[2025-12-09T20:23:03.206299] [INFO ] [sig       ] GENK: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:23:03.347266] [INFO ] [LOCAL     ] Saved forecast: GENK	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/GENK.txt
[2025-12-09T20:23:03.347398] [INFO ] [sig       ] [1395/3614] Completed GENK in 0.3s | 2.91 sym/s | Total: 8.0m | ETA: 12.7m
[2025-12-09T20:23:03.347437] [INFO ] [sig       ] [1396/3614] Forecasting GEOS...
[2025-12-09T20:23:03.347467] [INFO ] [sig       ] Generating forecast for: GEOS
[2025-12-09T20:23:03.347517] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEOS' from 'https://tdm.silogroup.org/data/derivative_storage/GEOS.csv'.
[2025-12-09T20:23:03.358764] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEOS'.
[2025-12-09T20:23:03.359059] [INFO ] [FORECASTER] Starting predict_future for GEOS
[2025-12-09T20:23:03.359846] [DEBUG] [LOCAL     ] No optimal features file found for GEOS: ./output/feature-sets/GEOS.txt
[2025-12-09T20:23:03.359896] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:03.359929] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:03.359955] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:03.360011] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:03.417508] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:03.418187] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:03.418262] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:03.418294] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:03.536512] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:03.536673] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:03.536713] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:03.536742] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:03.540480] [DEBUG] [FORECASTER] GEOS: Forecast T+1@11:T+2@11: UP (p=98.05%)
[2025-12-09T20:23:03.540762] [INFO ] [FORECASTER] Completed predict_future for GEOS
[2025-12-09T20:23:03.540897] [INFO ] [sig       ] GEOS: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:23:03.682719] [INFO ] [LOCAL     ] Saved forecast: GEOS	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/GEOS.txt
[2025-12-09T20:23:03.682870] [INFO ] [sig       ] [1396/3614] Completed GEOS in 0.3s | 2.91 sym/s | Total: 8.0m | ETA: 12.7m
[2025-12-09T20:23:03.682909] [INFO ] [sig       ] [1397/3614] Forecasting GERN...
[2025-12-09T20:23:03.682939] [INFO ] [sig       ] Generating forecast for: GERN
[2025-12-09T20:23:03.682970] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GERN' from 'https://tdm.silogroup.org/data/derivative_storage/GERN.csv'.
[2025-12-09T20:23:03.696152] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GERN'.
[2025-12-09T20:23:03.696586] [INFO ] [FORECASTER] Starting predict_future for GERN
[2025-12-09T20:23:03.697425] [DEBUG] [LOCAL     ] No optimal features file found for GERN: ./output/feature-sets/GERN.txt
[2025-12-09T20:23:03.697502] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:03.697565] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:03.697614] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:03.697672] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:03.759775] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:03.760709] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:03.760815] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:03.760862] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:03.883431] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:03.883612] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:03.883657] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:03.883687] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:03.887271] [DEBUG] [FORECASTER] GERN: Forecast T+1@11:T+2@11: DOWN (p=29.49%)
[2025-12-09T20:23:03.887660] [INFO ] [FORECASTER] Completed predict_future for GERN
[2025-12-09T20:23:03.887802] [INFO ] [sig       ] GERN: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:23:04.028565] [INFO ] [LOCAL     ] Saved forecast: GERN	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/GERN.txt
[2025-12-09T20:23:04.028711] [INFO ] [sig       ] [1397/3614] Completed GERN in 0.3s | 2.91 sym/s | Total: 8.0m | ETA: 12.7m
[2025-12-09T20:23:04.028750] [INFO ] [sig       ] [1398/3614] Forecasting GES...
[2025-12-09T20:23:04.028779] [INFO ] [sig       ] Generating forecast for: GES
[2025-12-09T20:23:04.028808] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GES' from 'https://tdm.silogroup.org/data/derivative_storage/GES.csv'.
[2025-12-09T20:23:04.040433] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GES'.
[2025-12-09T20:23:04.040704] [INFO ] [FORECASTER] Starting predict_future for GES
[2025-12-09T20:23:04.041657] [DEBUG] [LOCAL     ] No optimal features file found for GES: ./output/feature-sets/GES.txt
[2025-12-09T20:23:04.041707] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:04.041737] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:04.041764] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:04.041818] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:04.097358] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:04.097991] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:04.098066] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:04.098098] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:04.216275] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:04.216393] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:04.216432] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:04.216460] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:04.219716] [DEBUG] [FORECASTER] GES: Forecast T+1@11:T+2@11: DOWN (p=3.05%)
[2025-12-09T20:23:04.219981] [INFO ] [FORECASTER] Completed predict_future for GES
[2025-12-09T20:23:04.220100] [INFO ] [sig       ] GES: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:23:04.357375] [INFO ] [LOCAL     ] Saved forecast: GES	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/GES.txt
[2025-12-09T20:23:04.357539] [INFO ] [sig       ] [1398/3614] Completed GES in 0.3s | 2.91 sym/s | Total: 8.0m | ETA: 12.7m
[2025-12-09T20:23:04.357605] [INFO ] [sig       ] [1399/3614] Forecasting GEVO...
[2025-12-09T20:23:04.357637] [INFO ] [sig       ] Generating forecast for: GEVO
[2025-12-09T20:23:04.357665] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEVO' from 'https://tdm.silogroup.org/data/derivative_storage/GEVO.csv'.
[2025-12-09T20:23:04.369922] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEVO'.
[2025-12-09T20:23:04.370477] [INFO ] [FORECASTER] Starting predict_future for GEVO
[2025-12-09T20:23:04.371451] [DEBUG] [LOCAL     ] No optimal features file found for GEVO: ./output/feature-sets/GEVO.txt
[2025-12-09T20:23:04.371502] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:04.371533] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:04.371559] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:04.371645] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:04.427180] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:04.427855] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:04.427930] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:04.427965] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:04.548925] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:04.549084] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:04.549124] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:04.549153] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:04.552490] [DEBUG] [FORECASTER] GEVO: Forecast T+1@11:T+2@11: DOWN (p=13.96%)
[2025-12-09T20:23:04.552789] [INFO ] [FORECASTER] Completed predict_future for GEVO
[2025-12-09T20:23:04.552916] [INFO ] [sig       ] GEVO: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:23:04.701806] [INFO ] [LOCAL     ] Saved forecast: GEVO	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/GEVO.txt
[2025-12-09T20:23:04.701952] [INFO ] [sig       ] [1399/3614] Completed GEVO in 0.3s | 2.91 sym/s | Total: 8.0m | ETA: 12.7m
[2025-12-09T20:23:04.701991] [INFO ] [sig       ] [1400/3614] Forecasting GFF...
[2025-12-09T20:23:04.702019] [INFO ] [sig       ] Generating forecast for: GFF
[2025-12-09T20:23:04.702050] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GFF' from 'https://tdm.silogroup.org/data/derivative_storage/GFF.csv'.
[2025-12-09T20:23:04.712824] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GFF'.
[2025-12-09T20:23:04.713106] [INFO ] [FORECASTER] Starting predict_future for GFF
[2025-12-09T20:23:04.713882] [DEBUG] [LOCAL     ] No optimal features file found for GFF: ./output/feature-sets/GFF.txt
[2025-12-09T20:23:04.713937] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:04.713967] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:04.713993] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:04.714047] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:04.771618] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:04.772310] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:04.772388] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:04.772420] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:04.890355] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:04.890506] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:04.890546] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:04.890622] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:04.894518] [DEBUG] [FORECASTER] GFF: Forecast T+1@11:T+2@11: DOWN (p=1.50%)
[2025-12-09T20:23:04.894811] [INFO ] [FORECASTER] Completed predict_future for GFF
[2025-12-09T20:23:04.894938] [INFO ] [sig       ] GFF: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:23:05.033084] [INFO ] [LOCAL     ] Saved forecast: GFF	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/GFF.txt
[2025-12-09T20:23:05.033241] [INFO ] [sig       ] [1400/3614] Completed GFF in 0.3s | 2.91 sym/s | Total: 8.0m | ETA: 12.7m
[2025-12-09T20:23:05.033280] [INFO ] [sig       ] [1401/3614] Forecasting GFI...
[2025-12-09T20:23:05.033309] [INFO ] [sig       ] Generating forecast for: GFI
[2025-12-09T20:23:05.033341] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GFI' from 'https://tdm.silogroup.org/data/derivative_storage/GFI.csv'.
[2025-12-09T20:23:05.044815] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GFI'.
[2025-12-09T20:23:05.045173] [INFO ] [FORECASTER] Starting predict_future for GFI
[2025-12-09T20:23:05.045955] [DEBUG] [LOCAL     ] No optimal features file found for GFI: ./output/feature-sets/GFI.txt
[2025-12-09T20:23:05.046005] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:05.046039] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:05.046063] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:05.046118] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:05.102186] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:05.103066] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:05.103335] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:05.103368] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:05.229424] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:05.229592] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:05.229633] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:05.229662] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:05.232980] [DEBUG] [FORECASTER] GFI: Forecast T+1@11:T+2@11: DOWN (p=15.90%)
[2025-12-09T20:23:05.233247] [INFO ] [FORECASTER] Completed predict_future for GFI
[2025-12-09T20:23:05.233370] [INFO ] [sig       ] GFI: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:23:05.372960] [INFO ] [LOCAL     ] Saved forecast: GFI	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/GFI.txt
[2025-12-09T20:23:05.373102] [INFO ] [sig       ] [1401/3614] Completed GFI in 0.3s | 2.91 sym/s | Total: 8.0m | ETA: 12.7m
[2025-12-09T20:23:05.373141] [INFO ] [sig       ] [1402/3614] Forecasting GFL...
[2025-12-09T20:23:05.373170] [INFO ] [sig       ] Generating forecast for: GFL
[2025-12-09T20:23:05.373200] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GFL' from 'https://tdm.silogroup.org/data/derivative_storage/GFL.csv'.
[2025-12-09T20:23:05.384386] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GFL'.
[2025-12-09T20:23:05.384675] [INFO ] [FORECASTER] Starting predict_future for GFL
[2025-12-09T20:23:05.385418] [DEBUG] [LOCAL     ] No optimal features file found for GFL: ./output/feature-sets/GFL.txt
[2025-12-09T20:23:05.385468] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:05.385499] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:05.385525] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:05.385600] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:05.446361] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:05.447073] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:05.447148] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:05.447180] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:05.569463] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:05.569622] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:05.569666] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:05.569695] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:05.573425] [DEBUG] [FORECASTER] GFL: Forecast T+1@11:T+2@11: DOWN (p=7.87%)
[2025-12-09T20:23:05.573728] [INFO ] [FORECASTER] Completed predict_future for GFL
[2025-12-09T20:23:05.573849] [INFO ] [sig       ] GFL: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:23:05.720168] [INFO ] [LOCAL     ] Saved forecast: GFL	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/GFL.txt
[2025-12-09T20:23:05.720521] [INFO ] [sig       ] [1402/3614] Completed GFL in 0.3s | 2.91 sym/s | Total: 8.0m | ETA: 12.7m
[2025-12-09T20:23:05.720560] [INFO ] [sig       ] [1403/3614] Forecasting GFS...
[2025-12-09T20:23:05.720609] [INFO ] [sig       ] Generating forecast for: GFS
[2025-12-09T20:23:05.720642] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GFS' from 'https://tdm.silogroup.org/data/derivative_storage/GFS.csv'.
[2025-12-09T20:23:05.732121] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GFS'.
[2025-12-09T20:23:05.732478] [INFO ] [FORECASTER] Starting predict_future for GFS
[2025-12-09T20:23:05.733260] [DEBUG] [LOCAL     ] No optimal features file found for GFS: ./output/feature-sets/GFS.txt
[2025-12-09T20:23:05.733311] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:05.733342] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:05.733368] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:05.733422] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:05.792141] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:05.793001] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:05.793083] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:05.793116] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:05.914304] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:05.914449] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:05.914487] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:05.914516] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:05.917862] [DEBUG] [FORECASTER] GFS: Forecast T+1@11:T+2@11: UP (p=88.08%)
[2025-12-09T20:23:05.918121] [INFO ] [FORECASTER] Completed predict_future for GFS
[2025-12-09T20:23:05.918245] [INFO ] [sig       ] GFS: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:23:06.059894] [INFO ] [LOCAL     ] Saved forecast: GFS	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/GFS.txt
[2025-12-09T20:23:06.060027] [INFO ] [sig       ] [1403/3614] Completed GFS in 0.3s | 2.91 sym/s | Total: 8.0m | ETA: 12.7m
[2025-12-09T20:23:06.060066] [INFO ] [sig       ] [1404/3614] Forecasting GGAL...
[2025-12-09T20:23:06.060097] [INFO ] [sig       ] Generating forecast for: GGAL
[2025-12-09T20:23:06.060126] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GGAL' from 'https://tdm.silogroup.org/data/derivative_storage/GGAL.csv'.
[2025-12-09T20:23:06.071632] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GGAL'.
[2025-12-09T20:23:06.071954] [INFO ] [FORECASTER] Starting predict_future for GGAL
[2025-12-09T20:23:06.072723] [DEBUG] [LOCAL     ] No optimal features file found for GGAL: ./output/feature-sets/GGAL.txt
[2025-12-09T20:23:06.072773] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:06.072805] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:06.072831] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:06.072886] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:06.131388] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:06.132235] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:06.132314] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:06.132348] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:06.251610] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:06.251755] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:06.251794] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:06.251822] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:06.255069] [DEBUG] [FORECASTER] GGAL: Forecast T+1@11:T+2@11: DOWN (p=6.68%)
[2025-12-09T20:23:06.255330] [INFO ] [FORECASTER] Completed predict_future for GGAL
[2025-12-09T20:23:06.255446] [INFO ] [sig       ] GGAL: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:23:06.400984] [INFO ] [LOCAL     ] Saved forecast: GGAL	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/GGAL.txt
[2025-12-09T20:23:06.401125] [INFO ] [sig       ] [1404/3614] Completed GGAL in 0.3s | 2.91 sym/s | Total: 8.0m | ETA: 12.6m
[2025-12-09T20:23:06.401163] [INFO ] [sig       ] [1405/3614] Forecasting GGB...
[2025-12-09T20:23:06.401192] [INFO ] [sig       ] Generating forecast for: GGB
[2025-12-09T20:23:06.401222] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GGB' from 'https://tdm.silogroup.org/data/derivative_storage/GGB.csv'.
[2025-12-09T20:23:06.412726] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GGB'.
[2025-12-09T20:23:06.413034] [INFO ] [FORECASTER] Starting predict_future for GGB
[2025-12-09T20:23:06.413812] [DEBUG] [LOCAL     ] No optimal features file found for GGB: ./output/feature-sets/GGB.txt
[2025-12-09T20:23:06.413862] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:06.413894] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:06.413920] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:06.413979] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:06.470906] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:06.471547] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:06.471640] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:06.471672] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:06.592477] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:06.592635] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:06.592678] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:06.592706] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:06.595983] [DEBUG] [FORECASTER] GGB: Forecast T+1@11:T+2@11: UP (p=65.95%)
[2025-12-09T20:23:06.596243] [INFO ] [FORECASTER] Completed predict_future for GGB
[2025-12-09T20:23:06.596359] [INFO ] [sig       ] GGB: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:23:06.742803] [INFO ] [LOCAL     ] Saved forecast: GGB	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/GGB.txt
[2025-12-09T20:23:06.742976] [INFO ] [sig       ] [1405/3614] Completed GGB in 0.3s | 2.91 sym/s | Total: 8.0m | ETA: 12.6m
[2025-12-09T20:23:06.743023] [INFO ] [sig       ] [1406/3614] Forecasting GGG...
[2025-12-09T20:23:06.743060] [INFO ] [sig       ] Generating forecast for: GGG
[2025-12-09T20:23:06.743095] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GGG' from 'https://tdm.silogroup.org/data/derivative_storage/GGG.csv'.
[2025-12-09T20:23:06.754781] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GGG'.
[2025-12-09T20:23:06.755108] [INFO ] [FORECASTER] Starting predict_future for GGG
[2025-12-09T20:23:06.756125] [DEBUG] [LOCAL     ] No optimal features file found for GGG: ./output/feature-sets/GGG.txt
[2025-12-09T20:23:06.756353] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:06.756386] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:06.756413] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:06.756469] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:06.818440] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:06.819365] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:06.819448] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:06.819480] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:06.942222] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:06.942374] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:06.942414] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:06.942442] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:06.945766] [DEBUG] [FORECASTER] GGG: Forecast T+1@11:T+2@11: DOWN (p=32.21%)
[2025-12-09T20:23:06.946025] [INFO ] [FORECASTER] Completed predict_future for GGG
[2025-12-09T20:23:06.946142] [INFO ] [sig       ] GGG: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:23:07.088820] [INFO ] [LOCAL     ] Saved forecast: GGG	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/GGG.txt
[2025-12-09T20:23:07.088967] [INFO ] [sig       ] [1406/3614] Completed GGG in 0.3s | 2.91 sym/s | Total: 8.0m | ETA: 12.6m
[2025-12-09T20:23:07.089012] [INFO ] [sig       ] [1407/3614] Forecasting GGLL...
[2025-12-09T20:23:07.089042] [INFO ] [sig       ] Generating forecast for: GGLL
[2025-12-09T20:23:07.089071] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GGLL' from 'https://tdm.silogroup.org/data/derivative_storage/GGLL.csv'.
[2025-12-09T20:23:07.101555] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GGLL'.
[2025-12-09T20:23:07.101961] [INFO ] [FORECASTER] Starting predict_future for GGLL
[2025-12-09T20:23:07.102783] [DEBUG] [LOCAL     ] No optimal features file found for GGLL: ./output/feature-sets/GGLL.txt
[2025-12-09T20:23:07.102836] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:07.102867] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:07.102894] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:07.102949] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:07.159542] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:07.160364] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:07.160474] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:07.160508] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:07.278386] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:07.278536] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:07.278595] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:07.278627] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:07.282147] [DEBUG] [FORECASTER] GGLL: Forecast T+1@11:T+2@11: DOWN (p=10.93%)
[2025-12-09T20:23:07.282417] [INFO ] [FORECASTER] Completed predict_future for GGLL
[2025-12-09T20:23:07.282539] [INFO ] [sig       ] GGLL: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:23:07.428991] [INFO ] [LOCAL     ] Saved forecast: GGLL	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/GGLL.txt
[2025-12-09T20:23:07.429171] [INFO ] [sig       ] [1407/3614] Completed GGLL in 0.3s | 2.91 sym/s | Total: 8.1m | ETA: 12.6m
[2025-12-09T20:23:07.429211] [INFO ] [sig       ] [1408/3614] Forecasting GGLS...
[2025-12-09T20:23:07.429241] [INFO ] [sig       ] Generating forecast for: GGLS
[2025-12-09T20:23:07.429270] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GGLS' from 'https://tdm.silogroup.org/data/derivative_storage/GGLS.csv'.
[2025-12-09T20:23:07.441347] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GGLS'.
[2025-12-09T20:23:07.441655] [INFO ] [FORECASTER] Starting predict_future for GGLS
[2025-12-09T20:23:07.442441] [DEBUG] [LOCAL     ] No optimal features file found for GGLS: ./output/feature-sets/GGLS.txt
[2025-12-09T20:23:07.442493] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:07.442536] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:07.442565] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:07.442647] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:07.503504] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:07.504311] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:07.504390] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:07.504422] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:07.639316] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:07.639460] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:07.639505] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:07.639533] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:07.642977] [DEBUG] [FORECASTER] GGLS: Forecast T+1@11:T+2@11: UP (p=91.45%)
[2025-12-09T20:23:07.643269] [INFO ] [FORECASTER] Completed predict_future for GGLS
[2025-12-09T20:23:07.643392] [INFO ] [sig       ] GGLS: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:23:07.785126] [INFO ] [LOCAL     ] Saved forecast: GGLS	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/GGLS.txt
[2025-12-09T20:23:07.785252] [INFO ] [sig       ] [1408/3614] Completed GGLS in 0.4s | 2.91 sym/s | Total: 8.1m | ETA: 12.6m
[2025-12-09T20:23:07.785291] [INFO ] [sig       ] [1409/3614] Forecasting GH...
[2025-12-09T20:23:07.785319] [INFO ] [sig       ] Generating forecast for: GH
[2025-12-09T20:23:07.785348] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GH' from 'https://tdm.silogroup.org/data/derivative_storage/GH.csv'.
[2025-12-09T20:23:07.797727] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GH'.
[2025-12-09T20:23:07.797997] [INFO ] [FORECASTER] Starting predict_future for GH
[2025-12-09T20:23:07.798780] [DEBUG] [LOCAL     ] No optimal features file found for GH: ./output/feature-sets/GH.txt
[2025-12-09T20:23:07.798830] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:07.798861] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:07.798887] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:07.798944] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:07.856351] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:07.857222] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:07.857299] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:07.857331] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:07.978849] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:07.978990] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:07.979032] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:07.979060] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:07.982368] [DEBUG] [FORECASTER] GH: Forecast T+1@11:T+2@11: DOWN (p=18.95%)
[2025-12-09T20:23:07.982654] [INFO ] [FORECASTER] Completed predict_future for GH
[2025-12-09T20:23:07.982771] [INFO ] [sig       ] GH: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:23:08.124884] [INFO ] [LOCAL     ] Saved forecast: GH	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/GH.txt
[2025-12-09T20:23:08.125012] [INFO ] [sig       ] [1409/3614] Completed GH in 0.3s | 2.91 sym/s | Total: 8.1m | ETA: 12.6m
[2025-12-09T20:23:08.125052] [INFO ] [sig       ] [1410/3614] Forecasting GHI...
[2025-12-09T20:23:08.125082] [INFO ] [sig       ] Generating forecast for: GHI
[2025-12-09T20:23:08.125111] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GHI' from 'https://tdm.silogroup.org/data/derivative_storage/GHI.csv'.
[2025-12-09T20:23:08.137731] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GHI'.
[2025-12-09T20:23:08.138012] [INFO ] [FORECASTER] Starting predict_future for GHI
[2025-12-09T20:23:08.138981] [DEBUG] [LOCAL     ] No optimal features file found for GHI: ./output/feature-sets/GHI.txt
[2025-12-09T20:23:08.139030] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:08.139062] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:08.139092] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:08.139146] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:08.197964] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:08.198998] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:08.199076] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:08.199108] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:08.314079] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:08.314421] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:08.314463] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:08.314491] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:08.318026] [DEBUG] [FORECASTER] GHI: Forecast T+1@11:T+2@11: DOWN (p=2.23%)
[2025-12-09T20:23:08.318294] [INFO ] [FORECASTER] Completed predict_future for GHI
[2025-12-09T20:23:08.318412] [INFO ] [sig       ] GHI: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:23:08.461046] [INFO ] [LOCAL     ] Saved forecast: GHI	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/GHI.txt
[2025-12-09T20:23:08.461199] [INFO ] [sig       ] [1410/3614] Completed GHI in 0.3s | 2.91 sym/s | Total: 8.1m | ETA: 12.6m
[2025-12-09T20:23:08.461239] [INFO ] [sig       ] [1411/3614] Forecasting GHM...
[2025-12-09T20:23:08.461270] [INFO ] [sig       ] Generating forecast for: GHM
[2025-12-09T20:23:08.461299] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GHM' from 'https://tdm.silogroup.org/data/derivative_storage/GHM.csv'.
[2025-12-09T20:23:08.473088] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GHM'.
[2025-12-09T20:23:08.473370] [INFO ] [FORECASTER] Starting predict_future for GHM
[2025-12-09T20:23:08.474151] [DEBUG] [LOCAL     ] No optimal features file found for GHM: ./output/feature-sets/GHM.txt
[2025-12-09T20:23:08.474202] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:08.474233] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:08.474259] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:08.474314] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:08.531984] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:08.532855] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:08.532931] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:08.532962] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:08.656162] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:08.656315] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:08.656354] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:08.656383] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:08.659749] [DEBUG] [FORECASTER] GHM: Forecast T+1@11:T+2@11: UP (p=91.15%)
[2025-12-09T20:23:08.660021] [INFO ] [FORECASTER] Completed predict_future for GHM
[2025-12-09T20:23:08.660142] [INFO ] [sig       ] GHM: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:23:08.801121] [INFO ] [LOCAL     ] Saved forecast: GHM	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/GHM.txt
[2025-12-09T20:23:08.801284] [INFO ] [sig       ] [1411/3614] Completed GHM in 0.3s | 2.91 sym/s | Total: 8.1m | ETA: 12.6m
[2025-12-09T20:23:08.801335] [INFO ] [sig       ] [1412/3614] Forecasting GHRS...
[2025-12-09T20:23:08.801365] [INFO ] [sig       ] Generating forecast for: GHRS
[2025-12-09T20:23:08.801396] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GHRS' from 'https://tdm.silogroup.org/data/derivative_storage/GHRS.csv'.
[2025-12-09T20:23:08.813363] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GHRS'.
[2025-12-09T20:23:08.813664] [INFO ] [FORECASTER] Starting predict_future for GHRS
[2025-12-09T20:23:08.814460] [DEBUG] [LOCAL     ] No optimal features file found for GHRS: ./output/feature-sets/GHRS.txt
[2025-12-09T20:23:08.814511] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:08.814543] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:08.814591] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:08.814658] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:08.871822] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:08.872438] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:08.872511] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:08.872543] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:08.991951] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:08.992111] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:08.992152] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:08.992181] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:08.996061] [DEBUG] [FORECASTER] GHRS: Forecast T+1@11:T+2@11: DOWN (p=34.74%)
[2025-12-09T20:23:08.996336] [INFO ] [FORECASTER] Completed predict_future for GHRS
[2025-12-09T20:23:08.996462] [INFO ] [sig       ] GHRS: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:23:09.137314] [INFO ] [LOCAL     ] Saved forecast: GHRS	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/GHRS.txt
[2025-12-09T20:23:09.137450] [INFO ] [sig       ] [1412/3614] Completed GHRS in 0.3s | 2.91 sym/s | Total: 8.1m | ETA: 12.6m
[2025-12-09T20:23:09.137510] [INFO ] [sig       ] [1413/3614] Forecasting GHY...
[2025-12-09T20:23:09.137545] [INFO ] [sig       ] Generating forecast for: GHY
[2025-12-09T20:23:09.137592] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GHY' from 'https://tdm.silogroup.org/data/derivative_storage/GHY.csv'.
[2025-12-09T20:23:09.149187] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GHY'.
[2025-12-09T20:23:09.149497] [INFO ] [FORECASTER] Starting predict_future for GHY
[2025-12-09T20:23:09.150291] [DEBUG] [LOCAL     ] No optimal features file found for GHY: ./output/feature-sets/GHY.txt
[2025-12-09T20:23:09.150347] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:09.150380] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:09.150407] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:09.150464] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:09.208012] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:09.208699] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:09.208773] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:09.208804] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:09.326519] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:09.326678] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:09.326719] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:09.326748] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:09.330151] [DEBUG] [FORECASTER] GHY: Forecast T+1@11:T+2@11: UP (p=74.13%)
[2025-12-09T20:23:09.330423] [INFO ] [FORECASTER] Completed predict_future for GHY
[2025-12-09T20:23:09.330542] [INFO ] [sig       ] GHY: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:23:09.470710] [INFO ] [LOCAL     ] Saved forecast: GHY	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/GHY.txt
[2025-12-09T20:23:09.470841] [INFO ] [sig       ] [1413/3614] Completed GHY in 0.3s | 2.91 sym/s | Total: 8.1m | ETA: 12.6m
[2025-12-09T20:23:09.470880] [INFO ] [sig       ] [1414/3614] Forecasting GIB...
[2025-12-09T20:23:09.470909] [INFO ] [sig       ] Generating forecast for: GIB
[2025-12-09T20:23:09.470938] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GIB' from 'https://tdm.silogroup.org/data/derivative_storage/GIB.csv'.
[2025-12-09T20:23:09.482337] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GIB'.
[2025-12-09T20:23:09.482632] [INFO ] [FORECASTER] Starting predict_future for GIB
[2025-12-09T20:23:09.483371] [DEBUG] [LOCAL     ] No optimal features file found for GIB: ./output/feature-sets/GIB.txt
[2025-12-09T20:23:09.483420] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:09.483475] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:09.483503] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:09.483558] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:09.541034] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:09.541717] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:09.541791] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:09.541822] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:09.667105] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:09.667435] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:09.667475] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:09.667519] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:09.670806] [DEBUG] [FORECASTER] GIB: Forecast T+1@11:T+2@11: DOWN (p=38.86%)
[2025-12-09T20:23:09.671066] [INFO ] [FORECASTER] Completed predict_future for GIB
[2025-12-09T20:23:09.671186] [INFO ] [sig       ] GIB: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:23:09.814893] [INFO ] [LOCAL     ] Saved forecast: GIB	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/GIB.txt
[2025-12-09T20:23:09.815015] [INFO ] [sig       ] [1414/3614] Completed GIB in 0.3s | 2.91 sym/s | Total: 8.1m | ETA: 12.6m
[2025-12-09T20:23:09.815054] [INFO ] [sig       ] [1415/3614] Forecasting GIFI...
[2025-12-09T20:23:09.815085] [INFO ] [sig       ] Generating forecast for: GIFI
[2025-12-09T20:23:09.815116] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GIFI' from 'https://tdm.silogroup.org/data/derivative_storage/GIFI.csv'.
[2025-12-09T20:23:09.825787] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GIFI'.
[2025-12-09T20:23:09.826063] [INFO ] [FORECASTER] Starting predict_future for GIFI
[2025-12-09T20:23:09.826825] [DEBUG] [LOCAL     ] No optimal features file found for GIFI: ./output/feature-sets/GIFI.txt
[2025-12-09T20:23:09.826875] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:09.826906] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:09.826932] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:09.826987] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:09.883182] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:09.883825] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:09.883898] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:09.883929] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:09.998904] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:09.999030] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:09.999068] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:09.999117] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:10.002344] [DEBUG] [FORECASTER] GIFI: Forecast T+1@11:T+2@11: UP (p=94.14%)
[2025-12-09T20:23:10.002624] [INFO ] [FORECASTER] Completed predict_future for GIFI
[2025-12-09T20:23:10.002745] [INFO ] [sig       ] GIFI: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:23:10.144672] [INFO ] [LOCAL     ] Saved forecast: GIFI	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/GIFI.txt
[2025-12-09T20:23:10.144800] [INFO ] [sig       ] [1415/3614] Completed GIFI in 0.3s | 2.91 sym/s | Total: 8.1m | ETA: 12.6m
[2025-12-09T20:23:10.144837] [INFO ] [sig       ] [1416/3614] Forecasting GIII...
[2025-12-09T20:23:10.144865] [INFO ] [sig       ] Generating forecast for: GIII
[2025-12-09T20:23:10.144893] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GIII' from 'https://tdm.silogroup.org/data/derivative_storage/GIII.csv'.
[2025-12-09T20:23:10.156673] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GIII'.
[2025-12-09T20:23:10.156953] [INFO ] [FORECASTER] Starting predict_future for GIII
[2025-12-09T20:23:10.157943] [DEBUG] [LOCAL     ] No optimal features file found for GIII: ./output/feature-sets/GIII.txt
[2025-12-09T20:23:10.157992] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:10.158023] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:10.158048] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:10.158102] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:10.215263] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:10.215883] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:10.215956] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:10.215988] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:10.334895] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:10.335046] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:10.335088] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:10.335115] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:10.338701] [DEBUG] [FORECASTER] GIII: Forecast T+1@11:T+2@11: UP (p=98.31%)
[2025-12-09T20:23:10.338968] [INFO ] [FORECASTER] Completed predict_future for GIII
[2025-12-09T20:23:10.339085] [INFO ] [sig       ] GIII: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:23:10.480332] [INFO ] [LOCAL     ] Saved forecast: GIII	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/GIII.txt
[2025-12-09T20:23:10.480455] [INFO ] [sig       ] [1416/3614] Completed GIII in 0.3s | 2.91 sym/s | Total: 8.1m | ETA: 12.6m
[2025-12-09T20:23:10.480494] [INFO ] [sig       ] [1417/3614] Forecasting GIL...
[2025-12-09T20:23:10.480524] [INFO ] [sig       ] Generating forecast for: GIL
[2025-12-09T20:23:10.480553] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GIL' from 'https://tdm.silogroup.org/data/derivative_storage/GIL.csv'.
[2025-12-09T20:23:10.492587] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GIL'.
[2025-12-09T20:23:10.492861] [INFO ] [FORECASTER] Starting predict_future for GIL
[2025-12-09T20:23:10.493635] [DEBUG] [LOCAL     ] No optimal features file found for GIL: ./output/feature-sets/GIL.txt
[2025-12-09T20:23:10.493685] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:10.493716] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:10.493742] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:10.493797] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:10.550248] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:10.550867] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:10.550941] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:10.550986] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:10.675188] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:10.675336] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:10.675377] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:10.675436] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:10.679239] [DEBUG] [FORECASTER] GIL: Forecast T+1@11:T+2@11: UP (p=78.27%)
[2025-12-09T20:23:10.679522] [INFO ] [FORECASTER] Completed predict_future for GIL
[2025-12-09T20:23:10.679664] [INFO ] [sig       ] GIL: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:23:10.846244] [INFO ] [LOCAL     ] Saved forecast: GIL	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/GIL.txt
[2025-12-09T20:23:10.846618] [INFO ] [sig       ] [1417/3614] Completed GIL in 0.4s | 2.91 sym/s | Total: 8.1m | ETA: 12.6m
[2025-12-09T20:23:10.846675] [INFO ] [sig       ] [1418/3614] Forecasting GILD...
[2025-12-09T20:23:10.846719] [INFO ] [sig       ] Generating forecast for: GILD
[2025-12-09T20:23:10.846762] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GILD' from 'https://tdm.silogroup.org/data/derivative_storage/GILD.csv'.
[2025-12-09T20:23:10.860194] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GILD'.
[2025-12-09T20:23:10.860906] [INFO ] [FORECASTER] Starting predict_future for GILD
[2025-12-09T20:23:10.862101] [DEBUG] [LOCAL     ] No optimal features file found for GILD: ./output/feature-sets/GILD.txt
[2025-12-09T20:23:10.862172] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:10.862225] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:10.862271] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:10.862363] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:10.932186] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:10.933319] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:10.933400] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:10.933432] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:11.054042] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:11.054199] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:11.054239] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:11.054267] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:11.057651] [DEBUG] [FORECASTER] GILD: Forecast T+1@11:T+2@11: DOWN (p=3.97%)
[2025-12-09T20:23:11.057919] [INFO ] [FORECASTER] Completed predict_future for GILD
[2025-12-09T20:23:11.058044] [INFO ] [sig       ] GILD: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:23:11.201675] [INFO ] [LOCAL     ] Saved forecast: GILD	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/GILD.txt
[2025-12-09T20:23:11.201826] [INFO ] [sig       ] [1418/3614] Completed GILD in 0.4s | 2.91 sym/s | Total: 8.1m | ETA: 12.6m
[2025-12-09T20:23:11.201870] [INFO ] [sig       ] [1419/3614] Forecasting GIS...
[2025-12-09T20:23:11.201898] [INFO ] [sig       ] Generating forecast for: GIS
[2025-12-09T20:23:11.201928] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GIS' from 'https://tdm.silogroup.org/data/derivative_storage/GIS.csv'.
[2025-12-09T20:23:11.213917] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GIS'.
[2025-12-09T20:23:11.214255] [INFO ] [FORECASTER] Starting predict_future for GIS
[2025-12-09T20:23:11.215031] [DEBUG] [LOCAL     ] No optimal features file found for GIS: ./output/feature-sets/GIS.txt
[2025-12-09T20:23:11.215082] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:11.215112] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:11.215151] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:11.215208] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:11.272658] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:11.273725] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:11.273804] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:11.273835] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:11.398647] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:11.398793] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:11.398832] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:11.398861] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:11.402787] [DEBUG] [FORECASTER] GIS: Forecast T+1@11:T+2@11: DOWN (p=28.34%)
[2025-12-09T20:23:11.403074] [INFO ] [FORECASTER] Completed predict_future for GIS
[2025-12-09T20:23:11.403205] [INFO ] [sig       ] GIS: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:23:11.548707] [INFO ] [LOCAL     ] Saved forecast: GIS	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/GIS.txt
[2025-12-09T20:23:11.548864] [INFO ] [sig       ] [1419/3614] Completed GIS in 0.3s | 2.91 sym/s | Total: 8.1m | ETA: 12.6m
[2025-12-09T20:23:11.548903] [INFO ] [sig       ] [1420/3614] Forecasting GKOS...
[2025-12-09T20:23:11.548932] [INFO ] [sig       ] Generating forecast for: GKOS
[2025-12-09T20:23:11.548963] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GKOS' from 'https://tdm.silogroup.org/data/derivative_storage/GKOS.csv'.
[2025-12-09T20:23:11.562461] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GKOS'.
[2025-12-09T20:23:11.562894] [INFO ] [FORECASTER] Starting predict_future for GKOS
[2025-12-09T20:23:11.563863] [DEBUG] [LOCAL     ] No optimal features file found for GKOS: ./output/feature-sets/GKOS.txt
[2025-12-09T20:23:11.563933] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:11.563975] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:11.564007] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:11.564086] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:11.634321] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:11.635662] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:11.635760] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:11.635796] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:11.767440] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:11.767634] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:11.767678] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:11.767705] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:11.771232] [DEBUG] [FORECASTER] GKOS: Forecast T+1@11:T+2@11: DOWN (p=25.18%)
[2025-12-09T20:23:11.771594] [INFO ] [FORECASTER] Completed predict_future for GKOS
[2025-12-09T20:23:11.771735] [INFO ] [sig       ] GKOS: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:23:11.914073] [INFO ] [LOCAL     ] Saved forecast: GKOS	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/GKOS.txt
[2025-12-09T20:23:11.914225] [INFO ] [sig       ] [1420/3614] Completed GKOS in 0.4s | 2.91 sym/s | Total: 8.1m | ETA: 12.6m
[2025-12-09T20:23:11.914264] [INFO ] [sig       ] [1421/3614] Forecasting GL...
[2025-12-09T20:23:11.914294] [INFO ] [sig       ] Generating forecast for: GL
[2025-12-09T20:23:11.914322] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GL' from 'https://tdm.silogroup.org/data/derivative_storage/GL.csv'.
[2025-12-09T20:23:11.926929] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GL'.
[2025-12-09T20:23:11.927290] [INFO ] [FORECASTER] Starting predict_future for GL
[2025-12-09T20:23:11.928116] [DEBUG] [LOCAL     ] No optimal features file found for GL: ./output/feature-sets/GL.txt
[2025-12-09T20:23:11.928167] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:11.928198] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:11.928224] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:11.928278] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:11.986009] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:11.986919] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:11.986999] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:11.987030] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:12.111441] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:12.111610] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:12.111652] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:12.111696] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:12.115165] [DEBUG] [FORECASTER] GL: Forecast T+1@11:T+2@11: UP (p=73.44%)
[2025-12-09T20:23:12.115427] [INFO ] [FORECASTER] Completed predict_future for GL
[2025-12-09T20:23:12.115546] [INFO ] [sig       ] GL: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:23:12.254764] [INFO ] [LOCAL     ] Saved forecast: GL	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/GL.txt
[2025-12-09T20:23:12.254875] [INFO ] [sig       ] [1421/3614] Completed GL in 0.3s | 2.91 sym/s | Total: 8.1m | ETA: 12.6m
[2025-12-09T20:23:12.254912] [INFO ] [sig       ] [1422/3614] Forecasting GLAD...
[2025-12-09T20:23:12.254943] [INFO ] [sig       ] Generating forecast for: GLAD
[2025-12-09T20:23:12.254972] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLAD' from 'https://tdm.silogroup.org/data/derivative_storage/GLAD.csv'.
[2025-12-09T20:23:12.266453] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLAD'.
[2025-12-09T20:23:12.266731] [INFO ] [FORECASTER] Starting predict_future for GLAD
[2025-12-09T20:23:12.267472] [DEBUG] [LOCAL     ] No optimal features file found for GLAD: ./output/feature-sets/GLAD.txt
[2025-12-09T20:23:12.267539] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:12.267570] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:12.267618] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:12.267674] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:12.322880] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:12.323479] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:12.323556] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:12.323605] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:12.438226] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:12.438347] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:12.438384] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:12.438412] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:12.441614] [DEBUG] [FORECASTER] GLAD: Forecast T+1@11:T+2@11: UP (p=97.52%)
[2025-12-09T20:23:12.441872] [INFO ] [FORECASTER] Completed predict_future for GLAD
[2025-12-09T20:23:12.441989] [INFO ] [sig       ] GLAD: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:23:12.579550] [INFO ] [LOCAL     ] Saved forecast: GLAD	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/GLAD.txt
[2025-12-09T20:23:12.579674] [INFO ] [sig       ] [1422/3614] Completed GLAD in 0.3s | 2.91 sym/s | Total: 8.1m | ETA: 12.5m
[2025-12-09T20:23:12.579713] [INFO ] [sig       ] [1423/3614] Forecasting GLBE...
[2025-12-09T20:23:12.579741] [INFO ] [sig       ] Generating forecast for: GLBE
[2025-12-09T20:23:12.579776] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLBE' from 'https://tdm.silogroup.org/data/derivative_storage/GLBE.csv'.
[2025-12-09T20:23:12.592181] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLBE'.
[2025-12-09T20:23:12.592782] [INFO ] [FORECASTER] Starting predict_future for GLBE
[2025-12-09T20:23:12.593938] [DEBUG] [LOCAL     ] No optimal features file found for GLBE: ./output/feature-sets/GLBE.txt
[2025-12-09T20:23:12.593999] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:12.594036] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:12.594068] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:12.594138] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:12.654295] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:12.655531] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:12.655649] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:12.655694] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:12.779137] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:12.779312] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:12.779355] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:12.779385] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:12.782890] [DEBUG] [FORECASTER] GLBE: Forecast T+1@11:T+2@11: UP (p=72.27%)
[2025-12-09T20:23:12.783184] [INFO ] [FORECASTER] Completed predict_future for GLBE
[2025-12-09T20:23:12.783316] [INFO ] [sig       ] GLBE: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:23:12.925527] [INFO ] [LOCAL     ] Saved forecast: GLBE	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/GLBE.txt
[2025-12-09T20:23:12.925668] [INFO ] [sig       ] [1423/3614] Completed GLBE in 0.3s | 2.91 sym/s | Total: 8.1m | ETA: 12.5m
[2025-12-09T20:23:12.925711] [INFO ] [sig       ] [1424/3614] Forecasting GLBS...
[2025-12-09T20:23:12.925747] [INFO ] [sig       ] Generating forecast for: GLBS
[2025-12-09T20:23:12.925775] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLBS' from 'https://tdm.silogroup.org/data/derivative_storage/GLBS.csv'.
[2025-12-09T20:23:12.937114] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLBS'.
[2025-12-09T20:23:12.937401] [INFO ] [FORECASTER] Starting predict_future for GLBS
[2025-12-09T20:23:12.938197] [DEBUG] [LOCAL     ] No optimal features file found for GLBS: ./output/feature-sets/GLBS.txt
[2025-12-09T20:23:12.938246] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:12.938276] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:12.938303] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:12.938358] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:12.995115] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:12.995702] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:12.995799] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:12.995831] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:13.105753] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:13.105909] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:13.105953] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:13.105982] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:13.109523] [DEBUG] [FORECASTER] GLBS: Forecast T+1@11:T+2@11: UP (p=92.90%)
[2025-12-09T20:23:13.109832] [INFO ] [FORECASTER] Completed predict_future for GLBS
[2025-12-09T20:23:13.109964] [INFO ] [sig       ] GLBS: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:23:13.260311] [INFO ] [LOCAL     ] Saved forecast: GLBS	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/GLBS.txt
[2025-12-09T20:23:13.260482] [INFO ] [sig       ] [1424/3614] Completed GLBS in 0.3s | 2.91 sym/s | Total: 8.2m | ETA: 12.5m
[2025-12-09T20:23:13.260524] [INFO ] [sig       ] [1425/3614] Forecasting GLDD...
[2025-12-09T20:23:13.260553] [INFO ] [sig       ] Generating forecast for: GLDD
[2025-12-09T20:23:13.260601] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLDD' from 'https://tdm.silogroup.org/data/derivative_storage/GLDD.csv'.
[2025-12-09T20:23:13.272070] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLDD'.
[2025-12-09T20:23:13.272372] [INFO ] [FORECASTER] Starting predict_future for GLDD
[2025-12-09T20:23:13.273223] [DEBUG] [LOCAL     ] No optimal features file found for GLDD: ./output/feature-sets/GLDD.txt
[2025-12-09T20:23:13.273274] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:13.273306] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:13.273332] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:13.273397] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:13.330905] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:13.331778] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:13.331861] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:13.331893] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:13.456067] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:13.456225] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:13.456267] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:13.456294] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:13.459746] [DEBUG] [FORECASTER] GLDD: Forecast T+1@11:T+2@11: DOWN (p=3.36%)
[2025-12-09T20:23:13.460016] [INFO ] [FORECASTER] Completed predict_future for GLDD
[2025-12-09T20:23:13.460139] [INFO ] [sig       ] GLDD: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:23:13.600438] [INFO ] [LOCAL     ] Saved forecast: GLDD	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/GLDD.txt
[2025-12-09T20:23:13.600591] [INFO ] [sig       ] [1425/3614] Completed GLDD in 0.3s | 2.91 sym/s | Total: 8.2m | ETA: 12.5m
[2025-12-09T20:23:13.600633] [INFO ] [sig       ] [1426/3614] Forecasting GLNG...
[2025-12-09T20:23:13.600662] [INFO ] [sig       ] Generating forecast for: GLNG
[2025-12-09T20:23:13.600691] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLNG' from 'https://tdm.silogroup.org/data/derivative_storage/GLNG.csv'.
[2025-12-09T20:23:13.612743] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLNG'.
[2025-12-09T20:23:13.613021] [INFO ] [FORECASTER] Starting predict_future for GLNG
[2025-12-09T20:23:13.613968] [DEBUG] [LOCAL     ] No optimal features file found for GLNG: ./output/feature-sets/GLNG.txt
[2025-12-09T20:23:13.614017] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:13.614048] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:13.614074] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:13.614128] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:13.671878] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:13.672604] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:13.672681] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:13.672713] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:13.792938] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:13.793148] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:13.793190] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:13.793218] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:13.796555] [DEBUG] [FORECASTER] GLNG: Forecast T+1@11:T+2@11: UP (p=84.30%)
[2025-12-09T20:23:13.796833] [INFO ] [FORECASTER] Completed predict_future for GLNG
[2025-12-09T20:23:13.796951] [INFO ] [sig       ] GLNG: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:23:13.936992] [INFO ] [LOCAL     ] Saved forecast: GLNG	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/GLNG.txt
[2025-12-09T20:23:13.937176] [INFO ] [sig       ] [1426/3614] Completed GLNG in 0.3s | 2.91 sym/s | Total: 8.2m | ETA: 12.5m
[2025-12-09T20:23:13.937230] [INFO ] [sig       ] [1427/3614] Forecasting GLOB...
[2025-12-09T20:23:13.937272] [INFO ] [sig       ] Generating forecast for: GLOB
[2025-12-09T20:23:13.937314] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLOB' from 'https://tdm.silogroup.org/data/derivative_storage/GLOB.csv'.
[2025-12-09T20:23:13.950914] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLOB'.
[2025-12-09T20:23:13.951332] [INFO ] [FORECASTER] Starting predict_future for GLOB
[2025-12-09T20:23:13.952259] [DEBUG] [LOCAL     ] No optimal features file found for GLOB: ./output/feature-sets/GLOB.txt
[2025-12-09T20:23:13.952317] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:13.952354] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:13.952387] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:13.952462] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:14.010872] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:14.011690] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:14.011766] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:14.011798] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:14.128278] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:14.128424] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:14.128465] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:14.128495] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:14.131877] [DEBUG] [FORECASTER] GLOB: Forecast T+1@11:T+2@11: DOWN (p=28.48%)
[2025-12-09T20:23:14.132152] [INFO ] [FORECASTER] Completed predict_future for GLOB
[2025-12-09T20:23:14.132276] [INFO ] [sig       ] GLOB: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:23:14.279615] [INFO ] [LOCAL     ] Saved forecast: GLOB	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/GLOB.txt
[2025-12-09T20:23:14.279787] [INFO ] [sig       ] [1427/3614] Completed GLOB in 0.3s | 2.91 sym/s | Total: 8.2m | ETA: 12.5m
[2025-12-09T20:23:14.279827] [INFO ] [sig       ] [1428/3614] Forecasting GLP...
[2025-12-09T20:23:14.279856] [INFO ] [sig       ] Generating forecast for: GLP
[2025-12-09T20:23:14.279886] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLP' from 'https://tdm.silogroup.org/data/derivative_storage/GLP.csv'.
[2025-12-09T20:23:14.290864] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLP'.
[2025-12-09T20:23:14.291144] [INFO ] [FORECASTER] Starting predict_future for GLP
[2025-12-09T20:23:14.291943] [DEBUG] [LOCAL     ] No optimal features file found for GLP: ./output/feature-sets/GLP.txt
[2025-12-09T20:23:14.291993] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:14.292026] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:14.292053] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:14.292108] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:14.349090] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:14.349792] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:14.349867] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:14.349900] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:14.471495] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:14.471660] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:14.471703] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:14.471733] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:14.475202] [DEBUG] [FORECASTER] GLP: Forecast T+1@11:T+2@11: DOWN (p=7.85%)
[2025-12-09T20:23:14.475480] [INFO ] [FORECASTER] Completed predict_future for GLP
[2025-12-09T20:23:14.475623] [INFO ] [sig       ] GLP: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:23:14.614088] [INFO ] [LOCAL     ] Saved forecast: GLP	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/GLP.txt
[2025-12-09T20:23:14.614227] [INFO ] [sig       ] [1428/3614] Completed GLP in 0.3s | 2.91 sym/s | Total: 8.2m | ETA: 12.5m
[2025-12-09T20:23:14.614266] [INFO ] [sig       ] [1429/3614] Forecasting GLPG...
[2025-12-09T20:23:14.614294] [INFO ] [sig       ] Generating forecast for: GLPG
[2025-12-09T20:23:14.614323] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLPG' from 'https://tdm.silogroup.org/data/derivative_storage/GLPG.csv'.
[2025-12-09T20:23:14.625447] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLPG'.
[2025-12-09T20:23:14.625758] [INFO ] [FORECASTER] Starting predict_future for GLPG
[2025-12-09T20:23:14.626497] [DEBUG] [LOCAL     ] No optimal features file found for GLPG: ./output/feature-sets/GLPG.txt
[2025-12-09T20:23:14.626552] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:14.626609] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:14.626638] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:14.626694] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:14.686535] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:14.687285] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:14.687375] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:14.687409] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:14.814267] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:14.814635] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:14.814675] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:14.814702] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:14.818308] [DEBUG] [FORECASTER] GLPG: Forecast T+1@11:T+2@11: UP (p=60.76%)
[2025-12-09T20:23:14.818782] [INFO ] [FORECASTER] Completed predict_future for GLPG
[2025-12-09T20:23:14.818903] [INFO ] [sig       ] GLPG: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:23:14.961628] [INFO ] [LOCAL     ] Saved forecast: GLPG	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/GLPG.txt
[2025-12-09T20:23:14.961785] [INFO ] [sig       ] [1429/3614] Completed GLPG in 0.3s | 2.91 sym/s | Total: 8.2m | ETA: 12.5m
[2025-12-09T20:23:14.961826] [INFO ] [sig       ] [1430/3614] Forecasting GLPI...
[2025-12-09T20:23:14.961854] [INFO ] [sig       ] Generating forecast for: GLPI
[2025-12-09T20:23:14.961882] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLPI' from 'https://tdm.silogroup.org/data/derivative_storage/GLPI.csv'.
[2025-12-09T20:23:14.973917] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLPI'.
[2025-12-09T20:23:14.974270] [INFO ] [FORECASTER] Starting predict_future for GLPI
[2025-12-09T20:23:14.975047] [DEBUG] [LOCAL     ] No optimal features file found for GLPI: ./output/feature-sets/GLPI.txt
[2025-12-09T20:23:14.975097] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:14.975128] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:14.975154] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:14.975209] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:15.032746] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:15.033528] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:15.033625] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:15.033659] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:15.149339] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:15.149692] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:15.149732] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:15.149768] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:15.153275] [DEBUG] [FORECASTER] GLPI: Forecast T+1@11:T+2@11: DOWN (p=28.76%)
[2025-12-09T20:23:15.153539] [INFO ] [FORECASTER] Completed predict_future for GLPI
[2025-12-09T20:23:15.153674] [INFO ] [sig       ] GLPI: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:23:15.295043] [INFO ] [LOCAL     ] Saved forecast: GLPI	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/GLPI.txt
[2025-12-09T20:23:15.295167] [INFO ] [sig       ] [1430/3614] Completed GLPI in 0.3s | 2.91 sym/s | Total: 8.2m | ETA: 12.5m
[2025-12-09T20:23:15.295205] [INFO ] [sig       ] [1431/3614] Forecasting GLRE...
[2025-12-09T20:23:15.295235] [INFO ] [sig       ] Generating forecast for: GLRE
[2025-12-09T20:23:15.295264] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLRE' from 'https://tdm.silogroup.org/data/derivative_storage/GLRE.csv'.
[2025-12-09T20:23:15.307199] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLRE'.
[2025-12-09T20:23:15.307500] [INFO ] [FORECASTER] Starting predict_future for GLRE
[2025-12-09T20:23:15.308306] [DEBUG] [LOCAL     ] No optimal features file found for GLRE: ./output/feature-sets/GLRE.txt
[2025-12-09T20:23:15.308360] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:15.308415] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:15.308443] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:15.308502] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:15.367072] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:15.367733] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:15.367808] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:15.367839] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:15.490527] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:15.490697] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:15.490747] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:15.490777] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:15.494277] [DEBUG] [FORECASTER] GLRE: Forecast T+1@11:T+2@11: UP (p=93.15%)
[2025-12-09T20:23:15.494559] [INFO ] [FORECASTER] Completed predict_future for GLRE
[2025-12-09T20:23:15.494698] [INFO ] [sig       ] GLRE: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:23:15.638042] [INFO ] [LOCAL     ] Saved forecast: GLRE	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/GLRE.txt
[2025-12-09T20:23:15.638171] [INFO ] [sig       ] [1431/3614] Completed GLRE in 0.3s | 2.91 sym/s | Total: 8.2m | ETA: 12.5m
[2025-12-09T20:23:15.638219] [INFO ] [sig       ] [1432/3614] Forecasting GLSI...
[2025-12-09T20:23:15.638253] [INFO ] [sig       ] Generating forecast for: GLSI
[2025-12-09T20:23:15.638289] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLSI' from 'https://tdm.silogroup.org/data/derivative_storage/GLSI.csv'.
[2025-12-09T20:23:15.649875] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLSI'.
[2025-12-09T20:23:15.650130] [INFO ] [FORECASTER] Starting predict_future for GLSI
[2025-12-09T20:23:15.650905] [DEBUG] [LOCAL     ] No optimal features file found for GLSI: ./output/feature-sets/GLSI.txt
[2025-12-09T20:23:15.650967] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:15.650999] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:15.651026] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:15.651081] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:15.708856] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:15.709620] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:15.709694] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:15.709725] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:15.828653] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:15.828805] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:15.828846] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:15.828876] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:15.832204] [DEBUG] [FORECASTER] GLSI: Forecast T+1@11:T+2@11: UP (p=92.82%)
[2025-12-09T20:23:15.832491] [INFO ] [FORECASTER] Completed predict_future for GLSI
[2025-12-09T20:23:15.832627] [INFO ] [sig       ] GLSI: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:23:15.974701] [INFO ] [LOCAL     ] Saved forecast: GLSI	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/GLSI.txt
[2025-12-09T20:23:15.974838] [INFO ] [sig       ] [1432/3614] Completed GLSI in 0.3s | 2.91 sym/s | Total: 8.2m | ETA: 12.5m
[2025-12-09T20:23:15.974878] [INFO ] [sig       ] [1433/3614] Forecasting GLTO...
[2025-12-09T20:23:15.974906] [INFO ] [sig       ] Generating forecast for: GLTO
[2025-12-09T20:23:15.974935] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLTO' from 'https://tdm.silogroup.org/data/derivative_storage/GLTO.csv'.
[2025-12-09T20:23:15.986123] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLTO'.
[2025-12-09T20:23:15.986472] [INFO ] [FORECASTER] Starting predict_future for GLTO
[2025-12-09T20:23:15.987670] [DEBUG] [LOCAL     ] No optimal features file found for GLTO: ./output/feature-sets/GLTO.txt
[2025-12-09T20:23:15.987721] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:15.987753] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:15.987779] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:15.987833] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:16.044209] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:16.045018] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:16.045095] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:16.045127] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:16.156617] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:16.156763] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:16.156801] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:16.156829] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:16.160270] [DEBUG] [FORECASTER] GLTO: Forecast T+1@11:T+2@11: UP (p=50.53%)
[2025-12-09T20:23:16.160722] [INFO ] [FORECASTER] Completed predict_future for GLTO
[2025-12-09T20:23:16.160845] [INFO ] [sig       ] GLTO: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:23:16.301849] [INFO ] [LOCAL     ] Saved forecast: GLTO	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/GLTO.txt
[2025-12-09T20:23:16.301981] [INFO ] [sig       ] [1433/3614] Completed GLTO in 0.3s | 2.91 sym/s | Total: 8.2m | ETA: 12.5m
[2025-12-09T20:23:16.302021] [INFO ] [sig       ] [1434/3614] Forecasting GLUE...
[2025-12-09T20:23:16.302051] [INFO ] [sig       ] Generating forecast for: GLUE
[2025-12-09T20:23:16.302080] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLUE' from 'https://tdm.silogroup.org/data/derivative_storage/GLUE.csv'.
[2025-12-09T20:23:16.313133] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLUE'.
[2025-12-09T20:23:16.313437] [INFO ] [FORECASTER] Starting predict_future for GLUE
[2025-12-09T20:23:16.314198] [DEBUG] [LOCAL     ] No optimal features file found for GLUE: ./output/feature-sets/GLUE.txt
[2025-12-09T20:23:16.314250] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:16.314281] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:16.314307] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:16.314362] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:16.374273] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:16.374977] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:16.375061] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:16.375094] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:16.494187] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:16.494330] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:16.494369] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:16.494442] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:16.497844] [DEBUG] [FORECASTER] GLUE: Forecast T+1@11:T+2@11: DOWN (p=34.67%)
[2025-12-09T20:23:16.498105] [INFO ] [FORECASTER] Completed predict_future for GLUE
[2025-12-09T20:23:16.498223] [INFO ] [sig       ] GLUE: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:23:16.640210] [INFO ] [LOCAL     ] Saved forecast: GLUE	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/GLUE.txt
[2025-12-09T20:23:16.640364] [INFO ] [sig       ] [1434/3614] Completed GLUE in 0.3s | 2.91 sym/s | Total: 8.2m | ETA: 12.5m
[2025-12-09T20:23:16.640597] [INFO ] [sig       ] [1435/3614] Forecasting GMAB...
[2025-12-09T20:23:16.640628] [INFO ] [sig       ] Generating forecast for: GMAB
[2025-12-09T20:23:16.640657] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GMAB' from 'https://tdm.silogroup.org/data/derivative_storage/GMAB.csv'.
[2025-12-09T20:23:16.652626] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GMAB'.
[2025-12-09T20:23:16.652883] [INFO ] [FORECASTER] Starting predict_future for GMAB
[2025-12-09T20:23:16.653637] [DEBUG] [LOCAL     ] No optimal features file found for GMAB: ./output/feature-sets/GMAB.txt
[2025-12-09T20:23:16.653688] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:16.653719] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:16.653745] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:16.653800] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:16.709800] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:16.710395] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:16.710468] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:16.710500] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:16.829898] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:16.830051] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:16.830091] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:16.830119] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:16.833956] [DEBUG] [FORECASTER] GMAB: Forecast T+1@11:T+2@11: DOWN (p=19.86%)
[2025-12-09T20:23:16.834229] [INFO ] [FORECASTER] Completed predict_future for GMAB
[2025-12-09T20:23:16.834352] [INFO ] [sig       ] GMAB: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:23:16.972922] [INFO ] [LOCAL     ] Saved forecast: GMAB	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/GMAB.txt
[2025-12-09T20:23:16.973050] [INFO ] [sig       ] [1435/3614] Completed GMAB in 0.3s | 2.91 sym/s | Total: 8.2m | ETA: 12.5m
[2025-12-09T20:23:16.973090] [INFO ] [sig       ] [1436/3614] Forecasting GME...
[2025-12-09T20:23:16.973119] [INFO ] [sig       ] Generating forecast for: GME
[2025-12-09T20:23:16.973146] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GME' from 'https://tdm.silogroup.org/data/derivative_storage/GME.csv'.
[2025-12-09T20:23:16.984862] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GME'.
[2025-12-09T20:23:16.985128] [INFO ] [FORECASTER] Starting predict_future for GME
[2025-12-09T20:23:16.986074] [DEBUG] [LOCAL     ] No optimal features file found for GME: ./output/feature-sets/GME.txt
[2025-12-09T20:23:16.986124] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:16.986155] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:16.986181] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:16.986236] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:17.045305] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:17.046139] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:17.046217] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:17.046249] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:17.165846] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:17.165996] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:17.166035] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:17.166064] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:17.170183] [DEBUG] [FORECASTER] GME: Forecast T+1@11:T+2@11: DOWN (p=25.32%)
[2025-12-09T20:23:17.170454] [INFO ] [FORECASTER] Completed predict_future for GME
[2025-12-09T20:23:17.170594] [INFO ] [sig       ] GME: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:23:17.315442] [INFO ] [LOCAL     ] Saved forecast: GME	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/GME.txt
[2025-12-09T20:23:17.315565] [INFO ] [sig       ] [1436/3614] Completed GME in 0.3s | 2.91 sym/s | Total: 8.2m | ETA: 12.5m
[2025-12-09T20:23:17.315621] [INFO ] [sig       ] [1437/3614] Forecasting GMED...
[2025-12-09T20:23:17.315651] [INFO ] [sig       ] Generating forecast for: GMED
[2025-12-09T20:23:17.315681] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GMED' from 'https://tdm.silogroup.org/data/derivative_storage/GMED.csv'.
[2025-12-09T20:23:17.328263] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GMED'.
[2025-12-09T20:23:17.328529] [INFO ] [FORECASTER] Starting predict_future for GMED
[2025-12-09T20:23:17.329316] [DEBUG] [LOCAL     ] No optimal features file found for GMED: ./output/feature-sets/GMED.txt
[2025-12-09T20:23:17.329377] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:17.329410] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:17.329436] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:17.329491] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:17.387785] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:17.388411] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:17.388487] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:17.388519] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:17.510943] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:17.511096] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:17.511134] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:17.511162] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:17.514979] [DEBUG] [FORECASTER] GMED: Forecast T+1@11:T+2@11: DOWN (p=25.00%)
[2025-12-09T20:23:17.515255] [INFO ] [FORECASTER] Completed predict_future for GMED
[2025-12-09T20:23:17.515375] [INFO ] [sig       ] GMED: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:23:17.663504] [INFO ] [LOCAL     ] Saved forecast: GMED	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/GMED.txt
[2025-12-09T20:23:17.663738] [INFO ] [sig       ] [1437/3614] Completed GMED in 0.3s | 2.91 sym/s | Total: 8.2m | ETA: 12.5m
[2025-12-09T20:23:17.663802] [INFO ] [sig       ] [1438/3614] Forecasting GMM...
[2025-12-09T20:23:17.663833] [INFO ] [sig       ] Generating forecast for: GMM
[2025-12-09T20:23:17.663871] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GMM' from 'https://tdm.silogroup.org/data/derivative_storage/GMM.csv'.
[2025-12-09T20:23:17.674934] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GMM'.
[2025-12-09T20:23:17.675210] [INFO ] [FORECASTER] Starting predict_future for GMM
[2025-12-09T20:23:17.675983] [DEBUG] [LOCAL     ] No optimal features file found for GMM: ./output/feature-sets/GMM.txt
[2025-12-09T20:23:17.676033] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:17.676064] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:17.676091] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:17.676146] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:17.735659] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:17.736905] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:17.737021] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:17.737072] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:17.851727] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:17.851898] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:17.851951] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:17.851990] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:17.856829] [DEBUG] [FORECASTER] GMM: Forecast T+1@11:T+2@11: DOWN (p=37.93%)
[2025-12-09T20:23:17.857241] [INFO ] [FORECASTER] Completed predict_future for GMM
[2025-12-09T20:23:17.857394] [INFO ] [sig       ] GMM: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:23:17.996909] [INFO ] [LOCAL     ] Saved forecast: GMM	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/GMM.txt
[2025-12-09T20:23:17.997034] [INFO ] [sig       ] [1438/3614] Completed GMM in 0.3s | 2.91 sym/s | Total: 8.2m | ETA: 12.5m
[2025-12-09T20:23:17.997073] [INFO ] [sig       ] [1439/3614] Forecasting GMRE...
[2025-12-09T20:23:17.997101] [INFO ] [sig       ] Generating forecast for: GMRE
[2025-12-09T20:23:17.997130] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GMRE' from 'https://tdm.silogroup.org/data/derivative_storage/GMRE.csv'.
[2025-12-09T20:23:18.009368] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GMRE'.
[2025-12-09T20:23:18.009650] [INFO ] [FORECASTER] Starting predict_future for GMRE
[2025-12-09T20:23:18.010388] [DEBUG] [LOCAL     ] No optimal features file found for GMRE: ./output/feature-sets/GMRE.txt
[2025-12-09T20:23:18.010439] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:18.010470] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:18.010496] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:18.010551] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:18.068803] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:18.069600] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:18.069679] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:18.069710] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:18.199994] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:18.200170] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:18.200218] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:18.200248] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:18.204191] [DEBUG] [FORECASTER] GMRE: Forecast T+1@11:T+2@11: DOWN (p=26.66%)
[2025-12-09T20:23:18.204681] [INFO ] [FORECASTER] Completed predict_future for GMRE
[2025-12-09T20:23:18.204805] [INFO ] [sig       ] GMRE: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:23:18.348858] [INFO ] [LOCAL     ] Saved forecast: GMRE	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/GMRE.txt
[2025-12-09T20:23:18.349007] [INFO ] [sig       ] [1439/3614] Completed GMRE in 0.4s | 2.91 sym/s | Total: 8.2m | ETA: 12.4m
[2025-12-09T20:23:18.349045] [INFO ] [sig       ] [1440/3614] Forecasting GNE...
[2025-12-09T20:23:18.349075] [INFO ] [sig       ] Generating forecast for: GNE
[2025-12-09T20:23:18.349105] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNE' from 'https://tdm.silogroup.org/data/derivative_storage/GNE.csv'.
[2025-12-09T20:23:18.360701] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNE'.
[2025-12-09T20:23:18.361027] [INFO ] [FORECASTER] Starting predict_future for GNE
[2025-12-09T20:23:18.361815] [DEBUG] [LOCAL     ] No optimal features file found for GNE: ./output/feature-sets/GNE.txt
[2025-12-09T20:23:18.361869] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:18.361912] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:18.361943] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:18.361999] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:18.418921] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:18.419512] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:18.419601] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:18.419634] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:18.539413] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:18.539556] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:18.539613] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:18.539642] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:18.542912] [DEBUG] [FORECASTER] GNE: Forecast T+1@11:T+2@11: DOWN (p=19.59%)
[2025-12-09T20:23:18.543176] [INFO ] [FORECASTER] Completed predict_future for GNE
[2025-12-09T20:23:18.543292] [INFO ] [sig       ] GNE: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:23:18.739984] [INFO ] [LOCAL     ] Saved forecast: GNE	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/GNE.txt
[2025-12-09T20:23:18.740118] [INFO ] [sig       ] [1440/3614] Completed GNE in 0.4s | 2.91 sym/s | Total: 8.2m | ETA: 12.4m
[2025-12-09T20:23:18.740157] [INFO ] [sig       ] [1441/3614] Forecasting GNK...
[2025-12-09T20:23:18.740186] [INFO ] [sig       ] Generating forecast for: GNK
[2025-12-09T20:23:18.740214] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNK' from 'https://tdm.silogroup.org/data/derivative_storage/GNK.csv'.
[2025-12-09T20:23:18.752203] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNK'.
[2025-12-09T20:23:18.752641] [INFO ] [FORECASTER] Starting predict_future for GNK
[2025-12-09T20:23:18.753693] [DEBUG] [LOCAL     ] No optimal features file found for GNK: ./output/feature-sets/GNK.txt
[2025-12-09T20:23:18.753756] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:18.753796] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:18.753836] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:18.753920] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:18.812460] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:18.813285] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:18.813407] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:18.813442] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:18.936842] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:18.936980] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:18.937022] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:18.937050] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:18.940519] [DEBUG] [FORECASTER] GNK: Forecast T+1@11:T+2@11: UP (p=82.14%)
[2025-12-09T20:23:18.940875] [INFO ] [FORECASTER] Completed predict_future for GNK
[2025-12-09T20:23:18.941016] [INFO ] [sig       ] GNK: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:23:19.081853] [INFO ] [LOCAL     ] Saved forecast: GNK	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/GNK.txt
[2025-12-09T20:23:19.081992] [INFO ] [sig       ] [1441/3614] Completed GNK in 0.3s | 2.91 sym/s | Total: 8.2m | ETA: 12.4m
[2025-12-09T20:23:19.082033] [INFO ] [sig       ] [1442/3614] Forecasting GNL...
[2025-12-09T20:23:19.082063] [INFO ] [sig       ] Generating forecast for: GNL
[2025-12-09T20:23:19.082094] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNL' from 'https://tdm.silogroup.org/data/derivative_storage/GNL.csv'.
[2025-12-09T20:23:19.093082] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNL'.
[2025-12-09T20:23:19.093376] [INFO ] [FORECASTER] Starting predict_future for GNL
[2025-12-09T20:23:19.094139] [DEBUG] [LOCAL     ] No optimal features file found for GNL: ./output/feature-sets/GNL.txt
[2025-12-09T20:23:19.094190] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:19.094223] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:19.094251] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:19.094307] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:19.151656] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:19.152527] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:19.152635] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:19.152670] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:19.271398] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:19.271542] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:19.271604] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:19.271636] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:19.274912] [DEBUG] [FORECASTER] GNL: Forecast T+1@11:T+2@11: DOWN (p=0.71%)
[2025-12-09T20:23:19.275176] [INFO ] [FORECASTER] Completed predict_future for GNL
[2025-12-09T20:23:19.275295] [INFO ] [sig       ] GNL: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:23:19.416105] [INFO ] [LOCAL     ] Saved forecast: GNL	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/GNL.txt
[2025-12-09T20:23:19.416232] [INFO ] [sig       ] [1442/3614] Completed GNL in 0.3s | 2.91 sym/s | Total: 8.3m | ETA: 12.4m
[2025-12-09T20:23:19.416271] [INFO ] [sig       ] [1443/3614] Forecasting GNLN...
[2025-12-09T20:23:19.416301] [INFO ] [sig       ] Generating forecast for: GNLN
[2025-12-09T20:23:19.416332] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNLN' from 'https://tdm.silogroup.org/data/derivative_storage/GNLN.csv'.
[2025-12-09T20:23:19.427176] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNLN'.
[2025-12-09T20:23:19.427472] [INFO ] [FORECASTER] Starting predict_future for GNLN
[2025-12-09T20:23:19.428257] [DEBUG] [LOCAL     ] No optimal features file found for GNLN: ./output/feature-sets/GNLN.txt
[2025-12-09T20:23:19.428307] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:19.428350] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:19.428378] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:19.428432] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:19.486158] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:19.486779] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:19.486854] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:19.486887] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:19.597076] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:19.597218] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:19.597258] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:19.597286] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:19.601104] [DEBUG] [FORECASTER] GNLN: Forecast T+1@11:T+2@11: UP (p=88.61%)
[2025-12-09T20:23:19.601368] [INFO ] [FORECASTER] Completed predict_future for GNLN
[2025-12-09T20:23:19.601695] [INFO ] [sig       ] GNLN: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:23:19.747931] [INFO ] [LOCAL     ] Saved forecast: GNLN	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/GNLN.txt
[2025-12-09T20:23:19.748083] [INFO ] [sig       ] [1443/3614] Completed GNLN in 0.3s | 2.91 sym/s | Total: 8.3m | ETA: 12.4m
[2025-12-09T20:23:19.748123] [INFO ] [sig       ] [1444/3614] Forecasting GNLX...
[2025-12-09T20:23:19.748152] [INFO ] [sig       ] Generating forecast for: GNLX
[2025-12-09T20:23:19.748181] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNLX' from 'https://tdm.silogroup.org/data/derivative_storage/GNLX.csv'.
[2025-12-09T20:23:19.759942] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNLX'.
[2025-12-09T20:23:19.760295] [INFO ] [FORECASTER] Starting predict_future for GNLX
[2025-12-09T20:23:19.761136] [DEBUG] [LOCAL     ] No optimal features file found for GNLX: ./output/feature-sets/GNLX.txt
[2025-12-09T20:23:19.761188] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:19.761220] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:19.761247] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:19.761302] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:19.826037] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:19.827018] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:19.827105] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:19.827138] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:19.950661] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:19.950812] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:19.950853] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:19.950882] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:19.954398] [DEBUG] [FORECASTER] GNLX: Forecast T+1@11:T+2@11: UP (p=57.95%)
[2025-12-09T20:23:19.954707] [INFO ] [FORECASTER] Completed predict_future for GNLX
[2025-12-09T20:23:19.954875] [INFO ] [sig       ] GNLX: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:23:20.107824] [INFO ] [LOCAL     ] Saved forecast: GNLX	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/GNLX.txt
[2025-12-09T20:23:20.108027] [INFO ] [sig       ] [1444/3614] Completed GNLX in 0.4s | 2.91 sym/s | Total: 8.3m | ETA: 12.4m
[2025-12-09T20:23:20.108072] [INFO ] [sig       ] [1445/3614] Forecasting GNMA...
[2025-12-09T20:23:20.108101] [INFO ] [sig       ] Generating forecast for: GNMA
[2025-12-09T20:23:20.108130] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNMA' from 'https://tdm.silogroup.org/data/derivative_storage/GNMA.csv'.
[2025-12-09T20:23:20.119893] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNMA'.
[2025-12-09T20:23:20.120298] [INFO ] [FORECASTER] Starting predict_future for GNMA
[2025-12-09T20:23:20.121285] [DEBUG] [LOCAL     ] No optimal features file found for GNMA: ./output/feature-sets/GNMA.txt
[2025-12-09T20:23:20.121338] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:20.121370] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:20.121404] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:20.121470] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:20.183354] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:20.184216] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:20.184298] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:20.184335] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:20.303157] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:20.303306] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:20.303350] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:20.303380] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:20.307125] [DEBUG] [FORECASTER] GNMA: Forecast T+1@11:T+2@11: UP (p=92.39%)
[2025-12-09T20:23:20.307440] [INFO ] [FORECASTER] Completed predict_future for GNMA
[2025-12-09T20:23:20.307828] [INFO ] [sig       ] GNMA: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:23:20.463429] [INFO ] [LOCAL     ] Saved forecast: GNMA	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/GNMA.txt
[2025-12-09T20:23:20.463615] [INFO ] [sig       ] [1445/3614] Completed GNMA in 0.4s | 2.91 sym/s | Total: 8.3m | ETA: 12.4m
[2025-12-09T20:23:20.463657] [INFO ] [sig       ] [1446/3614] Forecasting GNOM...
[2025-12-09T20:23:20.463687] [INFO ] [sig       ] Generating forecast for: GNOM
[2025-12-09T20:23:20.463716] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNOM' from 'https://tdm.silogroup.org/data/derivative_storage/GNOM.csv'.
[2025-12-09T20:23:20.475161] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNOM'.
[2025-12-09T20:23:20.475511] [INFO ] [FORECASTER] Starting predict_future for GNOM
[2025-12-09T20:23:20.476283] [DEBUG] [LOCAL     ] No optimal features file found for GNOM: ./output/feature-sets/GNOM.txt
[2025-12-09T20:23:20.476344] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:20.476381] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:20.476413] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:20.476475] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:20.536092] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:20.537009] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:20.537094] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:20.537127] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:20.662528] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:20.662707] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:20.662749] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:20.662777] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:20.666392] [DEBUG] [FORECASTER] GNOM: Forecast T+1@11:T+2@11: DOWN (p=49.35%)
[2025-12-09T20:23:20.666745] [INFO ] [FORECASTER] Completed predict_future for GNOM
[2025-12-09T20:23:20.666879] [INFO ] [sig       ] GNOM: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:23:20.810360] [INFO ] [LOCAL     ] Saved forecast: GNOM	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/GNOM.txt
[2025-12-09T20:23:20.810513] [INFO ] [sig       ] [1446/3614] Completed GNOM in 0.3s | 2.91 sym/s | Total: 8.3m | ETA: 12.4m
[2025-12-09T20:23:20.810561] [INFO ] [sig       ] [1447/3614] Forecasting GNPX...
[2025-12-09T20:23:20.810612] [INFO ] [sig       ] Generating forecast for: GNPX
[2025-12-09T20:23:20.810641] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNPX' from 'https://tdm.silogroup.org/data/derivative_storage/GNPX.csv'.
[2025-12-09T20:23:20.822534] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNPX'.
[2025-12-09T20:23:20.823099] [INFO ] [FORECASTER] Starting predict_future for GNPX
[2025-12-09T20:23:20.824094] [DEBUG] [LOCAL     ] No optimal features file found for GNPX: ./output/feature-sets/GNPX.txt
[2025-12-09T20:23:20.824144] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:20.824176] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:20.824201] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:20.824256] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:20.881913] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:20.882992] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:20.883074] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:20.883106] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:21.001015] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:21.001168] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:21.001208] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:21.001238] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:21.004937] [DEBUG] [FORECASTER] GNPX: Forecast T+1@11:T+2@11: UP (p=54.00%)
[2025-12-09T20:23:21.005213] [INFO ] [FORECASTER] Completed predict_future for GNPX
[2025-12-09T20:23:21.005336] [INFO ] [sig       ] GNPX: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:23:21.151531] [INFO ] [LOCAL     ] Saved forecast: GNPX	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/GNPX.txt
[2025-12-09T20:23:21.151674] [INFO ] [sig       ] [1447/3614] Completed GNPX in 0.3s | 2.91 sym/s | Total: 8.3m | ETA: 12.4m
[2025-12-09T20:23:21.151714] [INFO ] [sig       ] [1448/3614] Forecasting GNRC...
[2025-12-09T20:23:21.151744] [INFO ] [sig       ] Generating forecast for: GNRC
[2025-12-09T20:23:21.151773] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNRC' from 'https://tdm.silogroup.org/data/derivative_storage/GNRC.csv'.
[2025-12-09T20:23:21.162966] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNRC'.
[2025-12-09T20:23:21.163229] [INFO ] [FORECASTER] Starting predict_future for GNRC
[2025-12-09T20:23:21.164030] [DEBUG] [LOCAL     ] No optimal features file found for GNRC: ./output/feature-sets/GNRC.txt
[2025-12-09T20:23:21.164080] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:21.164138] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:21.164166] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:21.164226] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:21.220440] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:21.221059] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:21.221131] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:21.221162] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:21.345982] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:21.346136] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:21.346176] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:21.346203] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:21.349527] [DEBUG] [FORECASTER] GNRC: Forecast T+1@11:T+2@11: DOWN (p=21.33%)
[2025-12-09T20:23:21.349810] [INFO ] [FORECASTER] Completed predict_future for GNRC
[2025-12-09T20:23:21.349966] [INFO ] [sig       ] GNRC: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:23:21.489196] [INFO ] [LOCAL     ] Saved forecast: GNRC	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/GNRC.txt
[2025-12-09T20:23:21.489314] [INFO ] [sig       ] [1448/3614] Completed GNRC in 0.3s | 2.91 sym/s | Total: 8.3m | ETA: 12.4m
[2025-12-09T20:23:21.489356] [INFO ] [sig       ] [1449/3614] Forecasting GNSS...
[2025-12-09T20:23:21.489385] [INFO ] [sig       ] Generating forecast for: GNSS
[2025-12-09T20:23:21.489413] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNSS' from 'https://tdm.silogroup.org/data/derivative_storage/GNSS.csv'.
[2025-12-09T20:23:21.502164] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNSS'.
[2025-12-09T20:23:21.502424] [INFO ] [FORECASTER] Starting predict_future for GNSS
[2025-12-09T20:23:21.503176] [DEBUG] [LOCAL     ] No optimal features file found for GNSS: ./output/feature-sets/GNSS.txt
[2025-12-09T20:23:21.503226] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:21.503257] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:21.503284] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:21.503342] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:21.563117] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:21.563785] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:21.563858] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:21.563889] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:21.683957] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:21.684107] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:21.684146] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:21.684175] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:21.687467] [DEBUG] [FORECASTER] GNSS: Forecast T+1@11:T+2@11: UP (p=74.58%)
[2025-12-09T20:23:21.687786] [INFO ] [FORECASTER] Completed predict_future for GNSS
[2025-12-09T20:23:21.687906] [INFO ] [sig       ] GNSS: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:23:21.831993] [INFO ] [LOCAL     ] Saved forecast: GNSS	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/GNSS.txt
[2025-12-09T20:23:21.832148] [INFO ] [sig       ] [1449/3614] Completed GNSS in 0.3s | 2.91 sym/s | Total: 8.3m | ETA: 12.4m
[2025-12-09T20:23:21.832187] [INFO ] [sig       ] [1450/3614] Forecasting GNTX...
[2025-12-09T20:23:21.832217] [INFO ] [sig       ] Generating forecast for: GNTX
[2025-12-09T20:23:21.832245] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNTX' from 'https://tdm.silogroup.org/data/derivative_storage/GNTX.csv'.
[2025-12-09T20:23:21.843691] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNTX'.
[2025-12-09T20:23:21.844020] [INFO ] [FORECASTER] Starting predict_future for GNTX
[2025-12-09T20:23:21.844785] [DEBUG] [LOCAL     ] No optimal features file found for GNTX: ./output/feature-sets/GNTX.txt
[2025-12-09T20:23:21.844834] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:21.844866] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:21.844892] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:21.844946] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:21.906540] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:21.907390] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:21.907469] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:21.907533] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:22.032753] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:22.032904] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:22.032943] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:22.032987] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:22.036657] [DEBUG] [FORECASTER] GNTX: Forecast T+1@11:T+2@11: DOWN (p=28.14%)
[2025-12-09T20:23:22.036934] [INFO ] [FORECASTER] Completed predict_future for GNTX
[2025-12-09T20:23:22.037053] [INFO ] [sig       ] GNTX: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:23:22.186176] [INFO ] [LOCAL     ] Saved forecast: GNTX	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/GNTX.txt
[2025-12-09T20:23:22.186338] [INFO ] [sig       ] [1450/3614] Completed GNTX in 0.4s | 2.91 sym/s | Total: 8.3m | ETA: 12.4m
[2025-12-09T20:23:22.186400] [INFO ] [sig       ] [1451/3614] Forecasting GO...
[2025-12-09T20:23:22.186446] [INFO ] [sig       ] Generating forecast for: GO
[2025-12-09T20:23:22.186479] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GO' from 'https://tdm.silogroup.org/data/derivative_storage/GO.csv'.
[2025-12-09T20:23:22.198358] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GO'.
[2025-12-09T20:23:22.198708] [INFO ] [FORECASTER] Starting predict_future for GO
[2025-12-09T20:23:22.199479] [DEBUG] [LOCAL     ] No optimal features file found for GO: ./output/feature-sets/GO.txt
[2025-12-09T20:23:22.199531] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:22.199563] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:22.199627] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:22.199706] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:22.258775] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:22.259616] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:22.259697] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:22.259728] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:22.382761] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:22.382905] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:22.382951] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:22.383012] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:22.386460] [DEBUG] [FORECASTER] GO: Forecast T+1@11:T+2@11: DOWN (p=34.06%)
[2025-12-09T20:23:22.386751] [INFO ] [FORECASTER] Completed predict_future for GO
[2025-12-09T20:23:22.386872] [INFO ] [sig       ] GO: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:23:22.536982] [INFO ] [LOCAL     ] Saved forecast: GO	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/GO.txt
[2025-12-09T20:23:22.537131] [INFO ] [sig       ] [1451/3614] Completed GO in 0.4s | 2.91 sym/s | Total: 8.3m | ETA: 12.4m
[2025-12-09T20:23:22.537170] [INFO ] [sig       ] [1452/3614] Forecasting GOCO...
[2025-12-09T20:23:22.537198] [INFO ] [sig       ] Generating forecast for: GOCO
[2025-12-09T20:23:22.537229] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOCO' from 'https://tdm.silogroup.org/data/derivative_storage/GOCO.csv'.
[2025-12-09T20:23:22.548335] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOCO'.
[2025-12-09T20:23:22.548711] [INFO ] [FORECASTER] Starting predict_future for GOCO
[2025-12-09T20:23:22.549479] [DEBUG] [LOCAL     ] No optimal features file found for GOCO: ./output/feature-sets/GOCO.txt
[2025-12-09T20:23:22.549531] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:22.549563] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:22.549618] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:22.549676] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:22.608181] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:22.609050] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:22.609151] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:22.609184] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:22.730919] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:22.731068] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:22.731107] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:22.731135] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:22.734996] [DEBUG] [FORECASTER] GOCO: Forecast T+1@11:T+2@11: DOWN (p=20.34%)
[2025-12-09T20:23:22.735265] [INFO ] [FORECASTER] Completed predict_future for GOCO
[2025-12-09T20:23:22.735383] [INFO ] [sig       ] GOCO: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:23:22.881705] [INFO ] [LOCAL     ] Saved forecast: GOCO	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/GOCO.txt
[2025-12-09T20:23:22.881868] [INFO ] [sig       ] [1452/3614] Completed GOCO in 0.3s | 2.91 sym/s | Total: 8.3m | ETA: 12.4m
[2025-12-09T20:23:22.881916] [INFO ] [sig       ] [1453/3614] Forecasting GOF...
[2025-12-09T20:23:22.881951] [INFO ] [sig       ] Generating forecast for: GOF
[2025-12-09T20:23:22.881981] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOF' from 'https://tdm.silogroup.org/data/derivative_storage/GOF.csv'.
[2025-12-09T20:23:22.894532] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOF'.
[2025-12-09T20:23:22.894872] [INFO ] [FORECASTER] Starting predict_future for GOF
[2025-12-09T20:23:22.895669] [DEBUG] [LOCAL     ] No optimal features file found for GOF: ./output/feature-sets/GOF.txt
[2025-12-09T20:23:22.895718] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:22.895749] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:22.895775] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:22.895830] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:22.952110] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:22.952982] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:22.953061] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:22.953093] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:23.074315] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:23.074464] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:23.074503] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:23.074532] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:23.077832] [DEBUG] [FORECASTER] GOF: Forecast T+1@11:T+2@11: DOWN (p=16.36%)
[2025-12-09T20:23:23.078098] [INFO ] [FORECASTER] Completed predict_future for GOF
[2025-12-09T20:23:23.078216] [INFO ] [sig       ] GOF: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:23:23.223528] [INFO ] [LOCAL     ] Saved forecast: GOF	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/GOF.txt
[2025-12-09T20:23:23.223699] [INFO ] [sig       ] [1453/3614] Completed GOF in 0.3s | 2.91 sym/s | Total: 8.3m | ETA: 12.4m
[2025-12-09T20:23:23.223739] [INFO ] [sig       ] [1454/3614] Forecasting GOGO...
[2025-12-09T20:23:23.223770] [INFO ] [sig       ] Generating forecast for: GOGO
[2025-12-09T20:23:23.223801] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOGO' from 'https://tdm.silogroup.org/data/derivative_storage/GOGO.csv'.
[2025-12-09T20:23:23.238342] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOGO'.
[2025-12-09T20:23:23.238689] [INFO ] [FORECASTER] Starting predict_future for GOGO
[2025-12-09T20:23:23.239448] [DEBUG] [LOCAL     ] No optimal features file found for GOGO: ./output/feature-sets/GOGO.txt
[2025-12-09T20:23:23.239499] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:23.239529] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:23.239584] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:23.239660] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:23.297473] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:23.298361] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:23.298441] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:23.298474] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:23.418265] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:23.418415] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:23.418456] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:23.418485] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:23.421895] [DEBUG] [FORECASTER] GOGO: Forecast T+1@11:T+2@11: UP (p=78.60%)
[2025-12-09T20:23:23.422200] [INFO ] [FORECASTER] Completed predict_future for GOGO
[2025-12-09T20:23:23.422337] [INFO ] [sig       ] GOGO: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:23:23.569035] [INFO ] [LOCAL     ] Saved forecast: GOGO	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/GOGO.txt
[2025-12-09T20:23:23.569160] [INFO ] [sig       ] [1454/3614] Completed GOGO in 0.3s | 2.91 sym/s | Total: 8.3m | ETA: 12.4m
[2025-12-09T20:23:23.569198] [INFO ] [sig       ] [1455/3614] Forecasting GOLF...
[2025-12-09T20:23:23.569227] [INFO ] [sig       ] Generating forecast for: GOLF
[2025-12-09T20:23:23.569256] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOLF' from 'https://tdm.silogroup.org/data/derivative_storage/GOLF.csv'.
[2025-12-09T20:23:23.580383] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOLF'.
[2025-12-09T20:23:23.580866] [INFO ] [FORECASTER] Starting predict_future for GOLF
[2025-12-09T20:23:23.581830] [DEBUG] [LOCAL     ] No optimal features file found for GOLF: ./output/feature-sets/GOLF.txt
[2025-12-09T20:23:23.581887] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:23.581919] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:23.581944] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:23.581999] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:23.641351] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:23.642057] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:23.642136] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:23.642169] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:23.760495] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:23.760649] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:23.760691] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:23.760720] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:23.764067] [DEBUG] [FORECASTER] GOLF: Forecast T+1@11:T+2@11: UP (p=65.36%)
[2025-12-09T20:23:23.764342] [INFO ] [FORECASTER] Completed predict_future for GOLF
[2025-12-09T20:23:23.764463] [INFO ] [sig       ] GOLF: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:23:23.911223] [INFO ] [LOCAL     ] Saved forecast: GOLF	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/GOLF.txt
[2025-12-09T20:23:23.911346] [INFO ] [sig       ] [1455/3614] Completed GOLF in 0.3s | 2.91 sym/s | Total: 8.3m | ETA: 12.4m
[2025-12-09T20:23:23.911385] [INFO ] [sig       ] [1456/3614] Forecasting GOOD...
[2025-12-09T20:23:23.911417] [INFO ] [sig       ] Generating forecast for: GOOD
[2025-12-09T20:23:23.911445] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOOD' from 'https://tdm.silogroup.org/data/derivative_storage/GOOD.csv'.
[2025-12-09T20:23:23.924509] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOOD'.
[2025-12-09T20:23:23.924951] [INFO ] [FORECASTER] Starting predict_future for GOOD
[2025-12-09T20:23:23.925798] [DEBUG] [LOCAL     ] No optimal features file found for GOOD: ./output/feature-sets/GOOD.txt
[2025-12-09T20:23:23.925850] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:23.925882] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:23.925908] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:23.925963] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:23.984710] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:23.985659] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:23.985746] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:23.985778] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:24.107172] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:24.107337] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:24.107375] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:24.107403] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:24.110928] [DEBUG] [FORECASTER] GOOD: Forecast T+1@11:T+2@11: DOWN (p=7.88%)
[2025-12-09T20:23:24.111218] [INFO ] [FORECASTER] Completed predict_future for GOOD
[2025-12-09T20:23:24.111350] [INFO ] [sig       ] GOOD: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:23:24.256507] [INFO ] [LOCAL     ] Saved forecast: GOOD	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/GOOD.txt
[2025-12-09T20:23:24.256656] [INFO ] [sig       ] [1456/3614] Completed GOOD in 0.3s | 2.91 sym/s | Total: 8.3m | ETA: 12.4m
[2025-12-09T20:23:24.256695] [INFO ] [sig       ] [1457/3614] Forecasting GOOG...
[2025-12-09T20:23:24.256724] [INFO ] [sig       ] Generating forecast for: GOOG
[2025-12-09T20:23:24.256753] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOOG' from 'https://tdm.silogroup.org/data/derivative_storage/GOOG.csv'.
[2025-12-09T20:23:24.269594] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOOG'.
[2025-12-09T20:23:24.269873] [INFO ] [FORECASTER] Starting predict_future for GOOG
[2025-12-09T20:23:24.270829] [DEBUG] [LOCAL     ] No optimal features file found for GOOG: ./output/feature-sets/GOOG.txt
[2025-12-09T20:23:24.270880] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:24.270911] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:24.270937] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:24.270991] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:24.330675] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:24.331323] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:24.331401] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:24.331432] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:24.457198] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:24.457346] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:24.457395] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:24.457430] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:24.461146] [DEBUG] [FORECASTER] GOOG: Forecast T+1@11:T+2@11: DOWN (p=32.87%)
[2025-12-09T20:23:24.461416] [INFO ] [FORECASTER] Completed predict_future for GOOG
[2025-12-09T20:23:24.461540] [INFO ] [sig       ] GOOG: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:23:24.607665] [INFO ] [LOCAL     ] Saved forecast: GOOG	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/GOOG.txt
[2025-12-09T20:23:24.607822] [INFO ] [sig       ] [1457/3614] Completed GOOG in 0.4s | 2.91 sym/s | Total: 8.3m | ETA: 12.3m
[2025-12-09T20:23:24.607866] [INFO ] [sig       ] [1458/3614] Forecasting GOOGL...
[2025-12-09T20:23:24.607929] [INFO ] [sig       ] Generating forecast for: GOOGL
[2025-12-09T20:23:24.607961] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOOGL' from 'https://tdm.silogroup.org/data/derivative_storage/GOOGL.csv'.
[2025-12-09T20:23:24.620197] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOOGL'.
[2025-12-09T20:23:24.620588] [INFO ] [FORECASTER] Starting predict_future for GOOGL
[2025-12-09T20:23:24.621352] [DEBUG] [LOCAL     ] No optimal features file found for GOOGL: ./output/feature-sets/GOOGL.txt
[2025-12-09T20:23:24.621403] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:24.621434] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:24.621461] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:24.621515] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:24.684086] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:24.684954] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:24.685064] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:24.685099] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:24.808944] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:24.809100] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:24.809141] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:24.809168] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:24.812601] [DEBUG] [FORECASTER] GOOGL: Forecast T+1@11:T+2@11: DOWN (p=29.93%)
[2025-12-09T20:23:24.812899] [INFO ] [FORECASTER] Completed predict_future for GOOGL
[2025-12-09T20:23:24.813028] [INFO ] [sig       ] GOOGL: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:23:24.965447] [INFO ] [LOCAL     ] Saved forecast: GOOGL	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/GOOGL.txt
[2025-12-09T20:23:24.965653] [INFO ] [sig       ] [1458/3614] Completed GOOGL in 0.4s | 2.91 sym/s | Total: 8.3m | ETA: 12.3m
[2025-12-09T20:23:24.965701] [INFO ] [sig       ] [1459/3614] Forecasting GOOS...
[2025-12-09T20:23:24.965731] [INFO ] [sig       ] Generating forecast for: GOOS
[2025-12-09T20:23:24.965761] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOOS' from 'https://tdm.silogroup.org/data/derivative_storage/GOOS.csv'.
[2025-12-09T20:23:24.979278] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOOS'.
[2025-12-09T20:23:24.979740] [INFO ] [FORECASTER] Starting predict_future for GOOS
[2025-12-09T20:23:24.980701] [DEBUG] [LOCAL     ] No optimal features file found for GOOS: ./output/feature-sets/GOOS.txt
[2025-12-09T20:23:24.980758] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:24.980792] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:24.980819] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:24.980876] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:25.044326] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:25.045289] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:25.045397] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:25.045433] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:25.201109] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:25.201306] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:25.201375] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:25.201426] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:25.207108] [DEBUG] [FORECASTER] GOOS: Forecast T+1@11:T+2@11: UP (p=52.22%)
[2025-12-09T20:23:25.207699] [INFO ] [FORECASTER] Completed predict_future for GOOS
[2025-12-09T20:23:25.207933] [INFO ] [sig       ] GOOS: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:23:25.424847] [INFO ] [LOCAL     ] Saved forecast: GOOS	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/GOOS.txt
[2025-12-09T20:23:25.425090] [INFO ] [sig       ] [1459/3614] Completed GOOS in 0.5s | 2.91 sym/s | Total: 8.4m | ETA: 12.3m
[2025-12-09T20:23:25.425155] [INFO ] [sig       ] [1460/3614] Forecasting GOSS...
[2025-12-09T20:23:25.425202] [INFO ] [sig       ] Generating forecast for: GOSS
[2025-12-09T20:23:25.425249] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOSS' from 'https://tdm.silogroup.org/data/derivative_storage/GOSS.csv'.
[2025-12-09T20:23:25.446659] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOSS'.
[2025-12-09T20:23:25.449048] [INFO ] [FORECASTER] Starting predict_future for GOSS
[2025-12-09T20:23:25.450861] [DEBUG] [LOCAL     ] No optimal features file found for GOSS: ./output/feature-sets/GOSS.txt
[2025-12-09T20:23:25.450978] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:25.451027] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:25.451072] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:25.451166] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:25.545177] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:25.546430] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:25.546566] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:25.546645] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:25.717994] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:25.718183] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:25.718237] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:25.718275] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:25.723411] [DEBUG] [FORECASTER] GOSS: Forecast T+1@11:T+2@11: DOWN (p=33.78%)
[2025-12-09T20:23:25.723940] [INFO ] [FORECASTER] Completed predict_future for GOSS
[2025-12-09T20:23:25.724149] [INFO ] [sig       ] GOSS: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:23:25.942622] [INFO ] [LOCAL     ] Saved forecast: GOSS	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/GOSS.txt
[2025-12-09T20:23:25.942807] [INFO ] [sig       ] [1460/3614] Completed GOSS in 0.5s | 2.91 sym/s | Total: 8.4m | ETA: 12.3m
[2025-12-09T20:23:25.942849] [INFO ] [sig       ] [1461/3614] Forecasting GOVI...
[2025-12-09T20:23:25.942880] [INFO ] [sig       ] Generating forecast for: GOVI
[2025-12-09T20:23:25.942910] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOVI' from 'https://tdm.silogroup.org/data/derivative_storage/GOVI.csv'.
[2025-12-09T20:23:25.958829] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOVI'.
[2025-12-09T20:23:25.959343] [INFO ] [FORECASTER] Starting predict_future for GOVI
[2025-12-09T20:23:25.960550] [DEBUG] [LOCAL     ] No optimal features file found for GOVI: ./output/feature-sets/GOVI.txt
[2025-12-09T20:23:25.960641] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:25.960697] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:25.960744] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:25.960832] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:26.039012] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:26.039983] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:26.040073] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:26.040106] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:26.157302] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:26.157459] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:26.157528] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:26.157594] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:26.161151] [DEBUG] [FORECASTER] GOVI: Forecast T+1@11:T+2@11: DOWN (p=47.99%)
[2025-12-09T20:23:26.161541] [INFO ] [FORECASTER] Completed predict_future for GOVI
[2025-12-09T20:23:26.161713] [INFO ] [sig       ] GOVI: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:23:26.311006] [INFO ] [LOCAL     ] Saved forecast: GOVI	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/GOVI.txt
[2025-12-09T20:23:26.311158] [INFO ] [sig       ] [1461/3614] Completed GOVI in 0.4s | 2.91 sym/s | Total: 8.4m | ETA: 12.3m
[2025-12-09T20:23:26.311199] [INFO ] [sig       ] [1462/3614] Forecasting GPC...
[2025-12-09T20:23:26.311230] [INFO ] [sig       ] Generating forecast for: GPC
[2025-12-09T20:23:26.311259] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPC' from 'https://tdm.silogroup.org/data/derivative_storage/GPC.csv'.
[2025-12-09T20:23:26.324318] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPC'.
[2025-12-09T20:23:26.324685] [INFO ] [FORECASTER] Starting predict_future for GPC
[2025-12-09T20:23:26.325487] [DEBUG] [LOCAL     ] No optimal features file found for GPC: ./output/feature-sets/GPC.txt
[2025-12-09T20:23:26.325540] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:26.325595] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:26.325625] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:26.325682] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:26.383999] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:26.384797] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:26.384878] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:26.384910] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:26.506755] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:26.506901] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:26.506941] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:26.506970] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:26.510346] [DEBUG] [FORECASTER] GPC: Forecast T+1@11:T+2@11: UP (p=71.18%)
[2025-12-09T20:23:26.510630] [INFO ] [FORECASTER] Completed predict_future for GPC
[2025-12-09T20:23:26.510749] [INFO ] [sig       ] GPC: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:23:26.649369] [INFO ] [LOCAL     ] Saved forecast: GPC	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/GPC.txt
[2025-12-09T20:23:26.649518] [INFO ] [sig       ] [1462/3614] Completed GPC in 0.3s | 2.91 sym/s | Total: 8.4m | ETA: 12.3m
[2025-12-09T20:23:26.649556] [INFO ] [sig       ] [1463/3614] Forecasting GPI...
[2025-12-09T20:23:26.649605] [INFO ] [sig       ] Generating forecast for: GPI
[2025-12-09T20:23:26.649637] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPI' from 'https://tdm.silogroup.org/data/derivative_storage/GPI.csv'.
[2025-12-09T20:23:26.661725] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPI'.
[2025-12-09T20:23:26.662133] [INFO ] [FORECASTER] Starting predict_future for GPI
[2025-12-09T20:23:26.663090] [DEBUG] [LOCAL     ] No optimal features file found for GPI: ./output/feature-sets/GPI.txt
[2025-12-09T20:23:26.663146] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:26.663179] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:26.663206] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:26.663262] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:26.720261] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:26.721100] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:26.721180] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:26.721231] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:26.840856] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:26.841011] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:26.841052] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:26.841081] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:26.844483] [DEBUG] [FORECASTER] GPI: Forecast T+1@11:T+2@11: UP (p=55.13%)
[2025-12-09T20:23:26.844790] [INFO ] [FORECASTER] Completed predict_future for GPI
[2025-12-09T20:23:26.844917] [INFO ] [sig       ] GPI: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:23:26.984036] [INFO ] [LOCAL     ] Saved forecast: GPI	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/GPI.txt
[2025-12-09T20:23:26.984196] [INFO ] [sig       ] [1463/3614] Completed GPI in 0.3s | 2.91 sym/s | Total: 8.4m | ETA: 12.3m
[2025-12-09T20:23:26.984235] [INFO ] [sig       ] [1464/3614] Forecasting GPIQ...
[2025-12-09T20:23:26.984265] [INFO ] [sig       ] Generating forecast for: GPIQ
[2025-12-09T20:23:26.984294] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPIQ' from 'https://tdm.silogroup.org/data/derivative_storage/GPIQ.csv'.
[2025-12-09T20:23:26.995985] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPIQ'.
[2025-12-09T20:23:26.996328] [INFO ] [FORECASTER] Starting predict_future for GPIQ
[2025-12-09T20:23:26.997159] [DEBUG] [LOCAL     ] No optimal features file found for GPIQ: ./output/feature-sets/GPIQ.txt
[2025-12-09T20:23:26.997212] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:26.997243] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:26.997268] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:26.997323] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:27.052146] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:27.052850] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:27.052927] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:27.052959] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:27.168656] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:27.168802] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:27.168843] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:27.168871] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:27.172198] [DEBUG] [FORECASTER] GPIQ: Forecast T+1@11:T+2@11: DOWN (p=21.55%)
[2025-12-09T20:23:27.172471] [INFO ] [FORECASTER] Completed predict_future for GPIQ
[2025-12-09T20:23:27.172610] [INFO ] [sig       ] GPIQ: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:23:27.310179] [INFO ] [LOCAL     ] Saved forecast: GPIQ	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/GPIQ.txt
[2025-12-09T20:23:27.310311] [INFO ] [sig       ] [1464/3614] Completed GPIQ in 0.3s | 2.91 sym/s | Total: 8.4m | ETA: 12.3m
[2025-12-09T20:23:27.310349] [INFO ] [sig       ] [1465/3614] Forecasting GPIX...
[2025-12-09T20:23:27.310378] [INFO ] [sig       ] Generating forecast for: GPIX
[2025-12-09T20:23:27.310407] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPIX' from 'https://tdm.silogroup.org/data/derivative_storage/GPIX.csv'.
[2025-12-09T20:23:27.321684] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPIX'.
[2025-12-09T20:23:27.322040] [INFO ] [FORECASTER] Starting predict_future for GPIX
[2025-12-09T20:23:27.322842] [DEBUG] [LOCAL     ] No optimal features file found for GPIX: ./output/feature-sets/GPIX.txt
[2025-12-09T20:23:27.322918] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:27.322949] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:27.322976] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:27.323043] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:27.379380] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:27.380107] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:27.380187] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:27.380221] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:27.501858] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:27.502004] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:27.502055] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:27.502110] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:27.505666] [DEBUG] [FORECASTER] GPIX: Forecast T+1@11:T+2@11: DOWN (p=7.75%)
[2025-12-09T20:23:27.505942] [INFO ] [FORECASTER] Completed predict_future for GPIX
[2025-12-09T20:23:27.506093] [INFO ] [sig       ] GPIX: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:23:27.651411] [INFO ] [LOCAL     ] Saved forecast: GPIX	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/GPIX.txt
[2025-12-09T20:23:27.651602] [INFO ] [sig       ] [1465/3614] Completed GPIX in 0.3s | 2.91 sym/s | Total: 8.4m | ETA: 12.3m
[2025-12-09T20:23:27.651646] [INFO ] [sig       ] [1466/3614] Forecasting GPJA...
[2025-12-09T20:23:27.651677] [INFO ] [sig       ] Generating forecast for: GPJA
[2025-12-09T20:23:27.651707] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPJA' from 'https://tdm.silogroup.org/data/derivative_storage/GPJA.csv'.
[2025-12-09T20:23:27.662772] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPJA'.
[2025-12-09T20:23:27.663116] [INFO ] [FORECASTER] Starting predict_future for GPJA
[2025-12-09T20:23:27.663918] [DEBUG] [LOCAL     ] No optimal features file found for GPJA: ./output/feature-sets/GPJA.txt
[2025-12-09T20:23:27.663971] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:27.664003] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:27.664031] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:27.664086] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:27.721851] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:27.722815] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:27.722902] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:27.722935] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:27.836311] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:27.836473] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:27.836521] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:27.836551] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:27.840090] [DEBUG] [FORECASTER] GPJA: Forecast T+1@11:T+2@11: UP (p=78.66%)
[2025-12-09T20:23:27.840364] [INFO ] [FORECASTER] Completed predict_future for GPJA
[2025-12-09T20:23:27.840491] [INFO ] [sig       ] GPJA: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:23:27.982410] [INFO ] [LOCAL     ] Saved forecast: GPJA	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/GPJA.txt
[2025-12-09T20:23:27.982559] [INFO ] [sig       ] [1466/3614] Completed GPJA in 0.3s | 2.91 sym/s | Total: 8.4m | ETA: 12.3m
[2025-12-09T20:23:27.982620] [INFO ] [sig       ] [1467/3614] Forecasting GPK...
[2025-12-09T20:23:27.982650] [INFO ] [sig       ] Generating forecast for: GPK
[2025-12-09T20:23:27.982679] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPK' from 'https://tdm.silogroup.org/data/derivative_storage/GPK.csv'.
[2025-12-09T20:23:27.994896] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPK'.
[2025-12-09T20:23:27.995214] [INFO ] [FORECASTER] Starting predict_future for GPK
[2025-12-09T20:23:27.996184] [DEBUG] [LOCAL     ] No optimal features file found for GPK: ./output/feature-sets/GPK.txt
[2025-12-09T20:23:27.996235] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:27.996266] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:27.996292] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:27.996348] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:28.052808] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:28.053641] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:28.053724] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:28.053755] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:28.173787] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:28.173942] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:28.173981] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:28.174008] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:28.177331] [DEBUG] [FORECASTER] GPK: Forecast T+1@11:T+2@11: UP (p=51.80%)
[2025-12-09T20:23:28.177699] [INFO ] [FORECASTER] Completed predict_future for GPK
[2025-12-09T20:23:28.177832] [INFO ] [sig       ] GPK: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:23:28.317565] [INFO ] [LOCAL     ] Saved forecast: GPK	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/GPK.txt
[2025-12-09T20:23:28.317712] [INFO ] [sig       ] [1467/3614] Completed GPK in 0.3s | 2.91 sym/s | Total: 8.4m | ETA: 12.3m
[2025-12-09T20:23:28.317751] [INFO ] [sig       ] [1468/3614] Forecasting GPN...
[2025-12-09T20:23:28.317780] [INFO ] [sig       ] Generating forecast for: GPN
[2025-12-09T20:23:28.317809] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPN' from 'https://tdm.silogroup.org/data/derivative_storage/GPN.csv'.
[2025-12-09T20:23:28.329131] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPN'.
[2025-12-09T20:23:28.329417] [INFO ] [FORECASTER] Starting predict_future for GPN
[2025-12-09T20:23:28.330191] [DEBUG] [LOCAL     ] No optimal features file found for GPN: ./output/feature-sets/GPN.txt
[2025-12-09T20:23:28.330242] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:28.330274] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:28.330299] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:28.330354] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:28.385652] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:28.386419] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:28.386499] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:28.386532] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:28.507067] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:28.507217] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:28.507290] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:28.507319] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:28.510716] [DEBUG] [FORECASTER] GPN: Forecast T+1@11:T+2@11: DOWN (p=49.27%)
[2025-12-09T20:23:28.510987] [INFO ] [FORECASTER] Completed predict_future for GPN
[2025-12-09T20:23:28.511110] [INFO ] [sig       ] GPN: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:23:28.650805] [INFO ] [LOCAL     ] Saved forecast: GPN	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/GPN.txt
[2025-12-09T20:23:28.650963] [INFO ] [sig       ] [1468/3614] Completed GPN in 0.3s | 2.91 sym/s | Total: 8.4m | ETA: 12.3m
[2025-12-09T20:23:28.651005] [INFO ] [sig       ] [1469/3614] Forecasting GPRE...
[2025-12-09T20:23:28.651034] [INFO ] [sig       ] Generating forecast for: GPRE
[2025-12-09T20:23:28.651064] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPRE' from 'https://tdm.silogroup.org/data/derivative_storage/GPRE.csv'.
[2025-12-09T20:23:28.662429] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPRE'.
[2025-12-09T20:23:28.662843] [INFO ] [FORECASTER] Starting predict_future for GPRE
[2025-12-09T20:23:28.663636] [DEBUG] [LOCAL     ] No optimal features file found for GPRE: ./output/feature-sets/GPRE.txt
[2025-12-09T20:23:28.663689] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:28.663720] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:28.663745] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:28.663800] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:28.719503] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:28.720374] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:28.720457] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:28.720492] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:28.843910] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:28.844066] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:28.844121] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:28.844150] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:28.848017] [DEBUG] [FORECASTER] GPRE: Forecast T+1@11:T+2@11: UP (p=98.79%)
[2025-12-09T20:23:28.848319] [INFO ] [FORECASTER] Completed predict_future for GPRE
[2025-12-09T20:23:28.848452] [INFO ] [sig       ] GPRE: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:23:28.988666] [INFO ] [LOCAL     ] Saved forecast: GPRE	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/GPRE.txt
[2025-12-09T20:23:28.988817] [INFO ] [sig       ] [1469/3614] Completed GPRE in 0.3s | 2.91 sym/s | Total: 8.4m | ETA: 12.3m
[2025-12-09T20:23:28.988857] [INFO ] [sig       ] [1470/3614] Forecasting GPRK...
[2025-12-09T20:23:28.988887] [INFO ] [sig       ] Generating forecast for: GPRK
[2025-12-09T20:23:28.988916] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPRK' from 'https://tdm.silogroup.org/data/derivative_storage/GPRK.csv'.
[2025-12-09T20:23:29.000263] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPRK'.
[2025-12-09T20:23:29.000629] [INFO ] [FORECASTER] Starting predict_future for GPRK
[2025-12-09T20:23:29.001391] [DEBUG] [LOCAL     ] No optimal features file found for GPRK: ./output/feature-sets/GPRK.txt
[2025-12-09T20:23:29.001442] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:29.001472] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:29.001501] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:29.001559] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:29.057533] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:29.058426] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:29.058520] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:29.058560] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:29.178051] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:29.178200] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:29.178241] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:29.178269] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:29.181686] [DEBUG] [FORECASTER] GPRK: Forecast T+1@11:T+2@11: DOWN (p=43.77%)
[2025-12-09T20:23:29.181953] [INFO ] [FORECASTER] Completed predict_future for GPRK
[2025-12-09T20:23:29.182073] [INFO ] [sig       ] GPRK: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:23:29.328750] [INFO ] [LOCAL     ] Saved forecast: GPRK	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/GPRK.txt
[2025-12-09T20:23:29.328906] [INFO ] [sig       ] [1470/3614] Completed GPRK in 0.3s | 2.91 sym/s | Total: 8.4m | ETA: 12.3m
[2025-12-09T20:23:29.328948] [INFO ] [sig       ] [1471/3614] Forecasting GPRO...
[2025-12-09T20:23:29.328980] [INFO ] [sig       ] Generating forecast for: GPRO
[2025-12-09T20:23:29.329010] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPRO' from 'https://tdm.silogroup.org/data/derivative_storage/GPRO.csv'.
[2025-12-09T20:23:29.340918] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPRO'.
[2025-12-09T20:23:29.341229] [INFO ] [FORECASTER] Starting predict_future for GPRO
[2025-12-09T20:23:29.342056] [DEBUG] [LOCAL     ] No optimal features file found for GPRO: ./output/feature-sets/GPRO.txt
[2025-12-09T20:23:29.342109] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:29.342142] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:29.342168] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:29.342222] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:29.400099] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:29.400873] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:29.400952] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:29.400984] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:29.533749] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:29.533897] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:29.533943] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:29.533971] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:29.537422] [DEBUG] [FORECASTER] GPRO: Forecast T+1@11:T+2@11: DOWN (p=35.33%)
[2025-12-09T20:23:29.537746] [INFO ] [FORECASTER] Completed predict_future for GPRO
[2025-12-09T20:23:29.537873] [INFO ] [sig       ] GPRO: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:23:29.699457] [INFO ] [LOCAL     ] Saved forecast: GPRO	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/GPRO.txt
[2025-12-09T20:23:29.699674] [INFO ] [sig       ] [1471/3614] Completed GPRO in 0.4s | 2.91 sym/s | Total: 8.4m | ETA: 12.3m
[2025-12-09T20:23:29.699737] [INFO ] [sig       ] [1472/3614] Forecasting GRAB...
[2025-12-09T20:23:29.699820] [INFO ] [sig       ] Generating forecast for: GRAB
[2025-12-09T20:23:29.699866] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRAB' from 'https://tdm.silogroup.org/data/derivative_storage/GRAB.csv'.
[2025-12-09T20:23:29.714357] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRAB'.
[2025-12-09T20:23:29.714786] [INFO ] [FORECASTER] Starting predict_future for GRAB
[2025-12-09T20:23:29.715802] [DEBUG] [LOCAL     ] No optimal features file found for GRAB: ./output/feature-sets/GRAB.txt
[2025-12-09T20:23:29.715866] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:29.715911] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:29.715949] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:29.716034] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:29.778600] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:29.779408] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:29.779485] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:29.779518] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:29.898359] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:29.898505] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:29.898545] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:29.898590] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:29.901937] [DEBUG] [FORECASTER] GRAB: Forecast T+1@11:T+2@11: DOWN (p=8.43%)
[2025-12-09T20:23:29.902199] [INFO ] [FORECASTER] Completed predict_future for GRAB
[2025-12-09T20:23:29.902315] [INFO ] [sig       ] GRAB: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:23:30.040690] [INFO ] [LOCAL     ] Saved forecast: GRAB	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/GRAB.txt
[2025-12-09T20:23:30.040819] [INFO ] [sig       ] [1472/3614] Completed GRAB in 0.3s | 2.91 sym/s | Total: 8.4m | ETA: 12.3m
[2025-12-09T20:23:30.040859] [INFO ] [sig       ] [1473/3614] Forecasting GRAL...
[2025-12-09T20:23:30.040888] [INFO ] [sig       ] Generating forecast for: GRAL
[2025-12-09T20:23:30.040917] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRAL' from 'https://tdm.silogroup.org/data/derivative_storage/GRAL.csv'.
[2025-12-09T20:23:30.052591] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRAL'.
[2025-12-09T20:23:30.052848] [INFO ] [FORECASTER] Starting predict_future for GRAL
[2025-12-09T20:23:30.053614] [DEBUG] [LOCAL     ] No optimal features file found for GRAL: ./output/feature-sets/GRAL.txt
[2025-12-09T20:23:30.053664] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:30.053695] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:30.053721] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:30.053775] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:30.110770] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:30.111668] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:30.111751] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:30.111783] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:30.233861] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:30.234006] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:30.234045] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:30.234073] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:30.237337] [DEBUG] [FORECASTER] GRAL: Forecast T+1@11:T+2@11: DOWN (p=7.26%)
[2025-12-09T20:23:30.237635] [INFO ] [FORECASTER] Completed predict_future for GRAL
[2025-12-09T20:23:30.237754] [INFO ] [sig       ] GRAL: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:23:30.375674] [INFO ] [LOCAL     ] Saved forecast: GRAL	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/GRAL.txt
[2025-12-09T20:23:30.375786] [INFO ] [sig       ] [1473/3614] Completed GRAL in 0.3s | 2.91 sym/s | Total: 8.4m | ETA: 12.3m
[2025-12-09T20:23:30.375825] [INFO ] [sig       ] [1474/3614] Forecasting GRBK...
[2025-12-09T20:23:30.375854] [INFO ] [sig       ] Generating forecast for: GRBK
[2025-12-09T20:23:30.375882] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRBK' from 'https://tdm.silogroup.org/data/derivative_storage/GRBK.csv'.
[2025-12-09T20:23:30.390589] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRBK'.
[2025-12-09T20:23:30.390900] [INFO ] [FORECASTER] Starting predict_future for GRBK
[2025-12-09T20:23:30.391653] [DEBUG] [LOCAL     ] No optimal features file found for GRBK: ./output/feature-sets/GRBK.txt
[2025-12-09T20:23:30.391712] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:30.391746] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:30.391773] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:30.391829] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:30.448407] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:30.449036] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:30.449108] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:30.449139] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:30.570113] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:30.570238] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:30.570276] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:30.570304] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:30.573514] [DEBUG] [FORECASTER] GRBK: Forecast T+1@11:T+2@11: DOWN (p=2.59%)
[2025-12-09T20:23:30.573794] [INFO ] [FORECASTER] Completed predict_future for GRBK
[2025-12-09T20:23:30.573910] [INFO ] [sig       ] GRBK: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:23:30.712591] [INFO ] [LOCAL     ] Saved forecast: GRBK	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/GRBK.txt
[2025-12-09T20:23:30.712703] [INFO ] [sig       ] [1474/3614] Completed GRBK in 0.3s | 2.91 sym/s | Total: 8.4m | ETA: 12.3m
[2025-12-09T20:23:30.712915] [INFO ] [sig       ] [1475/3614] Forecasting GRC...
[2025-12-09T20:23:30.712942] [INFO ] [sig       ] Generating forecast for: GRC
[2025-12-09T20:23:30.712970] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRC' from 'https://tdm.silogroup.org/data/derivative_storage/GRC.csv'.
[2025-12-09T20:23:30.724627] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRC'.
[2025-12-09T20:23:30.725018] [INFO ] [FORECASTER] Starting predict_future for GRC
[2025-12-09T20:23:30.725870] [DEBUG] [LOCAL     ] No optimal features file found for GRC: ./output/feature-sets/GRC.txt
[2025-12-09T20:23:30.725924] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:30.725955] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:30.725982] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:30.726066] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:30.782157] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:30.783100] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:30.783187] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:30.783220] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:30.905235] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:30.905390] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:30.905430] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:30.905458] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:30.909021] [DEBUG] [FORECASTER] GRC: Forecast T+1@11:T+2@11: UP (p=78.18%)
[2025-12-09T20:23:30.909292] [INFO ] [FORECASTER] Completed predict_future for GRC
[2025-12-09T20:23:30.909411] [INFO ] [sig       ] GRC: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:23:31.049889] [INFO ] [LOCAL     ] Saved forecast: GRC	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/GRC.txt
[2025-12-09T20:23:31.050062] [INFO ] [sig       ] [1475/3614] Completed GRC in 0.3s | 2.91 sym/s | Total: 8.4m | ETA: 12.2m
[2025-12-09T20:23:31.050108] [INFO ] [sig       ] [1476/3614] Forecasting GREE...
[2025-12-09T20:23:31.050144] [INFO ] [sig       ] Generating forecast for: GREE
[2025-12-09T20:23:31.050175] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GREE' from 'https://tdm.silogroup.org/data/derivative_storage/GREE.csv'.
[2025-12-09T20:23:31.061985] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GREE'.
[2025-12-09T20:23:31.062369] [INFO ] [FORECASTER] Starting predict_future for GREE
[2025-12-09T20:23:31.063154] [DEBUG] [LOCAL     ] No optimal features file found for GREE: ./output/feature-sets/GREE.txt
[2025-12-09T20:23:31.063206] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:31.063238] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:31.063265] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:31.063320] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:31.119316] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:31.120087] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:31.120166] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:31.120198] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:31.234991] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:31.235140] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:31.235180] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:31.235208] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:31.238911] [DEBUG] [FORECASTER] GREE: Forecast T+1@11:T+2@11: DOWN (p=21.28%)
[2025-12-09T20:23:31.239173] [INFO ] [FORECASTER] Completed predict_future for GREE
[2025-12-09T20:23:31.239293] [INFO ] [sig       ] GREE: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:23:31.378735] [INFO ] [LOCAL     ] Saved forecast: GREE	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/GREE.txt
[2025-12-09T20:23:31.378850] [INFO ] [sig       ] [1476/3614] Completed GREE in 0.3s | 2.91 sym/s | Total: 8.5m | ETA: 12.2m
[2025-12-09T20:23:31.378887] [INFO ] [sig       ] [1477/3614] Forecasting GRFS...
[2025-12-09T20:23:31.378916] [INFO ] [sig       ] Generating forecast for: GRFS
[2025-12-09T20:23:31.378945] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRFS' from 'https://tdm.silogroup.org/data/derivative_storage/GRFS.csv'.
[2025-12-09T20:23:31.391010] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRFS'.
[2025-12-09T20:23:31.391328] [INFO ] [FORECASTER] Starting predict_future for GRFS
[2025-12-09T20:23:31.392097] [DEBUG] [LOCAL     ] No optimal features file found for GRFS: ./output/feature-sets/GRFS.txt
[2025-12-09T20:23:31.392146] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:31.392177] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:31.392203] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:31.392258] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:31.450007] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:31.450824] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:31.450901] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:31.450932] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:31.570374] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:31.570518] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:31.570560] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:31.570610] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:31.573938] [DEBUG] [FORECASTER] GRFS: Forecast T+1@11:T+2@11: UP (p=53.48%)
[2025-12-09T20:23:31.574200] [INFO ] [FORECASTER] Completed predict_future for GRFS
[2025-12-09T20:23:31.574318] [INFO ] [sig       ] GRFS: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:23:31.714333] [INFO ] [LOCAL     ] Saved forecast: GRFS	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/GRFS.txt
[2025-12-09T20:23:31.714457] [INFO ] [sig       ] [1477/3614] Completed GRFS in 0.3s | 2.91 sym/s | Total: 8.5m | ETA: 12.2m
[2025-12-09T20:23:31.714496] [INFO ] [sig       ] [1478/3614] Forecasting GRI...
[2025-12-09T20:23:31.714525] [INFO ] [sig       ] Generating forecast for: GRI
[2025-12-09T20:23:31.714554] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRI' from 'https://tdm.silogroup.org/data/derivative_storage/GRI.csv'.
[2025-12-09T20:23:31.726307] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRI'.
[2025-12-09T20:23:31.726565] [INFO ] [FORECASTER] Starting predict_future for GRI
[2025-12-09T20:23:31.727541] [DEBUG] [LOCAL     ] No optimal features file found for GRI: ./output/feature-sets/GRI.txt
[2025-12-09T20:23:31.727628] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:31.727664] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:31.727689] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:31.727930] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:31.787177] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:31.787863] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:31.787936] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:31.787968] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:31.903683] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:31.903837] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:31.903876] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:31.903904] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:31.907208] [DEBUG] [FORECASTER] GRI: Forecast T+1@11:T+2@11: DOWN (p=26.78%)
[2025-12-09T20:23:31.907546] [INFO ] [FORECASTER] Completed predict_future for GRI
[2025-12-09T20:23:31.907701] [INFO ] [sig       ] GRI: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:23:32.050750] [INFO ] [LOCAL     ] Saved forecast: GRI	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/GRI.txt
[2025-12-09T20:23:32.050881] [INFO ] [sig       ] [1478/3614] Completed GRI in 0.3s | 2.91 sym/s | Total: 8.5m | ETA: 12.2m
[2025-12-09T20:23:32.050920] [INFO ] [sig       ] [1479/3614] Forecasting GRID...
[2025-12-09T20:23:32.050950] [INFO ] [sig       ] Generating forecast for: GRID
[2025-12-09T20:23:32.050979] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRID' from 'https://tdm.silogroup.org/data/derivative_storage/GRID.csv'.
[2025-12-09T20:23:32.063167] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRID'.
[2025-12-09T20:23:32.063438] [INFO ] [FORECASTER] Starting predict_future for GRID
[2025-12-09T20:23:32.064196] [DEBUG] [LOCAL     ] No optimal features file found for GRID: ./output/feature-sets/GRID.txt
[2025-12-09T20:23:32.064246] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:32.064277] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:32.064304] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:32.064359] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:32.122977] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:32.123868] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:32.123948] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:32.123981] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:32.244925] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:32.245073] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:32.245113] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:32.245141] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:32.248434] [DEBUG] [FORECASTER] GRID: Forecast T+1@11:T+2@11: UP (p=83.34%)
[2025-12-09T20:23:32.248714] [INFO ] [FORECASTER] Completed predict_future for GRID
[2025-12-09T20:23:32.248831] [INFO ] [sig       ] GRID: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:23:32.387925] [INFO ] [LOCAL     ] Saved forecast: GRID	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/GRID.txt
[2025-12-09T20:23:32.388052] [INFO ] [sig       ] [1479/3614] Completed GRID in 0.3s | 2.91 sym/s | Total: 8.5m | ETA: 12.2m
[2025-12-09T20:23:32.388089] [INFO ] [sig       ] [1480/3614] Forecasting GRMN...
[2025-12-09T20:23:32.388118] [INFO ] [sig       ] Generating forecast for: GRMN
[2025-12-09T20:23:32.388146] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRMN' from 'https://tdm.silogroup.org/data/derivative_storage/GRMN.csv'.
[2025-12-09T20:23:32.400353] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRMN'.
[2025-12-09T20:23:32.400631] [INFO ] [FORECASTER] Starting predict_future for GRMN
[2025-12-09T20:23:32.401364] [DEBUG] [LOCAL     ] No optimal features file found for GRMN: ./output/feature-sets/GRMN.txt
[2025-12-09T20:23:32.401413] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:32.401444] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:32.401470] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:32.401524] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:32.458465] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:32.459288] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:32.459365] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:32.459397] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:32.579162] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:32.579307] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:32.579345] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:32.579372] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:32.582708] [DEBUG] [FORECASTER] GRMN: Forecast T+1@11:T+2@11: UP (p=55.59%)
[2025-12-09T20:23:32.582972] [INFO ] [FORECASTER] Completed predict_future for GRMN
[2025-12-09T20:23:32.583090] [INFO ] [sig       ] GRMN: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:23:32.724047] [INFO ] [LOCAL     ] Saved forecast: GRMN	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/GRMN.txt
[2025-12-09T20:23:32.724180] [INFO ] [sig       ] [1480/3614] Completed GRMN in 0.3s | 2.91 sym/s | Total: 8.5m | ETA: 12.2m
[2025-12-09T20:23:32.724219] [INFO ] [sig       ] [1481/3614] Forecasting GRND...
[2025-12-09T20:23:32.724248] [INFO ] [sig       ] Generating forecast for: GRND
[2025-12-09T20:23:32.724277] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRND' from 'https://tdm.silogroup.org/data/derivative_storage/GRND.csv'.
[2025-12-09T20:23:32.739138] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRND'.
[2025-12-09T20:23:32.739439] [INFO ] [FORECASTER] Starting predict_future for GRND
[2025-12-09T20:23:32.740199] [DEBUG] [LOCAL     ] No optimal features file found for GRND: ./output/feature-sets/GRND.txt
[2025-12-09T20:23:32.740257] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:32.740287] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:32.740313] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:32.740367] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:32.796784] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:32.797565] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:32.797675] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:32.797713] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:32.921689] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:32.921886] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:32.921936] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:32.921966] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:32.925400] [DEBUG] [FORECASTER] GRND: Forecast T+1@11:T+2@11: DOWN (p=24.62%)
[2025-12-09T20:23:32.925706] [INFO ] [FORECASTER] Completed predict_future for GRND
[2025-12-09T20:23:32.925830] [INFO ] [sig       ] GRND: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:23:33.066329] [INFO ] [LOCAL     ] Saved forecast: GRND	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/GRND.txt
[2025-12-09T20:23:33.066481] [INFO ] [sig       ] [1481/3614] Completed GRND in 0.3s | 2.91 sym/s | Total: 8.5m | ETA: 12.2m
[2025-12-09T20:23:33.066527] [INFO ] [sig       ] [1482/3614] Forecasting GRPN...
[2025-12-09T20:23:33.066558] [INFO ] [sig       ] Generating forecast for: GRPN
[2025-12-09T20:23:33.066607] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRPN' from 'https://tdm.silogroup.org/data/derivative_storage/GRPN.csv'.
[2025-12-09T20:23:33.078439] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRPN'.
[2025-12-09T20:23:33.078755] [INFO ] [FORECASTER] Starting predict_future for GRPN
[2025-12-09T20:23:33.079494] [DEBUG] [LOCAL     ] No optimal features file found for GRPN: ./output/feature-sets/GRPN.txt
[2025-12-09T20:23:33.079543] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:33.079594] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:33.079623] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:33.079679] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:33.135855] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:33.136498] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:33.136589] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:33.136623] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:33.255957] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:33.256102] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:33.256143] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:33.256172] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:33.259455] [DEBUG] [FORECASTER] GRPN: Forecast T+1@11:T+2@11: UP (p=87.11%)
[2025-12-09T20:23:33.259738] [INFO ] [FORECASTER] Completed predict_future for GRPN
[2025-12-09T20:23:33.259857] [INFO ] [sig       ] GRPN: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:23:33.398531] [INFO ] [LOCAL     ] Saved forecast: GRPN	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/GRPN.txt
[2025-12-09T20:23:33.398667] [INFO ] [sig       ] [1482/3614] Completed GRPN in 0.3s | 2.91 sym/s | Total: 8.5m | ETA: 12.2m
[2025-12-09T20:23:33.398706] [INFO ] [sig       ] [1483/3614] Forecasting GRVY...
[2025-12-09T20:23:33.398736] [INFO ] [sig       ] Generating forecast for: GRVY
[2025-12-09T20:23:33.398765] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRVY' from 'https://tdm.silogroup.org/data/derivative_storage/GRVY.csv'.
[2025-12-09T20:23:33.409339] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRVY'.
[2025-12-09T20:23:33.409711] [INFO ] [FORECASTER] Starting predict_future for GRVY
[2025-12-09T20:23:33.410458] [DEBUG] [LOCAL     ] No optimal features file found for GRVY: ./output/feature-sets/GRVY.txt
[2025-12-09T20:23:33.410508] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:33.410539] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:33.410565] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:33.410646] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:33.467496] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:33.468310] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:33.468390] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:33.468422] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:33.575943] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:33.576080] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:33.576118] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:33.576146] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:33.579445] [DEBUG] [FORECASTER] GRVY: Forecast T+1@11:T+2@11: UP (p=79.01%)
[2025-12-09T20:23:33.579744] [INFO ] [FORECASTER] Completed predict_future for GRVY
[2025-12-09T20:23:33.579863] [INFO ] [sig       ] GRVY: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:23:33.719154] [INFO ] [LOCAL     ] Saved forecast: GRVY	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/GRVY.txt
[2025-12-09T20:23:33.719304] [INFO ] [sig       ] [1483/3614] Completed GRVY in 0.3s | 2.91 sym/s | Total: 8.5m | ETA: 12.2m
[2025-12-09T20:23:33.719342] [INFO ] [sig       ] [1484/3614] Forecasting GRWG...
[2025-12-09T20:23:33.719372] [INFO ] [sig       ] Generating forecast for: GRWG
[2025-12-09T20:23:33.719402] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRWG' from 'https://tdm.silogroup.org/data/derivative_storage/GRWG.csv'.
[2025-12-09T20:23:33.730836] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRWG'.
[2025-12-09T20:23:33.731084] [INFO ] [FORECASTER] Starting predict_future for GRWG
[2025-12-09T20:23:33.731847] [DEBUG] [LOCAL     ] No optimal features file found for GRWG: ./output/feature-sets/GRWG.txt
[2025-12-09T20:23:33.731897] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:33.731928] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:33.731953] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:33.732008] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:33.788617] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:33.789539] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:33.789633] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:33.789666] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:33.906263] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:33.906411] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:33.906450] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:33.906478] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:33.909993] [DEBUG] [FORECASTER] GRWG: Forecast T+1@11:T+2@11: UP (p=93.58%)
[2025-12-09T20:23:33.910258] [INFO ] [FORECASTER] Completed predict_future for GRWG
[2025-12-09T20:23:33.910374] [INFO ] [sig       ] GRWG: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:23:34.050733] [INFO ] [LOCAL     ] Saved forecast: GRWG	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/GRWG.txt
[2025-12-09T20:23:34.050852] [INFO ] [sig       ] [1484/3614] Completed GRWG in 0.3s | 2.91 sym/s | Total: 8.5m | ETA: 12.2m
[2025-12-09T20:23:34.050891] [INFO ] [sig       ] [1485/3614] Forecasting GRX...
[2025-12-09T20:23:34.050919] [INFO ] [sig       ] Generating forecast for: GRX
[2025-12-09T20:23:34.050947] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRX' from 'https://tdm.silogroup.org/data/derivative_storage/GRX.csv'.
[2025-12-09T20:23:34.061793] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRX'.
[2025-12-09T20:23:34.062069] [INFO ] [FORECASTER] Starting predict_future for GRX
[2025-12-09T20:23:34.062821] [DEBUG] [LOCAL     ] No optimal features file found for GRX: ./output/feature-sets/GRX.txt
[2025-12-09T20:23:34.062870] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:34.062900] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:34.062926] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:34.062981] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:34.120245] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:34.121008] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:34.121085] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:34.121115] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:34.232289] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:34.232436] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:34.232493] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:34.232522] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:34.235863] [DEBUG] [FORECASTER] GRX: Forecast T+1@11:T+2@11: UP (p=99.22%)
[2025-12-09T20:23:34.236122] [INFO ] [FORECASTER] Completed predict_future for GRX
[2025-12-09T20:23:34.236240] [INFO ] [sig       ] GRX: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:23:34.378351] [INFO ] [LOCAL     ] Saved forecast: GRX	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/GRX.txt
[2025-12-09T20:23:34.378475] [INFO ] [sig       ] [1485/3614] Completed GRX in 0.3s | 2.91 sym/s | Total: 8.5m | ETA: 12.2m
[2025-12-09T20:23:34.378513] [INFO ] [sig       ] [1486/3614] Forecasting GS...
[2025-12-09T20:23:34.378542] [INFO ] [sig       ] Generating forecast for: GS
[2025-12-09T20:23:34.378588] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GS' from 'https://tdm.silogroup.org/data/derivative_storage/GS.csv'.
[2025-12-09T20:23:34.389865] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GS'.
[2025-12-09T20:23:34.390196] [INFO ] [FORECASTER] Starting predict_future for GS
[2025-12-09T20:23:34.390964] [DEBUG] [LOCAL     ] No optimal features file found for GS: ./output/feature-sets/GS.txt
[2025-12-09T20:23:34.391014] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:34.391045] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:34.391071] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:34.391126] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:34.450554] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:34.451355] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:34.451433] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:34.451465] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:34.577189] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:34.577334] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:34.577373] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:34.577402] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:34.580758] [DEBUG] [FORECASTER] GS: Forecast T+1@11:T+2@11: UP (p=97.09%)
[2025-12-09T20:23:34.581016] [INFO ] [FORECASTER] Completed predict_future for GS
[2025-12-09T20:23:34.581132] [INFO ] [sig       ] GS: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:23:34.720711] [INFO ] [LOCAL     ] Saved forecast: GS	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/GS.txt
[2025-12-09T20:23:34.720842] [INFO ] [sig       ] [1486/3614] Completed GS in 0.3s | 2.91 sym/s | Total: 8.5m | ETA: 12.2m
[2025-12-09T20:23:34.720880] [INFO ] [sig       ] [1487/3614] Forecasting GSBC...
[2025-12-09T20:23:34.720909] [INFO ] [sig       ] Generating forecast for: GSBC
[2025-12-09T20:23:34.720939] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSBC' from 'https://tdm.silogroup.org/data/derivative_storage/GSBC.csv'.
[2025-12-09T20:23:34.731599] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GSBC'.
[2025-12-09T20:23:34.731878] [INFO ] [FORECASTER] Starting predict_future for GSBC
[2025-12-09T20:23:34.732629] [DEBUG] [LOCAL     ] No optimal features file found for GSBC: ./output/feature-sets/GSBC.txt
[2025-12-09T20:23:34.732683] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:34.732714] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:34.732740] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:34.732795] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:34.789866] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:34.790585] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:34.790660] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:34.790691] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:34.908053] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:34.908203] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:34.908241] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:34.908269] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:34.911543] [DEBUG] [FORECASTER] GSBC: Forecast T+1@11:T+2@11: DOWN (p=12.73%)
[2025-12-09T20:23:34.911822] [INFO ] [FORECASTER] Completed predict_future for GSBC
[2025-12-09T20:23:34.911942] [INFO ] [sig       ] GSBC: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:23:35.050858] [INFO ] [LOCAL     ] Saved forecast: GSBC	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/GSBC.txt
[2025-12-09T20:23:35.051007] [INFO ] [sig       ] [1487/3614] Completed GSBC in 0.3s | 2.91 sym/s | Total: 8.5m | ETA: 12.2m
[2025-12-09T20:23:35.051046] [INFO ] [sig       ] [1488/3614] Forecasting GSBD...
[2025-12-09T20:23:35.051076] [INFO ] [sig       ] Generating forecast for: GSBD
[2025-12-09T20:23:35.051105] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSBD' from 'https://tdm.silogroup.org/data/derivative_storage/GSBD.csv'.
[2025-12-09T20:23:35.062690] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GSBD'.
[2025-12-09T20:23:35.062955] [INFO ] [FORECASTER] Starting predict_future for GSBD
[2025-12-09T20:23:35.063722] [DEBUG] [LOCAL     ] No optimal features file found for GSBD: ./output/feature-sets/GSBD.txt
[2025-12-09T20:23:35.063772] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:35.063802] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:35.063828] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:35.063883] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:35.122761] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:35.123595] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:35.123672] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:35.123703] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:35.244760] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:35.244904] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:35.244943] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:35.244971] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:35.248591] [DEBUG] [FORECASTER] GSBD: Forecast T+1@11:T+2@11: DOWN (p=16.39%)
[2025-12-09T20:23:35.248891] [INFO ] [FORECASTER] Completed predict_future for GSBD
[2025-12-09T20:23:35.249173] [INFO ] [sig       ] GSBD: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:23:35.390493] [INFO ] [LOCAL     ] Saved forecast: GSBD	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/GSBD.txt
[2025-12-09T20:23:35.390635] [INFO ] [sig       ] [1488/3614] Completed GSBD in 0.3s | 2.91 sym/s | Total: 8.5m | ETA: 12.2m
[2025-12-09T20:23:35.390699] [INFO ] [sig       ] [1489/3614] Forecasting GSHD...
[2025-12-09T20:23:35.390729] [INFO ] [sig       ] Generating forecast for: GSHD
[2025-12-09T20:23:35.390758] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSHD' from 'https://tdm.silogroup.org/data/derivative_storage/GSHD.csv'.
[2025-12-09T20:23:35.402660] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GSHD'.
[2025-12-09T20:23:35.403000] [INFO ] [FORECASTER] Starting predict_future for GSHD
[2025-12-09T20:23:35.403851] [DEBUG] [LOCAL     ] No optimal features file found for GSHD: ./output/feature-sets/GSHD.txt
[2025-12-09T20:23:35.403902] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:35.403946] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:35.403973] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:35.404028] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:35.460890] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:35.461673] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:35.461767] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:35.461805] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:35.582058] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:35.582207] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:35.582249] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:35.582277] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:35.585628] [DEBUG] [FORECASTER] GSHD: Forecast T+1@11:T+2@11: DOWN (p=20.23%)
[2025-12-09T20:23:35.585898] [INFO ] [FORECASTER] Completed predict_future for GSHD
[2025-12-09T20:23:35.586019] [INFO ] [sig       ] GSHD: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:23:35.727642] [INFO ] [LOCAL     ] Saved forecast: GSHD	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/GSHD.txt
[2025-12-09T20:23:35.727793] [INFO ] [sig       ] [1489/3614] Completed GSHD in 0.3s | 2.91 sym/s | Total: 8.5m | ETA: 12.2m
[2025-12-09T20:23:35.727833] [INFO ] [sig       ] [1490/3614] Forecasting GSK...
[2025-12-09T20:23:35.727863] [INFO ] [sig       ] Generating forecast for: GSK
[2025-12-09T20:23:35.727893] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSK' from 'https://tdm.silogroup.org/data/derivative_storage/GSK.csv'.
[2025-12-09T20:23:35.738971] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GSK'.
[2025-12-09T20:23:35.739286] [INFO ] [FORECASTER] Starting predict_future for GSK
[2025-12-09T20:23:35.740115] [DEBUG] [LOCAL     ] No optimal features file found for GSK: ./output/feature-sets/GSK.txt
[2025-12-09T20:23:35.740166] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:35.740198] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:35.740225] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:35.740280] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:35.796500] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:35.797200] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:35.797278] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:35.797309] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:35.928134] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:35.928295] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:35.928336] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:35.928364] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:35.931835] [DEBUG] [FORECASTER] GSK: Forecast T+1@11:T+2@11: UP (p=90.69%)
[2025-12-09T20:23:35.932101] [INFO ] [FORECASTER] Completed predict_future for GSK
[2025-12-09T20:23:35.932220] [INFO ] [sig       ] GSK: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:23:36.068989] [INFO ] [LOCAL     ] Saved forecast: GSK	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/GSK.txt
[2025-12-09T20:23:36.069124] [INFO ] [sig       ] [1490/3614] Completed GSK in 0.3s | 2.91 sym/s | Total: 8.5m | ETA: 12.2m
[2025-12-09T20:23:36.069165] [INFO ] [sig       ] [1491/3614] Forecasting GSL...
[2025-12-09T20:23:36.069194] [INFO ] [sig       ] Generating forecast for: GSL
[2025-12-09T20:23:36.069223] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSL' from 'https://tdm.silogroup.org/data/derivative_storage/GSL.csv'.
[2025-12-09T20:23:36.080259] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GSL'.
[2025-12-09T20:23:36.080621] [INFO ] [FORECASTER] Starting predict_future for GSL
[2025-12-09T20:23:36.081396] [DEBUG] [LOCAL     ] No optimal features file found for GSL: ./output/feature-sets/GSL.txt
[2025-12-09T20:23:36.081446] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:36.081477] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:36.081504] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:36.081558] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:36.138297] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:36.139142] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:36.139224] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:36.139255] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:36.262946] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:36.263090] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:36.263129] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:36.263157] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:36.266494] [DEBUG] [FORECASTER] GSL: Forecast T+1@11:T+2@11: UP (p=84.99%)
[2025-12-09T20:23:36.266777] [INFO ] [FORECASTER] Completed predict_future for GSL
[2025-12-09T20:23:36.266894] [INFO ] [sig       ] GSL: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:23:36.406719] [INFO ] [LOCAL     ] Saved forecast: GSL	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/GSL.txt
[2025-12-09T20:23:36.406847] [INFO ] [sig       ] [1491/3614] Completed GSL in 0.3s | 2.91 sym/s | Total: 8.5m | ETA: 12.2m
[2025-12-09T20:23:36.406885] [INFO ] [sig       ] [1492/3614] Forecasting GSM...
[2025-12-09T20:23:36.406914] [INFO ] [sig       ] Generating forecast for: GSM
[2025-12-09T20:23:36.406942] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSM' from 'https://tdm.silogroup.org/data/derivative_storage/GSM.csv'.
[2025-12-09T20:23:36.418437] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GSM'.
[2025-12-09T20:23:36.418785] [INFO ] [FORECASTER] Starting predict_future for GSM
[2025-12-09T20:23:36.419593] [DEBUG] [LOCAL     ] No optimal features file found for GSM: ./output/feature-sets/GSM.txt
[2025-12-09T20:23:36.419647] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:36.419682] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:36.419735] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:36.419793] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:36.477736] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:36.478416] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:36.478495] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:36.478527] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:36.599366] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:36.599511] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:36.599554] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:36.599600] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:36.602885] [DEBUG] [FORECASTER] GSM: Forecast T+1@11:T+2@11: UP (p=64.47%)
[2025-12-09T20:23:36.603156] [INFO ] [FORECASTER] Completed predict_future for GSM
[2025-12-09T20:23:36.603277] [INFO ] [sig       ] GSM: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:23:36.745034] [INFO ] [LOCAL     ] Saved forecast: GSM	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/GSM.txt
[2025-12-09T20:23:36.745167] [INFO ] [sig       ] [1492/3614] Completed GSM in 0.3s | 2.91 sym/s | Total: 8.5m | ETA: 12.1m
[2025-12-09T20:23:36.745205] [INFO ] [sig       ] [1493/3614] Forecasting GTES...
[2025-12-09T20:23:36.745241] [INFO ] [sig       ] Generating forecast for: GTES
[2025-12-09T20:23:36.745271] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTES' from 'https://tdm.silogroup.org/data/derivative_storage/GTES.csv'.
[2025-12-09T20:23:36.756770] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GTES'.
[2025-12-09T20:23:36.757074] [INFO ] [FORECASTER] Starting predict_future for GTES
[2025-12-09T20:23:36.757909] [DEBUG] [LOCAL     ] No optimal features file found for GTES: ./output/feature-sets/GTES.txt
[2025-12-09T20:23:36.757962] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:36.757992] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:36.758018] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:36.758072] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:36.813878] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:36.814589] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:36.814668] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:36.814701] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:36.930305] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:36.930444] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:36.930483] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:36.930512] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:36.933840] [DEBUG] [FORECASTER] GTES: Forecast T+1@11:T+2@11: UP (p=64.29%)
[2025-12-09T20:23:36.934108] [INFO ] [FORECASTER] Completed predict_future for GTES
[2025-12-09T20:23:36.934227] [INFO ] [sig       ] GTES: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:23:37.073866] [INFO ] [LOCAL     ] Saved forecast: GTES	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/GTES.txt
[2025-12-09T20:23:37.074000] [INFO ] [sig       ] [1493/3614] Completed GTES in 0.3s | 2.91 sym/s | Total: 8.5m | ETA: 12.1m
[2025-12-09T20:23:37.074039] [INFO ] [sig       ] [1494/3614] Forecasting GTLB...
[2025-12-09T20:23:37.074068] [INFO ] [sig       ] Generating forecast for: GTLB
[2025-12-09T20:23:37.074097] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTLB' from 'https://tdm.silogroup.org/data/derivative_storage/GTLB.csv'.
[2025-12-09T20:23:37.085343] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GTLB'.
[2025-12-09T20:23:37.085664] [INFO ] [FORECASTER] Starting predict_future for GTLB
[2025-12-09T20:23:37.086465] [DEBUG] [LOCAL     ] No optimal features file found for GTLB: ./output/feature-sets/GTLB.txt
[2025-12-09T20:23:37.086516] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:37.086548] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:37.086602] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:37.086669] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:37.142779] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:37.143421] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:37.143497] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:37.143530] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:37.265597] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:37.265744] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:37.265784] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:37.265813] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:37.269149] [DEBUG] [FORECASTER] GTLB: Forecast T+1@11:T+2@11: UP (p=92.13%)
[2025-12-09T20:23:37.269413] [INFO ] [FORECASTER] Completed predict_future for GTLB
[2025-12-09T20:23:37.269532] [INFO ] [sig       ] GTLB: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:23:37.407299] [INFO ] [LOCAL     ] Saved forecast: GTLB	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/GTLB.txt
[2025-12-09T20:23:37.407425] [INFO ] [sig       ] [1494/3614] Completed GTLB in 0.3s | 2.91 sym/s | Total: 8.6m | ETA: 12.1m
[2025-12-09T20:23:37.407463] [INFO ] [sig       ] [1495/3614] Forecasting GTLS...
[2025-12-09T20:23:37.407511] [INFO ] [sig       ] Generating forecast for: GTLS
[2025-12-09T20:23:37.407548] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTLS' from 'https://tdm.silogroup.org/data/derivative_storage/GTLS.csv'.
[2025-12-09T20:23:37.419048] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GTLS'.
[2025-12-09T20:23:37.419384] [INFO ] [FORECASTER] Starting predict_future for GTLS
[2025-12-09T20:23:37.420170] [DEBUG] [LOCAL     ] No optimal features file found for GTLS: ./output/feature-sets/GTLS.txt
[2025-12-09T20:23:37.420220] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:37.420252] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:37.420277] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:37.420331] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:37.476504] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:37.477365] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:37.477445] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:37.477477] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:37.602104] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:37.602248] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:37.602287] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:37.602315] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:37.605695] [DEBUG] [FORECASTER] GTLS: Forecast T+1@11:T+2@11: UP (p=75.02%)
[2025-12-09T20:23:37.605976] [INFO ] [FORECASTER] Completed predict_future for GTLS
[2025-12-09T20:23:37.606102] [INFO ] [sig       ] GTLS: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:23:37.745066] [INFO ] [LOCAL     ] Saved forecast: GTLS	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/GTLS.txt
[2025-12-09T20:23:37.745194] [INFO ] [sig       ] [1495/3614] Completed GTLS in 0.3s | 2.91 sym/s | Total: 8.6m | ETA: 12.1m
[2025-12-09T20:23:37.745232] [INFO ] [sig       ] [1496/3614] Forecasting GTN...
[2025-12-09T20:23:37.745262] [INFO ] [sig       ] Generating forecast for: GTN
[2025-12-09T20:23:37.745290] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTN' from 'https://tdm.silogroup.org/data/derivative_storage/GTN.csv'.
[2025-12-09T20:23:37.756609] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GTN'.
[2025-12-09T20:23:37.756902] [INFO ] [FORECASTER] Starting predict_future for GTN
[2025-12-09T20:23:37.757690] [DEBUG] [LOCAL     ] No optimal features file found for GTN: ./output/feature-sets/GTN.txt
[2025-12-09T20:23:37.757740] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:37.757770] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:37.757795] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:37.757849] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:37.813820] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:37.814514] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:37.814608] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:37.814643] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:37.938634] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:37.938776] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:37.938816] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:37.938861] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:37.942163] [DEBUG] [FORECASTER] GTN: Forecast T+1@11:T+2@11: UP (p=67.19%)
[2025-12-09T20:23:37.942426] [INFO ] [FORECASTER] Completed predict_future for GTN
[2025-12-09T20:23:37.942544] [INFO ] [sig       ] GTN: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:23:38.080782] [INFO ] [LOCAL     ] Saved forecast: GTN	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/GTN.txt
[2025-12-09T20:23:38.081106] [INFO ] [sig       ] [1496/3614] Completed GTN in 0.3s | 2.91 sym/s | Total: 8.6m | ETA: 12.1m
[2025-12-09T20:23:38.081144] [INFO ] [sig       ] [1497/3614] Forecasting GTX...
[2025-12-09T20:23:38.081175] [INFO ] [sig       ] Generating forecast for: GTX
[2025-12-09T20:23:38.081204] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTX' from 'https://tdm.silogroup.org/data/derivative_storage/GTX.csv'.
[2025-12-09T20:23:38.092414] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GTX'.
[2025-12-09T20:23:38.092755] [INFO ] [FORECASTER] Starting predict_future for GTX
[2025-12-09T20:23:38.093506] [DEBUG] [LOCAL     ] No optimal features file found for GTX: ./output/feature-sets/GTX.txt
[2025-12-09T20:23:38.093556] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:38.093606] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:38.093633] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:38.093688] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:38.150124] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:38.150779] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:38.150854] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:38.150885] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:38.274813] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:38.274987] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:38.275033] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:38.275062] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:38.278520] [DEBUG] [FORECASTER] GTX: Forecast T+1@11:T+2@11: UP (p=67.07%)
[2025-12-09T20:23:38.278843] [INFO ] [FORECASTER] Completed predict_future for GTX
[2025-12-09T20:23:38.278970] [INFO ] [sig       ] GTX: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:23:38.416717] [INFO ] [LOCAL     ] Saved forecast: GTX	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/GTX.txt
[2025-12-09T20:23:38.416845] [INFO ] [sig       ] [1497/3614] Completed GTX in 0.3s | 2.91 sym/s | Total: 8.6m | ETA: 12.1m
[2025-12-09T20:23:38.416882] [INFO ] [sig       ] [1498/3614] Forecasting GTY...
[2025-12-09T20:23:38.416910] [INFO ] [sig       ] Generating forecast for: GTY
[2025-12-09T20:23:38.416939] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTY' from 'https://tdm.silogroup.org/data/derivative_storage/GTY.csv'.
[2025-12-09T20:23:38.428536] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GTY'.
[2025-12-09T20:23:38.428859] [INFO ] [FORECASTER] Starting predict_future for GTY
[2025-12-09T20:23:38.429624] [DEBUG] [LOCAL     ] No optimal features file found for GTY: ./output/feature-sets/GTY.txt
[2025-12-09T20:23:38.429674] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:38.429711] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:38.429744] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:38.429811] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:38.484725] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:38.485360] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:38.485434] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:38.485481] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:38.602961] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:38.603099] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:38.603137] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:38.603164] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:38.606429] [DEBUG] [FORECASTER] GTY: Forecast T+1@11:T+2@11: DOWN (p=4.82%)
[2025-12-09T20:23:38.606714] [INFO ] [FORECASTER] Completed predict_future for GTY
[2025-12-09T20:23:38.606834] [INFO ] [sig       ] GTY: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:23:38.743198] [INFO ] [LOCAL     ] Saved forecast: GTY	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/GTY.txt
[2025-12-09T20:23:38.743320] [INFO ] [sig       ] [1498/3614] Completed GTY in 0.3s | 2.91 sym/s | Total: 8.6m | ETA: 12.1m
[2025-12-09T20:23:38.743359] [INFO ] [sig       ] [1499/3614] Forecasting GUG...
[2025-12-09T20:23:38.743387] [INFO ] [sig       ] Generating forecast for: GUG
[2025-12-09T20:23:38.743415] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GUG' from 'https://tdm.silogroup.org/data/derivative_storage/GUG.csv'.
[2025-12-09T20:23:38.754309] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GUG'.
[2025-12-09T20:23:38.754632] [INFO ] [FORECASTER] Starting predict_future for GUG
[2025-12-09T20:23:38.755388] [DEBUG] [LOCAL     ] No optimal features file found for GUG: ./output/feature-sets/GUG.txt
[2025-12-09T20:23:38.755438] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:38.755468] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:38.755495] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:38.755549] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:38.810943] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:38.811562] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:38.811653] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:38.811685] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:38.927504] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:38.927660] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:38.927703] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:38.927733] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:38.931004] [DEBUG] [FORECASTER] GUG: Forecast T+1@11:T+2@11: DOWN (p=49.03%)
[2025-12-09T20:23:38.931267] [INFO ] [FORECASTER] Completed predict_future for GUG
[2025-12-09T20:23:38.931385] [INFO ] [sig       ] GUG: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:23:39.067737] [INFO ] [LOCAL     ] Saved forecast: GUG	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/GUG.txt
[2025-12-09T20:23:39.067865] [INFO ] [sig       ] [1499/3614] Completed GUG in 0.3s | 2.91 sym/s | Total: 8.6m | ETA: 12.1m
[2025-12-09T20:23:39.067902] [INFO ] [sig       ] [1500/3614] Forecasting GVA...
[2025-12-09T20:23:39.067932] [INFO ] [sig       ] Generating forecast for: GVA
[2025-12-09T20:23:39.067960] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GVA' from 'https://tdm.silogroup.org/data/derivative_storage/GVA.csv'.
[2025-12-09T20:23:39.079063] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GVA'.
[2025-12-09T20:23:39.079382] [INFO ] [FORECASTER] Starting predict_future for GVA
[2025-12-09T20:23:39.080151] [DEBUG] [LOCAL     ] No optimal features file found for GVA: ./output/feature-sets/GVA.txt
[2025-12-09T20:23:39.080201] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:39.080231] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:39.080257] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:39.080324] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:39.135832] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:39.136512] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:39.136602] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:39.136636] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:39.253827] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:39.253972] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:39.254011] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:39.254038] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:39.257350] [DEBUG] [FORECASTER] GVA: Forecast T+1@11:T+2@11: DOWN (p=33.21%)
[2025-12-09T20:23:39.257677] [INFO ] [FORECASTER] Completed predict_future for GVA
[2025-12-09T20:23:39.257806] [INFO ] [sig       ] GVA: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:23:39.394520] [INFO ] [LOCAL     ] Saved forecast: GVA	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/GVA.txt
[2025-12-09T20:23:39.394665] [INFO ] [sig       ] [1500/3614] Completed GVA in 0.3s | 2.91 sym/s | Total: 8.6m | ETA: 12.1m
[2025-12-09T20:23:39.394704] [INFO ] [sig       ] [1501/3614] Forecasting GWH...
[2025-12-09T20:23:39.394734] [INFO ] [sig       ] Generating forecast for: GWH
[2025-12-09T20:23:39.394762] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GWH' from 'https://tdm.silogroup.org/data/derivative_storage/GWH.csv'.
[2025-12-09T20:23:39.405602] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GWH'.
[2025-12-09T20:23:39.405908] [INFO ] [FORECASTER] Starting predict_future for GWH
[2025-12-09T20:23:39.406669] [DEBUG] [LOCAL     ] No optimal features file found for GWH: ./output/feature-sets/GWH.txt
[2025-12-09T20:23:39.406718] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:39.406748] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:39.406773] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:39.406827] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:39.466901] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:39.467950] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:39.468039] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:39.468072] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:39.593600] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:39.593760] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:39.593802] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:39.593834] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:39.597950] [DEBUG] [FORECASTER] GWH: Forecast T+1@11:T+2@11: UP (p=52.31%)
[2025-12-09T20:23:39.598251] [INFO ] [FORECASTER] Completed predict_future for GWH
[2025-12-09T20:23:39.598382] [INFO ] [sig       ] GWH: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:23:39.745845] [INFO ] [LOCAL     ] Saved forecast: GWH	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/GWH.txt
[2025-12-09T20:23:39.745994] [INFO ] [sig       ] [1501/3614] Completed GWH in 0.4s | 2.91 sym/s | Total: 8.6m | ETA: 12.1m
[2025-12-09T20:23:39.746041] [INFO ] [sig       ] [1502/3614] Forecasting GWRE...
[2025-12-09T20:23:39.746083] [INFO ] [sig       ] Generating forecast for: GWRE
[2025-12-09T20:23:39.746114] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GWRE' from 'https://tdm.silogroup.org/data/derivative_storage/GWRE.csv'.
[2025-12-09T20:23:39.758905] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GWRE'.
[2025-12-09T20:23:39.759211] [INFO ] [FORECASTER] Starting predict_future for GWRE
[2025-12-09T20:23:39.760025] [DEBUG] [LOCAL     ] No optimal features file found for GWRE: ./output/feature-sets/GWRE.txt
[2025-12-09T20:23:39.760087] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:39.760118] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:39.760144] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:39.760200] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:39.815122] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:39.815753] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:39.815826] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:39.815859] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:39.937269] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:39.937417] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:39.937455] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:39.937494] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:39.941338] [DEBUG] [FORECASTER] GWRE: Forecast T+1@11:T+2@11: UP (p=72.29%)
[2025-12-09T20:23:39.941621] [INFO ] [FORECASTER] Completed predict_future for GWRE
[2025-12-09T20:23:39.941744] [INFO ] [sig       ] GWRE: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:23:40.083263] [INFO ] [LOCAL     ] Saved forecast: GWRE	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/GWRE.txt
[2025-12-09T20:23:40.083404] [INFO ] [sig       ] [1502/3614] Completed GWRE in 0.3s | 2.91 sym/s | Total: 8.6m | ETA: 12.1m
[2025-12-09T20:23:40.083442] [INFO ] [sig       ] [1503/3614] Forecasting GWRS...
[2025-12-09T20:23:40.083472] [INFO ] [sig       ] Generating forecast for: GWRS
[2025-12-09T20:23:40.083500] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GWRS' from 'https://tdm.silogroup.org/data/derivative_storage/GWRS.csv'.
[2025-12-09T20:23:40.096181] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GWRS'.
[2025-12-09T20:23:40.096551] [INFO ] [FORECASTER] Starting predict_future for GWRS
[2025-12-09T20:23:40.097603] [DEBUG] [LOCAL     ] No optimal features file found for GWRS: ./output/feature-sets/GWRS.txt
[2025-12-09T20:23:40.097662] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:40.097693] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:40.097718] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:40.097772] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:40.155457] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:40.156281] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:40.156357] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:40.156390] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:40.277763] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:40.277924] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:40.277964] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:40.277993] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:40.281922] [DEBUG] [FORECASTER] GWRS: Forecast T+1@11:T+2@11: DOWN (p=9.35%)
[2025-12-09T20:23:40.282186] [INFO ] [FORECASTER] Completed predict_future for GWRS
[2025-12-09T20:23:40.282303] [INFO ] [sig       ] GWRS: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:23:40.420400] [INFO ] [LOCAL     ] Saved forecast: GWRS	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/GWRS.txt
[2025-12-09T20:23:40.420544] [INFO ] [sig       ] [1503/3614] Completed GWRS in 0.3s | 2.91 sym/s | Total: 8.6m | ETA: 12.1m
[2025-12-09T20:23:40.420600] [INFO ] [sig       ] [1504/3614] Forecasting GXAI...
[2025-12-09T20:23:40.420632] [INFO ] [sig       ] Generating forecast for: GXAI
[2025-12-09T20:23:40.420660] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GXAI' from 'https://tdm.silogroup.org/data/derivative_storage/GXAI.csv'.
[2025-12-09T20:23:40.432233] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GXAI'.
[2025-12-09T20:23:40.432494] [INFO ] [FORECASTER] Starting predict_future for GXAI
[2025-12-09T20:23:40.433290] [DEBUG] [LOCAL     ] No optimal features file found for GXAI: ./output/feature-sets/GXAI.txt
[2025-12-09T20:23:40.433341] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:40.433372] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:40.433398] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:40.433453] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:40.490083] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:40.490685] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:40.490757] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:40.490788] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:40.606769] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:40.606914] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:40.606961] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:40.606990] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:40.610452] [DEBUG] [FORECASTER] GXAI: Forecast T+1@11:T+2@11: DOWN (p=6.96%)
[2025-12-09T20:23:40.610735] [INFO ] [FORECASTER] Completed predict_future for GXAI
[2025-12-09T20:23:40.610866] [INFO ] [sig       ] GXAI: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:23:40.747165] [INFO ] [LOCAL     ] Saved forecast: GXAI	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/GXAI.txt
[2025-12-09T20:23:40.747287] [INFO ] [sig       ] [1504/3614] Completed GXAI in 0.3s | 2.91 sym/s | Total: 8.6m | ETA: 12.1m
[2025-12-09T20:23:40.747325] [INFO ] [sig       ] [1505/3614] Forecasting GYRE...
[2025-12-09T20:23:40.747355] [INFO ] [sig       ] Generating forecast for: GYRE
[2025-12-09T20:23:40.747383] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GYRE' from 'https://tdm.silogroup.org/data/derivative_storage/GYRE.csv'.
[2025-12-09T20:23:40.758635] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GYRE'.
[2025-12-09T20:23:40.758905] [INFO ] [FORECASTER] Starting predict_future for GYRE
[2025-12-09T20:23:40.759682] [DEBUG] [LOCAL     ] No optimal features file found for GYRE: ./output/feature-sets/GYRE.txt
[2025-12-09T20:23:40.759732] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:40.759764] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:40.759794] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:40.759849] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:40.815338] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:40.815987] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:40.816077] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:40.816108] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:40.933113] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:40.933247] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:40.933285] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:40.933313] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:40.936589] [DEBUG] [FORECASTER] GYRE: Forecast T+1@11:T+2@11: DOWN (p=17.37%)
[2025-12-09T20:23:40.936851] [INFO ] [FORECASTER] Completed predict_future for GYRE
[2025-12-09T20:23:40.936967] [INFO ] [sig       ] GYRE: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:23:41.074352] [INFO ] [LOCAL     ] Saved forecast: GYRE	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/GYRE.txt
[2025-12-09T20:23:41.074480] [INFO ] [sig       ] [1505/3614] Completed GYRE in 0.3s | 2.91 sym/s | Total: 8.6m | ETA: 12.1m
[2025-12-09T20:23:41.074545] [INFO ] [sig       ] [1506/3614] Forecasting H...
[2025-12-09T20:23:41.074591] [INFO ] [sig       ] Generating forecast for: H
[2025-12-09T20:23:41.074623] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'H' from 'https://tdm.silogroup.org/data/derivative_storage/H.csv'.
[2025-12-09T20:23:41.085611] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'H'.
[2025-12-09T20:23:41.085882] [INFO ] [FORECASTER] Starting predict_future for H
[2025-12-09T20:23:41.086641] [DEBUG] [LOCAL     ] No optimal features file found for H: ./output/feature-sets/H.txt
[2025-12-09T20:23:41.086691] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:41.086723] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:41.086748] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:41.086803] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:41.142448] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:41.143069] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:41.143141] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:41.143172] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:41.258398] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:41.258540] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:41.258595] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:41.258626] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:41.261922] [DEBUG] [FORECASTER] H: Forecast T+1@11:T+2@11: UP (p=93.42%)
[2025-12-09T20:23:41.262183] [INFO ] [FORECASTER] Completed predict_future for H
[2025-12-09T20:23:41.262302] [INFO ] [sig       ] H: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:23:41.404287] [INFO ] [LOCAL     ] Saved forecast: H	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/H.txt
[2025-12-09T20:23:41.404434] [INFO ] [sig       ] [1506/3614] Completed H in 0.3s | 2.91 sym/s | Total: 8.6m | ETA: 12.1m
[2025-12-09T20:23:41.404472] [INFO ] [sig       ] [1507/3614] Forecasting HAE...
[2025-12-09T20:23:41.404503] [INFO ] [sig       ] Generating forecast for: HAE
[2025-12-09T20:23:41.404531] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HAE' from 'https://tdm.silogroup.org/data/derivative_storage/HAE.csv'.
[2025-12-09T20:23:41.416325] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HAE'.
[2025-12-09T20:23:41.416618] [INFO ] [FORECASTER] Starting predict_future for HAE
[2025-12-09T20:23:41.417360] [DEBUG] [LOCAL     ] No optimal features file found for HAE: ./output/feature-sets/HAE.txt
[2025-12-09T20:23:41.417410] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:41.417440] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:41.417466] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:41.417540] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:41.472731] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:41.473319] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:41.473392] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:41.473422] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:41.593185] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:41.593301] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:41.593339] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:41.593367] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:41.596688] [DEBUG] [FORECASTER] HAE: Forecast T+1@11:T+2@11: UP (p=95.21%)
[2025-12-09T20:23:41.596962] [INFO ] [FORECASTER] Completed predict_future for HAE
[2025-12-09T20:23:41.597078] [INFO ] [sig       ] HAE: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:23:41.736735] [INFO ] [LOCAL     ] Saved forecast: HAE	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/HAE.txt
[2025-12-09T20:23:41.736860] [INFO ] [sig       ] [1507/3614] Completed HAE in 0.3s | 2.91 sym/s | Total: 8.6m | ETA: 12.1m
[2025-12-09T20:23:41.736907] [INFO ] [sig       ] [1508/3614] Forecasting HAFC...
[2025-12-09T20:23:41.736940] [INFO ] [sig       ] Generating forecast for: HAFC
[2025-12-09T20:23:41.736971] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HAFC' from 'https://tdm.silogroup.org/data/derivative_storage/HAFC.csv'.
[2025-12-09T20:23:41.752045] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HAFC'.
[2025-12-09T20:23:41.752516] [INFO ] [FORECASTER] Starting predict_future for HAFC
[2025-12-09T20:23:41.753644] [DEBUG] [LOCAL     ] No optimal features file found for HAFC: ./output/feature-sets/HAFC.txt
[2025-12-09T20:23:41.753710] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:41.753760] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:41.753805] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:41.753890] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:41.811518] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:41.812374] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:41.812456] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:41.812488] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:41.932303] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:41.932453] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:41.932492] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:41.932520] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:41.935879] [DEBUG] [FORECASTER] HAFC: Forecast T+1@11:T+2@11: UP (p=96.89%)
[2025-12-09T20:23:41.936152] [INFO ] [FORECASTER] Completed predict_future for HAFC
[2025-12-09T20:23:41.936267] [INFO ] [sig       ] HAFC: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:23:42.076425] [INFO ] [LOCAL     ] Saved forecast: HAFC	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/HAFC.txt
[2025-12-09T20:23:42.076549] [INFO ] [sig       ] [1508/3614] Completed HAFC in 0.3s | 2.91 sym/s | Total: 8.6m | ETA: 12.1m
[2025-12-09T20:23:42.076604] [INFO ] [sig       ] [1509/3614] Forecasting HAIN...
[2025-12-09T20:23:42.076635] [INFO ] [sig       ] Generating forecast for: HAIN
[2025-12-09T20:23:42.076664] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HAIN' from 'https://tdm.silogroup.org/data/derivative_storage/HAIN.csv'.
[2025-12-09T20:23:42.088815] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HAIN'.
[2025-12-09T20:23:42.089179] [INFO ] [FORECASTER] Starting predict_future for HAIN
[2025-12-09T20:23:42.089996] [DEBUG] [LOCAL     ] No optimal features file found for HAIN: ./output/feature-sets/HAIN.txt
[2025-12-09T20:23:42.090047] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:42.090078] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:42.090103] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:42.090206] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:42.146323] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:42.147181] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:42.147259] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:42.147291] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:42.268972] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:42.269125] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:42.269186] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:42.269216] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:42.272772] [DEBUG] [FORECASTER] HAIN: Forecast T+1@11:T+2@11: UP (p=68.65%)
[2025-12-09T20:23:42.273071] [INFO ] [FORECASTER] Completed predict_future for HAIN
[2025-12-09T20:23:42.273202] [INFO ] [sig       ] HAIN: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:23:42.413961] [INFO ] [LOCAL     ] Saved forecast: HAIN	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/HAIN.txt
[2025-12-09T20:23:42.414090] [INFO ] [sig       ] [1509/3614] Completed HAIN in 0.3s | 2.91 sym/s | Total: 8.6m | ETA: 12.0m
[2025-12-09T20:23:42.414129] [INFO ] [sig       ] [1510/3614] Forecasting HAL...
[2025-12-09T20:23:42.414158] [INFO ] [sig       ] Generating forecast for: HAL
[2025-12-09T20:23:42.414187] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HAL' from 'https://tdm.silogroup.org/data/derivative_storage/HAL.csv'.
[2025-12-09T20:23:42.425207] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HAL'.
[2025-12-09T20:23:42.425471] [INFO ] [FORECASTER] Starting predict_future for HAL
[2025-12-09T20:23:42.426244] [DEBUG] [LOCAL     ] No optimal features file found for HAL: ./output/feature-sets/HAL.txt
[2025-12-09T20:23:42.426296] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:42.426327] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:42.426354] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:42.426408] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:42.487425] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:42.488520] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:42.488616] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:42.488651] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:42.610437] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:42.610629] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:42.610694] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:42.610740] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:42.614203] [DEBUG] [FORECASTER] HAL: Forecast T+1@11:T+2@11: UP (p=94.35%)
[2025-12-09T20:23:42.614477] [INFO ] [FORECASTER] Completed predict_future for HAL
[2025-12-09T20:23:42.614618] [INFO ] [sig       ] HAL: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:23:42.759322] [INFO ] [LOCAL     ] Saved forecast: HAL	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/HAL.txt
[2025-12-09T20:23:42.759468] [INFO ] [sig       ] [1510/3614] Completed HAL in 0.3s | 2.91 sym/s | Total: 8.6m | ETA: 12.0m
[2025-12-09T20:23:42.759508] [INFO ] [sig       ] [1511/3614] Forecasting HALO...
[2025-12-09T20:23:42.759538] [INFO ] [sig       ] Generating forecast for: HALO
[2025-12-09T20:23:42.759584] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HALO' from 'https://tdm.silogroup.org/data/derivative_storage/HALO.csv'.
[2025-12-09T20:23:42.771375] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HALO'.
[2025-12-09T20:23:42.771741] [INFO ] [FORECASTER] Starting predict_future for HALO
[2025-12-09T20:23:42.772491] [DEBUG] [LOCAL     ] No optimal features file found for HALO: ./output/feature-sets/HALO.txt
[2025-12-09T20:23:42.772542] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:42.772596] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:42.772626] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:42.772683] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:42.831376] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:42.832204] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:42.832284] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:42.832318] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:42.956831] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:42.956986] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:42.957025] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:42.957054] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:42.960370] [DEBUG] [FORECASTER] HALO: Forecast T+1@11:T+2@11: DOWN (p=8.89%)
[2025-12-09T20:23:42.960650] [INFO ] [FORECASTER] Completed predict_future for HALO
[2025-12-09T20:23:42.960770] [INFO ] [sig       ] HALO: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:23:43.106045] [INFO ] [LOCAL     ] Saved forecast: HALO	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/HALO.txt
[2025-12-09T20:23:43.106194] [INFO ] [sig       ] [1511/3614] Completed HALO in 0.3s | 2.91 sym/s | Total: 8.6m | ETA: 12.0m
[2025-12-09T20:23:43.106234] [INFO ] [sig       ] [1512/3614] Forecasting HAS...
[2025-12-09T20:23:43.106264] [INFO ] [sig       ] Generating forecast for: HAS
[2025-12-09T20:23:43.106292] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HAS' from 'https://tdm.silogroup.org/data/derivative_storage/HAS.csv'.
[2025-12-09T20:23:43.117792] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HAS'.
[2025-12-09T20:23:43.118119] [INFO ] [FORECASTER] Starting predict_future for HAS
[2025-12-09T20:23:43.118897] [DEBUG] [LOCAL     ] No optimal features file found for HAS: ./output/feature-sets/HAS.txt
[2025-12-09T20:23:43.118947] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:43.118979] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:43.119004] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:43.119059] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:43.175203] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:43.176041] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:43.176120] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:43.176152] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:43.296085] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:43.296232] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:43.296273] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:43.296300] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:43.299692] [DEBUG] [FORECASTER] HAS: Forecast T+1@11:T+2@11: DOWN (p=31.51%)
[2025-12-09T20:23:43.299997] [INFO ] [FORECASTER] Completed predict_future for HAS
[2025-12-09T20:23:43.300121] [INFO ] [sig       ] HAS: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:23:43.441187] [INFO ] [LOCAL     ] Saved forecast: HAS	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/HAS.txt
[2025-12-09T20:23:43.441315] [INFO ] [sig       ] [1512/3614] Completed HAS in 0.3s | 2.91 sym/s | Total: 8.7m | ETA: 12.0m
[2025-12-09T20:23:43.441354] [INFO ] [sig       ] [1513/3614] Forecasting HASI...
[2025-12-09T20:23:43.441384] [INFO ] [sig       ] Generating forecast for: HASI
[2025-12-09T20:23:43.441413] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HASI' from 'https://tdm.silogroup.org/data/derivative_storage/HASI.csv'.
[2025-12-09T20:23:43.452422] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HASI'.
[2025-12-09T20:23:43.452708] [INFO ] [FORECASTER] Starting predict_future for HASI
[2025-12-09T20:23:43.453451] [DEBUG] [LOCAL     ] No optimal features file found for HASI: ./output/feature-sets/HASI.txt
[2025-12-09T20:23:43.453501] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:43.453542] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:43.453589] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:43.453648] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:43.509203] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:43.509962] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:43.510049] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:43.510091] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:43.629202] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:43.629322] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:43.629360] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:43.629388] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:43.632598] [DEBUG] [FORECASTER] HASI: Forecast T+1@11:T+2@11: UP (p=89.04%)
[2025-12-09T20:23:43.632857] [INFO ] [FORECASTER] Completed predict_future for HASI
[2025-12-09T20:23:43.632981] [INFO ] [sig       ] HASI: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:23:43.773191] [INFO ] [LOCAL     ] Saved forecast: HASI	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/HASI.txt
[2025-12-09T20:23:43.773296] [INFO ] [sig       ] [1513/3614] Completed HASI in 0.3s | 2.91 sym/s | Total: 8.7m | ETA: 12.0m
[2025-12-09T20:23:43.773332] [INFO ] [sig       ] [1514/3614] Forecasting HBAN...
[2025-12-09T20:23:43.773361] [INFO ] [sig       ] Generating forecast for: HBAN
[2025-12-09T20:23:43.773388] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBAN' from 'https://tdm.silogroup.org/data/derivative_storage/HBAN.csv'.
[2025-12-09T20:23:43.785737] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBAN'.
[2025-12-09T20:23:43.786127] [INFO ] [FORECASTER] Starting predict_future for HBAN
[2025-12-09T20:23:43.786926] [DEBUG] [LOCAL     ] No optimal features file found for HBAN: ./output/feature-sets/HBAN.txt
[2025-12-09T20:23:43.786977] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:43.787008] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:43.787033] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:43.787087] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:43.843510] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:43.844381] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:43.844461] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:43.844493] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:43.962800] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:43.962954] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:43.962995] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:43.963022] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:43.966326] [DEBUG] [FORECASTER] HBAN: Forecast T+1@11:T+2@11: UP (p=69.15%)
[2025-12-09T20:23:43.966612] [INFO ] [FORECASTER] Completed predict_future for HBAN
[2025-12-09T20:23:43.966733] [INFO ] [sig       ] HBAN: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:23:44.109486] [INFO ] [LOCAL     ] Saved forecast: HBAN	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/HBAN.txt
[2025-12-09T20:23:44.109652] [INFO ] [sig       ] [1514/3614] Completed HBAN in 0.3s | 2.91 sym/s | Total: 8.7m | ETA: 12.0m
[2025-12-09T20:23:44.109694] [INFO ] [sig       ] [1515/3614] Forecasting HBANL...
[2025-12-09T20:23:44.109724] [INFO ] [sig       ] Generating forecast for: HBANL
[2025-12-09T20:23:44.109753] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBANL' from 'https://tdm.silogroup.org/data/derivative_storage/HBANL.csv'.
[2025-12-09T20:23:44.120546] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBANL'.
[2025-12-09T20:23:44.120908] [INFO ] [FORECASTER] Starting predict_future for HBANL
[2025-12-09T20:23:44.121686] [DEBUG] [LOCAL     ] No optimal features file found for HBANL: ./output/feature-sets/HBANL.txt
[2025-12-09T20:23:44.121737] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:44.121768] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:44.121794] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:44.121851] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:44.179837] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:44.180549] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:44.180657] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:44.180700] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:44.292706] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:44.292850] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:44.292890] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:44.292917] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:44.296373] [DEBUG] [FORECASTER] HBANL: Forecast T+1@11:T+2@11: DOWN (p=14.96%)
[2025-12-09T20:23:44.296652] [INFO ] [FORECASTER] Completed predict_future for HBANL
[2025-12-09T20:23:44.296771] [INFO ] [sig       ] HBANL: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:23:44.435473] [INFO ] [LOCAL     ] Saved forecast: HBANL	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/HBANL.txt
[2025-12-09T20:23:44.435618] [INFO ] [sig       ] [1515/3614] Completed HBANL in 0.3s | 2.91 sym/s | Total: 8.7m | ETA: 12.0m
[2025-12-09T20:23:44.435659] [INFO ] [sig       ] [1516/3614] Forecasting HBANP...
[2025-12-09T20:23:44.435689] [INFO ] [sig       ] Generating forecast for: HBANP
[2025-12-09T20:23:44.435718] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBANP' from 'https://tdm.silogroup.org/data/derivative_storage/HBANP.csv'.
[2025-12-09T20:23:44.447987] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBANP'.
[2025-12-09T20:23:44.448542] [INFO ] [FORECASTER] Starting predict_future for HBANP
[2025-12-09T20:23:44.449327] [DEBUG] [LOCAL     ] No optimal features file found for HBANP: ./output/feature-sets/HBANP.txt
[2025-12-09T20:23:44.449377] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:44.449409] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:44.449435] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:44.449490] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:44.505017] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:44.505605] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:44.505678] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:44.505710] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:44.617900] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:44.618016] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:44.618055] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:44.618082] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:44.621210] [DEBUG] [FORECASTER] HBANP: Forecast T+1@11:T+2@11: DOWN (p=38.07%)
[2025-12-09T20:23:44.621468] [INFO ] [FORECASTER] Completed predict_future for HBANP
[2025-12-09T20:23:44.621611] [INFO ] [sig       ] HBANP: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:23:44.759333] [INFO ] [LOCAL     ] Saved forecast: HBANP	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/HBANP.txt
[2025-12-09T20:23:44.759445] [INFO ] [sig       ] [1516/3614] Completed HBANP in 0.3s | 2.91 sym/s | Total: 8.7m | ETA: 12.0m
[2025-12-09T20:23:44.759489] [INFO ] [sig       ] [1517/3614] Forecasting HBB...
[2025-12-09T20:23:44.759519] [INFO ] [sig       ] Generating forecast for: HBB
[2025-12-09T20:23:44.759550] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBB' from 'https://tdm.silogroup.org/data/derivative_storage/HBB.csv'.
[2025-12-09T20:23:44.771044] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBB'.
[2025-12-09T20:23:44.771405] [INFO ] [FORECASTER] Starting predict_future for HBB
[2025-12-09T20:23:44.772228] [DEBUG] [LOCAL     ] No optimal features file found for HBB: ./output/feature-sets/HBB.txt
[2025-12-09T20:23:44.772279] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:44.772311] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:44.772337] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:44.772391] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:44.829022] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:44.829868] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:44.829952] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:44.829986] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:44.948538] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:44.948712] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:44.948755] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:44.948784] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:44.952244] [DEBUG] [FORECASTER] HBB: Forecast T+1@11:T+2@11: UP (p=61.02%)
[2025-12-09T20:23:44.952521] [INFO ] [FORECASTER] Completed predict_future for HBB
[2025-12-09T20:23:44.952661] [INFO ] [sig       ] HBB: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:23:45.095822] [INFO ] [LOCAL     ] Saved forecast: HBB	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/HBB.txt
[2025-12-09T20:23:45.095963] [INFO ] [sig       ] [1517/3614] Completed HBB in 0.3s | 2.91 sym/s | Total: 8.7m | ETA: 12.0m
[2025-12-09T20:23:45.096001] [INFO ] [sig       ] [1518/3614] Forecasting HBCP...
[2025-12-09T20:23:45.096031] [INFO ] [sig       ] Generating forecast for: HBCP
[2025-12-09T20:23:45.096060] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBCP' from 'https://tdm.silogroup.org/data/derivative_storage/HBCP.csv'.
[2025-12-09T20:23:45.107290] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBCP'.
[2025-12-09T20:23:45.107675] [INFO ] [FORECASTER] Starting predict_future for HBCP
[2025-12-09T20:23:45.108487] [DEBUG] [LOCAL     ] No optimal features file found for HBCP: ./output/feature-sets/HBCP.txt
[2025-12-09T20:23:45.108538] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:45.108590] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:45.108619] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:45.108674] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:45.164075] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:45.164678] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:45.164753] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:45.164784] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:45.285275] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:45.285410] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:45.285449] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:45.285478] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:45.288811] [DEBUG] [FORECASTER] HBCP: Forecast T+1@11:T+2@11: DOWN (p=36.31%)
[2025-12-09T20:23:45.289079] [INFO ] [FORECASTER] Completed predict_future for HBCP
[2025-12-09T20:23:45.289218] [INFO ] [sig       ] HBCP: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:23:45.427232] [INFO ] [LOCAL     ] Saved forecast: HBCP	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/HBCP.txt
[2025-12-09T20:23:45.427394] [INFO ] [sig       ] [1518/3614] Completed HBCP in 0.3s | 2.91 sym/s | Total: 8.7m | ETA: 12.0m
[2025-12-09T20:23:45.427434] [INFO ] [sig       ] [1519/3614] Forecasting HBM...
[2025-12-09T20:23:45.427462] [INFO ] [sig       ] Generating forecast for: HBM
[2025-12-09T20:23:45.427513] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBM' from 'https://tdm.silogroup.org/data/derivative_storage/HBM.csv'.
[2025-12-09T20:23:45.438983] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBM'.
[2025-12-09T20:23:45.439240] [INFO ] [FORECASTER] Starting predict_future for HBM
[2025-12-09T20:23:45.440013] [DEBUG] [LOCAL     ] No optimal features file found for HBM: ./output/feature-sets/HBM.txt
[2025-12-09T20:23:45.440063] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:45.440093] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:45.440119] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:45.440174] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:45.499692] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:45.500659] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:45.500739] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:45.500772] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:45.622636] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:45.622792] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:45.622833] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:45.622861] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:45.626260] [DEBUG] [FORECASTER] HBM: Forecast T+1@11:T+2@11: DOWN (p=41.95%)
[2025-12-09T20:23:45.626539] [INFO ] [FORECASTER] Completed predict_future for HBM
[2025-12-09T20:23:45.626684] [INFO ] [sig       ] HBM: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:23:45.767656] [INFO ] [LOCAL     ] Saved forecast: HBM	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/HBM.txt
[2025-12-09T20:23:45.767788] [INFO ] [sig       ] [1519/3614] Completed HBM in 0.3s | 2.91 sym/s | Total: 8.7m | ETA: 12.0m
[2025-12-09T20:23:45.767826] [INFO ] [sig       ] [1520/3614] Forecasting HBNC...
[2025-12-09T20:23:45.767861] [INFO ] [sig       ] Generating forecast for: HBNC
[2025-12-09T20:23:45.767896] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBNC' from 'https://tdm.silogroup.org/data/derivative_storage/HBNC.csv'.
[2025-12-09T20:23:45.779634] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBNC'.
[2025-12-09T20:23:45.779924] [INFO ] [FORECASTER] Starting predict_future for HBNC
[2025-12-09T20:23:45.780692] [DEBUG] [LOCAL     ] No optimal features file found for HBNC: ./output/feature-sets/HBNC.txt
[2025-12-09T20:23:45.780743] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:45.780774] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:45.780800] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:45.780855] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:45.839860] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:45.840546] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:45.840644] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:45.840678] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:45.962405] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:45.962550] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:45.962622] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:45.962654] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:45.965931] [DEBUG] [FORECASTER] HBNC: Forecast T+1@11:T+2@11: UP (p=63.35%)
[2025-12-09T20:23:45.966198] [INFO ] [FORECASTER] Completed predict_future for HBNC
[2025-12-09T20:23:45.966315] [INFO ] [sig       ] HBNC: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:23:46.105613] [INFO ] [LOCAL     ] Saved forecast: HBNC	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/HBNC.txt
[2025-12-09T20:23:46.105741] [INFO ] [sig       ] [1520/3614] Completed HBNC in 0.3s | 2.91 sym/s | Total: 8.7m | ETA: 12.0m
[2025-12-09T20:23:46.105780] [INFO ] [sig       ] [1521/3614] Forecasting HCA...
[2025-12-09T20:23:46.105809] [INFO ] [sig       ] Generating forecast for: HCA
[2025-12-09T20:23:46.105837] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCA' from 'https://tdm.silogroup.org/data/derivative_storage/HCA.csv'.
[2025-12-09T20:23:46.116994] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HCA'.
[2025-12-09T20:23:46.117266] [INFO ] [FORECASTER] Starting predict_future for HCA
[2025-12-09T20:23:46.118089] [DEBUG] [LOCAL     ] No optimal features file found for HCA: ./output/feature-sets/HCA.txt
[2025-12-09T20:23:46.118140] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:46.118170] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:46.118195] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:46.118249] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:46.174914] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:46.175624] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:46.175700] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:46.175731] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:46.294237] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:46.294384] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:46.294423] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:46.294451] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:46.297772] [DEBUG] [FORECASTER] HCA: Forecast T+1@11:T+2@11: UP (p=57.96%)
[2025-12-09T20:23:46.298041] [INFO ] [FORECASTER] Completed predict_future for HCA
[2025-12-09T20:23:46.298164] [INFO ] [sig       ] HCA: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:23:46.452386] [INFO ] [LOCAL     ] Saved forecast: HCA	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/HCA.txt
[2025-12-09T20:23:46.452533] [INFO ] [sig       ] [1521/3614] Completed HCA in 0.3s | 2.91 sym/s | Total: 8.7m | ETA: 12.0m
[2025-12-09T20:23:46.452590] [INFO ] [sig       ] [1522/3614] Forecasting HCC...
[2025-12-09T20:23:46.452623] [INFO ] [sig       ] Generating forecast for: HCC
[2025-12-09T20:23:46.452652] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCC' from 'https://tdm.silogroup.org/data/derivative_storage/HCC.csv'.
[2025-12-09T20:23:46.464258] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HCC'.
[2025-12-09T20:23:46.464555] [INFO ] [FORECASTER] Starting predict_future for HCC
[2025-12-09T20:23:46.465347] [DEBUG] [LOCAL     ] No optimal features file found for HCC: ./output/feature-sets/HCC.txt
[2025-12-09T20:23:46.465400] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:46.465431] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:46.465459] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:46.465516] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:46.524097] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:46.524810] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:46.524904] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:46.524938] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:46.653076] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:46.653247] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:46.653291] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:46.653320] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:46.656817] [DEBUG] [FORECASTER] HCC: Forecast T+1@11:T+2@11: DOWN (p=39.14%)
[2025-12-09T20:23:46.657086] [INFO ] [FORECASTER] Completed predict_future for HCC
[2025-12-09T20:23:46.657207] [INFO ] [sig       ] HCC: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:23:46.796486] [INFO ] [LOCAL     ] Saved forecast: HCC	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/HCC.txt
[2025-12-09T20:23:46.796635] [INFO ] [sig       ] [1522/3614] Completed HCC in 0.3s | 2.91 sym/s | Total: 8.7m | ETA: 12.0m
[2025-12-09T20:23:46.796700] [INFO ] [sig       ] [1523/3614] Forecasting HCI...
[2025-12-09T20:23:46.796730] [INFO ] [sig       ] Generating forecast for: HCI
[2025-12-09T20:23:46.796760] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCI' from 'https://tdm.silogroup.org/data/derivative_storage/HCI.csv'.
[2025-12-09T20:23:46.808325] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HCI'.
[2025-12-09T20:23:46.808698] [INFO ] [FORECASTER] Starting predict_future for HCI
[2025-12-09T20:23:46.809543] [DEBUG] [LOCAL     ] No optimal features file found for HCI: ./output/feature-sets/HCI.txt
[2025-12-09T20:23:46.809642] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:46.809687] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:46.809724] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:46.809785] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:46.867337] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:46.868120] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:46.868200] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:46.868235] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:46.988106] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:46.988269] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:46.988317] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:46.988354] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:46.991870] [DEBUG] [FORECASTER] HCI: Forecast T+1@11:T+2@11: DOWN (p=28.32%)
[2025-12-09T20:23:46.992246] [INFO ] [FORECASTER] Completed predict_future for HCI
[2025-12-09T20:23:46.992412] [INFO ] [sig       ] HCI: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:23:47.133929] [INFO ] [LOCAL     ] Saved forecast: HCI	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/HCI.txt
[2025-12-09T20:23:47.134061] [INFO ] [sig       ] [1523/3614] Completed HCI in 0.3s | 2.91 sym/s | Total: 8.7m | ETA: 12.0m
[2025-12-09T20:23:47.134099] [INFO ] [sig       ] [1524/3614] Forecasting HCM...
[2025-12-09T20:23:47.134129] [INFO ] [sig       ] Generating forecast for: HCM
[2025-12-09T20:23:47.134158] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCM' from 'https://tdm.silogroup.org/data/derivative_storage/HCM.csv'.
[2025-12-09T20:23:47.145403] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HCM'.
[2025-12-09T20:23:47.145679] [INFO ] [FORECASTER] Starting predict_future for HCM
[2025-12-09T20:23:47.146419] [DEBUG] [LOCAL     ] No optimal features file found for HCM: ./output/feature-sets/HCM.txt
[2025-12-09T20:23:47.146470] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:47.146500] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:47.146538] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:47.146615] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:47.204482] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:47.205108] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:47.205183] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:47.205217] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:47.328243] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:47.328394] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:47.328436] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:47.328465] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:47.331817] [DEBUG] [FORECASTER] HCM: Forecast T+1@11:T+2@11: UP (p=97.63%)
[2025-12-09T20:23:47.332085] [INFO ] [FORECASTER] Completed predict_future for HCM
[2025-12-09T20:23:47.332208] [INFO ] [sig       ] HCM: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:23:47.473729] [INFO ] [LOCAL     ] Saved forecast: HCM	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/HCM.txt
[2025-12-09T20:23:47.473855] [INFO ] [sig       ] [1524/3614] Completed HCM in 0.3s | 2.91 sym/s | Total: 8.7m | ETA: 12.0m
[2025-12-09T20:23:47.473894] [INFO ] [sig       ] [1525/3614] Forecasting HCSG...
[2025-12-09T20:23:47.473922] [INFO ] [sig       ] Generating forecast for: HCSG
[2025-12-09T20:23:47.473951] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCSG' from 'https://tdm.silogroup.org/data/derivative_storage/HCSG.csv'.
[2025-12-09T20:23:47.485439] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HCSG'.
[2025-12-09T20:23:47.485720] [INFO ] [FORECASTER] Starting predict_future for HCSG
[2025-12-09T20:23:47.486767] [DEBUG] [LOCAL     ] No optimal features file found for HCSG: ./output/feature-sets/HCSG.txt
[2025-12-09T20:23:47.486819] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:47.486850] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:47.486877] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:47.486935] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:47.545691] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:47.546399] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:47.546476] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:47.546510] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:47.666172] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:47.666318] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:47.666360] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:47.666388] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:47.669813] [DEBUG] [FORECASTER] HCSG: Forecast T+1@11:T+2@11: DOWN (p=2.91%)
[2025-12-09T20:23:47.670084] [INFO ] [FORECASTER] Completed predict_future for HCSG
[2025-12-09T20:23:47.670205] [INFO ] [sig       ] HCSG: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:23:47.815506] [INFO ] [LOCAL     ] Saved forecast: HCSG	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/HCSG.txt
[2025-12-09T20:23:47.815688] [INFO ] [sig       ] [1525/3614] Completed HCSG in 0.3s | 2.91 sym/s | Total: 8.7m | ETA: 12.0m
[2025-12-09T20:23:47.815731] [INFO ] [sig       ] [1526/3614] Forecasting HCTI...
[2025-12-09T20:23:47.815761] [INFO ] [sig       ] Generating forecast for: HCTI
[2025-12-09T20:23:47.815792] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCTI' from 'https://tdm.silogroup.org/data/derivative_storage/HCTI.csv'.
[2025-12-09T20:23:47.827979] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HCTI'.
[2025-12-09T20:23:47.828415] [INFO ] [FORECASTER] Starting predict_future for HCTI
[2025-12-09T20:23:47.829334] [DEBUG] [LOCAL     ] No optimal features file found for HCTI: ./output/feature-sets/HCTI.txt
[2025-12-09T20:23:47.829388] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:47.829420] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:47.829475] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:47.829533] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:47.889351] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:47.890295] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:47.890380] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:47.890413] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:48.010932] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:48.011087] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:48.011130] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:48.011159] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:48.014527] [DEBUG] [FORECASTER] HCTI: Forecast T+1@11:T+2@11: UP (p=94.50%)
[2025-12-09T20:23:48.014813] [INFO ] [FORECASTER] Completed predict_future for HCTI
[2025-12-09T20:23:48.014934] [INFO ] [sig       ] HCTI: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:23:48.156539] [INFO ] [LOCAL     ] Saved forecast: HCTI	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/HCTI.txt
[2025-12-09T20:23:48.156730] [INFO ] [sig       ] [1526/3614] Completed HCTI in 0.3s | 2.91 sym/s | Total: 8.7m | ETA: 11.9m
[2025-12-09T20:23:48.156770] [INFO ] [sig       ] [1527/3614] Forecasting HD...
[2025-12-09T20:23:48.156800] [INFO ] [sig       ] Generating forecast for: HD
[2025-12-09T20:23:48.156828] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HD' from 'https://tdm.silogroup.org/data/derivative_storage/HD.csv'.
[2025-12-09T20:23:48.168216] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HD'.
[2025-12-09T20:23:48.168554] [INFO ] [FORECASTER] Starting predict_future for HD
[2025-12-09T20:23:48.169342] [DEBUG] [LOCAL     ] No optimal features file found for HD: ./output/feature-sets/HD.txt
[2025-12-09T20:23:48.169393] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:48.169424] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:48.169449] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:48.169504] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:48.225443] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:48.226169] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:48.226245] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:48.226277] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:48.344037] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:48.344184] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:48.344225] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:48.344253] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:48.347617] [DEBUG] [FORECASTER] HD: Forecast T+1@11:T+2@11: UP (p=95.72%)
[2025-12-09T20:23:48.347881] [INFO ] [FORECASTER] Completed predict_future for HD
[2025-12-09T20:23:48.348021] [INFO ] [sig       ] HD: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:23:48.487470] [INFO ] [LOCAL     ] Saved forecast: HD	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/HD.txt
[2025-12-09T20:23:48.487621] [INFO ] [sig       ] [1527/3614] Completed HD in 0.3s | 2.91 sym/s | Total: 8.7m | ETA: 11.9m
[2025-12-09T20:23:48.487661] [INFO ] [sig       ] [1528/3614] Forecasting HDB...
[2025-12-09T20:23:48.487689] [INFO ] [sig       ] Generating forecast for: HDB
[2025-12-09T20:23:48.487724] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HDB' from 'https://tdm.silogroup.org/data/derivative_storage/HDB.csv'.
[2025-12-09T20:23:48.499030] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HDB'.
[2025-12-09T20:23:48.499298] [INFO ] [FORECASTER] Starting predict_future for HDB
[2025-12-09T20:23:48.500061] [DEBUG] [LOCAL     ] No optimal features file found for HDB: ./output/feature-sets/HDB.txt
[2025-12-09T20:23:48.500111] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:48.500143] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:48.500172] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:48.500227] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:48.557241] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:48.557931] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:48.558012] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:48.558045] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:48.688003] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:48.688171] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:48.688414] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:48.688448] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:48.691942] [DEBUG] [FORECASTER] HDB: Forecast T+1@11:T+2@11: DOWN (p=4.25%)
[2025-12-09T20:23:48.692424] [INFO ] [FORECASTER] Completed predict_future for HDB
[2025-12-09T20:23:48.692603] [INFO ] [sig       ] HDB: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:23:48.835028] [INFO ] [LOCAL     ] Saved forecast: HDB	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/HDB.txt
[2025-12-09T20:23:48.835153] [INFO ] [sig       ] [1528/3614] Completed HDB in 0.3s | 2.91 sym/s | Total: 8.7m | ETA: 11.9m
[2025-12-09T20:23:48.835191] [INFO ] [sig       ] [1529/3614] Forecasting HDSN...
[2025-12-09T20:23:48.835219] [INFO ] [sig       ] Generating forecast for: HDSN
[2025-12-09T20:23:48.835246] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HDSN' from 'https://tdm.silogroup.org/data/derivative_storage/HDSN.csv'.
[2025-12-09T20:23:48.846674] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HDSN'.
[2025-12-09T20:23:48.846942] [INFO ] [FORECASTER] Starting predict_future for HDSN
[2025-12-09T20:23:48.847817] [DEBUG] [LOCAL     ] No optimal features file found for HDSN: ./output/feature-sets/HDSN.txt
[2025-12-09T20:23:48.847868] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:48.847899] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:48.847924] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:48.847979] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:48.905866] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:48.906952] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:48.907052] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:48.907104] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:49.036056] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:49.036204] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:49.036246] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:49.036276] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:49.039859] [DEBUG] [FORECASTER] HDSN: Forecast T+1@11:T+2@11: UP (p=64.85%)
[2025-12-09T20:23:49.040224] [INFO ] [FORECASTER] Completed predict_future for HDSN
[2025-12-09T20:23:49.040379] [INFO ] [sig       ] HDSN: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:23:49.183968] [INFO ] [LOCAL     ] Saved forecast: HDSN	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/HDSN.txt
[2025-12-09T20:23:49.184135] [INFO ] [sig       ] [1529/3614] Completed HDSN in 0.3s | 2.91 sym/s | Total: 8.7m | ETA: 11.9m
[2025-12-09T20:23:49.184181] [INFO ] [sig       ] [1530/3614] Forecasting HE...
[2025-12-09T20:23:49.184212] [INFO ] [sig       ] Generating forecast for: HE
[2025-12-09T20:23:49.184241] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HE' from 'https://tdm.silogroup.org/data/derivative_storage/HE.csv'.
[2025-12-09T20:23:49.195444] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HE'.
[2025-12-09T20:23:49.195731] [INFO ] [FORECASTER] Starting predict_future for HE
[2025-12-09T20:23:49.196471] [DEBUG] [LOCAL     ] No optimal features file found for HE: ./output/feature-sets/HE.txt
[2025-12-09T20:23:49.196523] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:49.196554] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:49.196600] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:49.196659] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:49.253381] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:49.254040] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:49.254119] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:49.254168] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:49.372922] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:49.373062] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:49.373101] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:49.373131] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:49.376481] [DEBUG] [FORECASTER] HE: Forecast T+1@11:T+2@11: UP (p=82.04%)
[2025-12-09T20:23:49.376767] [INFO ] [FORECASTER] Completed predict_future for HE
[2025-12-09T20:23:49.376888] [INFO ] [sig       ] HE: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:23:49.522803] [INFO ] [LOCAL     ] Saved forecast: HE	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/HE.txt
[2025-12-09T20:23:49.522947] [INFO ] [sig       ] [1530/3614] Completed HE in 0.3s | 2.91 sym/s | Total: 8.8m | ETA: 11.9m
[2025-12-09T20:23:49.522987] [INFO ] [sig       ] [1531/3614] Forecasting HEI...
[2025-12-09T20:23:49.523015] [INFO ] [sig       ] Generating forecast for: HEI
[2025-12-09T20:23:49.523045] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HEI' from 'https://tdm.silogroup.org/data/derivative_storage/HEI.csv'.
[2025-12-09T20:23:49.535178] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HEI'.
[2025-12-09T20:23:49.535455] [INFO ] [FORECASTER] Starting predict_future for HEI
[2025-12-09T20:23:49.536240] [DEBUG] [LOCAL     ] No optimal features file found for HEI: ./output/feature-sets/HEI.txt
[2025-12-09T20:23:49.536291] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:49.536321] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:49.536348] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:49.536402] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:49.594914] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:49.595546] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:49.595637] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:49.595669] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:49.722290] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:49.722449] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:49.722493] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:49.722523] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:49.726183] [DEBUG] [FORECASTER] HEI: Forecast T+1@11:T+2@11: UP (p=67.13%)
[2025-12-09T20:23:49.726700] [INFO ] [FORECASTER] Completed predict_future for HEI
[2025-12-09T20:23:49.726832] [INFO ] [sig       ] HEI: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:23:49.872608] [INFO ] [LOCAL     ] Saved forecast: HEI	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/HEI.txt
[2025-12-09T20:23:49.872742] [INFO ] [sig       ] [1531/3614] Completed HEI in 0.3s | 2.91 sym/s | Total: 8.8m | ETA: 11.9m
[2025-12-09T20:23:49.872780] [INFO ] [sig       ] [1532/3614] Forecasting HELE...
[2025-12-09T20:23:49.872809] [INFO ] [sig       ] Generating forecast for: HELE
[2025-12-09T20:23:49.872839] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HELE' from 'https://tdm.silogroup.org/data/derivative_storage/HELE.csv'.
[2025-12-09T20:23:49.883730] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HELE'.
[2025-12-09T20:23:49.883995] [INFO ] [FORECASTER] Starting predict_future for HELE
[2025-12-09T20:23:49.884766] [DEBUG] [LOCAL     ] No optimal features file found for HELE: ./output/feature-sets/HELE.txt
[2025-12-09T20:23:49.884816] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:49.884846] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:49.884872] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:49.884926] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:49.941315] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:49.941948] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:49.942026] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:49.942059] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:50.067307] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:50.067463] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:50.067530] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:50.067561] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:50.071095] [DEBUG] [FORECASTER] HELE: Forecast T+1@11:T+2@11: UP (p=96.06%)
[2025-12-09T20:23:50.071412] [INFO ] [FORECASTER] Completed predict_future for HELE
[2025-12-09T20:23:50.071546] [INFO ] [sig       ] HELE: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:23:50.220997] [INFO ] [LOCAL     ] Saved forecast: HELE	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/HELE.txt
[2025-12-09T20:23:50.221122] [INFO ] [sig       ] [1532/3614] Completed HELE in 0.3s | 2.91 sym/s | Total: 8.8m | ETA: 11.9m
[2025-12-09T20:23:50.221160] [INFO ] [sig       ] [1533/3614] Forecasting HEPS...
[2025-12-09T20:23:50.221190] [INFO ] [sig       ] Generating forecast for: HEPS
[2025-12-09T20:23:50.221218] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HEPS' from 'https://tdm.silogroup.org/data/derivative_storage/HEPS.csv'.
[2025-12-09T20:23:50.232861] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HEPS'.
[2025-12-09T20:23:50.233152] [INFO ] [FORECASTER] Starting predict_future for HEPS
[2025-12-09T20:23:50.233923] [DEBUG] [LOCAL     ] No optimal features file found for HEPS: ./output/feature-sets/HEPS.txt
[2025-12-09T20:23:50.233973] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:50.234007] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:50.234035] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:50.234089] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:50.290074] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:50.290725] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:50.290801] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:50.290835] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:50.412062] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:50.412226] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:50.412269] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:50.412305] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:50.415800] [DEBUG] [FORECASTER] HEPS: Forecast T+1@11:T+2@11: UP (p=88.19%)
[2025-12-09T20:23:50.416071] [INFO ] [FORECASTER] Completed predict_future for HEPS
[2025-12-09T20:23:50.416194] [INFO ] [sig       ] HEPS: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:23:50.555480] [INFO ] [LOCAL     ] Saved forecast: HEPS	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/HEPS.txt
[2025-12-09T20:23:50.555630] [INFO ] [sig       ] [1533/3614] Completed HEPS in 0.3s | 2.91 sym/s | Total: 8.8m | ETA: 11.9m
[2025-12-09T20:23:50.555675] [INFO ] [sig       ] [1534/3614] Forecasting HEQ...
[2025-12-09T20:23:50.555705] [INFO ] [sig       ] Generating forecast for: HEQ
[2025-12-09T20:23:50.555737] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HEQ' from 'https://tdm.silogroup.org/data/derivative_storage/HEQ.csv'.
[2025-12-09T20:23:50.566303] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HEQ'.
[2025-12-09T20:23:50.566611] [INFO ] [FORECASTER] Starting predict_future for HEQ
[2025-12-09T20:23:50.567353] [DEBUG] [LOCAL     ] No optimal features file found for HEQ: ./output/feature-sets/HEQ.txt
[2025-12-09T20:23:50.567402] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:50.567433] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:50.567460] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:50.567544] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:50.628051] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:50.628940] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:50.629019] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:50.629054] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:50.742173] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:50.742319] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:50.742357] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:50.742386] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:50.745703] [DEBUG] [FORECASTER] HEQ: Forecast T+1@11:T+2@11: DOWN (p=20.66%)
[2025-12-09T20:23:50.745971] [INFO ] [FORECASTER] Completed predict_future for HEQ
[2025-12-09T20:23:50.746113] [INFO ] [sig       ] HEQ: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:23:50.885463] [INFO ] [LOCAL     ] Saved forecast: HEQ	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/HEQ.txt
[2025-12-09T20:23:50.885612] [INFO ] [sig       ] [1534/3614] Completed HEQ in 0.3s | 2.91 sym/s | Total: 8.8m | ETA: 11.9m
[2025-12-09T20:23:50.885652] [INFO ] [sig       ] [1535/3614] Forecasting HERO...
[2025-12-09T20:23:50.885681] [INFO ] [sig       ] Generating forecast for: HERO
[2025-12-09T20:23:50.885710] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HERO' from 'https://tdm.silogroup.org/data/derivative_storage/HERO.csv'.
[2025-12-09T20:23:50.897672] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HERO'.
[2025-12-09T20:23:50.897948] [INFO ] [FORECASTER] Starting predict_future for HERO
[2025-12-09T20:23:50.898719] [DEBUG] [LOCAL     ] No optimal features file found for HERO: ./output/feature-sets/HERO.txt
[2025-12-09T20:23:50.898770] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:50.898801] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:50.898827] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:50.898881] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:50.956961] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:50.957958] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:50.958062] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:50.958107] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:51.079873] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:51.080028] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:51.080071] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:51.080099] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:51.083520] [DEBUG] [FORECASTER] HERO: Forecast T+1@11:T+2@11: DOWN (p=34.70%)
[2025-12-09T20:23:51.083812] [INFO ] [FORECASTER] Completed predict_future for HERO
[2025-12-09T20:23:51.083935] [INFO ] [sig       ] HERO: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:23:51.223977] [INFO ] [LOCAL     ] Saved forecast: HERO	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/HERO.txt
[2025-12-09T20:23:51.224137] [INFO ] [sig       ] [1535/3614] Completed HERO in 0.3s | 2.91 sym/s | Total: 8.8m | ETA: 11.9m
[2025-12-09T20:23:51.224176] [INFO ] [sig       ] [1536/3614] Forecasting HESM...
[2025-12-09T20:23:51.224205] [INFO ] [sig       ] Generating forecast for: HESM
[2025-12-09T20:23:51.224233] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HESM' from 'https://tdm.silogroup.org/data/derivative_storage/HESM.csv'.
[2025-12-09T20:23:51.235137] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HESM'.
[2025-12-09T20:23:51.235490] [INFO ] [FORECASTER] Starting predict_future for HESM
[2025-12-09T20:23:51.236253] [DEBUG] [LOCAL     ] No optimal features file found for HESM: ./output/feature-sets/HESM.txt
[2025-12-09T20:23:51.236304] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:51.236334] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:51.236360] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:51.236415] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:51.293337] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:51.294135] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:51.294210] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:51.294242] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:51.417626] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:51.417777] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:51.417819] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:51.417848] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:51.421290] [DEBUG] [FORECASTER] HESM: Forecast T+1@11:T+2@11: UP (p=83.37%)
[2025-12-09T20:23:51.421636] [INFO ] [FORECASTER] Completed predict_future for HESM
[2025-12-09T20:23:51.421788] [INFO ] [sig       ] HESM: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:23:51.562635] [INFO ] [LOCAL     ] Saved forecast: HESM	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/HESM.txt
[2025-12-09T20:23:51.562772] [INFO ] [sig       ] [1536/3614] Completed HESM in 0.3s | 2.91 sym/s | Total: 8.8m | ETA: 11.9m
[2025-12-09T20:23:51.562810] [INFO ] [sig       ] [1537/3614] Forecasting HFFG...
[2025-12-09T20:23:51.562840] [INFO ] [sig       ] Generating forecast for: HFFG
[2025-12-09T20:23:51.562869] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HFFG' from 'https://tdm.silogroup.org/data/derivative_storage/HFFG.csv'.
[2025-12-09T20:23:51.573797] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HFFG'.
[2025-12-09T20:23:51.574126] [INFO ] [FORECASTER] Starting predict_future for HFFG
[2025-12-09T20:23:51.574896] [DEBUG] [LOCAL     ] No optimal features file found for HFFG: ./output/feature-sets/HFFG.txt
[2025-12-09T20:23:51.574957] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:51.574990] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:51.575016] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:51.575072] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:51.631976] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:51.632751] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:51.632845] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:51.632882] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:51.752071] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:51.752227] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:51.752270] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:51.752490] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:51.756085] [DEBUG] [FORECASTER] HFFG: Forecast T+1@11:T+2@11: UP (p=66.59%)
[2025-12-09T20:23:51.756363] [INFO ] [FORECASTER] Completed predict_future for HFFG
[2025-12-09T20:23:51.756498] [INFO ] [sig       ] HFFG: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:23:51.898617] [INFO ] [LOCAL     ] Saved forecast: HFFG	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/HFFG.txt
[2025-12-09T20:23:51.898754] [INFO ] [sig       ] [1537/3614] Completed HFFG in 0.3s | 2.91 sym/s | Total: 8.8m | ETA: 11.9m
[2025-12-09T20:23:51.898792] [INFO ] [sig       ] [1538/3614] Forecasting HFRO...
[2025-12-09T20:23:51.898821] [INFO ] [sig       ] Generating forecast for: HFRO
[2025-12-09T20:23:51.898850] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HFRO' from 'https://tdm.silogroup.org/data/derivative_storage/HFRO.csv'.
[2025-12-09T20:23:51.910929] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HFRO'.
[2025-12-09T20:23:51.911206] [INFO ] [FORECASTER] Starting predict_future for HFRO
[2025-12-09T20:23:51.911983] [DEBUG] [LOCAL     ] No optimal features file found for HFRO: ./output/feature-sets/HFRO.txt
[2025-12-09T20:23:51.912036] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:51.912069] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:51.912096] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:51.912154] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:51.969902] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:51.970536] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:51.970626] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:51.970658] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:52.093846] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:52.093994] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:52.094036] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:52.094065] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:52.098340] [DEBUG] [FORECASTER] HFRO: Forecast T+1@11:T+2@11: DOWN (p=45.10%)
[2025-12-09T20:23:52.098645] [INFO ] [FORECASTER] Completed predict_future for HFRO
[2025-12-09T20:23:52.098775] [INFO ] [sig       ] HFRO: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:23:52.236374] [INFO ] [LOCAL     ] Saved forecast: HFRO	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/HFRO.txt
[2025-12-09T20:23:52.236508] [INFO ] [sig       ] [1538/3614] Completed HFRO in 0.3s | 2.91 sym/s | Total: 8.8m | ETA: 11.9m
[2025-12-09T20:23:52.236546] [INFO ] [sig       ] [1539/3614] Forecasting HFWA...
[2025-12-09T20:23:52.236592] [INFO ] [sig       ] Generating forecast for: HFWA
[2025-12-09T20:23:52.236622] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HFWA' from 'https://tdm.silogroup.org/data/derivative_storage/HFWA.csv'.
[2025-12-09T20:23:52.247874] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HFWA'.
[2025-12-09T20:23:52.248186] [INFO ] [FORECASTER] Starting predict_future for HFWA
[2025-12-09T20:23:52.248974] [DEBUG] [LOCAL     ] No optimal features file found for HFWA: ./output/feature-sets/HFWA.txt
[2025-12-09T20:23:52.249027] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:52.249063] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:52.249091] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:52.249147] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:52.307372] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:52.308387] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:52.308485] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:52.308520] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:52.429124] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:52.429274] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:52.429316] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:52.429346] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:52.432828] [DEBUG] [FORECASTER] HFWA: Forecast T+1@11:T+2@11: DOWN (p=14.83%)
[2025-12-09T20:23:52.433109] [INFO ] [FORECASTER] Completed predict_future for HFWA
[2025-12-09T20:23:52.433232] [INFO ] [sig       ] HFWA: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:23:52.572957] [INFO ] [LOCAL     ] Saved forecast: HFWA	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/HFWA.txt
[2025-12-09T20:23:52.573088] [INFO ] [sig       ] [1539/3614] Completed HFWA in 0.3s | 2.91 sym/s | Total: 8.8m | ETA: 11.9m
[2025-12-09T20:23:52.573154] [INFO ] [sig       ] [1540/3614] Forecasting HG...
[2025-12-09T20:23:52.573185] [INFO ] [sig       ] Generating forecast for: HG
[2025-12-09T20:23:52.573216] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HG' from 'https://tdm.silogroup.org/data/derivative_storage/HG.csv'.
[2025-12-09T20:23:52.584725] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HG'.
[2025-12-09T20:23:52.585013] [INFO ] [FORECASTER] Starting predict_future for HG
[2025-12-09T20:23:52.585784] [DEBUG] [LOCAL     ] No optimal features file found for HG: ./output/feature-sets/HG.txt
[2025-12-09T20:23:52.585835] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:52.585867] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:52.585894] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:52.585949] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:52.643000] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:52.643721] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:52.643798] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:52.643831] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:52.759420] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:52.759590] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:52.759636] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:52.759665] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:52.763003] [DEBUG] [FORECASTER] HG: Forecast T+1@11:T+2@11: DOWN (p=20.65%)
[2025-12-09T20:23:52.763274] [INFO ] [FORECASTER] Completed predict_future for HG
[2025-12-09T20:23:52.763395] [INFO ] [sig       ] HG: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:23:52.904764] [INFO ] [LOCAL     ] Saved forecast: HG	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/HG.txt
[2025-12-09T20:23:52.904900] [INFO ] [sig       ] [1540/3614] Completed HG in 0.3s | 2.91 sym/s | Total: 8.8m | ETA: 11.9m
[2025-12-09T20:23:52.904947] [INFO ] [sig       ] [1541/3614] Forecasting HGBL...
[2025-12-09T20:23:52.904978] [INFO ] [sig       ] Generating forecast for: HGBL
[2025-12-09T20:23:52.905008] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HGBL' from 'https://tdm.silogroup.org/data/derivative_storage/HGBL.csv'.
[2025-12-09T20:23:52.918918] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HGBL'.
[2025-12-09T20:23:52.919391] [INFO ] [FORECASTER] Starting predict_future for HGBL
[2025-12-09T20:23:52.920334] [DEBUG] [LOCAL     ] No optimal features file found for HGBL: ./output/feature-sets/HGBL.txt
[2025-12-09T20:23:52.920392] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:52.920427] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:52.920458] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:52.920527] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:52.978135] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:52.979023] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:52.979105] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:52.979138] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:53.091346] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:53.091502] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:53.091540] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:53.091570] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:53.094976] [DEBUG] [FORECASTER] HGBL: Forecast T+1@11:T+2@11: UP (p=95.05%)
[2025-12-09T20:23:53.095254] [INFO ] [FORECASTER] Completed predict_future for HGBL
[2025-12-09T20:23:53.095379] [INFO ] [sig       ] HGBL: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:23:53.239116] [INFO ] [LOCAL     ] Saved forecast: HGBL	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/HGBL.txt
[2025-12-09T20:23:53.239263] [INFO ] [sig       ] [1541/3614] Completed HGBL in 0.3s | 2.91 sym/s | Total: 8.8m | ETA: 11.9m
[2025-12-09T20:23:53.239304] [INFO ] [sig       ] [1542/3614] Forecasting HGLB...
[2025-12-09T20:23:53.239332] [INFO ] [sig       ] Generating forecast for: HGLB
[2025-12-09T20:23:53.239360] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HGLB' from 'https://tdm.silogroup.org/data/derivative_storage/HGLB.csv'.
[2025-12-09T20:23:53.250777] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HGLB'.
[2025-12-09T20:23:53.251095] [INFO ] [FORECASTER] Starting predict_future for HGLB
[2025-12-09T20:23:53.251876] [DEBUG] [LOCAL     ] No optimal features file found for HGLB: ./output/feature-sets/HGLB.txt
[2025-12-09T20:23:53.251928] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:53.251959] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:53.251986] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:53.252041] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:53.308037] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:53.308916] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:53.308995] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:53.309027] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:53.430199] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:53.430347] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:53.430388] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:53.430415] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:53.433763] [DEBUG] [FORECASTER] HGLB: Forecast T+1@11:T+2@11: UP (p=86.87%)
[2025-12-09T20:23:53.434043] [INFO ] [FORECASTER] Completed predict_future for HGLB
[2025-12-09T20:23:53.434165] [INFO ] [sig       ] HGLB: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:23:53.573670] [INFO ] [LOCAL     ] Saved forecast: HGLB	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/HGLB.txt
[2025-12-09T20:23:53.573820] [INFO ] [sig       ] [1542/3614] Completed HGLB in 0.3s | 2.91 sym/s | Total: 8.8m | ETA: 11.9m
[2025-12-09T20:23:53.573860] [INFO ] [sig       ] [1543/3614] Forecasting HGTY...
[2025-12-09T20:23:53.573890] [INFO ] [sig       ] Generating forecast for: HGTY
[2025-12-09T20:23:53.573920] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HGTY' from 'https://tdm.silogroup.org/data/derivative_storage/HGTY.csv'.
[2025-12-09T20:23:53.584956] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HGTY'.
[2025-12-09T20:23:53.585284] [INFO ] [FORECASTER] Starting predict_future for HGTY
[2025-12-09T20:23:53.586047] [DEBUG] [LOCAL     ] No optimal features file found for HGTY: ./output/feature-sets/HGTY.txt
[2025-12-09T20:23:53.586097] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:53.586128] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:53.586180] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:53.586237] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:53.642216] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:53.642940] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:53.643021] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:53.643052] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:53.759939] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:53.760100] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:53.760142] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:53.760170] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:53.763879] [DEBUG] [FORECASTER] HGTY: Forecast T+1@11:T+2@11: UP (p=67.59%)
[2025-12-09T20:23:53.764181] [INFO ] [FORECASTER] Completed predict_future for HGTY
[2025-12-09T20:23:53.764499] [INFO ] [sig       ] HGTY: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:23:53.904882] [INFO ] [LOCAL     ] Saved forecast: HGTY	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/HGTY.txt
[2025-12-09T20:23:53.905033] [INFO ] [sig       ] [1543/3614] Completed HGTY in 0.3s | 2.91 sym/s | Total: 8.8m | ETA: 11.8m
[2025-12-09T20:23:53.905072] [INFO ] [sig       ] [1544/3614] Forecasting HHH...
[2025-12-09T20:23:53.905104] [INFO ] [sig       ] Generating forecast for: HHH
[2025-12-09T20:23:53.905136] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HHH' from 'https://tdm.silogroup.org/data/derivative_storage/HHH.csv'.
[2025-12-09T20:23:53.916156] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HHH'.
[2025-12-09T20:23:53.916468] [INFO ] [FORECASTER] Starting predict_future for HHH
[2025-12-09T20:23:53.917224] [DEBUG] [LOCAL     ] No optimal features file found for HHH: ./output/feature-sets/HHH.txt
[2025-12-09T20:23:53.917274] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:53.917304] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:53.917330] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:53.917385] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:53.972672] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:53.973418] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:53.973500] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:53.973534] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:54.092514] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:54.092678] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:54.092740] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:54.092771] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:54.096155] [DEBUG] [FORECASTER] HHH: Forecast T+1@11:T+2@11: DOWN (p=9.43%)
[2025-12-09T20:23:54.096428] [INFO ] [FORECASTER] Completed predict_future for HHH
[2025-12-09T20:23:54.096549] [INFO ] [sig       ] HHH: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:23:54.238131] [INFO ] [LOCAL     ] Saved forecast: HHH	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/HHH.txt
[2025-12-09T20:23:54.238283] [INFO ] [sig       ] [1544/3614] Completed HHH in 0.3s | 2.91 sym/s | Total: 8.8m | ETA: 11.8m
[2025-12-09T20:23:54.238326] [INFO ] [sig       ] [1545/3614] Forecasting HI...
[2025-12-09T20:23:54.238356] [INFO ] [sig       ] Generating forecast for: HI
[2025-12-09T20:23:54.238387] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HI' from 'https://tdm.silogroup.org/data/derivative_storage/HI.csv'.
[2025-12-09T20:23:54.250415] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HI'.
[2025-12-09T20:23:54.250808] [INFO ] [FORECASTER] Starting predict_future for HI
[2025-12-09T20:23:54.251605] [DEBUG] [LOCAL     ] No optimal features file found for HI: ./output/feature-sets/HI.txt
[2025-12-09T20:23:54.251656] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:54.251687] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:54.251714] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:54.251770] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:54.309044] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:54.309883] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:54.309963] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:54.309996] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:54.432682] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:54.432830] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:54.432873] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:54.432903] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:54.436657] [DEBUG] [FORECASTER] HI: Forecast T+1@11:T+2@11: DOWN (p=10.50%)
[2025-12-09T20:23:54.436925] [INFO ] [FORECASTER] Completed predict_future for HI
[2025-12-09T20:23:54.437047] [INFO ] [sig       ] HI: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:23:54.582330] [INFO ] [LOCAL     ] Saved forecast: HI	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/HI.txt
[2025-12-09T20:23:54.582495] [INFO ] [sig       ] [1545/3614] Completed HI in 0.3s | 2.91 sym/s | Total: 8.8m | ETA: 11.8m
[2025-12-09T20:23:54.582542] [INFO ] [sig       ] [1546/3614] Forecasting HIFS...
[2025-12-09T20:23:54.582589] [INFO ] [sig       ] Generating forecast for: HIFS
[2025-12-09T20:23:54.582623] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIFS' from 'https://tdm.silogroup.org/data/derivative_storage/HIFS.csv'.
[2025-12-09T20:23:54.594360] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIFS'.
[2025-12-09T20:23:54.594718] [INFO ] [FORECASTER] Starting predict_future for HIFS
[2025-12-09T20:23:54.595495] [DEBUG] [LOCAL     ] No optimal features file found for HIFS: ./output/feature-sets/HIFS.txt
[2025-12-09T20:23:54.595548] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:54.595600] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:54.595629] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:54.595687] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:54.653696] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:54.654562] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:54.654672] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:54.654706] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:54.767611] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:54.767765] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:54.767805] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:54.767831] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:54.771166] [DEBUG] [FORECASTER] HIFS: Forecast T+1@11:T+2@11: DOWN (p=9.68%)
[2025-12-09T20:23:54.771466] [INFO ] [FORECASTER] Completed predict_future for HIFS
[2025-12-09T20:23:54.771605] [INFO ] [sig       ] HIFS: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:23:54.909006] [INFO ] [LOCAL     ] Saved forecast: HIFS	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/HIFS.txt
[2025-12-09T20:23:54.909139] [INFO ] [sig       ] [1546/3614] Completed HIFS in 0.3s | 2.91 sym/s | Total: 8.8m | ETA: 11.8m
[2025-12-09T20:23:54.909177] [INFO ] [sig       ] [1547/3614] Forecasting HIG...
[2025-12-09T20:23:54.909207] [INFO ] [sig       ] Generating forecast for: HIG
[2025-12-09T20:23:54.909235] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIG' from 'https://tdm.silogroup.org/data/derivative_storage/HIG.csv'.
[2025-12-09T20:23:54.920862] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIG'.
[2025-12-09T20:23:54.921146] [INFO ] [FORECASTER] Starting predict_future for HIG
[2025-12-09T20:23:54.921909] [DEBUG] [LOCAL     ] No optimal features file found for HIG: ./output/feature-sets/HIG.txt
[2025-12-09T20:23:54.921959] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:54.921990] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:54.922016] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:54.922071] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:54.978041] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:54.978668] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:54.978741] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:54.978773] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:55.097650] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:55.097812] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:55.097853] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:55.097880] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:55.101245] [DEBUG] [FORECASTER] HIG: Forecast T+1@11:T+2@11: DOWN (p=29.51%)
[2025-12-09T20:23:55.101511] [INFO ] [FORECASTER] Completed predict_future for HIG
[2025-12-09T20:23:55.101650] [INFO ] [sig       ] HIG: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:23:55.238693] [INFO ] [LOCAL     ] Saved forecast: HIG	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/HIG.txt
[2025-12-09T20:23:55.238821] [INFO ] [sig       ] [1547/3614] Completed HIG in 0.3s | 2.91 sym/s | Total: 8.9m | ETA: 11.8m
[2025-12-09T20:23:55.238858] [INFO ] [sig       ] [1548/3614] Forecasting HII...
[2025-12-09T20:23:55.238887] [INFO ] [sig       ] Generating forecast for: HII
[2025-12-09T20:23:55.238916] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HII' from 'https://tdm.silogroup.org/data/derivative_storage/HII.csv'.
[2025-12-09T20:23:55.249842] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HII'.
[2025-12-09T20:23:55.250101] [INFO ] [FORECASTER] Starting predict_future for HII
[2025-12-09T20:23:55.250865] [DEBUG] [LOCAL     ] No optimal features file found for HII: ./output/feature-sets/HII.txt
[2025-12-09T20:23:55.250915] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:55.250956] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:55.250983] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:55.251039] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:55.307259] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:55.307968] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:55.308044] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:55.308075] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:55.430708] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:55.430857] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:55.430897] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:55.430924] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:55.434200] [DEBUG] [FORECASTER] HII: Forecast T+1@11:T+2@11: UP (p=74.60%)
[2025-12-09T20:23:55.434457] [INFO ] [FORECASTER] Completed predict_future for HII
[2025-12-09T20:23:55.434592] [INFO ] [sig       ] HII: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:23:55.571900] [INFO ] [LOCAL     ] Saved forecast: HII	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/HII.txt
[2025-12-09T20:23:55.572020] [INFO ] [sig       ] [1548/3614] Completed HII in 0.3s | 2.91 sym/s | Total: 8.9m | ETA: 11.8m
[2025-12-09T20:23:55.572057] [INFO ] [sig       ] [1549/3614] Forecasting HIMS...
[2025-12-09T20:23:55.572085] [INFO ] [sig       ] Generating forecast for: HIMS
[2025-12-09T20:23:55.572114] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIMS' from 'https://tdm.silogroup.org/data/derivative_storage/HIMS.csv'.
[2025-12-09T20:23:55.583242] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIMS'.
[2025-12-09T20:23:55.583519] [INFO ] [FORECASTER] Starting predict_future for HIMS
[2025-12-09T20:23:55.584300] [DEBUG] [LOCAL     ] No optimal features file found for HIMS: ./output/feature-sets/HIMS.txt
[2025-12-09T20:23:55.584351] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:55.584383] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:55.584411] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:55.584469] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:55.639856] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:55.640497] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:55.640588] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:55.640621] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:55.756787] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:55.756934] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:55.756973] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:55.757001] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:55.760376] [DEBUG] [FORECASTER] HIMS: Forecast T+1@11:T+2@11: UP (p=96.07%)
[2025-12-09T20:23:55.760654] [INFO ] [FORECASTER] Completed predict_future for HIMS
[2025-12-09T20:23:55.760772] [INFO ] [sig       ] HIMS: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:23:55.898536] [INFO ] [LOCAL     ] Saved forecast: HIMS	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/HIMS.txt
[2025-12-09T20:23:55.898703] [INFO ] [sig       ] [1549/3614] Completed HIMS in 0.3s | 2.91 sym/s | Total: 8.9m | ETA: 11.8m
[2025-12-09T20:23:55.898742] [INFO ] [sig       ] [1550/3614] Forecasting HIMX...
[2025-12-09T20:23:55.898773] [INFO ] [sig       ] Generating forecast for: HIMX
[2025-12-09T20:23:55.898802] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIMX' from 'https://tdm.silogroup.org/data/derivative_storage/HIMX.csv'.
[2025-12-09T20:23:55.909444] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIMX'.
[2025-12-09T20:23:55.909791] [INFO ] [FORECASTER] Starting predict_future for HIMX
[2025-12-09T20:23:55.910552] [DEBUG] [LOCAL     ] No optimal features file found for HIMX: ./output/feature-sets/HIMX.txt
[2025-12-09T20:23:55.910624] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:55.910658] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:55.910684] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:55.910739] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:55.965917] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:55.966682] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:55.966758] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:55.966790] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:56.089190] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:56.089342] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:56.089383] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:56.089411] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:56.092739] [DEBUG] [FORECASTER] HIMX: Forecast T+1@11:T+2@11: DOWN (p=23.12%)
[2025-12-09T20:23:56.093000] [INFO ] [FORECASTER] Completed predict_future for HIMX
[2025-12-09T20:23:56.093122] [INFO ] [sig       ] HIMX: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:23:56.230814] [INFO ] [LOCAL     ] Saved forecast: HIMX	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/HIMX.txt
[2025-12-09T20:23:56.230962] [INFO ] [sig       ] [1550/3614] Completed HIMX in 0.3s | 2.91 sym/s | Total: 8.9m | ETA: 11.8m
[2025-12-09T20:23:56.231000] [INFO ] [sig       ] [1551/3614] Forecasting HIO...
[2025-12-09T20:23:56.231030] [INFO ] [sig       ] Generating forecast for: HIO
[2025-12-09T20:23:56.231059] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIO' from 'https://tdm.silogroup.org/data/derivative_storage/HIO.csv'.
[2025-12-09T20:23:56.242008] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIO'.
[2025-12-09T20:23:56.242361] [INFO ] [FORECASTER] Starting predict_future for HIO
[2025-12-09T20:23:56.243131] [DEBUG] [LOCAL     ] No optimal features file found for HIO: ./output/feature-sets/HIO.txt
[2025-12-09T20:23:56.243180] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:56.243212] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:56.243238] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:56.243293] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:56.298690] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:56.299778] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:56.299860] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:56.299892] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:56.419716] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:56.419864] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:56.419905] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:56.419933] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:56.423241] [DEBUG] [FORECASTER] HIO: Forecast T+1@11:T+2@11: DOWN (p=45.86%)
[2025-12-09T20:23:56.423514] [INFO ] [FORECASTER] Completed predict_future for HIO
[2025-12-09T20:23:56.423654] [INFO ] [sig       ] HIO: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:23:56.569040] [INFO ] [LOCAL     ] Saved forecast: HIO	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/HIO.txt
[2025-12-09T20:23:56.569188] [INFO ] [sig       ] [1551/3614] Completed HIO in 0.3s | 2.91 sym/s | Total: 8.9m | ETA: 11.8m
[2025-12-09T20:23:56.569227] [INFO ] [sig       ] [1552/3614] Forecasting HIPO...
[2025-12-09T20:23:56.569264] [INFO ] [sig       ] Generating forecast for: HIPO
[2025-12-09T20:23:56.569292] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIPO' from 'https://tdm.silogroup.org/data/derivative_storage/HIPO.csv'.
[2025-12-09T20:23:56.581043] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIPO'.
[2025-12-09T20:23:56.581417] [INFO ] [FORECASTER] Starting predict_future for HIPO
[2025-12-09T20:23:56.582250] [DEBUG] [LOCAL     ] No optimal features file found for HIPO: ./output/feature-sets/HIPO.txt
[2025-12-09T20:23:56.582302] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:56.582335] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:56.582361] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:56.582437] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:56.640049] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:56.640886] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:56.640967] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:56.641000] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:56.766506] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:56.766671] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:56.766714] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:56.766742] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:56.770080] [DEBUG] [FORECASTER] HIPO: Forecast T+1@11:T+2@11: UP (p=58.10%)
[2025-12-09T20:23:56.770381] [INFO ] [FORECASTER] Completed predict_future for HIPO
[2025-12-09T20:23:56.770537] [INFO ] [sig       ] HIPO: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:23:56.918807] [INFO ] [LOCAL     ] Saved forecast: HIPO	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/HIPO.txt
[2025-12-09T20:23:56.918946] [INFO ] [sig       ] [1552/3614] Completed HIPO in 0.3s | 2.91 sym/s | Total: 8.9m | ETA: 11.8m
[2025-12-09T20:23:56.918984] [INFO ] [sig       ] [1553/3614] Forecasting HITI...
[2025-12-09T20:23:56.919014] [INFO ] [sig       ] Generating forecast for: HITI
[2025-12-09T20:23:56.919044] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HITI' from 'https://tdm.silogroup.org/data/derivative_storage/HITI.csv'.
[2025-12-09T20:23:56.930784] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HITI'.
[2025-12-09T20:23:56.931096] [INFO ] [FORECASTER] Starting predict_future for HITI
[2025-12-09T20:23:56.931901] [DEBUG] [LOCAL     ] No optimal features file found for HITI: ./output/feature-sets/HITI.txt
[2025-12-09T20:23:56.931952] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:56.931982] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:56.932007] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:56.932063] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:56.991837] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:56.992751] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:56.992832] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:56.992864] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:57.120764] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:57.120915] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:57.120957] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:57.120986] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:57.124375] [DEBUG] [FORECASTER] HITI: Forecast T+1@11:T+2@11: DOWN (p=21.96%)
[2025-12-09T20:23:57.124692] [INFO ] [FORECASTER] Completed predict_future for HITI
[2025-12-09T20:23:57.124847] [INFO ] [sig       ] HITI: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:23:57.273965] [INFO ] [LOCAL     ] Saved forecast: HITI	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/HITI.txt
[2025-12-09T20:23:57.274102] [INFO ] [sig       ] [1553/3614] Completed HITI in 0.4s | 2.91 sym/s | Total: 8.9m | ETA: 11.8m
[2025-12-09T20:23:57.274141] [INFO ] [sig       ] [1554/3614] Forecasting HIVE...
[2025-12-09T20:23:57.274171] [INFO ] [sig       ] Generating forecast for: HIVE
[2025-12-09T20:23:57.274200] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIVE' from 'https://tdm.silogroup.org/data/derivative_storage/HIVE.csv'.
[2025-12-09T20:23:57.285735] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIVE'.
[2025-12-09T20:23:57.286087] [INFO ] [FORECASTER] Starting predict_future for HIVE
[2025-12-09T20:23:57.286903] [DEBUG] [LOCAL     ] No optimal features file found for HIVE: ./output/feature-sets/HIVE.txt
[2025-12-09T20:23:57.286955] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:57.286986] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:57.287013] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:57.287069] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:57.348018] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:57.348791] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:57.348869] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:57.348900] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:57.470346] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:57.470490] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:57.470531] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:57.470560] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:57.473935] [DEBUG] [FORECASTER] HIVE: Forecast T+1@11:T+2@11: DOWN (p=2.68%)
[2025-12-09T20:23:57.474219] [INFO ] [FORECASTER] Completed predict_future for HIVE
[2025-12-09T20:23:57.474345] [INFO ] [sig       ] HIVE: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:23:57.620258] [INFO ] [LOCAL     ] Saved forecast: HIVE	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/HIVE.txt
[2025-12-09T20:23:57.620389] [INFO ] [sig       ] [1554/3614] Completed HIVE in 0.3s | 2.91 sym/s | Total: 8.9m | ETA: 11.8m
[2025-12-09T20:23:57.620428] [INFO ] [sig       ] [1555/3614] Forecasting HIX...
[2025-12-09T20:23:57.620458] [INFO ] [sig       ] Generating forecast for: HIX
[2025-12-09T20:23:57.620489] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIX' from 'https://tdm.silogroup.org/data/derivative_storage/HIX.csv'.
[2025-12-09T20:23:57.631631] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIX'.
[2025-12-09T20:23:57.631937] [INFO ] [FORECASTER] Starting predict_future for HIX
[2025-12-09T20:23:57.632726] [DEBUG] [LOCAL     ] No optimal features file found for HIX: ./output/feature-sets/HIX.txt
[2025-12-09T20:23:57.632778] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:57.632810] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:57.632837] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:57.632894] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:57.690373] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:57.691140] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:57.691222] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:57.691255] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:57.809940] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:57.810096] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:57.810147] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:57.810195] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:57.813716] [DEBUG] [FORECASTER] HIX: Forecast T+1@11:T+2@11: UP (p=94.73%)
[2025-12-09T20:23:57.814068] [INFO ] [FORECASTER] Completed predict_future for HIX
[2025-12-09T20:23:57.814240] [INFO ] [sig       ] HIX: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:23:57.961917] [INFO ] [LOCAL     ] Saved forecast: HIX	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/HIX.txt
[2025-12-09T20:23:57.962077] [INFO ] [sig       ] [1555/3614] Completed HIX in 0.3s | 2.91 sym/s | Total: 8.9m | ETA: 11.8m
[2025-12-09T20:23:57.962133] [INFO ] [sig       ] [1556/3614] Forecasting HL...
[2025-12-09T20:23:57.962184] [INFO ] [sig       ] Generating forecast for: HL
[2025-12-09T20:23:57.962234] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HL' from 'https://tdm.silogroup.org/data/derivative_storage/HL.csv'.
[2025-12-09T20:23:57.974120] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HL'.
[2025-12-09T20:23:57.974453] [INFO ] [FORECASTER] Starting predict_future for HL
[2025-12-09T20:23:57.975239] [DEBUG] [LOCAL     ] No optimal features file found for HL: ./output/feature-sets/HL.txt
[2025-12-09T20:23:57.975290] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:57.975322] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:57.975350] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:57.975406] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:58.034194] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:58.035023] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:58.035107] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:58.035146] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:58.161117] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:58.161269] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:58.161310] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:58.161339] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:58.164707] [DEBUG] [FORECASTER] HL: Forecast T+1@11:T+2@11: DOWN (p=27.68%)
[2025-12-09T20:23:58.164978] [INFO ] [FORECASTER] Completed predict_future for HL
[2025-12-09T20:23:58.165102] [INFO ] [sig       ] HL: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:23:58.312907] [INFO ] [LOCAL     ] Saved forecast: HL	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/HL.txt
[2025-12-09T20:23:58.313040] [INFO ] [sig       ] [1556/3614] Completed HL in 0.4s | 2.91 sym/s | Total: 8.9m | ETA: 11.8m
[2025-12-09T20:23:58.313107] [INFO ] [sig       ] [1557/3614] Forecasting HLAL...
[2025-12-09T20:23:58.313139] [INFO ] [sig       ] Generating forecast for: HLAL
[2025-12-09T20:23:58.313171] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLAL' from 'https://tdm.silogroup.org/data/derivative_storage/HLAL.csv'.
[2025-12-09T20:23:58.325251] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLAL'.
[2025-12-09T20:23:58.325612] [INFO ] [FORECASTER] Starting predict_future for HLAL
[2025-12-09T20:23:58.326427] [DEBUG] [LOCAL     ] No optimal features file found for HLAL: ./output/feature-sets/HLAL.txt
[2025-12-09T20:23:58.326480] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:58.326512] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:58.326539] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:58.326614] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:58.385620] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:58.386358] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:58.386437] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:58.386487] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:58.508845] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:58.508993] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:58.509033] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:58.509061] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:58.512731] [DEBUG] [FORECASTER] HLAL: Forecast T+1@11:T+2@11: DOWN (p=13.81%)
[2025-12-09T20:23:58.513036] [INFO ] [FORECASTER] Completed predict_future for HLAL
[2025-12-09T20:23:58.513176] [INFO ] [sig       ] HLAL: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:23:58.662902] [INFO ] [LOCAL     ] Saved forecast: HLAL	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/HLAL.txt
[2025-12-09T20:23:58.663064] [INFO ] [sig       ] [1557/3614] Completed HLAL in 0.3s | 2.91 sym/s | Total: 8.9m | ETA: 11.8m
[2025-12-09T20:23:58.663119] [INFO ] [sig       ] [1558/3614] Forecasting HLF...
[2025-12-09T20:23:58.663176] [INFO ] [sig       ] Generating forecast for: HLF
[2025-12-09T20:23:58.663222] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLF' from 'https://tdm.silogroup.org/data/derivative_storage/HLF.csv'.
[2025-12-09T20:23:58.675088] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLF'.
[2025-12-09T20:23:58.675424] [INFO ] [FORECASTER] Starting predict_future for HLF
[2025-12-09T20:23:58.676212] [DEBUG] [LOCAL     ] No optimal features file found for HLF: ./output/feature-sets/HLF.txt
[2025-12-09T20:23:58.676265] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:58.676297] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:58.676324] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:58.676380] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:58.737045] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:58.737871] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:58.737950] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:58.737982] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:58.865706] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:58.865857] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:58.865897] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:58.865925] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:58.869285] [DEBUG] [FORECASTER] HLF: Forecast T+1@11:T+2@11: UP (p=53.33%)
[2025-12-09T20:23:58.869555] [INFO ] [FORECASTER] Completed predict_future for HLF
[2025-12-09T20:23:58.869696] [INFO ] [sig       ] HLF: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:23:59.009463] [INFO ] [LOCAL     ] Saved forecast: HLF	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/HLF.txt
[2025-12-09T20:23:59.009619] [INFO ] [sig       ] [1558/3614] Completed HLF in 0.3s | 2.91 sym/s | Total: 8.9m | ETA: 11.8m
[2025-12-09T20:23:59.009661] [INFO ] [sig       ] [1559/3614] Forecasting HLI...
[2025-12-09T20:23:59.009690] [INFO ] [sig       ] Generating forecast for: HLI
[2025-12-09T20:23:59.009718] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLI' from 'https://tdm.silogroup.org/data/derivative_storage/HLI.csv'.
[2025-12-09T20:23:59.021253] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLI'.
[2025-12-09T20:23:59.021525] [INFO ] [FORECASTER] Starting predict_future for HLI
[2025-12-09T20:23:59.022285] [DEBUG] [LOCAL     ] No optimal features file found for HLI: ./output/feature-sets/HLI.txt
[2025-12-09T20:23:59.022337] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:59.022368] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:59.022394] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:59.022460] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:59.080266] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:59.081230] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:59.081315] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:59.081348] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:59.199861] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:59.200006] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:59.200046] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:59.200074] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:59.204153] [DEBUG] [FORECASTER] HLI: Forecast T+1@11:T+2@11: UP (p=60.08%)
[2025-12-09T20:23:59.204630] [INFO ] [FORECASTER] Completed predict_future for HLI
[2025-12-09T20:23:59.204751] [INFO ] [sig       ] HLI: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:23:59.345658] [INFO ] [LOCAL     ] Saved forecast: HLI	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/HLI.txt
[2025-12-09T20:23:59.345806] [INFO ] [sig       ] [1559/3614] Completed HLI in 0.3s | 2.91 sym/s | Total: 8.9m | ETA: 11.8m
[2025-12-09T20:23:59.345844] [INFO ] [sig       ] [1560/3614] Forecasting HLIO...
[2025-12-09T20:23:59.345874] [INFO ] [sig       ] Generating forecast for: HLIO
[2025-12-09T20:23:59.345903] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLIO' from 'https://tdm.silogroup.org/data/derivative_storage/HLIO.csv'.
[2025-12-09T20:23:59.357694] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLIO'.
[2025-12-09T20:23:59.357994] [INFO ] [FORECASTER] Starting predict_future for HLIO
[2025-12-09T20:23:59.358809] [DEBUG] [LOCAL     ] No optimal features file found for HLIO: ./output/feature-sets/HLIO.txt
[2025-12-09T20:23:59.358861] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:59.358893] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:59.358947] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:59.359005] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:59.419539] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:59.420408] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:59.420487] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:59.420519] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:59.544288] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:59.544431] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:59.544471] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:59.544500] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:59.547847] [DEBUG] [FORECASTER] HLIO: Forecast T+1@11:T+2@11: DOWN (p=48.04%)
[2025-12-09T20:23:59.548107] [INFO ] [FORECASTER] Completed predict_future for HLIO
[2025-12-09T20:23:59.548225] [INFO ] [sig       ] HLIO: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:23:59.689768] [INFO ] [LOCAL     ] Saved forecast: HLIO	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/HLIO.txt
[2025-12-09T20:23:59.689924] [INFO ] [sig       ] [1560/3614] Completed HLIO in 0.3s | 2.91 sym/s | Total: 8.9m | ETA: 11.8m
[2025-12-09T20:23:59.689964] [INFO ] [sig       ] [1561/3614] Forecasting HLLY...
[2025-12-09T20:23:59.689994] [INFO ] [sig       ] Generating forecast for: HLLY
[2025-12-09T20:23:59.690023] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLLY' from 'https://tdm.silogroup.org/data/derivative_storage/HLLY.csv'.
[2025-12-09T20:23:59.701998] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLLY'.
[2025-12-09T20:23:59.702353] [INFO ] [FORECASTER] Starting predict_future for HLLY
[2025-12-09T20:23:59.703143] [DEBUG] [LOCAL     ] No optimal features file found for HLLY: ./output/feature-sets/HLLY.txt
[2025-12-09T20:23:59.703205] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:23:59.703237] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:23:59.703263] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:23:59.703317] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:23:59.761162] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:23:59.761976] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:23:59.762058] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:23:59.762089] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:23:59.879253] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:23:59.879409] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:23:59.879449] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:23:59.879478] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:23:59.882914] [DEBUG] [FORECASTER] HLLY: Forecast T+1@11:T+2@11: DOWN (p=6.87%)
[2025-12-09T20:23:59.883190] [INFO ] [FORECASTER] Completed predict_future for HLLY
[2025-12-09T20:23:59.883319] [INFO ] [sig       ] HLLY: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:24:00.024223] [INFO ] [LOCAL     ] Saved forecast: HLLY	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/HLLY.txt
[2025-12-09T20:24:00.024373] [INFO ] [sig       ] [1561/3614] Completed HLLY in 0.3s | 2.91 sym/s | Total: 8.9m | ETA: 11.7m
[2025-12-09T20:24:00.024420] [INFO ] [sig       ] [1562/3614] Forecasting HLMN...
[2025-12-09T20:24:00.024457] [INFO ] [sig       ] Generating forecast for: HLMN
[2025-12-09T20:24:00.024489] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLMN' from 'https://tdm.silogroup.org/data/derivative_storage/HLMN.csv'.
[2025-12-09T20:24:00.035747] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLMN'.
[2025-12-09T20:24:00.036083] [INFO ] [FORECASTER] Starting predict_future for HLMN
[2025-12-09T20:24:00.036890] [DEBUG] [LOCAL     ] No optimal features file found for HLMN: ./output/feature-sets/HLMN.txt
[2025-12-09T20:24:00.036943] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:00.036977] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:00.037006] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:00.037063] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:00.096827] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:00.097723] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:00.097811] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:00.097844] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:00.216344] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:00.216512] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:00.216561] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:00.216612] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:00.220558] [DEBUG] [FORECASTER] HLMN: Forecast T+1@11:T+2@11: DOWN (p=19.18%)
[2025-12-09T20:24:00.220854] [INFO ] [FORECASTER] Completed predict_future for HLMN
[2025-12-09T20:24:00.220979] [INFO ] [sig       ] HLMN: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:24:00.365988] [INFO ] [LOCAL     ] Saved forecast: HLMN	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/HLMN.txt
[2025-12-09T20:24:00.366123] [INFO ] [sig       ] [1562/3614] Completed HLMN in 0.3s | 2.91 sym/s | Total: 8.9m | ETA: 11.7m
[2025-12-09T20:24:00.366163] [INFO ] [sig       ] [1563/3614] Forecasting HLN...
[2025-12-09T20:24:00.366197] [INFO ] [sig       ] Generating forecast for: HLN
[2025-12-09T20:24:00.366233] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLN' from 'https://tdm.silogroup.org/data/derivative_storage/HLN.csv'.
[2025-12-09T20:24:00.377360] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLN'.
[2025-12-09T20:24:00.377693] [INFO ] [FORECASTER] Starting predict_future for HLN
[2025-12-09T20:24:00.378473] [DEBUG] [LOCAL     ] No optimal features file found for HLN: ./output/feature-sets/HLN.txt
[2025-12-09T20:24:00.378523] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:00.378553] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:00.378602] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:00.378659] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:00.434320] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:00.434994] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:00.435068] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:00.435102] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:00.552071] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:00.552230] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:00.552273] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:00.552301] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:00.555724] [DEBUG] [FORECASTER] HLN: Forecast T+1@11:T+2@11: UP (p=85.18%)
[2025-12-09T20:24:00.555990] [INFO ] [FORECASTER] Completed predict_future for HLN
[2025-12-09T20:24:00.556112] [INFO ] [sig       ] HLN: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:24:00.695508] [INFO ] [LOCAL     ] Saved forecast: HLN	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/HLN.txt
[2025-12-09T20:24:00.695663] [INFO ] [sig       ] [1563/3614] Completed HLN in 0.3s | 2.91 sym/s | Total: 8.9m | ETA: 11.7m
[2025-12-09T20:24:00.695704] [INFO ] [sig       ] [1564/3614] Forecasting HLNE...
[2025-12-09T20:24:00.695733] [INFO ] [sig       ] Generating forecast for: HLNE
[2025-12-09T20:24:00.695761] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLNE' from 'https://tdm.silogroup.org/data/derivative_storage/HLNE.csv'.
[2025-12-09T20:24:00.710380] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLNE'.
[2025-12-09T20:24:00.710775] [INFO ] [FORECASTER] Starting predict_future for HLNE
[2025-12-09T20:24:00.711627] [DEBUG] [LOCAL     ] No optimal features file found for HLNE: ./output/feature-sets/HLNE.txt
[2025-12-09T20:24:00.711679] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:00.711713] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:00.711740] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:00.711813] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:00.771715] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:00.772476] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:00.772555] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:00.772613] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:00.887032] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:00.887181] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:00.887221] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:00.887249] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:00.890614] [DEBUG] [FORECASTER] HLNE: Forecast T+1@11:T+2@11: UP (p=95.93%)
[2025-12-09T20:24:00.890880] [INFO ] [FORECASTER] Completed predict_future for HLNE
[2025-12-09T20:24:00.891002] [INFO ] [sig       ] HLNE: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:24:01.029035] [INFO ] [LOCAL     ] Saved forecast: HLNE	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/HLNE.txt
[2025-12-09T20:24:01.029180] [INFO ] [sig       ] [1564/3614] Completed HLNE in 0.3s | 2.91 sym/s | Total: 8.9m | ETA: 11.7m
[2025-12-09T20:24:01.029220] [INFO ] [sig       ] [1565/3614] Forecasting HLX...
[2025-12-09T20:24:01.029249] [INFO ] [sig       ] Generating forecast for: HLX
[2025-12-09T20:24:01.029278] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLX' from 'https://tdm.silogroup.org/data/derivative_storage/HLX.csv'.
[2025-12-09T20:24:01.041282] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLX'.
[2025-12-09T20:24:01.041624] [INFO ] [FORECASTER] Starting predict_future for HLX
[2025-12-09T20:24:01.042374] [DEBUG] [LOCAL     ] No optimal features file found for HLX: ./output/feature-sets/HLX.txt
[2025-12-09T20:24:01.042424] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:01.042454] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:01.042480] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:01.042535] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:01.104663] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:01.105818] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:01.105903] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:01.105936] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:01.232816] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:01.232976] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:01.233017] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:01.233045] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:01.236531] [DEBUG] [FORECASTER] HLX: Forecast T+1@11:T+2@11: DOWN (p=11.74%)
[2025-12-09T20:24:01.236838] [INFO ] [FORECASTER] Completed predict_future for HLX
[2025-12-09T20:24:01.236971] [INFO ] [sig       ] HLX: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:24:01.383668] [INFO ] [LOCAL     ] Saved forecast: HLX	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/HLX.txt
[2025-12-09T20:24:01.383819] [INFO ] [sig       ] [1565/3614] Completed HLX in 0.4s | 2.91 sym/s | Total: 9.0m | ETA: 11.7m
[2025-12-09T20:24:01.383858] [INFO ] [sig       ] [1566/3614] Forecasting HMC...
[2025-12-09T20:24:01.383886] [INFO ] [sig       ] Generating forecast for: HMC
[2025-12-09T20:24:01.383916] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HMC' from 'https://tdm.silogroup.org/data/derivative_storage/HMC.csv'.
[2025-12-09T20:24:01.395194] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HMC'.
[2025-12-09T20:24:01.395556] [INFO ] [FORECASTER] Starting predict_future for HMC
[2025-12-09T20:24:01.396350] [DEBUG] [LOCAL     ] No optimal features file found for HMC: ./output/feature-sets/HMC.txt
[2025-12-09T20:24:01.396402] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:01.396434] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:01.396461] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:01.396519] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:01.461504] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:01.462355] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:01.462458] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:01.462501] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:01.589962] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:01.590130] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:01.590180] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:01.590214] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:01.593972] [DEBUG] [FORECASTER] HMC: Forecast T+1@11:T+2@11: UP (p=59.80%)
[2025-12-09T20:24:01.594332] [INFO ] [FORECASTER] Completed predict_future for HMC
[2025-12-09T20:24:01.594486] [INFO ] [sig       ] HMC: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:24:01.765089] [INFO ] [LOCAL     ] Saved forecast: HMC	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/HMC.txt
[2025-12-09T20:24:01.765243] [INFO ] [sig       ] [1566/3614] Completed HMC in 0.4s | 2.91 sym/s | Total: 9.0m | ETA: 11.7m
[2025-12-09T20:24:01.765285] [INFO ] [sig       ] [1567/3614] Forecasting HMN...
[2025-12-09T20:24:01.765314] [INFO ] [sig       ] Generating forecast for: HMN
[2025-12-09T20:24:01.765343] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HMN' from 'https://tdm.silogroup.org/data/derivative_storage/HMN.csv'.
[2025-12-09T20:24:01.776368] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HMN'.
[2025-12-09T20:24:01.776725] [INFO ] [FORECASTER] Starting predict_future for HMN
[2025-12-09T20:24:01.777516] [DEBUG] [LOCAL     ] No optimal features file found for HMN: ./output/feature-sets/HMN.txt
[2025-12-09T20:24:01.777590] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:01.777625] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:01.777651] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:01.777706] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:01.836622] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:01.837518] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:01.837621] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:01.837658] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:01.957635] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:01.957788] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:01.957834] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:01.957863] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:01.961526] [DEBUG] [FORECASTER] HMN: Forecast T+1@11:T+2@11: DOWN (p=3.32%)
[2025-12-09T20:24:01.961818] [INFO ] [FORECASTER] Completed predict_future for HMN
[2025-12-09T20:24:01.961944] [INFO ] [sig       ] HMN: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:24:02.103426] [INFO ] [LOCAL     ] Saved forecast: HMN	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/HMN.txt
[2025-12-09T20:24:02.103608] [INFO ] [sig       ] [1567/3614] Completed HMN in 0.3s | 2.91 sym/s | Total: 9.0m | ETA: 11.7m
[2025-12-09T20:24:02.103652] [INFO ] [sig       ] [1568/3614] Forecasting HMY...
[2025-12-09T20:24:02.103683] [INFO ] [sig       ] Generating forecast for: HMY
[2025-12-09T20:24:02.103711] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HMY' from 'https://tdm.silogroup.org/data/derivative_storage/HMY.csv'.
[2025-12-09T20:24:02.115297] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HMY'.
[2025-12-09T20:24:02.115840] [INFO ] [FORECASTER] Starting predict_future for HMY
[2025-12-09T20:24:02.116608] [DEBUG] [LOCAL     ] No optimal features file found for HMY: ./output/feature-sets/HMY.txt
[2025-12-09T20:24:02.116659] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:02.116689] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:02.116715] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:02.116770] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:02.175643] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:02.176500] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:02.176609] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:02.176646] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:02.297331] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:02.297502] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:02.297564] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:02.297611] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:02.300960] [DEBUG] [FORECASTER] HMY: Forecast T+1@11:T+2@11: UP (p=54.05%)
[2025-12-09T20:24:02.301249] [INFO ] [FORECASTER] Completed predict_future for HMY
[2025-12-09T20:24:02.301378] [INFO ] [sig       ] HMY: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:24:02.438526] [INFO ] [LOCAL     ] Saved forecast: HMY	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/HMY.txt
[2025-12-09T20:24:02.438666] [INFO ] [sig       ] [1568/3614] Completed HMY in 0.3s | 2.91 sym/s | Total: 9.0m | ETA: 11.7m
[2025-12-09T20:24:02.438705] [INFO ] [sig       ] [1569/3614] Forecasting HNDL...
[2025-12-09T20:24:02.438734] [INFO ] [sig       ] Generating forecast for: HNDL
[2025-12-09T20:24:02.438762] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HNDL' from 'https://tdm.silogroup.org/data/derivative_storage/HNDL.csv'.
[2025-12-09T20:24:02.450399] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HNDL'.
[2025-12-09T20:24:02.450687] [INFO ] [FORECASTER] Starting predict_future for HNDL
[2025-12-09T20:24:02.451424] [DEBUG] [LOCAL     ] No optimal features file found for HNDL: ./output/feature-sets/HNDL.txt
[2025-12-09T20:24:02.451473] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:02.451503] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:02.451529] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:02.451602] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:02.507658] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:02.508278] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:02.508359] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:02.508391] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:02.628135] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:02.628274] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:02.628314] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:02.628342] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:02.631676] [DEBUG] [FORECASTER] HNDL: Forecast T+1@11:T+2@11: DOWN (p=48.68%)
[2025-12-09T20:24:02.631934] [INFO ] [FORECASTER] Completed predict_future for HNDL
[2025-12-09T20:24:02.632053] [INFO ] [sig       ] HNDL: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:24:02.774099] [INFO ] [LOCAL     ] Saved forecast: HNDL	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/HNDL.txt
[2025-12-09T20:24:02.774260] [INFO ] [sig       ] [1569/3614] Completed HNDL in 0.3s | 2.91 sym/s | Total: 9.0m | ETA: 11.7m
[2025-12-09T20:24:02.774298] [INFO ] [sig       ] [1570/3614] Forecasting HNI...
[2025-12-09T20:24:02.774327] [INFO ] [sig       ] Generating forecast for: HNI
[2025-12-09T20:24:02.774358] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HNI' from 'https://tdm.silogroup.org/data/derivative_storage/HNI.csv'.
[2025-12-09T20:24:02.785854] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HNI'.
[2025-12-09T20:24:02.786188] [INFO ] [FORECASTER] Starting predict_future for HNI
[2025-12-09T20:24:02.786988] [DEBUG] [LOCAL     ] No optimal features file found for HNI: ./output/feature-sets/HNI.txt
[2025-12-09T20:24:02.787038] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:02.787069] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:02.787096] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:02.787151] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:02.846357] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:02.847233] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:02.847354] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:02.847390] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:02.968296] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:02.968472] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:02.968514] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:02.968542] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:02.971853] [DEBUG] [FORECASTER] HNI: Forecast T+1@11:T+2@11: UP (p=54.57%)
[2025-12-09T20:24:02.972113] [INFO ] [FORECASTER] Completed predict_future for HNI
[2025-12-09T20:24:02.972231] [INFO ] [sig       ] HNI: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:24:03.108693] [INFO ] [LOCAL     ] Saved forecast: HNI	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/HNI.txt
[2025-12-09T20:24:03.108820] [INFO ] [sig       ] [1570/3614] Completed HNI in 0.3s | 2.91 sym/s | Total: 9.0m | ETA: 11.7m
[2025-12-09T20:24:03.108859] [INFO ] [sig       ] [1571/3614] Forecasting HNRG...
[2025-12-09T20:24:03.108891] [INFO ] [sig       ] Generating forecast for: HNRG
[2025-12-09T20:24:03.108921] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HNRG' from 'https://tdm.silogroup.org/data/derivative_storage/HNRG.csv'.
[2025-12-09T20:24:03.121551] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HNRG'.
[2025-12-09T20:24:03.121970] [INFO ] [FORECASTER] Starting predict_future for HNRG
[2025-12-09T20:24:03.122805] [DEBUG] [LOCAL     ] No optimal features file found for HNRG: ./output/feature-sets/HNRG.txt
[2025-12-09T20:24:03.122857] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:03.122889] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:03.122917] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:03.122975] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:03.181768] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:03.182531] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:03.182631] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:03.182666] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:03.300132] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:03.300250] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:03.300287] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:03.300316] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:03.303502] [DEBUG] [FORECASTER] HNRG: Forecast T+1@11:T+2@11: DOWN (p=46.04%)
[2025-12-09T20:24:03.303776] [INFO ] [FORECASTER] Completed predict_future for HNRG
[2025-12-09T20:24:03.303894] [INFO ] [sig       ] HNRG: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:24:03.484882] [INFO ] [LOCAL     ] Saved forecast: HNRG	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/HNRG.txt
[2025-12-09T20:24:03.485015] [INFO ] [sig       ] [1571/3614] Completed HNRG in 0.4s | 2.91 sym/s | Total: 9.0m | ETA: 11.7m
[2025-12-09T20:24:03.485054] [INFO ] [sig       ] [1572/3614] Forecasting HOG...
[2025-12-09T20:24:03.485083] [INFO ] [sig       ] Generating forecast for: HOG
[2025-12-09T20:24:03.485111] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOG' from 'https://tdm.silogroup.org/data/derivative_storage/HOG.csv'.
[2025-12-09T20:24:03.496988] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOG'.
[2025-12-09T20:24:03.497270] [INFO ] [FORECASTER] Starting predict_future for HOG
[2025-12-09T20:24:03.498066] [DEBUG] [LOCAL     ] No optimal features file found for HOG: ./output/feature-sets/HOG.txt
[2025-12-09T20:24:03.498117] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:03.498160] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:03.498187] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:03.498242] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:03.554287] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:03.554904] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:03.554980] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:03.555014] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:03.673838] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:03.673985] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:03.674025] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:03.674054] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:03.677366] [DEBUG] [FORECASTER] HOG: Forecast T+1@11:T+2@11: UP (p=62.98%)
[2025-12-09T20:24:03.677666] [INFO ] [FORECASTER] Completed predict_future for HOG
[2025-12-09T20:24:03.677789] [INFO ] [sig       ] HOG: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:24:03.819642] [INFO ] [LOCAL     ] Saved forecast: HOG	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/HOG.txt
[2025-12-09T20:24:03.819792] [INFO ] [sig       ] [1572/3614] Completed HOG in 0.3s | 2.91 sym/s | Total: 9.0m | ETA: 11.7m
[2025-12-09T20:24:03.819831] [INFO ] [sig       ] [1573/3614] Forecasting HOLO...
[2025-12-09T20:24:03.819861] [INFO ] [sig       ] Generating forecast for: HOLO
[2025-12-09T20:24:03.819890] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOLO' from 'https://tdm.silogroup.org/data/derivative_storage/HOLO.csv'.
[2025-12-09T20:24:03.831942] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOLO'.
[2025-12-09T20:24:03.832264] [INFO ] [FORECASTER] Starting predict_future for HOLO
[2025-12-09T20:24:03.833169] [DEBUG] [LOCAL     ] No optimal features file found for HOLO: ./output/feature-sets/HOLO.txt
[2025-12-09T20:24:03.833222] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:03.833254] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:03.833281] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:03.833337] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:03.890979] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:03.891838] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:03.891923] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:03.891957] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:04.014680] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:04.014851] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:04.014900] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:04.014930] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:04.018695] [DEBUG] [FORECASTER] HOLO: Forecast T+1@11:T+2@11: DOWN (p=6.12%)
[2025-12-09T20:24:04.018976] [INFO ] [FORECASTER] Completed predict_future for HOLO
[2025-12-09T20:24:04.019107] [INFO ] [sig       ] HOLO: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:24:04.168434] [INFO ] [LOCAL     ] Saved forecast: HOLO	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/HOLO.txt
[2025-12-09T20:24:04.168662] [INFO ] [sig       ] [1573/3614] Completed HOLO in 0.3s | 2.91 sym/s | Total: 9.0m | ETA: 11.7m
[2025-12-09T20:24:04.168707] [INFO ] [sig       ] [1574/3614] Forecasting HOLX...
[2025-12-09T20:24:04.168736] [INFO ] [sig       ] Generating forecast for: HOLX
[2025-12-09T20:24:04.168765] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOLX' from 'https://tdm.silogroup.org/data/derivative_storage/HOLX.csv'.
[2025-12-09T20:24:04.182664] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOLX'.
[2025-12-09T20:24:04.183247] [INFO ] [FORECASTER] Starting predict_future for HOLX
[2025-12-09T20:24:04.184293] [DEBUG] [LOCAL     ] No optimal features file found for HOLX: ./output/feature-sets/HOLX.txt
[2025-12-09T20:24:04.184354] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:04.184389] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:04.184416] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:04.184476] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:04.247338] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:04.248341] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:04.248440] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:04.248483] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:04.373513] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:04.373668] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:04.373713] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:04.373742] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:04.377358] [DEBUG] [FORECASTER] HOLX: Forecast T+1@11:T+2@11: UP (p=66.88%)
[2025-12-09T20:24:04.377681] [INFO ] [FORECASTER] Completed predict_future for HOLX
[2025-12-09T20:24:04.377806] [INFO ] [sig       ] HOLX: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:24:04.518367] [INFO ] [LOCAL     ] Saved forecast: HOLX	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/HOLX.txt
[2025-12-09T20:24:04.518486] [INFO ] [sig       ] [1574/3614] Completed HOLX in 0.3s | 2.91 sym/s | Total: 9.0m | ETA: 11.7m
[2025-12-09T20:24:04.518523] [INFO ] [sig       ] [1575/3614] Forecasting HOMB...
[2025-12-09T20:24:04.518551] [INFO ] [sig       ] Generating forecast for: HOMB
[2025-12-09T20:24:04.518597] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOMB' from 'https://tdm.silogroup.org/data/derivative_storage/HOMB.csv'.
[2025-12-09T20:24:04.530376] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOMB'.
[2025-12-09T20:24:04.530680] [INFO ] [FORECASTER] Starting predict_future for HOMB
[2025-12-09T20:24:04.531478] [DEBUG] [LOCAL     ] No optimal features file found for HOMB: ./output/feature-sets/HOMB.txt
[2025-12-09T20:24:04.531541] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:04.531596] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:04.531626] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:04.531683] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:04.588395] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:04.589001] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:04.589076] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:04.589107] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:04.704136] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:04.704295] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:04.704335] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:04.704365] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:04.707719] [DEBUG] [FORECASTER] HOMB: Forecast T+1@11:T+2@11: UP (p=97.74%)
[2025-12-09T20:24:04.707983] [INFO ] [FORECASTER] Completed predict_future for HOMB
[2025-12-09T20:24:04.708102] [INFO ] [sig       ] HOMB: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:24:04.845043] [INFO ] [LOCAL     ] Saved forecast: HOMB	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/HOMB.txt
[2025-12-09T20:24:04.845166] [INFO ] [sig       ] [1575/3614] Completed HOMB in 0.3s | 2.91 sym/s | Total: 9.0m | ETA: 11.7m
[2025-12-09T20:24:04.845211] [INFO ] [sig       ] [1576/3614] Forecasting HON...
[2025-12-09T20:24:04.845240] [INFO ] [sig       ] Generating forecast for: HON
[2025-12-09T20:24:04.845269] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HON' from 'https://tdm.silogroup.org/data/derivative_storage/HON.csv'.
[2025-12-09T20:24:04.856543] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HON'.
[2025-12-09T20:24:04.856829] [INFO ] [FORECASTER] Starting predict_future for HON
[2025-12-09T20:24:04.857600] [DEBUG] [LOCAL     ] No optimal features file found for HON: ./output/feature-sets/HON.txt
[2025-12-09T20:24:04.857650] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:04.857682] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:04.857708] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:04.857763] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:04.912806] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:04.913408] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:04.913481] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:04.913513] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:05.034362] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:05.034518] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:05.034557] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:05.034605] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:05.037935] [DEBUG] [FORECASTER] HON: Forecast T+1@11:T+2@11: DOWN (p=8.68%)
[2025-12-09T20:24:05.038197] [INFO ] [FORECASTER] Completed predict_future for HON
[2025-12-09T20:24:05.038317] [INFO ] [sig       ] HON: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:24:05.175012] [INFO ] [LOCAL     ] Saved forecast: HON	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/HON.txt
[2025-12-09T20:24:05.175119] [INFO ] [sig       ] [1576/3614] Completed HON in 0.3s | 2.91 sym/s | Total: 9.0m | ETA: 11.7m
[2025-12-09T20:24:05.175156] [INFO ] [sig       ] [1577/3614] Forecasting HOOD...
[2025-12-09T20:24:05.175184] [INFO ] [sig       ] Generating forecast for: HOOD
[2025-12-09T20:24:05.175212] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOOD' from 'https://tdm.silogroup.org/data/derivative_storage/HOOD.csv'.
[2025-12-09T20:24:05.186252] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOOD'.
[2025-12-09T20:24:05.186508] [INFO ] [FORECASTER] Starting predict_future for HOOD
[2025-12-09T20:24:05.187257] [DEBUG] [LOCAL     ] No optimal features file found for HOOD: ./output/feature-sets/HOOD.txt
[2025-12-09T20:24:05.187306] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:05.187362] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:05.187391] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:05.187446] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:05.243339] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:05.243928] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:05.244001] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:05.244032] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:05.362037] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:05.362157] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:05.362194] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:05.362222] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:05.365407] [DEBUG] [FORECASTER] HOOD: Forecast T+1@11:T+2@11: DOWN (p=8.67%)
[2025-12-09T20:24:05.365688] [INFO ] [FORECASTER] Completed predict_future for HOOD
[2025-12-09T20:24:05.365821] [INFO ] [sig       ] HOOD: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:24:05.506287] [INFO ] [LOCAL     ] Saved forecast: HOOD	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/HOOD.txt
[2025-12-09T20:24:05.506405] [INFO ] [sig       ] [1577/3614] Completed HOOD in 0.3s | 2.91 sym/s | Total: 9.0m | ETA: 11.7m
[2025-12-09T20:24:05.506442] [INFO ] [sig       ] [1578/3614] Forecasting HOPE...
[2025-12-09T20:24:05.506472] [INFO ] [sig       ] Generating forecast for: HOPE
[2025-12-09T20:24:05.506500] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOPE' from 'https://tdm.silogroup.org/data/derivative_storage/HOPE.csv'.
[2025-12-09T20:24:05.517875] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOPE'.
[2025-12-09T20:24:05.518132] [INFO ] [FORECASTER] Starting predict_future for HOPE
[2025-12-09T20:24:05.518889] [DEBUG] [LOCAL     ] No optimal features file found for HOPE: ./output/feature-sets/HOPE.txt
[2025-12-09T20:24:05.518939] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:05.518970] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:05.518997] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:05.519051] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:05.574801] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:05.575362] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:05.575434] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:05.575466] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:05.683136] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:05.683287] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:05.683329] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:05.683357] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:05.686659] [DEBUG] [FORECASTER] HOPE: Forecast T+1@11:T+2@11: DOWN (p=3.59%)
[2025-12-09T20:24:05.686923] [INFO ] [FORECASTER] Completed predict_future for HOPE
[2025-12-09T20:24:05.687039] [INFO ] [sig       ] HOPE: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:24:05.824989] [INFO ] [LOCAL     ] Saved forecast: HOPE	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/HOPE.txt
[2025-12-09T20:24:05.825106] [INFO ] [sig       ] [1578/3614] Completed HOPE in 0.3s | 2.91 sym/s | Total: 9.0m | ETA: 11.6m
[2025-12-09T20:24:05.825143] [INFO ] [sig       ] [1579/3614] Forecasting HOTH...
[2025-12-09T20:24:05.825172] [INFO ] [sig       ] Generating forecast for: HOTH
[2025-12-09T20:24:05.825202] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOTH' from 'https://tdm.silogroup.org/data/derivative_storage/HOTH.csv'.
[2025-12-09T20:24:05.836126] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOTH'.
[2025-12-09T20:24:05.836389] [INFO ] [FORECASTER] Starting predict_future for HOTH
[2025-12-09T20:24:05.837153] [DEBUG] [LOCAL     ] No optimal features file found for HOTH: ./output/feature-sets/HOTH.txt
[2025-12-09T20:24:05.837203] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:05.837235] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:05.837261] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:05.837316] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:05.893428] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:05.894030] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:05.894102] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:05.894133] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:06.014978] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:06.015094] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:06.015134] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:06.015181] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:06.018472] [DEBUG] [FORECASTER] HOTH: Forecast T+1@11:T+2@11: UP (p=78.31%)
[2025-12-09T20:24:06.018761] [INFO ] [FORECASTER] Completed predict_future for HOTH
[2025-12-09T20:24:06.018883] [INFO ] [sig       ] HOTH: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:24:06.158992] [INFO ] [LOCAL     ] Saved forecast: HOTH	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/HOTH.txt
[2025-12-09T20:24:06.159146] [INFO ] [sig       ] [1579/3614] Completed HOTH in 0.3s | 2.91 sym/s | Total: 9.0m | ETA: 11.6m
[2025-12-09T20:24:06.159185] [INFO ] [sig       ] [1580/3614] Forecasting HOUS...
[2025-12-09T20:24:06.159214] [INFO ] [sig       ] Generating forecast for: HOUS
[2025-12-09T20:24:06.159244] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOUS' from 'https://tdm.silogroup.org/data/derivative_storage/HOUS.csv'.
[2025-12-09T20:24:06.170636] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOUS'.
[2025-12-09T20:24:06.170974] [INFO ] [FORECASTER] Starting predict_future for HOUS
[2025-12-09T20:24:06.171742] [DEBUG] [LOCAL     ] No optimal features file found for HOUS: ./output/feature-sets/HOUS.txt
[2025-12-09T20:24:06.171792] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:06.171823] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:06.171849] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:06.171903] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:06.227966] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:06.228817] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:06.228896] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:06.228928] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:06.348323] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:06.348483] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:06.348523] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:06.348603] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:06.351929] [DEBUG] [FORECASTER] HOUS: Forecast T+1@11:T+2@11: DOWN (p=42.95%)
[2025-12-09T20:24:06.352208] [INFO ] [FORECASTER] Completed predict_future for HOUS
[2025-12-09T20:24:06.352332] [INFO ] [sig       ] HOUS: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:24:06.495911] [INFO ] [LOCAL     ] Saved forecast: HOUS	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/HOUS.txt
[2025-12-09T20:24:06.496066] [INFO ] [sig       ] [1580/3614] Completed HOUS in 0.3s | 2.91 sym/s | Total: 9.0m | ETA: 11.6m
[2025-12-09T20:24:06.496106] [INFO ] [sig       ] [1581/3614] Forecasting HP...
[2025-12-09T20:24:06.496136] [INFO ] [sig       ] Generating forecast for: HP
[2025-12-09T20:24:06.496165] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HP' from 'https://tdm.silogroup.org/data/derivative_storage/HP.csv'.
[2025-12-09T20:24:06.507945] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HP'.
[2025-12-09T20:24:06.508299] [INFO ] [FORECASTER] Starting predict_future for HP
[2025-12-09T20:24:06.509075] [DEBUG] [LOCAL     ] No optimal features file found for HP: ./output/feature-sets/HP.txt
[2025-12-09T20:24:06.509126] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:06.509156] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:06.509183] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:06.509238] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:06.568359] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:06.569237] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:06.569335] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:06.569369] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:06.684837] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:06.684983] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:06.685024] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:06.685052] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:06.688345] [DEBUG] [FORECASTER] HP: Forecast T+1@11:T+2@11: DOWN (p=28.47%)
[2025-12-09T20:24:06.688626] [INFO ] [FORECASTER] Completed predict_future for HP
[2025-12-09T20:24:06.688746] [INFO ] [sig       ] HP: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:24:06.827966] [INFO ] [LOCAL     ] Saved forecast: HP	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/HP.txt
[2025-12-09T20:24:06.828120] [INFO ] [sig       ] [1581/3614] Completed HP in 0.3s | 2.91 sym/s | Total: 9.0m | ETA: 11.6m
[2025-12-09T20:24:06.828161] [INFO ] [sig       ] [1582/3614] Forecasting HPE...
[2025-12-09T20:24:06.828191] [INFO ] [sig       ] Generating forecast for: HPE
[2025-12-09T20:24:06.828222] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPE' from 'https://tdm.silogroup.org/data/derivative_storage/HPE.csv'.
[2025-12-09T20:24:06.840220] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPE'.
[2025-12-09T20:24:06.840520] [INFO ] [FORECASTER] Starting predict_future for HPE
[2025-12-09T20:24:06.841296] [DEBUG] [LOCAL     ] No optimal features file found for HPE: ./output/feature-sets/HPE.txt
[2025-12-09T20:24:06.841347] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:06.841378] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:06.841404] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:06.841460] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:06.896191] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:06.897022] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:06.897107] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:06.897139] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:07.018180] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:07.018337] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:07.018378] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:07.018409] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:07.021933] [DEBUG] [FORECASTER] HPE: Forecast T+1@11:T+2@11: DOWN (p=24.22%)
[2025-12-09T20:24:07.022232] [INFO ] [FORECASTER] Completed predict_future for HPE
[2025-12-09T20:24:07.022365] [INFO ] [sig       ] HPE: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:24:07.162705] [INFO ] [LOCAL     ] Saved forecast: HPE	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/HPE.txt
[2025-12-09T20:24:07.162869] [INFO ] [sig       ] [1582/3614] Completed HPE in 0.3s | 2.91 sym/s | Total: 9.0m | ETA: 11.6m
[2025-12-09T20:24:07.162910] [INFO ] [sig       ] [1583/3614] Forecasting HPF...
[2025-12-09T20:24:07.162941] [INFO ] [sig       ] Generating forecast for: HPF
[2025-12-09T20:24:07.162972] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPF' from 'https://tdm.silogroup.org/data/derivative_storage/HPF.csv'.
[2025-12-09T20:24:07.174670] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPF'.
[2025-12-09T20:24:07.175002] [INFO ] [FORECASTER] Starting predict_future for HPF
[2025-12-09T20:24:07.175811] [DEBUG] [LOCAL     ] No optimal features file found for HPF: ./output/feature-sets/HPF.txt
[2025-12-09T20:24:07.175864] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:07.175895] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:07.175935] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:07.175993] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:07.231980] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:07.232842] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:07.232919] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:07.232952] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:07.352431] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:07.352589] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:07.352634] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:07.352661] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:07.356011] [DEBUG] [FORECASTER] HPF: Forecast T+1@11:T+2@11: UP (p=60.93%)
[2025-12-09T20:24:07.356272] [INFO ] [FORECASTER] Completed predict_future for HPF
[2025-12-09T20:24:07.356387] [INFO ] [sig       ] HPF: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:24:07.497440] [INFO ] [LOCAL     ] Saved forecast: HPF	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/HPF.txt
[2025-12-09T20:24:07.497618] [INFO ] [sig       ] [1583/3614] Completed HPF in 0.3s | 2.91 sym/s | Total: 9.1m | ETA: 11.6m
[2025-12-09T20:24:07.497662] [INFO ] [sig       ] [1584/3614] Forecasting HPI...
[2025-12-09T20:24:07.497692] [INFO ] [sig       ] Generating forecast for: HPI
[2025-12-09T20:24:07.497722] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPI' from 'https://tdm.silogroup.org/data/derivative_storage/HPI.csv'.
[2025-12-09T20:24:07.509094] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPI'.
[2025-12-09T20:24:07.509390] [INFO ] [FORECASTER] Starting predict_future for HPI
[2025-12-09T20:24:07.510198] [DEBUG] [LOCAL     ] No optimal features file found for HPI: ./output/feature-sets/HPI.txt
[2025-12-09T20:24:07.510251] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:07.510283] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:07.510310] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:07.510367] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:07.567572] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:07.568334] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:07.568423] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:07.568460] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:07.689642] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:07.689802] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:07.689842] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:07.689873] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:07.693372] [DEBUG] [FORECASTER] HPI: Forecast T+1@11:T+2@11: DOWN (p=36.44%)
[2025-12-09T20:24:07.693686] [INFO ] [FORECASTER] Completed predict_future for HPI
[2025-12-09T20:24:07.693820] [INFO ] [sig       ] HPI: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:24:07.832160] [INFO ] [LOCAL     ] Saved forecast: HPI	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/HPI.txt
[2025-12-09T20:24:07.832288] [INFO ] [sig       ] [1584/3614] Completed HPI in 0.3s | 2.91 sym/s | Total: 9.1m | ETA: 11.6m
[2025-12-09T20:24:07.832325] [INFO ] [sig       ] [1585/3614] Forecasting HPK...
[2025-12-09T20:24:07.832354] [INFO ] [sig       ] Generating forecast for: HPK
[2025-12-09T20:24:07.832383] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPK' from 'https://tdm.silogroup.org/data/derivative_storage/HPK.csv'.
[2025-12-09T20:24:07.843447] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPK'.
[2025-12-09T20:24:07.843749] [INFO ] [FORECASTER] Starting predict_future for HPK
[2025-12-09T20:24:07.844513] [DEBUG] [LOCAL     ] No optimal features file found for HPK: ./output/feature-sets/HPK.txt
[2025-12-09T20:24:07.844563] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:07.844615] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:07.844641] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:07.844696] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:07.899330] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:07.900006] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:07.900082] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:07.900114] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:08.020695] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:08.020829] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:08.020868] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:08.020896] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:08.024119] [DEBUG] [FORECASTER] HPK: Forecast T+1@11:T+2@11: UP (p=81.48%)
[2025-12-09T20:24:08.024383] [INFO ] [FORECASTER] Completed predict_future for HPK
[2025-12-09T20:24:08.024508] [INFO ] [sig       ] HPK: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:24:08.169537] [INFO ] [LOCAL     ] Saved forecast: HPK	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/HPK.txt
[2025-12-09T20:24:08.169706] [INFO ] [sig       ] [1585/3614] Completed HPK in 0.3s | 2.91 sym/s | Total: 9.1m | ETA: 11.6m
[2025-12-09T20:24:08.169746] [INFO ] [sig       ] [1586/3614] Forecasting HPP...
[2025-12-09T20:24:08.169774] [INFO ] [sig       ] Generating forecast for: HPP
[2025-12-09T20:24:08.169804] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPP' from 'https://tdm.silogroup.org/data/derivative_storage/HPP.csv'.
[2025-12-09T20:24:08.181471] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPP'.
[2025-12-09T20:24:08.181761] [INFO ] [FORECASTER] Starting predict_future for HPP
[2025-12-09T20:24:08.182541] [DEBUG] [LOCAL     ] No optimal features file found for HPP: ./output/feature-sets/HPP.txt
[2025-12-09T20:24:08.182610] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:08.182646] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:08.182671] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:08.182724] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:08.239394] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:08.240078] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:08.240155] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:08.240187] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:08.359171] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:08.359326] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:08.359367] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:08.359393] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:08.362770] [DEBUG] [FORECASTER] HPP: Forecast T+1@11:T+2@11: DOWN (p=12.80%)
[2025-12-09T20:24:08.363035] [INFO ] [FORECASTER] Completed predict_future for HPP
[2025-12-09T20:24:08.363159] [INFO ] [sig       ] HPP: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:24:08.502607] [INFO ] [LOCAL     ] Saved forecast: HPP	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/HPP.txt
[2025-12-09T20:24:08.502963] [INFO ] [sig       ] [1586/3614] Completed HPP in 0.3s | 2.91 sym/s | Total: 9.1m | ETA: 11.6m
[2025-12-09T20:24:08.503003] [INFO ] [sig       ] [1587/3614] Forecasting HPQ...
[2025-12-09T20:24:08.503031] [INFO ] [sig       ] Generating forecast for: HPQ
[2025-12-09T20:24:08.503073] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPQ' from 'https://tdm.silogroup.org/data/derivative_storage/HPQ.csv'.
[2025-12-09T20:24:08.515585] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPQ'.
[2025-12-09T20:24:08.515973] [INFO ] [FORECASTER] Starting predict_future for HPQ
[2025-12-09T20:24:08.516777] [DEBUG] [LOCAL     ] No optimal features file found for HPQ: ./output/feature-sets/HPQ.txt
[2025-12-09T20:24:08.516829] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:08.516860] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:08.516887] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:08.516941] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:08.574563] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:08.575432] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:08.575552] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:08.575610] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:08.694216] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:08.694369] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:08.694411] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:08.694442] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:08.698120] [DEBUG] [FORECASTER] HPQ: Forecast T+1@11:T+2@11: UP (p=93.95%)
[2025-12-09T20:24:08.698445] [INFO ] [FORECASTER] Completed predict_future for HPQ
[2025-12-09T20:24:08.698599] [INFO ] [sig       ] HPQ: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:24:08.845479] [INFO ] [LOCAL     ] Saved forecast: HPQ	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/HPQ.txt
[2025-12-09T20:24:08.845648] [INFO ] [sig       ] [1587/3614] Completed HPQ in 0.3s | 2.91 sym/s | Total: 9.1m | ETA: 11.6m
[2025-12-09T20:24:08.845689] [INFO ] [sig       ] [1588/3614] Forecasting HPS...
[2025-12-09T20:24:08.845719] [INFO ] [sig       ] Generating forecast for: HPS
[2025-12-09T20:24:08.845750] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPS' from 'https://tdm.silogroup.org/data/derivative_storage/HPS.csv'.
[2025-12-09T20:24:08.857439] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPS'.
[2025-12-09T20:24:08.857864] [INFO ] [FORECASTER] Starting predict_future for HPS
[2025-12-09T20:24:08.858671] [DEBUG] [LOCAL     ] No optimal features file found for HPS: ./output/feature-sets/HPS.txt
[2025-12-09T20:24:08.858723] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:08.858756] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:08.858783] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:08.858839] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:08.920271] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:08.921159] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:08.921249] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:08.921283] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:09.041915] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:09.042068] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:09.042108] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:09.042137] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:09.045511] [DEBUG] [FORECASTER] HPS: Forecast T+1@11:T+2@11: DOWN (p=28.69%)
[2025-12-09T20:24:09.045812] [INFO ] [FORECASTER] Completed predict_future for HPS
[2025-12-09T20:24:09.045937] [INFO ] [sig       ] HPS: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:24:09.188397] [INFO ] [LOCAL     ] Saved forecast: HPS	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/HPS.txt
[2025-12-09T20:24:09.188556] [INFO ] [sig       ] [1588/3614] Completed HPS in 0.3s | 2.91 sym/s | Total: 9.1m | ETA: 11.6m
[2025-12-09T20:24:09.188622] [INFO ] [sig       ] [1589/3614] Forecasting HQI...
[2025-12-09T20:24:09.188652] [INFO ] [sig       ] Generating forecast for: HQI
[2025-12-09T20:24:09.188682] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HQI' from 'https://tdm.silogroup.org/data/derivative_storage/HQI.csv'.
[2025-12-09T20:24:09.199312] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HQI'.
[2025-12-09T20:24:09.199679] [INFO ] [FORECASTER] Starting predict_future for HQI
[2025-12-09T20:24:09.200432] [DEBUG] [LOCAL     ] No optimal features file found for HQI: ./output/feature-sets/HQI.txt
[2025-12-09T20:24:09.200482] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:09.200513] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:09.200538] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:09.200610] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:09.256626] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:09.257459] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:09.257558] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:09.257609] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:09.356888] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:09.357042] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:09.357084] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:09.357112] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:09.360467] [DEBUG] [FORECASTER] HQI: Forecast T+1@11:T+2@11: DOWN (p=10.28%)
[2025-12-09T20:24:09.360759] [INFO ] [FORECASTER] Completed predict_future for HQI
[2025-12-09T20:24:09.360882] [INFO ] [sig       ] HQI: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:24:09.506721] [INFO ] [LOCAL     ] Saved forecast: HQI	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/HQI.txt
[2025-12-09T20:24:09.506876] [INFO ] [sig       ] [1589/3614] Completed HQI in 0.3s | 2.91 sym/s | Total: 9.1m | ETA: 11.6m
[2025-12-09T20:24:09.506914] [INFO ] [sig       ] [1590/3614] Forecasting HQL...
[2025-12-09T20:24:09.506942] [INFO ] [sig       ] Generating forecast for: HQL
[2025-12-09T20:24:09.506972] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HQL' from 'https://tdm.silogroup.org/data/derivative_storage/HQL.csv'.
[2025-12-09T20:24:09.519189] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HQL'.
[2025-12-09T20:24:09.519501] [INFO ] [FORECASTER] Starting predict_future for HQL
[2025-12-09T20:24:09.520292] [DEBUG] [LOCAL     ] No optimal features file found for HQL: ./output/feature-sets/HQL.txt
[2025-12-09T20:24:09.520344] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:09.520375] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:09.520400] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:09.520455] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:09.580541] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:09.581273] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:09.581351] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:09.581385] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:09.702493] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:09.702663] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:09.702710] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:09.702738] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:09.706019] [DEBUG] [FORECASTER] HQL: Forecast T+1@11:T+2@11: DOWN (p=43.69%)
[2025-12-09T20:24:09.706302] [INFO ] [FORECASTER] Completed predict_future for HQL
[2025-12-09T20:24:09.706421] [INFO ] [sig       ] HQL: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:24:09.846584] [INFO ] [LOCAL     ] Saved forecast: HQL	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/HQL.txt
[2025-12-09T20:24:09.846735] [INFO ] [sig       ] [1590/3614] Completed HQL in 0.3s | 2.91 sym/s | Total: 9.1m | ETA: 11.6m
[2025-12-09T20:24:09.846773] [INFO ] [sig       ] [1591/3614] Forecasting HQY...
[2025-12-09T20:24:09.846801] [INFO ] [sig       ] Generating forecast for: HQY
[2025-12-09T20:24:09.846830] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HQY' from 'https://tdm.silogroup.org/data/derivative_storage/HQY.csv'.
[2025-12-09T20:24:09.858630] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HQY'.
[2025-12-09T20:24:09.858997] [INFO ] [FORECASTER] Starting predict_future for HQY
[2025-12-09T20:24:09.859803] [DEBUG] [LOCAL     ] No optimal features file found for HQY: ./output/feature-sets/HQY.txt
[2025-12-09T20:24:09.859854] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:09.859885] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:09.859912] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:09.859967] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:09.917851] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:09.918760] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:09.918844] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:09.918877] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:10.038916] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:10.039070] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:10.039109] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:10.039137] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:10.042491] [DEBUG] [FORECASTER] HQY: Forecast T+1@11:T+2@11: UP (p=87.26%)
[2025-12-09T20:24:10.042781] [INFO ] [FORECASTER] Completed predict_future for HQY
[2025-12-09T20:24:10.042904] [INFO ] [sig       ] HQY: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:24:10.181896] [INFO ] [LOCAL     ] Saved forecast: HQY	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/HQY.txt
[2025-12-09T20:24:10.182048] [INFO ] [sig       ] [1591/3614] Completed HQY in 0.3s | 2.91 sym/s | Total: 9.1m | ETA: 11.6m
[2025-12-09T20:24:10.182088] [INFO ] [sig       ] [1592/3614] Forecasting HRB...
[2025-12-09T20:24:10.182117] [INFO ] [sig       ] Generating forecast for: HRB
[2025-12-09T20:24:10.182147] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRB' from 'https://tdm.silogroup.org/data/derivative_storage/HRB.csv'.
[2025-12-09T20:24:10.193384] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRB'.
[2025-12-09T20:24:10.193755] [INFO ] [FORECASTER] Starting predict_future for HRB
[2025-12-09T20:24:10.194509] [DEBUG] [LOCAL     ] No optimal features file found for HRB: ./output/feature-sets/HRB.txt
[2025-12-09T20:24:10.194559] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:10.194612] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:10.194640] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:10.194696] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:10.254040] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:10.254899] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:10.254977] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:10.255010] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:10.376631] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:10.376789] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:10.376829] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:10.376857] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:10.380216] [DEBUG] [FORECASTER] HRB: Forecast T+1@11:T+2@11: DOWN (p=13.73%)
[2025-12-09T20:24:10.380484] [INFO ] [FORECASTER] Completed predict_future for HRB
[2025-12-09T20:24:10.380618] [INFO ] [sig       ] HRB: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:24:10.518948] [INFO ] [LOCAL     ] Saved forecast: HRB	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/HRB.txt
[2025-12-09T20:24:10.519072] [INFO ] [sig       ] [1592/3614] Completed HRB in 0.3s | 2.91 sym/s | Total: 9.1m | ETA: 11.6m
[2025-12-09T20:24:10.519111] [INFO ] [sig       ] [1593/3614] Forecasting HRL...
[2025-12-09T20:24:10.519140] [INFO ] [sig       ] Generating forecast for: HRL
[2025-12-09T20:24:10.519169] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRL' from 'https://tdm.silogroup.org/data/derivative_storage/HRL.csv'.
[2025-12-09T20:24:10.531465] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRL'.
[2025-12-09T20:24:10.531876] [INFO ] [FORECASTER] Starting predict_future for HRL
[2025-12-09T20:24:10.532862] [DEBUG] [LOCAL     ] No optimal features file found for HRL: ./output/feature-sets/HRL.txt
[2025-12-09T20:24:10.532916] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:10.532949] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:10.532976] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:10.533033] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:10.591266] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:10.592062] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:10.592144] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:10.592177] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:10.713391] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:10.713550] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:10.713608] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:10.713638] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:10.716953] [DEBUG] [FORECASTER] HRL: Forecast T+1@11:T+2@11: DOWN (p=32.63%)
[2025-12-09T20:24:10.717224] [INFO ] [FORECASTER] Completed predict_future for HRL
[2025-12-09T20:24:10.717346] [INFO ] [sig       ] HRL: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:24:10.857942] [INFO ] [LOCAL     ] Saved forecast: HRL	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/HRL.txt
[2025-12-09T20:24:10.858082] [INFO ] [sig       ] [1593/3614] Completed HRL in 0.3s | 2.91 sym/s | Total: 9.1m | ETA: 11.6m
[2025-12-09T20:24:10.858122] [INFO ] [sig       ] [1594/3614] Forecasting HRMY...
[2025-12-09T20:24:10.858152] [INFO ] [sig       ] Generating forecast for: HRMY
[2025-12-09T20:24:10.858183] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRMY' from 'https://tdm.silogroup.org/data/derivative_storage/HRMY.csv'.
[2025-12-09T20:24:10.869163] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRMY'.
[2025-12-09T20:24:10.869440] [INFO ] [FORECASTER] Starting predict_future for HRMY
[2025-12-09T20:24:10.870226] [DEBUG] [LOCAL     ] No optimal features file found for HRMY: ./output/feature-sets/HRMY.txt
[2025-12-09T20:24:10.870277] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:10.870335] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:10.870363] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:10.870420] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:10.930068] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:10.930869] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:10.930947] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:10.930979] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:11.044744] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:11.044890] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:11.044929] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:11.044957] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:11.048241] [DEBUG] [FORECASTER] HRMY: Forecast T+1@11:T+2@11: DOWN (p=3.89%)
[2025-12-09T20:24:11.048505] [INFO ] [FORECASTER] Completed predict_future for HRMY
[2025-12-09T20:24:11.048648] [INFO ] [sig       ] HRMY: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:24:11.188137] [INFO ] [LOCAL     ] Saved forecast: HRMY	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/HRMY.txt
[2025-12-09T20:24:11.188286] [INFO ] [sig       ] [1594/3614] Completed HRMY in 0.3s | 2.91 sym/s | Total: 9.1m | ETA: 11.6m
[2025-12-09T20:24:11.188325] [INFO ] [sig       ] [1595/3614] Forecasting HRTG...
[2025-12-09T20:24:11.188355] [INFO ] [sig       ] Generating forecast for: HRTG
[2025-12-09T20:24:11.188383] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRTG' from 'https://tdm.silogroup.org/data/derivative_storage/HRTG.csv'.
[2025-12-09T20:24:11.199645] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRTG'.
[2025-12-09T20:24:11.199912] [INFO ] [FORECASTER] Starting predict_future for HRTG
[2025-12-09T20:24:11.200695] [DEBUG] [LOCAL     ] No optimal features file found for HRTG: ./output/feature-sets/HRTG.txt
[2025-12-09T20:24:11.200753] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:11.200795] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:11.200826] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:11.200883] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:11.256868] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:11.257625] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:11.257702] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:11.257733] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:11.376342] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:11.376498] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:11.376544] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:11.376588] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:11.380014] [DEBUG] [FORECASTER] HRTG: Forecast T+1@11:T+2@11: UP (p=60.17%)
[2025-12-09T20:24:11.380291] [INFO ] [FORECASTER] Completed predict_future for HRTG
[2025-12-09T20:24:11.380415] [INFO ] [sig       ] HRTG: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:24:11.523704] [INFO ] [LOCAL     ] Saved forecast: HRTG	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/HRTG.txt
[2025-12-09T20:24:11.523868] [INFO ] [sig       ] [1595/3614] Completed HRTG in 0.3s | 2.91 sym/s | Total: 9.1m | ETA: 11.5m
[2025-12-09T20:24:11.523909] [INFO ] [sig       ] [1596/3614] Forecasting HRTX...
[2025-12-09T20:24:11.523938] [INFO ] [sig       ] Generating forecast for: HRTX
[2025-12-09T20:24:11.523968] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRTX' from 'https://tdm.silogroup.org/data/derivative_storage/HRTX.csv'.
[2025-12-09T20:24:11.535731] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRTX'.
[2025-12-09T20:24:11.536098] [INFO ] [FORECASTER] Starting predict_future for HRTX
[2025-12-09T20:24:11.536924] [DEBUG] [LOCAL     ] No optimal features file found for HRTX: ./output/feature-sets/HRTX.txt
[2025-12-09T20:24:11.536977] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:11.537024] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:11.537054] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:11.537110] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:11.595114] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:11.595984] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:11.596064] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:11.596097] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:11.715518] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:11.715709] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:11.715751] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:11.715780] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:11.719986] [DEBUG] [FORECASTER] HRTX: Forecast T+1@11:T+2@11: DOWN (p=29.01%)
[2025-12-09T20:24:11.720383] [INFO ] [FORECASTER] Completed predict_future for HRTX
[2025-12-09T20:24:11.720535] [INFO ] [sig       ] HRTX: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:24:11.876535] [INFO ] [LOCAL     ] Saved forecast: HRTX	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/HRTX.txt
[2025-12-09T20:24:11.876709] [INFO ] [sig       ] [1596/3614] Completed HRTX in 0.4s | 2.91 sym/s | Total: 9.1m | ETA: 11.5m
[2025-12-09T20:24:11.876750] [INFO ] [sig       ] [1597/3614] Forecasting HRZN...
[2025-12-09T20:24:11.876779] [INFO ] [sig       ] Generating forecast for: HRZN
[2025-12-09T20:24:11.876812] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRZN' from 'https://tdm.silogroup.org/data/derivative_storage/HRZN.csv'.
[2025-12-09T20:24:11.888650] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRZN'.
[2025-12-09T20:24:11.889017] [INFO ] [FORECASTER] Starting predict_future for HRZN
[2025-12-09T20:24:11.889830] [DEBUG] [LOCAL     ] No optimal features file found for HRZN: ./output/feature-sets/HRZN.txt
[2025-12-09T20:24:11.889884] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:11.889916] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:11.889944] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:11.890001] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:11.947684] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:11.948557] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:11.948665] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:11.948698] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:12.078253] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:12.078431] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:12.078494] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:12.078628] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:12.084448] [DEBUG] [FORECASTER] HRZN: Forecast T+1@11:T+2@11: DOWN (p=0.45%)
[2025-12-09T20:24:12.084937] [INFO ] [FORECASTER] Completed predict_future for HRZN
[2025-12-09T20:24:12.085140] [INFO ] [sig       ] HRZN: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:24:12.284041] [INFO ] [LOCAL     ] Saved forecast: HRZN	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/HRZN.txt
[2025-12-09T20:24:12.284213] [INFO ] [sig       ] [1597/3614] Completed HRZN in 0.4s | 2.91 sym/s | Total: 9.1m | ETA: 11.5m
[2025-12-09T20:24:12.284255] [INFO ] [sig       ] [1598/3614] Forecasting HSAI...
[2025-12-09T20:24:12.284285] [INFO ] [sig       ] Generating forecast for: HSAI
[2025-12-09T20:24:12.284316] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSAI' from 'https://tdm.silogroup.org/data/derivative_storage/HSAI.csv'.
[2025-12-09T20:24:12.299521] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSAI'.
[2025-12-09T20:24:12.299965] [INFO ] [FORECASTER] Starting predict_future for HSAI
[2025-12-09T20:24:12.300857] [DEBUG] [LOCAL     ] No optimal features file found for HSAI: ./output/feature-sets/HSAI.txt
[2025-12-09T20:24:12.300912] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:12.300945] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:12.300972] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:12.301028] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:12.379366] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:12.380547] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:12.380689] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:12.380745] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:12.554592] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:12.554793] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:12.554869] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:12.554920] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:12.560592] [DEBUG] [FORECASTER] HSAI: Forecast T+1@11:T+2@11: DOWN (p=20.64%)
[2025-12-09T20:24:12.561154] [INFO ] [FORECASTER] Completed predict_future for HSAI
[2025-12-09T20:24:12.561371] [INFO ] [sig       ] HSAI: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:24:12.763185] [INFO ] [LOCAL     ] Saved forecast: HSAI	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/HSAI.txt
[2025-12-09T20:24:12.763412] [INFO ] [sig       ] [1598/3614] Completed HSAI in 0.5s | 2.91 sym/s | Total: 9.1m | ETA: 11.5m
[2025-12-09T20:24:12.763475] [INFO ] [sig       ] [1599/3614] Forecasting HSBC...
[2025-12-09T20:24:12.763522] [INFO ] [sig       ] Generating forecast for: HSBC
[2025-12-09T20:24:12.763589] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSBC' from 'https://tdm.silogroup.org/data/derivative_storage/HSBC.csv'.
[2025-12-09T20:24:12.790359] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSBC'.
[2025-12-09T20:24:12.792348] [INFO ] [FORECASTER] Starting predict_future for HSBC
[2025-12-09T20:24:12.793637] [DEBUG] [LOCAL     ] No optimal features file found for HSBC: ./output/feature-sets/HSBC.txt
[2025-12-09T20:24:12.793710] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:12.793764] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:12.793811] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:12.793903] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:12.864759] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:12.865941] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:12.866038] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:12.866096] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:13.032697] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:13.032881] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:13.032938] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:13.032979] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:13.038256] [DEBUG] [FORECASTER] HSBC: Forecast T+1@11:T+2@11: UP (p=59.28%)
[2025-12-09T20:24:13.038766] [INFO ] [FORECASTER] Completed predict_future for HSBC
[2025-12-09T20:24:13.038965] [INFO ] [sig       ] HSBC: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:24:13.206503] [INFO ] [LOCAL     ] Saved forecast: HSBC	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/HSBC.txt
[2025-12-09T20:24:13.206671] [INFO ] [sig       ] [1599/3614] Completed HSBC in 0.4s | 2.91 sym/s | Total: 9.1m | ETA: 11.5m
[2025-12-09T20:24:13.206719] [INFO ] [sig       ] [1600/3614] Forecasting HSCS...
[2025-12-09T20:24:13.206750] [INFO ] [sig       ] Generating forecast for: HSCS
[2025-12-09T20:24:13.206781] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSCS' from 'https://tdm.silogroup.org/data/derivative_storage/HSCS.csv'.
[2025-12-09T20:24:13.217367] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSCS'.
[2025-12-09T20:24:13.217849] [INFO ] [FORECASTER] Starting predict_future for HSCS
[2025-12-09T20:24:13.218695] [DEBUG] [LOCAL     ] No optimal features file found for HSCS: ./output/feature-sets/HSCS.txt
[2025-12-09T20:24:13.218748] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:13.218781] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:13.218809] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:13.218865] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:13.275336] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:13.276190] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:13.276273] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:13.276307] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:13.390212] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:13.390354] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:13.390396] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:13.390427] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:13.394089] [DEBUG] [FORECASTER] HSCS: Forecast T+1@11:T+2@11: DOWN (p=18.82%)
[2025-12-09T20:24:13.394369] [INFO ] [FORECASTER] Completed predict_future for HSCS
[2025-12-09T20:24:13.394492] [INFO ] [sig       ] HSCS: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:24:13.536599] [INFO ] [LOCAL     ] Saved forecast: HSCS	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/HSCS.txt
[2025-12-09T20:24:13.536749] [INFO ] [sig       ] [1600/3614] Completed HSCS in 0.3s | 2.91 sym/s | Total: 9.2m | ETA: 11.5m
[2025-12-09T20:24:13.536788] [INFO ] [sig       ] [1601/3614] Forecasting HSHP...
[2025-12-09T20:24:13.536818] [INFO ] [sig       ] Generating forecast for: HSHP
[2025-12-09T20:24:13.536847] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSHP' from 'https://tdm.silogroup.org/data/derivative_storage/HSHP.csv'.
[2025-12-09T20:24:13.548149] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSHP'.
[2025-12-09T20:24:13.548484] [INFO ] [FORECASTER] Starting predict_future for HSHP
[2025-12-09T20:24:13.549593] [DEBUG] [LOCAL     ] No optimal features file found for HSHP: ./output/feature-sets/HSHP.txt
[2025-12-09T20:24:13.549662] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:13.549697] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:13.549725] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:13.549783] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:13.607453] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:13.608307] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:13.608385] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:13.608418] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:13.734833] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:13.734983] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:13.735024] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:13.735053] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:13.738467] [DEBUG] [FORECASTER] HSHP: Forecast T+1@11:T+2@11: DOWN (p=34.42%)
[2025-12-09T20:24:13.738789] [INFO ] [FORECASTER] Completed predict_future for HSHP
[2025-12-09T20:24:13.738926] [INFO ] [sig       ] HSHP: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:24:13.882496] [INFO ] [LOCAL     ] Saved forecast: HSHP	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/HSHP.txt
[2025-12-09T20:24:13.882673] [INFO ] [sig       ] [1601/3614] Completed HSHP in 0.3s | 2.91 sym/s | Total: 9.2m | ETA: 11.5m
[2025-12-09T20:24:13.882720] [INFO ] [sig       ] [1602/3614] Forecasting HSIC...
[2025-12-09T20:24:13.882751] [INFO ] [sig       ] Generating forecast for: HSIC
[2025-12-09T20:24:13.882783] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSIC' from 'https://tdm.silogroup.org/data/derivative_storage/HSIC.csv'.
[2025-12-09T20:24:13.894954] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSIC'.
[2025-12-09T20:24:13.895279] [INFO ] [FORECASTER] Starting predict_future for HSIC
[2025-12-09T20:24:13.896078] [DEBUG] [LOCAL     ] No optimal features file found for HSIC: ./output/feature-sets/HSIC.txt
[2025-12-09T20:24:13.896131] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:13.896164] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:13.896192] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:13.896249] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:13.955464] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:13.956295] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:13.956384] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:13.956418] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:14.078988] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:14.079133] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:14.079175] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:14.079205] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:14.082699] [DEBUG] [FORECASTER] HSIC: Forecast T+1@11:T+2@11: UP (p=51.07%)
[2025-12-09T20:24:14.082982] [INFO ] [FORECASTER] Completed predict_future for HSIC
[2025-12-09T20:24:14.083109] [INFO ] [sig       ] HSIC: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:24:14.228200] [INFO ] [LOCAL     ] Saved forecast: HSIC	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/HSIC.txt
[2025-12-09T20:24:14.228342] [INFO ] [sig       ] [1602/3614] Completed HSIC in 0.3s | 2.91 sym/s | Total: 9.2m | ETA: 11.5m
[2025-12-09T20:24:14.228381] [INFO ] [sig       ] [1603/3614] Forecasting HSII...
[2025-12-09T20:24:14.228412] [INFO ] [sig       ] Generating forecast for: HSII
[2025-12-09T20:24:14.228441] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSII' from 'https://tdm.silogroup.org/data/derivative_storage/HSII.csv'.
[2025-12-09T20:24:14.239467] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSII'.
[2025-12-09T20:24:14.239750] [INFO ] [FORECASTER] Starting predict_future for HSII
[2025-12-09T20:24:14.240694] [DEBUG] [LOCAL     ] No optimal features file found for HSII: ./output/feature-sets/HSII.txt
[2025-12-09T20:24:14.240747] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:14.240968] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:14.240995] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:14.241048] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:14.297918] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:14.298518] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:14.298625] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:14.298666] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:14.415886] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:14.416012] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:14.416067] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:14.416096] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:14.419375] [DEBUG] [FORECASTER] HSII: Forecast T+1@11:T+2@11: UP (p=93.08%)
[2025-12-09T20:24:14.419652] [INFO ] [FORECASTER] Completed predict_future for HSII
[2025-12-09T20:24:14.419771] [INFO ] [sig       ] HSII: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:24:14.559790] [INFO ] [LOCAL     ] Saved forecast: HSII	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/HSII.txt
[2025-12-09T20:24:14.559905] [INFO ] [sig       ] [1603/3614] Completed HSII in 0.3s | 2.91 sym/s | Total: 9.2m | ETA: 11.5m
[2025-12-09T20:24:14.559941] [INFO ] [sig       ] [1604/3614] Forecasting HSTM...
[2025-12-09T20:24:14.559970] [INFO ] [sig       ] Generating forecast for: HSTM
[2025-12-09T20:24:14.559999] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSTM' from 'https://tdm.silogroup.org/data/derivative_storage/HSTM.csv'.
[2025-12-09T20:24:14.571502] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSTM'.
[2025-12-09T20:24:14.571790] [INFO ] [FORECASTER] Starting predict_future for HSTM
[2025-12-09T20:24:14.572523] [DEBUG] [LOCAL     ] No optimal features file found for HSTM: ./output/feature-sets/HSTM.txt
[2025-12-09T20:24:14.572604] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:14.572644] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:14.572678] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:14.572738] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:14.629864] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:14.630473] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:14.630587] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:14.630622] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:14.748595] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:14.748737] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:14.748776] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:14.748805] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:14.752051] [DEBUG] [FORECASTER] HSTM: Forecast T+1@11:T+2@11: DOWN (p=39.24%)
[2025-12-09T20:24:14.752314] [INFO ] [FORECASTER] Completed predict_future for HSTM
[2025-12-09T20:24:14.752435] [INFO ] [sig       ] HSTM: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:24:14.893064] [INFO ] [LOCAL     ] Saved forecast: HSTM	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/HSTM.txt
[2025-12-09T20:24:14.893203] [INFO ] [sig       ] [1604/3614] Completed HSTM in 0.3s | 2.91 sym/s | Total: 9.2m | ETA: 11.5m
[2025-12-09T20:24:14.893243] [INFO ] [sig       ] [1605/3614] Forecasting HSY...
[2025-12-09T20:24:14.893275] [INFO ] [sig       ] Generating forecast for: HSY
[2025-12-09T20:24:14.893306] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSY' from 'https://tdm.silogroup.org/data/derivative_storage/HSY.csv'.
[2025-12-09T20:24:14.905633] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSY'.
[2025-12-09T20:24:14.906018] [INFO ] [FORECASTER] Starting predict_future for HSY
[2025-12-09T20:24:14.906824] [DEBUG] [LOCAL     ] No optimal features file found for HSY: ./output/feature-sets/HSY.txt
[2025-12-09T20:24:14.906876] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:14.906908] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:14.906934] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:14.907003] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:14.964601] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:14.965414] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:14.965495] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:14.965528] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:15.084345] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:15.084495] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:15.084537] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:15.084584] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:15.088224] [DEBUG] [FORECASTER] HSY: Forecast T+1@11:T+2@11: UP (p=89.09%)
[2025-12-09T20:24:15.088502] [INFO ] [FORECASTER] Completed predict_future for HSY
[2025-12-09T20:24:15.088647] [INFO ] [sig       ] HSY: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:24:15.230696] [INFO ] [LOCAL     ] Saved forecast: HSY	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/HSY.txt
[2025-12-09T20:24:15.230845] [INFO ] [sig       ] [1605/3614] Completed HSY in 0.3s | 2.91 sym/s | Total: 9.2m | ETA: 11.5m
[2025-12-09T20:24:15.230885] [INFO ] [sig       ] [1606/3614] Forecasting HTBK...
[2025-12-09T20:24:15.230915] [INFO ] [sig       ] Generating forecast for: HTBK
[2025-12-09T20:24:15.230945] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTBK' from 'https://tdm.silogroup.org/data/derivative_storage/HTBK.csv'.
[2025-12-09T20:24:15.242308] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTBK'.
[2025-12-09T20:24:15.242614] [INFO ] [FORECASTER] Starting predict_future for HTBK
[2025-12-09T20:24:15.243362] [DEBUG] [LOCAL     ] No optimal features file found for HTBK: ./output/feature-sets/HTBK.txt
[2025-12-09T20:24:15.243412] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:15.243443] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:15.243468] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:15.243522] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:15.300156] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:15.300856] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:15.300932] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:15.300963] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:15.422190] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:15.422348] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:15.422402] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:15.422435] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:15.425897] [DEBUG] [FORECASTER] HTBK: Forecast T+1@11:T+2@11: UP (p=96.58%)
[2025-12-09T20:24:15.426167] [INFO ] [FORECASTER] Completed predict_future for HTBK
[2025-12-09T20:24:15.426293] [INFO ] [sig       ] HTBK: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:24:15.573926] [INFO ] [LOCAL     ] Saved forecast: HTBK	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/HTBK.txt
[2025-12-09T20:24:15.574123] [INFO ] [sig       ] [1606/3614] Completed HTBK in 0.3s | 2.91 sym/s | Total: 9.2m | ETA: 11.5m
[2025-12-09T20:24:15.574171] [INFO ] [sig       ] [1607/3614] Forecasting HTD...
[2025-12-09T20:24:15.574207] [INFO ] [sig       ] Generating forecast for: HTD
[2025-12-09T20:24:15.574245] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTD' from 'https://tdm.silogroup.org/data/derivative_storage/HTD.csv'.
[2025-12-09T20:24:15.589462] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTD'.
[2025-12-09T20:24:15.589939] [INFO ] [FORECASTER] Starting predict_future for HTD
[2025-12-09T20:24:15.590896] [DEBUG] [LOCAL     ] No optimal features file found for HTD: ./output/feature-sets/HTD.txt
[2025-12-09T20:24:15.590956] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:15.591008] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:15.591042] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:15.591131] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:15.649779] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:15.650634] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:15.650715] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:15.650746] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:15.773023] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:15.773169] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:15.773208] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:15.773237] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:15.776641] [DEBUG] [FORECASTER] HTD: Forecast T+1@11:T+2@11: UP (p=65.83%)
[2025-12-09T20:24:15.776902] [INFO ] [FORECASTER] Completed predict_future for HTD
[2025-12-09T20:24:15.777023] [INFO ] [sig       ] HTD: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:24:15.915812] [INFO ] [LOCAL     ] Saved forecast: HTD	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/HTD.txt
[2025-12-09T20:24:15.915960] [INFO ] [sig       ] [1607/3614] Completed HTD in 0.3s | 2.91 sym/s | Total: 9.2m | ETA: 11.5m
[2025-12-09T20:24:15.915999] [INFO ] [sig       ] [1608/3614] Forecasting HTGC...
[2025-12-09T20:24:15.916028] [INFO ] [sig       ] Generating forecast for: HTGC
[2025-12-09T20:24:15.916057] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTGC' from 'https://tdm.silogroup.org/data/derivative_storage/HTGC.csv'.
[2025-12-09T20:24:15.927439] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTGC'.
[2025-12-09T20:24:15.927785] [INFO ] [FORECASTER] Starting predict_future for HTGC
[2025-12-09T20:24:15.928525] [DEBUG] [LOCAL     ] No optimal features file found for HTGC: ./output/feature-sets/HTGC.txt
[2025-12-09T20:24:15.928597] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:15.928631] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:15.928658] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:15.928712] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:15.985712] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:15.986404] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:15.986482] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:15.986513] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:16.104079] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:16.104227] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:16.104268] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:16.104297] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:16.107720] [DEBUG] [FORECASTER] HTGC: Forecast T+1@11:T+2@11: UP (p=69.55%)
[2025-12-09T20:24:16.107985] [INFO ] [FORECASTER] Completed predict_future for HTGC
[2025-12-09T20:24:16.108108] [INFO ] [sig       ] HTGC: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:24:16.248308] [INFO ] [LOCAL     ] Saved forecast: HTGC	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/HTGC.txt
[2025-12-09T20:24:16.248442] [INFO ] [sig       ] [1608/3614] Completed HTGC in 0.3s | 2.91 sym/s | Total: 9.2m | ETA: 11.5m
[2025-12-09T20:24:16.248481] [INFO ] [sig       ] [1609/3614] Forecasting HTH...
[2025-12-09T20:24:16.248510] [INFO ] [sig       ] Generating forecast for: HTH
[2025-12-09T20:24:16.248539] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTH' from 'https://tdm.silogroup.org/data/derivative_storage/HTH.csv'.
[2025-12-09T20:24:16.259658] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTH'.
[2025-12-09T20:24:16.259966] [INFO ] [FORECASTER] Starting predict_future for HTH
[2025-12-09T20:24:16.260732] [DEBUG] [LOCAL     ] No optimal features file found for HTH: ./output/feature-sets/HTH.txt
[2025-12-09T20:24:16.260782] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:16.260812] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:16.260839] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:16.260893] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:16.317216] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:16.317925] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:16.318000] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:16.318031] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:16.432647] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:16.432797] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:16.432836] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:16.432864] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:16.436129] [DEBUG] [FORECASTER] HTH: Forecast T+1@11:T+2@11: DOWN (p=42.46%)
[2025-12-09T20:24:16.436387] [INFO ] [FORECASTER] Completed predict_future for HTH
[2025-12-09T20:24:16.436505] [INFO ] [sig       ] HTH: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:24:16.579892] [INFO ] [LOCAL     ] Saved forecast: HTH	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/HTH.txt
[2025-12-09T20:24:16.580024] [INFO ] [sig       ] [1609/3614] Completed HTH in 0.3s | 2.91 sym/s | Total: 9.2m | ETA: 11.5m
[2025-12-09T20:24:16.580062] [INFO ] [sig       ] [1610/3614] Forecasting HTLD...
[2025-12-09T20:24:16.580091] [INFO ] [sig       ] Generating forecast for: HTLD
[2025-12-09T20:24:16.580120] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTLD' from 'https://tdm.silogroup.org/data/derivative_storage/HTLD.csv'.
[2025-12-09T20:24:16.592007] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTLD'.
[2025-12-09T20:24:16.592288] [INFO ] [FORECASTER] Starting predict_future for HTLD
[2025-12-09T20:24:16.593055] [DEBUG] [LOCAL     ] No optimal features file found for HTLD: ./output/feature-sets/HTLD.txt
[2025-12-09T20:24:16.593106] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:16.593137] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:16.593164] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:16.593219] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:16.649046] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:16.649829] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:16.649908] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:16.649942] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:16.767091] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:16.767232] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:16.767285] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:16.767340] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:16.770927] [DEBUG] [FORECASTER] HTLD: Forecast T+1@11:T+2@11: UP (p=68.32%)
[2025-12-09T20:24:16.771194] [INFO ] [FORECASTER] Completed predict_future for HTLD
[2025-12-09T20:24:16.771316] [INFO ] [sig       ] HTLD: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:24:16.910638] [INFO ] [LOCAL     ] Saved forecast: HTLD	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/HTLD.txt
[2025-12-09T20:24:16.910765] [INFO ] [sig       ] [1610/3614] Completed HTLD in 0.3s | 2.91 sym/s | Total: 9.2m | ETA: 11.5m
[2025-12-09T20:24:16.910804] [INFO ] [sig       ] [1611/3614] Forecasting HTOO...
[2025-12-09T20:24:16.910840] [INFO ] [sig       ] Generating forecast for: HTOO
[2025-12-09T20:24:16.910869] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTOO' from 'https://tdm.silogroup.org/data/derivative_storage/HTOO.csv'.
[2025-12-09T20:24:16.923028] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTOO'.
[2025-12-09T20:24:16.923300] [INFO ] [FORECASTER] Starting predict_future for HTOO
[2025-12-09T20:24:16.924071] [DEBUG] [LOCAL     ] No optimal features file found for HTOO: ./output/feature-sets/HTOO.txt
[2025-12-09T20:24:16.924121] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:16.924176] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:16.924204] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:16.924260] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:16.982068] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:16.982819] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:16.982899] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:16.982933] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:17.100777] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:17.100921] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:17.100962] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:17.100991] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:17.104273] [DEBUG] [FORECASTER] HTOO: Forecast T+1@11:T+2@11: UP (p=99.05%)
[2025-12-09T20:24:17.104537] [INFO ] [FORECASTER] Completed predict_future for HTOO
[2025-12-09T20:24:17.104680] [INFO ] [sig       ] HTOO: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:24:17.245272] [INFO ] [LOCAL     ] Saved forecast: HTOO	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/HTOO.txt
[2025-12-09T20:24:17.245399] [INFO ] [sig       ] [1611/3614] Completed HTOO in 0.3s | 2.91 sym/s | Total: 9.2m | ETA: 11.5m
[2025-12-09T20:24:17.245438] [INFO ] [sig       ] [1612/3614] Forecasting HTZ...
[2025-12-09T20:24:17.245466] [INFO ] [sig       ] Generating forecast for: HTZ
[2025-12-09T20:24:17.245494] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTZ' from 'https://tdm.silogroup.org/data/derivative_storage/HTZ.csv'.
[2025-12-09T20:24:17.257706] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTZ'.
[2025-12-09T20:24:17.258210] [INFO ] [FORECASTER] Starting predict_future for HTZ
[2025-12-09T20:24:17.259257] [DEBUG] [LOCAL     ] No optimal features file found for HTZ: ./output/feature-sets/HTZ.txt
[2025-12-09T20:24:17.259308] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:17.259341] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:17.259367] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:17.259423] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:17.321427] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:17.322121] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:17.322195] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:17.322227] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:17.442474] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:17.442620] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:17.442661] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:17.442690] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:17.445969] [DEBUG] [FORECASTER] HTZ: Forecast T+1@11:T+2@11: UP (p=79.53%)
[2025-12-09T20:24:17.446238] [INFO ] [FORECASTER] Completed predict_future for HTZ
[2025-12-09T20:24:17.446357] [INFO ] [sig       ] HTZ: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:24:17.585785] [INFO ] [LOCAL     ] Saved forecast: HTZ	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/HTZ.txt
[2025-12-09T20:24:17.585911] [INFO ] [sig       ] [1612/3614] Completed HTZ in 0.3s | 2.91 sym/s | Total: 9.2m | ETA: 11.5m
[2025-12-09T20:24:17.585948] [INFO ] [sig       ] [1613/3614] Forecasting HUBB...
[2025-12-09T20:24:17.585977] [INFO ] [sig       ] Generating forecast for: HUBB
[2025-12-09T20:24:17.586006] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUBB' from 'https://tdm.silogroup.org/data/derivative_storage/HUBB.csv'.
[2025-12-09T20:24:17.597414] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUBB'.
[2025-12-09T20:24:17.597729] [INFO ] [FORECASTER] Starting predict_future for HUBB
[2025-12-09T20:24:17.598484] [DEBUG] [LOCAL     ] No optimal features file found for HUBB: ./output/feature-sets/HUBB.txt
[2025-12-09T20:24:17.598533] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:17.598564] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:17.598619] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:17.598687] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:17.655060] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:17.655701] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:17.655775] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:17.655808] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:17.773158] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:17.773302] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:17.773342] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:17.773370] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:17.777085] [DEBUG] [FORECASTER] HUBB: Forecast T+1@11:T+2@11: DOWN (p=23.73%)
[2025-12-09T20:24:17.777347] [INFO ] [FORECASTER] Completed predict_future for HUBB
[2025-12-09T20:24:17.777467] [INFO ] [sig       ] HUBB: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:24:17.917819] [INFO ] [LOCAL     ] Saved forecast: HUBB	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/HUBB.txt
[2025-12-09T20:24:17.917951] [INFO ] [sig       ] [1613/3614] Completed HUBB in 0.3s | 2.91 sym/s | Total: 9.2m | ETA: 11.4m
[2025-12-09T20:24:17.917989] [INFO ] [sig       ] [1614/3614] Forecasting HUBG...
[2025-12-09T20:24:17.918018] [INFO ] [sig       ] Generating forecast for: HUBG
[2025-12-09T20:24:17.918048] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUBG' from 'https://tdm.silogroup.org/data/derivative_storage/HUBG.csv'.
[2025-12-09T20:24:17.929887] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUBG'.
[2025-12-09T20:24:17.930140] [INFO ] [FORECASTER] Starting predict_future for HUBG
[2025-12-09T20:24:17.930900] [DEBUG] [LOCAL     ] No optimal features file found for HUBG: ./output/feature-sets/HUBG.txt
[2025-12-09T20:24:17.930950] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:17.930980] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:17.931006] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:17.931061] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:17.986977] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:17.987619] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:17.987696] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:17.987727] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:18.107348] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:18.107507] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:18.107567] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:18.107658] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:18.111042] [DEBUG] [FORECASTER] HUBG: Forecast T+1@11:T+2@11: DOWN (p=11.68%)
[2025-12-09T20:24:18.111305] [INFO ] [FORECASTER] Completed predict_future for HUBG
[2025-12-09T20:24:18.111423] [INFO ] [sig       ] HUBG: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:24:18.250809] [INFO ] [LOCAL     ] Saved forecast: HUBG	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/HUBG.txt
[2025-12-09T20:24:18.250932] [INFO ] [sig       ] [1614/3614] Completed HUBG in 0.3s | 2.91 sym/s | Total: 9.2m | ETA: 11.4m
[2025-12-09T20:24:18.250969] [INFO ] [sig       ] [1615/3614] Forecasting HUBS...
[2025-12-09T20:24:18.250998] [INFO ] [sig       ] Generating forecast for: HUBS
[2025-12-09T20:24:18.251027] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUBS' from 'https://tdm.silogroup.org/data/derivative_storage/HUBS.csv'.
[2025-12-09T20:24:18.262872] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUBS'.
[2025-12-09T20:24:18.263144] [INFO ] [FORECASTER] Starting predict_future for HUBS
[2025-12-09T20:24:18.263902] [DEBUG] [LOCAL     ] No optimal features file found for HUBS: ./output/feature-sets/HUBS.txt
[2025-12-09T20:24:18.263953] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:18.263984] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:18.264010] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:18.264065] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:18.321487] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:18.322080] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:18.322151] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:18.322182] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:18.445009] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:18.445153] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:18.445194] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:18.445222] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:18.448609] [DEBUG] [FORECASTER] HUBS: Forecast T+1@11:T+2@11: UP (p=99.75%)
[2025-12-09T20:24:18.448917] [INFO ] [FORECASTER] Completed predict_future for HUBS
[2025-12-09T20:24:18.449192] [INFO ] [sig       ] HUBS: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:24:18.589983] [INFO ] [LOCAL     ] Saved forecast: HUBS	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/HUBS.txt
[2025-12-09T20:24:18.590107] [INFO ] [sig       ] [1615/3614] Completed HUBS in 0.3s | 2.91 sym/s | Total: 9.2m | ETA: 11.4m
[2025-12-09T20:24:18.590144] [INFO ] [sig       ] [1616/3614] Forecasting HUM...
[2025-12-09T20:24:18.590173] [INFO ] [sig       ] Generating forecast for: HUM
[2025-12-09T20:24:18.590201] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUM' from 'https://tdm.silogroup.org/data/derivative_storage/HUM.csv'.
[2025-12-09T20:24:18.601642] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUM'.
[2025-12-09T20:24:18.601916] [INFO ] [FORECASTER] Starting predict_future for HUM
[2025-12-09T20:24:18.602841] [DEBUG] [LOCAL     ] No optimal features file found for HUM: ./output/feature-sets/HUM.txt
[2025-12-09T20:24:18.603073] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:18.603104] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:18.603130] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:18.603185] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:18.661288] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:18.662141] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:18.662216] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:18.662263] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:18.783747] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:18.783890] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:18.783929] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:18.783957] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:18.787406] [DEBUG] [FORECASTER] HUM: Forecast T+1@11:T+2@11: UP (p=70.94%)
[2025-12-09T20:24:18.787711] [INFO ] [FORECASTER] Completed predict_future for HUM
[2025-12-09T20:24:18.787836] [INFO ] [sig       ] HUM: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:24:18.932676] [INFO ] [LOCAL     ] Saved forecast: HUM	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/HUM.txt
[2025-12-09T20:24:18.932798] [INFO ] [sig       ] [1616/3614] Completed HUM in 0.3s | 2.91 sym/s | Total: 9.2m | ETA: 11.4m
[2025-12-09T20:24:18.932835] [INFO ] [sig       ] [1617/3614] Forecasting HUMA...
[2025-12-09T20:24:18.932864] [INFO ] [sig       ] Generating forecast for: HUMA
[2025-12-09T20:24:18.932895] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUMA' from 'https://tdm.silogroup.org/data/derivative_storage/HUMA.csv'.
[2025-12-09T20:24:18.945807] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUMA'.
[2025-12-09T20:24:18.946101] [INFO ] [FORECASTER] Starting predict_future for HUMA
[2025-12-09T20:24:18.946882] [DEBUG] [LOCAL     ] No optimal features file found for HUMA: ./output/feature-sets/HUMA.txt
[2025-12-09T20:24:18.946933] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:18.947126] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:18.947152] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:18.947206] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:19.005527] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:19.006410] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:19.006488] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:19.006521] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:19.129655] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:19.129805] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:19.129854] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:19.129891] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:19.133648] [DEBUG] [FORECASTER] HUMA: Forecast T+1@11:T+2@11: DOWN (p=31.41%)
[2025-12-09T20:24:19.133918] [INFO ] [FORECASTER] Completed predict_future for HUMA
[2025-12-09T20:24:19.134039] [INFO ] [sig       ] HUMA: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:24:19.276745] [INFO ] [LOCAL     ] Saved forecast: HUMA	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/HUMA.txt
[2025-12-09T20:24:19.277061] [INFO ] [sig       ] [1617/3614] Completed HUMA in 0.3s | 2.91 sym/s | Total: 9.3m | ETA: 11.4m
[2025-12-09T20:24:19.277099] [INFO ] [sig       ] [1618/3614] Forecasting HUN...
[2025-12-09T20:24:19.277127] [INFO ] [sig       ] Generating forecast for: HUN
[2025-12-09T20:24:19.277155] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUN' from 'https://tdm.silogroup.org/data/derivative_storage/HUN.csv'.
[2025-12-09T20:24:19.289678] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUN'.
[2025-12-09T20:24:19.289957] [INFO ] [FORECASTER] Starting predict_future for HUN
[2025-12-09T20:24:19.290723] [DEBUG] [LOCAL     ] No optimal features file found for HUN: ./output/feature-sets/HUN.txt
[2025-12-09T20:24:19.290773] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:19.290805] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:19.290843] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:19.290899] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:19.348328] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:19.348949] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:19.349023] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:19.349053] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:19.467943] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:19.468089] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:19.468128] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:19.468156] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:19.471612] [DEBUG] [FORECASTER] HUN: Forecast T+1@11:T+2@11: UP (p=99.21%)
[2025-12-09T20:24:19.471876] [INFO ] [FORECASTER] Completed predict_future for HUN
[2025-12-09T20:24:19.472143] [INFO ] [sig       ] HUN: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:24:19.615816] [INFO ] [LOCAL     ] Saved forecast: HUN	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/HUN.txt
[2025-12-09T20:24:19.615941] [INFO ] [sig       ] [1618/3614] Completed HUN in 0.3s | 2.91 sym/s | Total: 9.3m | ETA: 11.4m
[2025-12-09T20:24:19.615979] [INFO ] [sig       ] [1619/3614] Forecasting HURC...
[2025-12-09T20:24:19.616008] [INFO ] [sig       ] Generating forecast for: HURC
[2025-12-09T20:24:19.616037] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HURC' from 'https://tdm.silogroup.org/data/derivative_storage/HURC.csv'.
[2025-12-09T20:24:19.627165] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HURC'.
[2025-12-09T20:24:19.627475] [INFO ] [FORECASTER] Starting predict_future for HURC
[2025-12-09T20:24:19.631381] [DEBUG] [LOCAL     ] No optimal features file found for HURC: ./output/feature-sets/HURC.txt
[2025-12-09T20:24:19.631433] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:19.631466] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:19.631493] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:19.631555] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:19.689157] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:19.689830] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:19.689910] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:19.689941] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:19.804941] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:19.805087] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:19.805129] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:19.805156] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:19.808868] [DEBUG] [FORECASTER] HURC: Forecast T+1@11:T+2@11: DOWN (p=49.27%)
[2025-12-09T20:24:19.809131] [INFO ] [FORECASTER] Completed predict_future for HURC
[2025-12-09T20:24:19.809249] [INFO ] [sig       ] HURC: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:24:19.952079] [INFO ] [LOCAL     ] Saved forecast: HURC	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/HURC.txt
[2025-12-09T20:24:19.952202] [INFO ] [sig       ] [1619/3614] Completed HURC in 0.3s | 2.91 sym/s | Total: 9.3m | ETA: 11.4m
[2025-12-09T20:24:19.952239] [INFO ] [sig       ] [1620/3614] Forecasting HURN...
[2025-12-09T20:24:19.952268] [INFO ] [sig       ] Generating forecast for: HURN
[2025-12-09T20:24:19.952297] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HURN' from 'https://tdm.silogroup.org/data/derivative_storage/HURN.csv'.
[2025-12-09T20:24:19.964228] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HURN'.
[2025-12-09T20:24:19.964488] [INFO ] [FORECASTER] Starting predict_future for HURN
[2025-12-09T20:24:19.965264] [DEBUG] [LOCAL     ] No optimal features file found for HURN: ./output/feature-sets/HURN.txt
[2025-12-09T20:24:19.965314] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:19.965345] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:19.965371] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:19.965425] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:20.023066] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:20.023890] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:20.023987] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:20.024020] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:20.139557] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:20.139727] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:20.139768] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:20.139796] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:20.143183] [DEBUG] [FORECASTER] HURN: Forecast T+1@11:T+2@11: DOWN (p=29.61%)
[2025-12-09T20:24:20.143465] [INFO ] [FORECASTER] Completed predict_future for HURN
[2025-12-09T20:24:20.143609] [INFO ] [sig       ] HURN: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:24:20.281912] [INFO ] [LOCAL     ] Saved forecast: HURN	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/HURN.txt
[2025-12-09T20:24:20.282068] [INFO ] [sig       ] [1620/3614] Completed HURN in 0.3s | 2.91 sym/s | Total: 9.3m | ETA: 11.4m
[2025-12-09T20:24:20.282107] [INFO ] [sig       ] [1621/3614] Forecasting HUYA...
[2025-12-09T20:24:20.282135] [INFO ] [sig       ] Generating forecast for: HUYA
[2025-12-09T20:24:20.282164] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUYA' from 'https://tdm.silogroup.org/data/derivative_storage/HUYA.csv'.
[2025-12-09T20:24:20.293286] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUYA'.
[2025-12-09T20:24:20.293549] [INFO ] [FORECASTER] Starting predict_future for HUYA
[2025-12-09T20:24:20.294306] [DEBUG] [LOCAL     ] No optimal features file found for HUYA: ./output/feature-sets/HUYA.txt
[2025-12-09T20:24:20.294356] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:20.294387] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:20.294413] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:20.294468] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:20.349790] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:20.350399] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:20.350511] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:20.350545] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:20.480436] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:20.480610] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:20.480654] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:20.480684] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:20.484456] [DEBUG] [FORECASTER] HUYA: Forecast T+1@11:T+2@11: UP (p=71.67%)
[2025-12-09T20:24:20.484749] [INFO ] [FORECASTER] Completed predict_future for HUYA
[2025-12-09T20:24:20.484871] [INFO ] [sig       ] HUYA: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:24:20.627121] [INFO ] [LOCAL     ] Saved forecast: HUYA	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/HUYA.txt
[2025-12-09T20:24:20.627251] [INFO ] [sig       ] [1621/3614] Completed HUYA in 0.3s | 2.91 sym/s | Total: 9.3m | ETA: 11.4m
[2025-12-09T20:24:20.627291] [INFO ] [sig       ] [1622/3614] Forecasting HWC...
[2025-12-09T20:24:20.627322] [INFO ] [sig       ] Generating forecast for: HWC
[2025-12-09T20:24:20.627360] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HWC' from 'https://tdm.silogroup.org/data/derivative_storage/HWC.csv'.
[2025-12-09T20:24:20.638879] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HWC'.
[2025-12-09T20:24:20.639136] [INFO ] [FORECASTER] Starting predict_future for HWC
[2025-12-09T20:24:20.639893] [DEBUG] [LOCAL     ] No optimal features file found for HWC: ./output/feature-sets/HWC.txt
[2025-12-09T20:24:20.639943] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:20.639974] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:20.640000] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:20.640055] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:20.698249] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:20.698918] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:20.698990] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:20.699168] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:20.822139] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:20.822285] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:20.822324] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:20.822351] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:20.825640] [DEBUG] [FORECASTER] HWC: Forecast T+1@11:T+2@11: DOWN (p=13.80%)
[2025-12-09T20:24:20.825902] [INFO ] [FORECASTER] Completed predict_future for HWC
[2025-12-09T20:24:20.826022] [INFO ] [sig       ] HWC: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:24:20.968586] [INFO ] [LOCAL     ] Saved forecast: HWC	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/HWC.txt
[2025-12-09T20:24:20.968711] [INFO ] [sig       ] [1622/3614] Completed HWC in 0.3s | 2.91 sym/s | Total: 9.3m | ETA: 11.4m
[2025-12-09T20:24:20.968748] [INFO ] [sig       ] [1623/3614] Forecasting HWH...
[2025-12-09T20:24:20.968778] [INFO ] [sig       ] Generating forecast for: HWH
[2025-12-09T20:24:20.968810] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HWH' from 'https://tdm.silogroup.org/data/derivative_storage/HWH.csv'.
[2025-12-09T20:24:20.980503] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HWH'.
[2025-12-09T20:24:20.980802] [INFO ] [FORECASTER] Starting predict_future for HWH
[2025-12-09T20:24:20.981769] [DEBUG] [LOCAL     ] No optimal features file found for HWH: ./output/feature-sets/HWH.txt
[2025-12-09T20:24:20.981829] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:20.981865] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:20.981891] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:20.981945] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:21.040743] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:21.041591] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:21.041668] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:21.041699] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:21.164270] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:21.164418] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:21.164456] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:21.164484] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:21.168201] [DEBUG] [FORECASTER] HWH: Forecast T+1@11:T+2@11: UP (p=77.26%)
[2025-12-09T20:24:21.168458] [INFO ] [FORECASTER] Completed predict_future for HWH
[2025-12-09T20:24:21.168595] [INFO ] [sig       ] HWH: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:24:21.313803] [INFO ] [LOCAL     ] Saved forecast: HWH	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/HWH.txt
[2025-12-09T20:24:21.313937] [INFO ] [sig       ] [1623/3614] Completed HWH in 0.3s | 2.91 sym/s | Total: 9.3m | ETA: 11.4m
[2025-12-09T20:24:21.313976] [INFO ] [sig       ] [1624/3614] Forecasting HWKN...
[2025-12-09T20:24:21.314005] [INFO ] [sig       ] Generating forecast for: HWKN
[2025-12-09T20:24:21.314033] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HWKN' from 'https://tdm.silogroup.org/data/derivative_storage/HWKN.csv'.
[2025-12-09T20:24:21.325851] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HWKN'.
[2025-12-09T20:24:21.326176] [INFO ] [FORECASTER] Starting predict_future for HWKN
[2025-12-09T20:24:21.327135] [DEBUG] [LOCAL     ] No optimal features file found for HWKN: ./output/feature-sets/HWKN.txt
[2025-12-09T20:24:21.327184] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:21.327215] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:21.327241] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:21.327304] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:21.385621] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:21.386412] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:21.386489] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:21.386521] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:21.507043] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:21.507195] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:21.507233] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:21.507260] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:21.510879] [DEBUG] [FORECASTER] HWKN: Forecast T+1@11:T+2@11: UP (p=98.52%)
[2025-12-09T20:24:21.511135] [INFO ] [FORECASTER] Completed predict_future for HWKN
[2025-12-09T20:24:21.511253] [INFO ] [sig       ] HWKN: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:24:21.651902] [INFO ] [LOCAL     ] Saved forecast: HWKN	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/HWKN.txt
[2025-12-09T20:24:21.652221] [INFO ] [sig       ] [1624/3614] Completed HWKN in 0.3s | 2.91 sym/s | Total: 9.3m | ETA: 11.4m
[2025-12-09T20:24:21.652261] [INFO ] [sig       ] [1625/3614] Forecasting HWM...
[2025-12-09T20:24:21.652289] [INFO ] [sig       ] Generating forecast for: HWM
[2025-12-09T20:24:21.652317] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HWM' from 'https://tdm.silogroup.org/data/derivative_storage/HWM.csv'.
[2025-12-09T20:24:21.664484] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HWM'.
[2025-12-09T20:24:21.664805] [INFO ] [FORECASTER] Starting predict_future for HWM
[2025-12-09T20:24:21.665740] [DEBUG] [LOCAL     ] No optimal features file found for HWM: ./output/feature-sets/HWM.txt
[2025-12-09T20:24:21.665790] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:21.665821] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:21.665847] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:21.665902] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:21.722350] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:21.722968] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:21.723040] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:21.723071] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:21.843181] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:21.843322] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:21.843360] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:21.843388] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:21.846730] [DEBUG] [FORECASTER] HWM: Forecast T+1@11:T+2@11: UP (p=96.06%)
[2025-12-09T20:24:21.847000] [INFO ] [FORECASTER] Completed predict_future for HWM
[2025-12-09T20:24:21.847117] [INFO ] [sig       ] HWM: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:24:21.989253] [INFO ] [LOCAL     ] Saved forecast: HWM	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/HWM.txt
[2025-12-09T20:24:21.989411] [INFO ] [sig       ] [1625/3614] Completed HWM in 0.3s | 2.91 sym/s | Total: 9.3m | ETA: 11.4m
[2025-12-09T20:24:21.989450] [INFO ] [sig       ] [1626/3614] Forecasting HXL...
[2025-12-09T20:24:21.989478] [INFO ] [sig       ] Generating forecast for: HXL
[2025-12-09T20:24:21.989510] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HXL' from 'https://tdm.silogroup.org/data/derivative_storage/HXL.csv'.
[2025-12-09T20:24:22.001083] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HXL'.
[2025-12-09T20:24:22.001388] [INFO ] [FORECASTER] Starting predict_future for HXL
[2025-12-09T20:24:22.002212] [DEBUG] [LOCAL     ] No optimal features file found for HXL: ./output/feature-sets/HXL.txt
[2025-12-09T20:24:22.002263] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:22.002293] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:22.002319] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:22.002373] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:22.058384] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:22.059044] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:22.059117] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:22.059147] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:22.183727] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:22.183872] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:22.183913] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:22.183940] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:22.187234] [DEBUG] [FORECASTER] HXL: Forecast T+1@11:T+2@11: UP (p=95.80%)
[2025-12-09T20:24:22.187509] [INFO ] [FORECASTER] Completed predict_future for HXL
[2025-12-09T20:24:22.187646] [INFO ] [sig       ] HXL: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:24:22.327077] [INFO ] [LOCAL     ] Saved forecast: HXL	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/HXL.txt
[2025-12-09T20:24:22.327197] [INFO ] [sig       ] [1626/3614] Completed HXL in 0.3s | 2.91 sym/s | Total: 9.3m | ETA: 11.4m
[2025-12-09T20:24:22.327234] [INFO ] [sig       ] [1627/3614] Forecasting HY...
[2025-12-09T20:24:22.327262] [INFO ] [sig       ] Generating forecast for: HY
[2025-12-09T20:24:22.327291] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HY' from 'https://tdm.silogroup.org/data/derivative_storage/HY.csv'.
[2025-12-09T20:24:22.338307] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HY'.
[2025-12-09T20:24:22.338556] [INFO ] [FORECASTER] Starting predict_future for HY
[2025-12-09T20:24:22.339335] [DEBUG] [LOCAL     ] No optimal features file found for HY: ./output/feature-sets/HY.txt
[2025-12-09T20:24:22.339384] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:22.339415] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:22.339441] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:22.339496] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:22.395936] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:22.396563] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:22.396653] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:22.396684] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:22.516807] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:22.516964] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:22.517003] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:22.517031] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:22.520443] [DEBUG] [FORECASTER] HY: Forecast T+1@11:T+2@11: DOWN (p=14.78%)
[2025-12-09T20:24:22.520726] [INFO ] [FORECASTER] Completed predict_future for HY
[2025-12-09T20:24:22.520846] [INFO ] [sig       ] HY: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:24:22.660619] [INFO ] [LOCAL     ] Saved forecast: HY	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/HY.txt
[2025-12-09T20:24:22.660740] [INFO ] [sig       ] [1627/3614] Completed HY in 0.3s | 2.91 sym/s | Total: 9.3m | ETA: 11.4m
[2025-12-09T20:24:22.660778] [INFO ] [sig       ] [1628/3614] Forecasting HYFM...
[2025-12-09T20:24:22.660806] [INFO ] [sig       ] Generating forecast for: HYFM
[2025-12-09T20:24:22.660836] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYFM' from 'https://tdm.silogroup.org/data/derivative_storage/HYFM.csv'.
[2025-12-09T20:24:22.671416] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HYFM'.
[2025-12-09T20:24:22.671752] [INFO ] [FORECASTER] Starting predict_future for HYFM
[2025-12-09T20:24:22.672514] [DEBUG] [LOCAL     ] No optimal features file found for HYFM: ./output/feature-sets/HYFM.txt
[2025-12-09T20:24:22.672567] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:22.672649] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:22.672679] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:22.672739] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:22.731282] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:22.731918] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:22.731991] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:22.732022] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:22.850388] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:22.850550] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:22.850608] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:22.850638] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:22.853998] [DEBUG] [FORECASTER] HYFM: Forecast T+1@11:T+2@11: DOWN (p=8.29%)
[2025-12-09T20:24:22.854257] [INFO ] [FORECASTER] Completed predict_future for HYFM
[2025-12-09T20:24:22.854375] [INFO ] [sig       ] HYFM: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:24:22.995280] [INFO ] [LOCAL     ] Saved forecast: HYFM	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/HYFM.txt
[2025-12-09T20:24:22.995411] [INFO ] [sig       ] [1628/3614] Completed HYFM in 0.3s | 2.91 sym/s | Total: 9.3m | ETA: 11.4m
[2025-12-09T20:24:22.995449] [INFO ] [sig       ] [1629/3614] Forecasting HYI...
[2025-12-09T20:24:22.995478] [INFO ] [sig       ] Generating forecast for: HYI
[2025-12-09T20:24:22.995508] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYI' from 'https://tdm.silogroup.org/data/derivative_storage/HYI.csv'.
[2025-12-09T20:24:23.007137] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HYI'.
[2025-12-09T20:24:23.007463] [INFO ] [FORECASTER] Starting predict_future for HYI
[2025-12-09T20:24:23.008313] [DEBUG] [LOCAL     ] No optimal features file found for HYI: ./output/feature-sets/HYI.txt
[2025-12-09T20:24:23.008364] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:23.008397] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:23.008424] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:23.008480] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:23.065989] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:23.066588] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:23.066661] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:23.066692] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:23.183473] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:23.183634] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:23.183676] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:23.183703] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:23.186959] [DEBUG] [FORECASTER] HYI: Forecast T+1@11:T+2@11: UP (p=83.57%)
[2025-12-09T20:24:23.187220] [INFO ] [FORECASTER] Completed predict_future for HYI
[2025-12-09T20:24:23.187336] [INFO ] [sig       ] HYI: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:24:23.325849] [INFO ] [LOCAL     ] Saved forecast: HYI	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/HYI.txt
[2025-12-09T20:24:23.326005] [INFO ] [sig       ] [1629/3614] Completed HYI in 0.3s | 2.91 sym/s | Total: 9.3m | ETA: 11.4m
[2025-12-09T20:24:23.326055] [INFO ] [sig       ] [1630/3614] Forecasting HYLS...
[2025-12-09T20:24:23.326093] [INFO ] [sig       ] Generating forecast for: HYLS
[2025-12-09T20:24:23.326135] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYLS' from 'https://tdm.silogroup.org/data/derivative_storage/HYLS.csv'.
[2025-12-09T20:24:23.337406] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HYLS'.
[2025-12-09T20:24:23.337774] [INFO ] [FORECASTER] Starting predict_future for HYLS
[2025-12-09T20:24:23.338525] [DEBUG] [LOCAL     ] No optimal features file found for HYLS: ./output/feature-sets/HYLS.txt
[2025-12-09T20:24:23.338591] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:23.338625] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:23.338651] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:23.338706] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:23.393997] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:23.394772] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:23.394849] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:23.394880] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:23.513122] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:23.513262] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:23.513304] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:23.513333] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:23.516702] [DEBUG] [FORECASTER] HYLS: Forecast T+1@11:T+2@11: UP (p=82.51%)
[2025-12-09T20:24:23.516966] [INFO ] [FORECASTER] Completed predict_future for HYLS
[2025-12-09T20:24:23.517085] [INFO ] [sig       ] HYLS: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:24:23.658310] [INFO ] [LOCAL     ] Saved forecast: HYLS	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/HYLS.txt
[2025-12-09T20:24:23.658425] [INFO ] [sig       ] [1630/3614] Completed HYLS in 0.3s | 2.91 sym/s | Total: 9.3m | ETA: 11.3m
[2025-12-09T20:24:23.658462] [INFO ] [sig       ] [1631/3614] Forecasting HYMC...
[2025-12-09T20:24:23.658491] [INFO ] [sig       ] Generating forecast for: HYMC
[2025-12-09T20:24:23.658521] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYMC' from 'https://tdm.silogroup.org/data/derivative_storage/HYMC.csv'.
[2025-12-09T20:24:23.669767] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HYMC'.
[2025-12-09T20:24:23.670031] [INFO ] [FORECASTER] Starting predict_future for HYMC
[2025-12-09T20:24:23.670793] [DEBUG] [LOCAL     ] No optimal features file found for HYMC: ./output/feature-sets/HYMC.txt
[2025-12-09T20:24:23.670845] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:23.670887] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:23.670914] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:23.670969] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:23.727846] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:23.728447] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:23.728522] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:23.728555] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:23.845629] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:23.845763] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:23.845802] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:23.845859] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:23.849187] [DEBUG] [FORECASTER] HYMC: Forecast T+1@11:T+2@11: UP (p=82.10%)
[2025-12-09T20:24:23.849450] [INFO ] [FORECASTER] Completed predict_future for HYMC
[2025-12-09T20:24:23.849570] [INFO ] [sig       ] HYMC: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:24:23.990658] [INFO ] [LOCAL     ] Saved forecast: HYMC	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/HYMC.txt
[2025-12-09T20:24:23.990782] [INFO ] [sig       ] [1631/3614] Completed HYMC in 0.3s | 2.91 sym/s | Total: 9.3m | ETA: 11.3m
[2025-12-09T20:24:23.990828] [INFO ] [sig       ] [1632/3614] Forecasting HYXF...
[2025-12-09T20:24:23.990863] [INFO ] [sig       ] Generating forecast for: HYXF
[2025-12-09T20:24:23.990899] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYXF' from 'https://tdm.silogroup.org/data/derivative_storage/HYXF.csv'.
[2025-12-09T20:24:24.001532] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HYXF'.
[2025-12-09T20:24:24.001824] [INFO ] [FORECASTER] Starting predict_future for HYXF
[2025-12-09T20:24:24.002559] [DEBUG] [LOCAL     ] No optimal features file found for HYXF: ./output/feature-sets/HYXF.txt
[2025-12-09T20:24:24.002631] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:24.002663] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:24.002689] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:24.002748] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:24.060948] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:24.061525] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:24.061617] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:24.061652] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:24.177744] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:24.177890] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:24.177944] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:24.177978] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:24.181531] [DEBUG] [FORECASTER] HYXF: Forecast T+1@11:T+2@11: UP (p=63.86%)
[2025-12-09T20:24:24.181857] [INFO ] [FORECASTER] Completed predict_future for HYXF
[2025-12-09T20:24:24.181999] [INFO ] [sig       ] HYXF: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:24:24.325256] [INFO ] [LOCAL     ] Saved forecast: HYXF	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/HYXF.txt
[2025-12-09T20:24:24.325368] [INFO ] [sig       ] [1632/3614] Completed HYXF in 0.3s | 2.91 sym/s | Total: 9.3m | ETA: 11.3m
[2025-12-09T20:24:24.325405] [INFO ] [sig       ] [1633/3614] Forecasting HYZD...
[2025-12-09T20:24:24.325434] [INFO ] [sig       ] Generating forecast for: HYZD
[2025-12-09T20:24:24.325463] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYZD' from 'https://tdm.silogroup.org/data/derivative_storage/HYZD.csv'.
[2025-12-09T20:24:24.336428] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HYZD'.
[2025-12-09T20:24:24.336732] [INFO ] [FORECASTER] Starting predict_future for HYZD
[2025-12-09T20:24:24.337526] [DEBUG] [LOCAL     ] No optimal features file found for HYZD: ./output/feature-sets/HYZD.txt
[2025-12-09T20:24:24.337594] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:24.337627] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:24.337653] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:24.337709] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:24.394928] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:24.395554] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:24.395646] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:24.395678] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:24.512776] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:24.512914] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:24.512954] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:24.512982] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:24.516244] [DEBUG] [FORECASTER] HYZD: Forecast T+1@11:T+2@11: UP (p=99.52%)
[2025-12-09T20:24:24.516506] [INFO ] [FORECASTER] Completed predict_future for HYZD
[2025-12-09T20:24:24.516641] [INFO ] [sig       ] HYZD: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:24:24.656874] [INFO ] [LOCAL     ] Saved forecast: HYZD	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/HYZD.txt
[2025-12-09T20:24:24.656996] [INFO ] [sig       ] [1633/3614] Completed HYZD in 0.3s | 2.91 sym/s | Total: 9.3m | ETA: 11.3m
[2025-12-09T20:24:24.657033] [INFO ] [sig       ] [1634/3614] Forecasting HZO...
[2025-12-09T20:24:24.657061] [INFO ] [sig       ] Generating forecast for: HZO
[2025-12-09T20:24:24.657091] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HZO' from 'https://tdm.silogroup.org/data/derivative_storage/HZO.csv'.
[2025-12-09T20:24:24.668906] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HZO'.
[2025-12-09T20:24:24.669206] [INFO ] [FORECASTER] Starting predict_future for HZO
[2025-12-09T20:24:24.669998] [DEBUG] [LOCAL     ] No optimal features file found for HZO: ./output/feature-sets/HZO.txt
[2025-12-09T20:24:24.670050] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:24.670082] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:24.670110] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:24.670166] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:24.727932] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:24.728558] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:24.728651] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:24.728685] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:24.845788] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:24.845929] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:24.845980] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:24.846016] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:24.849367] [DEBUG] [FORECASTER] HZO: Forecast T+1@11:T+2@11: DOWN (p=38.50%)
[2025-12-09T20:24:24.849654] [INFO ] [FORECASTER] Completed predict_future for HZO
[2025-12-09T20:24:24.849779] [INFO ] [sig       ] HZO: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:24:24.990713] [INFO ] [LOCAL     ] Saved forecast: HZO	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/HZO.txt
[2025-12-09T20:24:24.990834] [INFO ] [sig       ] [1634/3614] Completed HZO in 0.3s | 2.91 sym/s | Total: 9.3m | ETA: 11.3m
[2025-12-09T20:24:24.990878] [INFO ] [sig       ] [1635/3614] Forecasting IAC...
[2025-12-09T20:24:24.990908] [INFO ] [sig       ] Generating forecast for: IAC
[2025-12-09T20:24:24.990937] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IAC' from 'https://tdm.silogroup.org/data/derivative_storage/IAC.csv'.
[2025-12-09T20:24:25.001867] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IAC'.
[2025-12-09T20:24:25.002188] [INFO ] [FORECASTER] Starting predict_future for IAC
[2025-12-09T20:24:25.002956] [DEBUG] [LOCAL     ] No optimal features file found for IAC: ./output/feature-sets/IAC.txt
[2025-12-09T20:24:25.003006] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:25.003037] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:25.003063] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:25.003118] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:25.058905] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:25.059499] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:25.059593] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:25.059628] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:25.193126] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:25.193277] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:25.193318] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:25.193346] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:25.196697] [DEBUG] [FORECASTER] IAC: Forecast T+1@11:T+2@11: UP (p=73.19%)
[2025-12-09T20:24:25.196978] [INFO ] [FORECASTER] Completed predict_future for IAC
[2025-12-09T20:24:25.197103] [INFO ] [sig       ] IAC: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:24:25.335411] [INFO ] [LOCAL     ] Saved forecast: IAC	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/IAC.txt
[2025-12-09T20:24:25.335535] [INFO ] [sig       ] [1635/3614] Completed IAC in 0.3s | 2.91 sym/s | Total: 9.4m | ETA: 11.3m
[2025-12-09T20:24:25.335590] [INFO ] [sig       ] [1636/3614] Forecasting IAE...
[2025-12-09T20:24:25.335623] [INFO ] [sig       ] Generating forecast for: IAE
[2025-12-09T20:24:25.335652] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IAE' from 'https://tdm.silogroup.org/data/derivative_storage/IAE.csv'.
[2025-12-09T20:24:25.345678] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IAE'.
[2025-12-09T20:24:25.345954] [INFO ] [FORECASTER] Starting predict_future for IAE
[2025-12-09T20:24:25.346734] [DEBUG] [LOCAL     ] No optimal features file found for IAE: ./output/feature-sets/IAE.txt
[2025-12-09T20:24:25.346784] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:25.346816] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:25.346844] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:25.346902] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:25.403781] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:25.404396] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:25.404470] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:25.404501] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:25.515743] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:25.515880] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:25.515924] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:25.515952] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:25.519229] [DEBUG] [FORECASTER] IAE: Forecast T+1@11:T+2@11: UP (p=98.86%)
[2025-12-09T20:24:25.519488] [INFO ] [FORECASTER] Completed predict_future for IAE
[2025-12-09T20:24:25.519672] [INFO ] [sig       ] IAE: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:24:25.659143] [INFO ] [LOCAL     ] Saved forecast: IAE	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/IAE.txt
[2025-12-09T20:24:25.659263] [INFO ] [sig       ] [1636/3614] Completed IAE in 0.3s | 2.91 sym/s | Total: 9.4m | ETA: 11.3m
[2025-12-09T20:24:25.659300] [INFO ] [sig       ] [1637/3614] Forecasting IAG...
[2025-12-09T20:24:25.659329] [INFO ] [sig       ] Generating forecast for: IAG
[2025-12-09T20:24:25.659358] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IAG' from 'https://tdm.silogroup.org/data/derivative_storage/IAG.csv'.
[2025-12-09T20:24:25.670785] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IAG'.
[2025-12-09T20:24:25.671087] [INFO ] [FORECASTER] Starting predict_future for IAG
[2025-12-09T20:24:25.671856] [DEBUG] [LOCAL     ] No optimal features file found for IAG: ./output/feature-sets/IAG.txt
[2025-12-09T20:24:25.671905] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:25.671936] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:25.671963] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:25.672017] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:25.729264] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:25.729985] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:25.730059] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:25.730091] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:25.855605] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:25.855762] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:25.855803] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:25.855831] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:25.859337] [DEBUG] [FORECASTER] IAG: Forecast T+1@11:T+2@11: UP (p=54.92%)
[2025-12-09T20:24:25.859637] [INFO ] [FORECASTER] Completed predict_future for IAG
[2025-12-09T20:24:25.859761] [INFO ] [sig       ] IAG: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:24:26.000693] [INFO ] [LOCAL     ] Saved forecast: IAG	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/IAG.txt
[2025-12-09T20:24:26.000846] [INFO ] [sig       ] [1637/3614] Completed IAG in 0.3s | 2.91 sym/s | Total: 9.4m | ETA: 11.3m
[2025-12-09T20:24:26.000886] [INFO ] [sig       ] [1638/3614] Forecasting IAS...
[2025-12-09T20:24:26.000915] [INFO ] [sig       ] Generating forecast for: IAS
[2025-12-09T20:24:26.000944] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IAS' from 'https://tdm.silogroup.org/data/derivative_storage/IAS.csv'.
[2025-12-09T20:24:26.012217] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IAS'.
[2025-12-09T20:24:26.012588] [INFO ] [FORECASTER] Starting predict_future for IAS
[2025-12-09T20:24:26.013343] [DEBUG] [LOCAL     ] No optimal features file found for IAS: ./output/feature-sets/IAS.txt
[2025-12-09T20:24:26.013393] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:26.013424] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:26.013450] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:26.013505] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:26.069992] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:26.070871] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:26.070951] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:26.071013] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:26.188874] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:26.189023] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:26.189063] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:26.189109] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:26.192466] [DEBUG] [FORECASTER] IAS: Forecast T+1@11:T+2@11: UP (p=59.81%)
[2025-12-09T20:24:26.192765] [INFO ] [FORECASTER] Completed predict_future for IAS
[2025-12-09T20:24:26.192888] [INFO ] [sig       ] IAS: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:24:26.330893] [INFO ] [LOCAL     ] Saved forecast: IAS	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/IAS.txt
[2025-12-09T20:24:26.331019] [INFO ] [sig       ] [1638/3614] Completed IAS in 0.3s | 2.91 sym/s | Total: 9.4m | ETA: 11.3m
[2025-12-09T20:24:26.331057] [INFO ] [sig       ] [1639/3614] Forecasting IBB...
[2025-12-09T20:24:26.331090] [INFO ] [sig       ] Generating forecast for: IBB
[2025-12-09T20:24:26.331120] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBB' from 'https://tdm.silogroup.org/data/derivative_storage/IBB.csv'.
[2025-12-09T20:24:26.342259] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBB'.
[2025-12-09T20:24:26.342539] [INFO ] [FORECASTER] Starting predict_future for IBB
[2025-12-09T20:24:26.343314] [DEBUG] [LOCAL     ] No optimal features file found for IBB: ./output/feature-sets/IBB.txt
[2025-12-09T20:24:26.343364] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:26.343394] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:26.343421] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:26.343477] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:26.399502] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:26.400135] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:26.400209] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:26.400241] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:26.521183] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:26.521319] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:26.521359] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:26.521387] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:26.524711] [DEBUG] [FORECASTER] IBB: Forecast T+1@11:T+2@11: DOWN (p=31.24%)
[2025-12-09T20:24:26.524978] [INFO ] [FORECASTER] Completed predict_future for IBB
[2025-12-09T20:24:26.525100] [INFO ] [sig       ] IBB: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:24:26.663271] [INFO ] [LOCAL     ] Saved forecast: IBB	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/IBB.txt
[2025-12-09T20:24:26.663426] [INFO ] [sig       ] [1639/3614] Completed IBB in 0.3s | 2.91 sym/s | Total: 9.4m | ETA: 11.3m
[2025-12-09T20:24:26.663464] [INFO ] [sig       ] [1640/3614] Forecasting IBBQ...
[2025-12-09T20:24:26.663494] [INFO ] [sig       ] Generating forecast for: IBBQ
[2025-12-09T20:24:26.663524] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBBQ' from 'https://tdm.silogroup.org/data/derivative_storage/IBBQ.csv'.
[2025-12-09T20:24:26.673981] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBBQ'.
[2025-12-09T20:24:26.674331] [INFO ] [FORECASTER] Starting predict_future for IBBQ
[2025-12-09T20:24:26.675190] [DEBUG] [LOCAL     ] No optimal features file found for IBBQ: ./output/feature-sets/IBBQ.txt
[2025-12-09T20:24:26.675242] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:26.675272] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:26.675297] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:26.675352] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:26.730717] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:26.731533] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:26.731644] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:26.731678] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:26.835650] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:26.835789] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:26.835828] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:26.835856] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:26.839147] [DEBUG] [FORECASTER] IBBQ: Forecast T+1@11:T+2@11: DOWN (p=49.22%)
[2025-12-09T20:24:26.839409] [INFO ] [FORECASTER] Completed predict_future for IBBQ
[2025-12-09T20:24:26.839526] [INFO ] [sig       ] IBBQ: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:24:26.976651] [INFO ] [LOCAL     ] Saved forecast: IBBQ	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/IBBQ.txt
[2025-12-09T20:24:26.976757] [INFO ] [sig       ] [1640/3614] Completed IBBQ in 0.3s | 2.91 sym/s | Total: 9.4m | ETA: 11.3m
[2025-12-09T20:24:26.976794] [INFO ] [sig       ] [1641/3614] Forecasting IBCP...
[2025-12-09T20:24:26.976822] [INFO ] [sig       ] Generating forecast for: IBCP
[2025-12-09T20:24:26.976850] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBCP' from 'https://tdm.silogroup.org/data/derivative_storage/IBCP.csv'.
[2025-12-09T20:24:26.987666] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBCP'.
[2025-12-09T20:24:26.987944] [INFO ] [FORECASTER] Starting predict_future for IBCP
[2025-12-09T20:24:26.988716] [DEBUG] [LOCAL     ] No optimal features file found for IBCP: ./output/feature-sets/IBCP.txt
[2025-12-09T20:24:26.988766] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:26.988797] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:26.988823] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:26.988878] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:27.045742] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:27.046333] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:27.046406] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:27.046436] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:27.159825] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:27.159959] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:27.159997] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:27.160025] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:27.163317] [DEBUG] [FORECASTER] IBCP: Forecast T+1@11:T+2@11: UP (p=80.45%)
[2025-12-09T20:24:27.163605] [INFO ] [FORECASTER] Completed predict_future for IBCP
[2025-12-09T20:24:27.163724] [INFO ] [sig       ] IBCP: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:24:27.300937] [INFO ] [LOCAL     ] Saved forecast: IBCP	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/IBCP.txt
[2025-12-09T20:24:27.301075] [INFO ] [sig       ] [1641/3614] Completed IBCP in 0.3s | 2.91 sym/s | Total: 9.4m | ETA: 11.3m
[2025-12-09T20:24:27.301114] [INFO ] [sig       ] [1642/3614] Forecasting IBEX...
[2025-12-09T20:24:27.301144] [INFO ] [sig       ] Generating forecast for: IBEX
[2025-12-09T20:24:27.301173] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBEX' from 'https://tdm.silogroup.org/data/derivative_storage/IBEX.csv'.
[2025-12-09T20:24:27.311841] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBEX'.
[2025-12-09T20:24:27.312111] [INFO ] [FORECASTER] Starting predict_future for IBEX
[2025-12-09T20:24:27.312875] [DEBUG] [LOCAL     ] No optimal features file found for IBEX: ./output/feature-sets/IBEX.txt
[2025-12-09T20:24:27.312925] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:27.312956] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:27.312993] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:27.313050] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:27.369092] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:27.369690] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:27.369769] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:27.369800] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:27.488891] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:27.489007] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:27.489044] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:27.489071] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:27.492269] [DEBUG] [FORECASTER] IBEX: Forecast T+1@11:T+2@11: DOWN (p=0.22%)
[2025-12-09T20:24:27.492529] [INFO ] [FORECASTER] Completed predict_future for IBEX
[2025-12-09T20:24:27.492667] [INFO ] [sig       ] IBEX: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:24:27.634120] [INFO ] [LOCAL     ] Saved forecast: IBEX	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/IBEX.txt
[2025-12-09T20:24:27.634240] [INFO ] [sig       ] [1642/3614] Completed IBEX in 0.3s | 2.91 sym/s | Total: 9.4m | ETA: 11.3m
[2025-12-09T20:24:27.634279] [INFO ] [sig       ] [1643/3614] Forecasting IBM...
[2025-12-09T20:24:27.634309] [INFO ] [sig       ] Generating forecast for: IBM
[2025-12-09T20:24:27.634338] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBM' from 'https://tdm.silogroup.org/data/derivative_storage/IBM.csv'.
[2025-12-09T20:24:27.645352] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBM'.
[2025-12-09T20:24:27.645633] [INFO ] [FORECASTER] Starting predict_future for IBM
[2025-12-09T20:24:27.646431] [DEBUG] [LOCAL     ] No optimal features file found for IBM: ./output/feature-sets/IBM.txt
[2025-12-09T20:24:27.646482] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:27.646513] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:27.646538] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:27.646613] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:27.703210] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:27.704130] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:27.704212] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:27.704244] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:27.827007] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:27.827153] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:27.827193] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:27.827222] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:27.830567] [DEBUG] [FORECASTER] IBM: Forecast T+1@11:T+2@11: DOWN (p=32.76%)
[2025-12-09T20:24:27.830847] [INFO ] [FORECASTER] Completed predict_future for IBM
[2025-12-09T20:24:27.830971] [INFO ] [sig       ] IBM: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:24:27.969517] [INFO ] [LOCAL     ] Saved forecast: IBM	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/IBM.txt
[2025-12-09T20:24:27.969679] [INFO ] [sig       ] [1643/3614] Completed IBM in 0.3s | 2.91 sym/s | Total: 9.4m | ETA: 11.3m
[2025-12-09T20:24:27.969719] [INFO ] [sig       ] [1644/3614] Forecasting IBN...
[2025-12-09T20:24:27.969748] [INFO ] [sig       ] Generating forecast for: IBN
[2025-12-09T20:24:27.969778] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBN' from 'https://tdm.silogroup.org/data/derivative_storage/IBN.csv'.
[2025-12-09T20:24:27.981044] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBN'.
[2025-12-09T20:24:27.981345] [INFO ] [FORECASTER] Starting predict_future for IBN
[2025-12-09T20:24:27.982160] [DEBUG] [LOCAL     ] No optimal features file found for IBN: ./output/feature-sets/IBN.txt
[2025-12-09T20:24:27.982214] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:27.982247] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:27.982274] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:27.982330] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:28.039887] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:28.040633] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:28.040711] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:28.040743] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:28.161828] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:28.161976] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:28.162017] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:28.162048] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:28.165495] [DEBUG] [FORECASTER] IBN: Forecast T+1@11:T+2@11: DOWN (p=35.44%)
[2025-12-09T20:24:28.165780] [INFO ] [FORECASTER] Completed predict_future for IBN
[2025-12-09T20:24:28.165906] [INFO ] [sig       ] IBN: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:24:28.305562] [INFO ] [LOCAL     ] Saved forecast: IBN	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/IBN.txt
[2025-12-09T20:24:28.305709] [INFO ] [sig       ] [1644/3614] Completed IBN in 0.3s | 2.91 sym/s | Total: 9.4m | ETA: 11.3m
[2025-12-09T20:24:28.305747] [INFO ] [sig       ] [1645/3614] Forecasting IBOC...
[2025-12-09T20:24:28.305780] [INFO ] [sig       ] Generating forecast for: IBOC
[2025-12-09T20:24:28.305808] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBOC' from 'https://tdm.silogroup.org/data/derivative_storage/IBOC.csv'.
[2025-12-09T20:24:28.317349] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBOC'.
[2025-12-09T20:24:28.317682] [INFO ] [FORECASTER] Starting predict_future for IBOC
[2025-12-09T20:24:28.318440] [DEBUG] [LOCAL     ] No optimal features file found for IBOC: ./output/feature-sets/IBOC.txt
[2025-12-09T20:24:28.318490] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:28.318550] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:28.318594] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:28.318652] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:28.373952] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:28.374552] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:28.374645] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:28.374676] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:28.488498] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:28.488667] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:28.488708] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:28.488735] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:28.492025] [DEBUG] [FORECASTER] IBOC: Forecast T+1@11:T+2@11: DOWN (p=11.29%)
[2025-12-09T20:24:28.492292] [INFO ] [FORECASTER] Completed predict_future for IBOC
[2025-12-09T20:24:28.492409] [INFO ] [sig       ] IBOC: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:24:28.628950] [INFO ] [LOCAL     ] Saved forecast: IBOC	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/IBOC.txt
[2025-12-09T20:24:28.629092] [INFO ] [sig       ] [1645/3614] Completed IBOC in 0.3s | 2.91 sym/s | Total: 9.4m | ETA: 11.3m
[2025-12-09T20:24:28.629319] [INFO ] [sig       ] [1646/3614] Forecasting IBP...
[2025-12-09T20:24:28.629349] [INFO ] [sig       ] Generating forecast for: IBP
[2025-12-09T20:24:28.629385] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBP' from 'https://tdm.silogroup.org/data/derivative_storage/IBP.csv'.
[2025-12-09T20:24:28.642431] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBP'.
[2025-12-09T20:24:28.642784] [INFO ] [FORECASTER] Starting predict_future for IBP
[2025-12-09T20:24:28.643546] [DEBUG] [LOCAL     ] No optimal features file found for IBP: ./output/feature-sets/IBP.txt
[2025-12-09T20:24:28.643614] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:28.643646] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:28.643671] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:28.643742] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:28.704818] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:28.705931] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:28.706019] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:28.706061] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:28.845896] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:28.846046] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:28.846088] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:28.846117] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:28.849618] [DEBUG] [FORECASTER] IBP: Forecast T+1@11:T+2@11: DOWN (p=0.51%)
[2025-12-09T20:24:28.849908] [INFO ] [FORECASTER] Completed predict_future for IBP
[2025-12-09T20:24:28.850034] [INFO ] [sig       ] IBP: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:24:28.995355] [INFO ] [LOCAL     ] Saved forecast: IBP	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/IBP.txt
[2025-12-09T20:24:28.995494] [INFO ] [sig       ] [1646/3614] Completed IBP in 0.4s | 2.91 sym/s | Total: 9.4m | ETA: 11.3m
[2025-12-09T20:24:28.995534] [INFO ] [sig       ] [1647/3614] Forecasting IBRX...
[2025-12-09T20:24:28.995563] [INFO ] [sig       ] Generating forecast for: IBRX
[2025-12-09T20:24:28.995620] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBRX' from 'https://tdm.silogroup.org/data/derivative_storage/IBRX.csv'.
[2025-12-09T20:24:29.006911] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBRX'.
[2025-12-09T20:24:29.007241] [INFO ] [FORECASTER] Starting predict_future for IBRX
[2025-12-09T20:24:29.008156] [DEBUG] [LOCAL     ] No optimal features file found for IBRX: ./output/feature-sets/IBRX.txt
[2025-12-09T20:24:29.008209] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:29.008241] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:29.008267] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:29.008322] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:29.067100] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:29.067991] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:29.068074] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:29.068106] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:29.189141] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:29.189282] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:29.189324] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:29.189352] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:29.192811] [DEBUG] [FORECASTER] IBRX: Forecast T+1@11:T+2@11: DOWN (p=15.90%)
[2025-12-09T20:24:29.193087] [INFO ] [FORECASTER] Completed predict_future for IBRX
[2025-12-09T20:24:29.193209] [INFO ] [sig       ] IBRX: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:24:29.334152] [INFO ] [LOCAL     ] Saved forecast: IBRX	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/IBRX.txt
[2025-12-09T20:24:29.334290] [INFO ] [sig       ] [1647/3614] Completed IBRX in 0.3s | 2.91 sym/s | Total: 9.4m | ETA: 11.2m
[2025-12-09T20:24:29.334330] [INFO ] [sig       ] [1648/3614] Forecasting IBTF...
[2025-12-09T20:24:29.334359] [INFO ] [sig       ] Generating forecast for: IBTF
[2025-12-09T20:24:29.334389] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTF' from 'https://tdm.silogroup.org/data/derivative_storage/IBTF.csv'.
[2025-12-09T20:24:29.345299] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTF'.
[2025-12-09T20:24:29.345590] [INFO ] [FORECASTER] Starting predict_future for IBTF
[2025-12-09T20:24:29.346384] [DEBUG] [LOCAL     ] No optimal features file found for IBTF: ./output/feature-sets/IBTF.txt
[2025-12-09T20:24:29.346436] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:29.346467] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:29.346492] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:29.346547] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:29.404421] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:29.405114] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:29.405190] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:29.405222] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:29.515164] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:29.515306] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:29.515346] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:29.515412] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:29.518928] [DEBUG] [FORECASTER] IBTF: Forecast T+1@11:T+2@11: UP (p=79.04%)
[2025-12-09T20:24:29.519203] [INFO ] [FORECASTER] Completed predict_future for IBTF
[2025-12-09T20:24:29.519333] [INFO ] [sig       ] IBTF: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:24:29.662564] [INFO ] [LOCAL     ] Saved forecast: IBTF	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/IBTF.txt
[2025-12-09T20:24:29.662746] [INFO ] [sig       ] [1648/3614] Completed IBTF in 0.3s | 2.91 sym/s | Total: 9.4m | ETA: 11.2m
[2025-12-09T20:24:29.662793] [INFO ] [sig       ] [1649/3614] Forecasting IBTG...
[2025-12-09T20:24:29.662823] [INFO ] [sig       ] Generating forecast for: IBTG
[2025-12-09T20:24:29.662852] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTG' from 'https://tdm.silogroup.org/data/derivative_storage/IBTG.csv'.
[2025-12-09T20:24:29.673908] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTG'.
[2025-12-09T20:24:29.674181] [INFO ] [FORECASTER] Starting predict_future for IBTG
[2025-12-09T20:24:29.674978] [DEBUG] [LOCAL     ] No optimal features file found for IBTG: ./output/feature-sets/IBTG.txt
[2025-12-09T20:24:29.675030] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:29.675062] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:29.675089] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:29.675145] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:29.731685] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:29.732309] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:29.732384] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:29.732416] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:29.851838] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:29.851975] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:29.852013] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:29.852057] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:29.855366] [DEBUG] [FORECASTER] IBTG: Forecast T+1@11:T+2@11: DOWN (p=48.80%)
[2025-12-09T20:24:29.855648] [INFO ] [FORECASTER] Completed predict_future for IBTG
[2025-12-09T20:24:29.855769] [INFO ] [sig       ] IBTG: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:24:30.001026] [INFO ] [LOCAL     ] Saved forecast: IBTG	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/IBTG.txt
[2025-12-09T20:24:30.001177] [INFO ] [sig       ] [1649/3614] Completed IBTG in 0.3s | 2.91 sym/s | Total: 9.4m | ETA: 11.2m
[2025-12-09T20:24:30.001228] [INFO ] [sig       ] [1650/3614] Forecasting IBTH...
[2025-12-09T20:24:30.001259] [INFO ] [sig       ] Generating forecast for: IBTH
[2025-12-09T20:24:30.001288] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTH' from 'https://tdm.silogroup.org/data/derivative_storage/IBTH.csv'.
[2025-12-09T20:24:30.013077] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTH'.
[2025-12-09T20:24:30.013440] [INFO ] [FORECASTER] Starting predict_future for IBTH
[2025-12-09T20:24:30.014263] [DEBUG] [LOCAL     ] No optimal features file found for IBTH: ./output/feature-sets/IBTH.txt
[2025-12-09T20:24:30.014314] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:30.014345] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:30.014371] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:30.014426] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:30.069065] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:30.069805] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:30.069883] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:30.069915] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:30.184662] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:30.184806] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:30.184846] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:30.184876] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:30.188239] [DEBUG] [FORECASTER] IBTH: Forecast T+1@11:T+2@11: UP (p=68.42%)
[2025-12-09T20:24:30.188509] [INFO ] [FORECASTER] Completed predict_future for IBTH
[2025-12-09T20:24:30.188649] [INFO ] [sig       ] IBTH: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:24:30.325240] [INFO ] [LOCAL     ] Saved forecast: IBTH	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/IBTH.txt
[2025-12-09T20:24:30.325390] [INFO ] [sig       ] [1650/3614] Completed IBTH in 0.3s | 2.91 sym/s | Total: 9.4m | ETA: 11.2m
[2025-12-09T20:24:30.325429] [INFO ] [sig       ] [1651/3614] Forecasting IBTI...
[2025-12-09T20:24:30.325457] [INFO ] [sig       ] Generating forecast for: IBTI
[2025-12-09T20:24:30.325487] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTI' from 'https://tdm.silogroup.org/data/derivative_storage/IBTI.csv'.
[2025-12-09T20:24:30.336815] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTI'.
[2025-12-09T20:24:30.337149] [INFO ] [FORECASTER] Starting predict_future for IBTI
[2025-12-09T20:24:30.338073] [DEBUG] [LOCAL     ] No optimal features file found for IBTI: ./output/feature-sets/IBTI.txt
[2025-12-09T20:24:30.338129] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:30.338161] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:30.338187] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:30.338241] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:30.393658] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:30.394313] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:30.394389] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:30.394420] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:30.514344] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:30.514482] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:30.514520] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:30.514547] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:30.517858] [DEBUG] [FORECASTER] IBTI: Forecast T+1@11:T+2@11: DOWN (p=9.53%)
[2025-12-09T20:24:30.518129] [INFO ] [FORECASTER] Completed predict_future for IBTI
[2025-12-09T20:24:30.518249] [INFO ] [sig       ] IBTI: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:24:30.656167] [INFO ] [LOCAL     ] Saved forecast: IBTI	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/IBTI.txt
[2025-12-09T20:24:30.656275] [INFO ] [sig       ] [1651/3614] Completed IBTI in 0.3s | 2.91 sym/s | Total: 9.4m | ETA: 11.2m
[2025-12-09T20:24:30.656312] [INFO ] [sig       ] [1652/3614] Forecasting IBTJ...
[2025-12-09T20:24:30.656341] [INFO ] [sig       ] Generating forecast for: IBTJ
[2025-12-09T20:24:30.656370] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTJ' from 'https://tdm.silogroup.org/data/derivative_storage/IBTJ.csv'.
[2025-12-09T20:24:30.667433] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTJ'.
[2025-12-09T20:24:30.667749] [INFO ] [FORECASTER] Starting predict_future for IBTJ
[2025-12-09T20:24:30.668516] [DEBUG] [LOCAL     ] No optimal features file found for IBTJ: ./output/feature-sets/IBTJ.txt
[2025-12-09T20:24:30.668585] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:30.668628] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:30.668657] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:30.668714] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:30.725103] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:30.725697] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:30.725770] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:30.725800] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:30.846423] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:30.846518] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:30.846554] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:30.846599] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:30.849751] [DEBUG] [FORECASTER] IBTJ: Forecast T+1@11:T+2@11: DOWN (p=2.32%)
[2025-12-09T20:24:30.850020] [INFO ] [FORECASTER] Completed predict_future for IBTJ
[2025-12-09T20:24:30.850136] [INFO ] [sig       ] IBTJ: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:24:30.987692] [INFO ] [LOCAL     ] Saved forecast: IBTJ	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/IBTJ.txt
[2025-12-09T20:24:30.987799] [INFO ] [sig       ] [1652/3614] Completed IBTJ in 0.3s | 2.91 sym/s | Total: 9.4m | ETA: 11.2m
[2025-12-09T20:24:30.987837] [INFO ] [sig       ] [1653/3614] Forecasting IBTK...
[2025-12-09T20:24:30.987865] [INFO ] [sig       ] Generating forecast for: IBTK
[2025-12-09T20:24:30.987894] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTK' from 'https://tdm.silogroup.org/data/derivative_storage/IBTK.csv'.
[2025-12-09T20:24:30.999712] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTK'.
[2025-12-09T20:24:30.999987] [INFO ] [FORECASTER] Starting predict_future for IBTK
[2025-12-09T20:24:31.000830] [DEBUG] [LOCAL     ] No optimal features file found for IBTK: ./output/feature-sets/IBTK.txt
[2025-12-09T20:24:31.000880] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:31.000914] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:31.000942] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:31.001012] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:31.058188] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:31.059006] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:31.059087] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:31.059118] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:31.179440] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:31.179586] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:31.179628] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:31.179656] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:31.182935] [DEBUG] [FORECASTER] IBTK: Forecast T+1@11:T+2@11: UP (p=88.61%)
[2025-12-09T20:24:31.183197] [INFO ] [FORECASTER] Completed predict_future for IBTK
[2025-12-09T20:24:31.183313] [INFO ] [sig       ] IBTK: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:24:31.319903] [INFO ] [LOCAL     ] Saved forecast: IBTK	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/IBTK.txt
[2025-12-09T20:24:31.320011] [INFO ] [sig       ] [1653/3614] Completed IBTK in 0.3s | 2.91 sym/s | Total: 9.5m | ETA: 11.2m
[2025-12-09T20:24:31.320049] [INFO ] [sig       ] [1654/3614] Forecasting IBTL...
[2025-12-09T20:24:31.320077] [INFO ] [sig       ] Generating forecast for: IBTL
[2025-12-09T20:24:31.320105] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTL' from 'https://tdm.silogroup.org/data/derivative_storage/IBTL.csv'.
[2025-12-09T20:24:31.331042] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTL'.
[2025-12-09T20:24:31.331308] [INFO ] [FORECASTER] Starting predict_future for IBTL
[2025-12-09T20:24:31.332078] [DEBUG] [LOCAL     ] No optimal features file found for IBTL: ./output/feature-sets/IBTL.txt
[2025-12-09T20:24:31.332128] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:31.332160] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:31.332185] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:31.332240] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:31.388105] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:31.388711] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:31.388782] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:31.388813] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:31.505090] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:31.505193] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:31.505228] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:31.505255] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:31.508428] [DEBUG] [FORECASTER] IBTL: Forecast T+1@11:T+2@11: UP (p=74.32%)
[2025-12-09T20:24:31.508701] [INFO ] [FORECASTER] Completed predict_future for IBTL
[2025-12-09T20:24:31.508817] [INFO ] [sig       ] IBTL: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:24:31.646785] [INFO ] [LOCAL     ] Saved forecast: IBTL	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/IBTL.txt
[2025-12-09T20:24:31.646893] [INFO ] [sig       ] [1654/3614] Completed IBTL in 0.3s | 2.91 sym/s | Total: 9.5m | ETA: 11.2m
[2025-12-09T20:24:31.646930] [INFO ] [sig       ] [1655/3614] Forecasting IBTM...
[2025-12-09T20:24:31.646960] [INFO ] [sig       ] Generating forecast for: IBTM
[2025-12-09T20:24:31.646989] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTM' from 'https://tdm.silogroup.org/data/derivative_storage/IBTM.csv'.
[2025-12-09T20:24:31.658256] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTM'.
[2025-12-09T20:24:31.658514] [INFO ] [FORECASTER] Starting predict_future for IBTM
[2025-12-09T20:24:31.659278] [DEBUG] [LOCAL     ] No optimal features file found for IBTM: ./output/feature-sets/IBTM.txt
[2025-12-09T20:24:31.659338] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:31.659370] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:31.659397] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:31.659452] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:31.715791] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:31.716384] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:31.716480] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:31.716512] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:31.839341] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:31.839496] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:31.839539] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:31.839586] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:31.843071] [DEBUG] [FORECASTER] IBTM: Forecast T+1@11:T+2@11: UP (p=95.32%)
[2025-12-09T20:24:31.843354] [INFO ] [FORECASTER] Completed predict_future for IBTM
[2025-12-09T20:24:31.843483] [INFO ] [sig       ] IBTM: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:24:31.985941] [INFO ] [LOCAL     ] Saved forecast: IBTM	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/IBTM.txt
[2025-12-09T20:24:31.986089] [INFO ] [sig       ] [1655/3614] Completed IBTM in 0.3s | 2.91 sym/s | Total: 9.5m | ETA: 11.2m
[2025-12-09T20:24:31.986127] [INFO ] [sig       ] [1656/3614] Forecasting IBTO...
[2025-12-09T20:24:31.986156] [INFO ] [sig       ] Generating forecast for: IBTO
[2025-12-09T20:24:31.986184] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTO' from 'https://tdm.silogroup.org/data/derivative_storage/IBTO.csv'.
[2025-12-09T20:24:31.997818] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTO'.
[2025-12-09T20:24:31.998146] [INFO ] [FORECASTER] Starting predict_future for IBTO
[2025-12-09T20:24:31.998937] [DEBUG] [LOCAL     ] No optimal features file found for IBTO: ./output/feature-sets/IBTO.txt
[2025-12-09T20:24:31.999001] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:31.999039] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:31.999072] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:31.999137] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:32.055532] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:32.056227] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:32.056303] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:32.056336] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:32.179080] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:32.179221] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:32.179263] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:32.179292] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:32.182631] [DEBUG] [FORECASTER] IBTO: Forecast T+1@11:T+2@11: UP (p=74.52%)
[2025-12-09T20:24:32.182904] [INFO ] [FORECASTER] Completed predict_future for IBTO
[2025-12-09T20:24:32.183024] [INFO ] [sig       ] IBTO: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:24:32.323076] [INFO ] [LOCAL     ] Saved forecast: IBTO	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/IBTO.txt
[2025-12-09T20:24:32.323401] [INFO ] [sig       ] [1656/3614] Completed IBTO in 0.3s | 2.91 sym/s | Total: 9.5m | ETA: 11.2m
[2025-12-09T20:24:32.323439] [INFO ] [sig       ] [1657/3614] Forecasting ICE...
[2025-12-09T20:24:32.323467] [INFO ] [sig       ] Generating forecast for: ICE
[2025-12-09T20:24:32.323496] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICE' from 'https://tdm.silogroup.org/data/derivative_storage/ICE.csv'.
[2025-12-09T20:24:32.334919] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICE'.
[2025-12-09T20:24:32.335208] [INFO ] [FORECASTER] Starting predict_future for ICE
[2025-12-09T20:24:32.336013] [DEBUG] [LOCAL     ] No optimal features file found for ICE: ./output/feature-sets/ICE.txt
[2025-12-09T20:24:32.336063] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:32.336094] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:32.336120] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:32.336175] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:32.392457] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:32.393194] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:32.393272] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:32.393305] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:32.514991] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:32.515143] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:32.515187] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:32.515229] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:32.519060] [DEBUG] [FORECASTER] ICE: Forecast T+1@11:T+2@11: DOWN (p=38.68%)
[2025-12-09T20:24:32.519415] [INFO ] [FORECASTER] Completed predict_future for ICE
[2025-12-09T20:24:32.519566] [INFO ] [sig       ] ICE: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:24:32.666902] [INFO ] [LOCAL     ] Saved forecast: ICE	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/ICE.txt
[2025-12-09T20:24:32.667044] [INFO ] [sig       ] [1657/3614] Completed ICE in 0.3s | 2.91 sym/s | Total: 9.5m | ETA: 11.2m
[2025-12-09T20:24:32.667084] [INFO ] [sig       ] [1658/3614] Forecasting ICFI...
[2025-12-09T20:24:32.667113] [INFO ] [sig       ] Generating forecast for: ICFI
[2025-12-09T20:24:32.667147] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICFI' from 'https://tdm.silogroup.org/data/derivative_storage/ICFI.csv'.
[2025-12-09T20:24:32.679183] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICFI'.
[2025-12-09T20:24:32.679498] [INFO ] [FORECASTER] Starting predict_future for ICFI
[2025-12-09T20:24:32.680285] [DEBUG] [LOCAL     ] No optimal features file found for ICFI: ./output/feature-sets/ICFI.txt
[2025-12-09T20:24:32.680337] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:32.680369] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:32.680397] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:32.680452] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:32.736900] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:32.737566] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:32.737660] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:32.737692] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:32.861618] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:32.861769] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:32.861810] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:32.861839] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:32.865155] [DEBUG] [FORECASTER] ICFI: Forecast T+1@11:T+2@11: DOWN (p=10.34%)
[2025-12-09T20:24:32.865418] [INFO ] [FORECASTER] Completed predict_future for ICFI
[2025-12-09T20:24:32.865538] [INFO ] [sig       ] ICFI: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:24:33.008761] [INFO ] [LOCAL     ] Saved forecast: ICFI	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/ICFI.txt
[2025-12-09T20:24:33.008941] [INFO ] [sig       ] [1658/3614] Completed ICFI in 0.3s | 2.91 sym/s | Total: 9.5m | ETA: 11.2m
[2025-12-09T20:24:33.008982] [INFO ] [sig       ] [1659/3614] Forecasting ICL...
[2025-12-09T20:24:33.009011] [INFO ] [sig       ] Generating forecast for: ICL
[2025-12-09T20:24:33.009039] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICL' from 'https://tdm.silogroup.org/data/derivative_storage/ICL.csv'.
[2025-12-09T20:24:33.020072] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICL'.
[2025-12-09T20:24:33.020374] [INFO ] [FORECASTER] Starting predict_future for ICL
[2025-12-09T20:24:33.021173] [DEBUG] [LOCAL     ] No optimal features file found for ICL: ./output/feature-sets/ICL.txt
[2025-12-09T20:24:33.021225] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:33.021258] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:33.021285] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:33.021340] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:33.078119] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:33.078738] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:33.078811] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:33.078842] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:33.204294] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:33.204444] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:33.204485] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:33.204513] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:33.207818] [DEBUG] [FORECASTER] ICL: Forecast T+1@11:T+2@11: DOWN (p=7.09%)
[2025-12-09T20:24:33.208117] [INFO ] [FORECASTER] Completed predict_future for ICL
[2025-12-09T20:24:33.208240] [INFO ] [sig       ] ICL: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:24:33.349109] [INFO ] [LOCAL     ] Saved forecast: ICL	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/ICL.txt
[2025-12-09T20:24:33.349228] [INFO ] [sig       ] [1659/3614] Completed ICL in 0.3s | 2.91 sym/s | Total: 9.5m | ETA: 11.2m
[2025-12-09T20:24:33.349265] [INFO ] [sig       ] [1660/3614] Forecasting ICLN...
[2025-12-09T20:24:33.349294] [INFO ] [sig       ] Generating forecast for: ICLN
[2025-12-09T20:24:33.349323] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICLN' from 'https://tdm.silogroup.org/data/derivative_storage/ICLN.csv'.
[2025-12-09T20:24:33.360784] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICLN'.
[2025-12-09T20:24:33.361087] [INFO ] [FORECASTER] Starting predict_future for ICLN
[2025-12-09T20:24:33.361848] [DEBUG] [LOCAL     ] No optimal features file found for ICLN: ./output/feature-sets/ICLN.txt
[2025-12-09T20:24:33.361899] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:33.361930] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:33.361956] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:33.362011] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:33.416989] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:33.417622] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:33.417694] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:33.417725] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:33.539378] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:33.539536] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:33.539596] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:33.539627] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:33.543130] [DEBUG] [FORECASTER] ICLN: Forecast T+1@11:T+2@11: DOWN (p=27.49%)
[2025-12-09T20:24:33.543438] [INFO ] [FORECASTER] Completed predict_future for ICLN
[2025-12-09T20:24:33.543566] [INFO ] [sig       ] ICLN: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:24:33.680099] [INFO ] [LOCAL     ] Saved forecast: ICLN	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/ICLN.txt
[2025-12-09T20:24:33.680223] [INFO ] [sig       ] [1660/3614] Completed ICLN in 0.3s | 2.92 sym/s | Total: 9.5m | ETA: 11.2m
[2025-12-09T20:24:33.680262] [INFO ] [sig       ] [1661/3614] Forecasting ICMB...
[2025-12-09T20:24:33.680289] [INFO ] [sig       ] Generating forecast for: ICMB
[2025-12-09T20:24:33.680317] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICMB' from 'https://tdm.silogroup.org/data/derivative_storage/ICMB.csv'.
[2025-12-09T20:24:33.692830] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICMB'.
[2025-12-09T20:24:33.693228] [INFO ] [FORECASTER] Starting predict_future for ICMB
[2025-12-09T20:24:33.694125] [DEBUG] [LOCAL     ] No optimal features file found for ICMB: ./output/feature-sets/ICMB.txt
[2025-12-09T20:24:33.694178] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:33.694212] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:33.694240] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:33.694296] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:33.752274] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:33.753151] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:33.753230] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:33.753262] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:33.858710] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:33.858823] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:33.858861] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:33.858888] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:33.862086] [DEBUG] [FORECASTER] ICMB: Forecast T+1@11:T+2@11: UP (p=58.19%)
[2025-12-09T20:24:33.862357] [INFO ] [FORECASTER] Completed predict_future for ICMB
[2025-12-09T20:24:33.862477] [INFO ] [sig       ] ICMB: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:24:33.999188] [INFO ] [LOCAL     ] Saved forecast: ICMB	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/ICMB.txt
[2025-12-09T20:24:33.999309] [INFO ] [sig       ] [1661/3614] Completed ICMB in 0.3s | 2.92 sym/s | Total: 9.5m | ETA: 11.2m
[2025-12-09T20:24:33.999349] [INFO ] [sig       ] [1662/3614] Forecasting ICOP...
[2025-12-09T20:24:33.999379] [INFO ] [sig       ] Generating forecast for: ICOP
[2025-12-09T20:24:33.999408] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICOP' from 'https://tdm.silogroup.org/data/derivative_storage/ICOP.csv'.
[2025-12-09T20:24:34.010905] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICOP'.
[2025-12-09T20:24:34.011235] [INFO ] [FORECASTER] Starting predict_future for ICOP
[2025-12-09T20:24:34.012030] [DEBUG] [LOCAL     ] No optimal features file found for ICOP: ./output/feature-sets/ICOP.txt
[2025-12-09T20:24:34.012083] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:34.012141] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:34.012169] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:34.012223] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:34.067829] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:34.068470] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:34.068548] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:34.068597] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:34.183743] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:34.183950] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:34.184002] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:34.184031] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:34.187464] [DEBUG] [FORECASTER] ICOP: Forecast T+1@11:T+2@11: UP (p=68.39%)
[2025-12-09T20:24:34.187776] [INFO ] [FORECASTER] Completed predict_future for ICOP
[2025-12-09T20:24:34.187897] [INFO ] [sig       ] ICOP: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:24:34.325563] [INFO ] [LOCAL     ] Saved forecast: ICOP	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/ICOP.txt
[2025-12-09T20:24:34.325711] [INFO ] [sig       ] [1662/3614] Completed ICOP in 0.3s | 2.92 sym/s | Total: 9.5m | ETA: 11.2m
[2025-12-09T20:24:34.325749] [INFO ] [sig       ] [1663/3614] Forecasting ICUI...
[2025-12-09T20:24:34.325779] [INFO ] [sig       ] Generating forecast for: ICUI
[2025-12-09T20:24:34.325807] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICUI' from 'https://tdm.silogroup.org/data/derivative_storage/ICUI.csv'.
[2025-12-09T20:24:34.337474] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICUI'.
[2025-12-09T20:24:34.337781] [INFO ] [FORECASTER] Starting predict_future for ICUI
[2025-12-09T20:24:34.338520] [DEBUG] [LOCAL     ] No optimal features file found for ICUI: ./output/feature-sets/ICUI.txt
[2025-12-09T20:24:34.338591] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:34.338624] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:34.338651] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:34.338705] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:34.394817] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:34.395556] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:34.395650] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:34.395682] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:34.511502] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:34.511664] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:34.511705] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:34.511741] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:34.515042] [DEBUG] [FORECASTER] ICUI: Forecast T+1@11:T+2@11: DOWN (p=25.38%)
[2025-12-09T20:24:34.515309] [INFO ] [FORECASTER] Completed predict_future for ICUI
[2025-12-09T20:24:34.515428] [INFO ] [sig       ] ICUI: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:24:34.653873] [INFO ] [LOCAL     ] Saved forecast: ICUI	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/ICUI.txt
[2025-12-09T20:24:34.654004] [INFO ] [sig       ] [1663/3614] Completed ICUI in 0.3s | 2.92 sym/s | Total: 9.5m | ETA: 11.2m
[2025-12-09T20:24:34.654043] [INFO ] [sig       ] [1664/3614] Forecasting IDA...
[2025-12-09T20:24:34.654071] [INFO ] [sig       ] Generating forecast for: IDA
[2025-12-09T20:24:34.654101] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDA' from 'https://tdm.silogroup.org/data/derivative_storage/IDA.csv'.
[2025-12-09T20:24:34.665855] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDA'.
[2025-12-09T20:24:34.666130] [INFO ] [FORECASTER] Starting predict_future for IDA
[2025-12-09T20:24:34.666886] [DEBUG] [LOCAL     ] No optimal features file found for IDA: ./output/feature-sets/IDA.txt
[2025-12-09T20:24:34.666936] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:34.666967] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:34.666993] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:34.667051] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:34.722614] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:34.723240] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:34.723312] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:34.723343] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:34.840998] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:34.841147] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:34.841186] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:34.841213] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:34.844490] [DEBUG] [FORECASTER] IDA: Forecast T+1@11:T+2@11: UP (p=97.16%)
[2025-12-09T20:24:34.844772] [INFO ] [FORECASTER] Completed predict_future for IDA
[2025-12-09T20:24:34.844892] [INFO ] [sig       ] IDA: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:24:34.985636] [INFO ] [LOCAL     ] Saved forecast: IDA	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/IDA.txt
[2025-12-09T20:24:34.985767] [INFO ] [sig       ] [1664/3614] Completed IDA in 0.3s | 2.92 sym/s | Total: 9.5m | ETA: 11.1m
[2025-12-09T20:24:34.985811] [INFO ] [sig       ] [1665/3614] Forecasting IDAI...
[2025-12-09T20:24:34.985840] [INFO ] [sig       ] Generating forecast for: IDAI
[2025-12-09T20:24:34.985869] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDAI' from 'https://tdm.silogroup.org/data/derivative_storage/IDAI.csv'.
[2025-12-09T20:24:34.997113] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDAI'.
[2025-12-09T20:24:34.997446] [INFO ] [FORECASTER] Starting predict_future for IDAI
[2025-12-09T20:24:34.998298] [DEBUG] [LOCAL     ] No optimal features file found for IDAI: ./output/feature-sets/IDAI.txt
[2025-12-09T20:24:34.998350] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:34.998381] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:34.998406] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:34.998461] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:35.056332] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:35.057095] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:35.057173] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:35.057205] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:35.177461] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:35.177648] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:35.177691] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:35.177762] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:35.181196] [DEBUG] [FORECASTER] IDAI: Forecast T+1@11:T+2@11: UP (p=94.50%)
[2025-12-09T20:24:35.181469] [INFO ] [FORECASTER] Completed predict_future for IDAI
[2025-12-09T20:24:35.181609] [INFO ] [sig       ] IDAI: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:24:35.322448] [INFO ] [LOCAL     ] Saved forecast: IDAI	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/IDAI.txt
[2025-12-09T20:24:35.322587] [INFO ] [sig       ] [1665/3614] Completed IDAI in 0.3s | 2.92 sym/s | Total: 9.5m | ETA: 11.1m
[2025-12-09T20:24:35.322628] [INFO ] [sig       ] [1666/3614] Forecasting IDCC...
[2025-12-09T20:24:35.322656] [INFO ] [sig       ] Generating forecast for: IDCC
[2025-12-09T20:24:35.322686] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDCC' from 'https://tdm.silogroup.org/data/derivative_storage/IDCC.csv'.
[2025-12-09T20:24:35.333502] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDCC'.
[2025-12-09T20:24:35.333841] [INFO ] [FORECASTER] Starting predict_future for IDCC
[2025-12-09T20:24:35.334601] [DEBUG] [LOCAL     ] No optimal features file found for IDCC: ./output/feature-sets/IDCC.txt
[2025-12-09T20:24:35.334662] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:35.334694] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:35.334720] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:35.334775] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:35.392834] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:35.393448] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:35.393523] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:35.393555] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:35.513509] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:35.513675] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:35.513716] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:35.513744] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:35.517308] [DEBUG] [FORECASTER] IDCC: Forecast T+1@11:T+2@11: DOWN (p=8.03%)
[2025-12-09T20:24:35.517698] [INFO ] [FORECASTER] Completed predict_future for IDCC
[2025-12-09T20:24:35.517833] [INFO ] [sig       ] IDCC: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:24:35.659447] [INFO ] [LOCAL     ] Saved forecast: IDCC	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/IDCC.txt
[2025-12-09T20:24:35.659589] [INFO ] [sig       ] [1666/3614] Completed IDCC in 0.3s | 2.92 sym/s | Total: 9.5m | ETA: 11.1m
[2025-12-09T20:24:35.659629] [INFO ] [sig       ] [1667/3614] Forecasting IDE...
[2025-12-09T20:24:35.659659] [INFO ] [sig       ] Generating forecast for: IDE
[2025-12-09T20:24:35.659688] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDE' from 'https://tdm.silogroup.org/data/derivative_storage/IDE.csv'.
[2025-12-09T20:24:35.670727] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDE'.
[2025-12-09T20:24:35.670995] [INFO ] [FORECASTER] Starting predict_future for IDE
[2025-12-09T20:24:35.671761] [DEBUG] [LOCAL     ] No optimal features file found for IDE: ./output/feature-sets/IDE.txt
[2025-12-09T20:24:35.671811] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:35.671842] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:35.671869] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:35.671925] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:35.728748] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:35.729372] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:35.729447] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:35.729480] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:35.847128] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:35.847277] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:35.847328] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:35.847367] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:35.851591] [DEBUG] [FORECASTER] IDE: Forecast T+1@11:T+2@11: UP (p=92.54%)
[2025-12-09T20:24:35.851874] [INFO ] [FORECASTER] Completed predict_future for IDE
[2025-12-09T20:24:35.852007] [INFO ] [sig       ] IDE: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:24:35.994564] [INFO ] [LOCAL     ] Saved forecast: IDE	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/IDE.txt
[2025-12-09T20:24:35.994716] [INFO ] [sig       ] [1667/3614] Completed IDE in 0.3s | 2.92 sym/s | Total: 9.5m | ETA: 11.1m
[2025-12-09T20:24:35.994754] [INFO ] [sig       ] [1668/3614] Forecasting IDN...
[2025-12-09T20:24:35.994783] [INFO ] [sig       ] Generating forecast for: IDN
[2025-12-09T20:24:35.994813] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDN' from 'https://tdm.silogroup.org/data/derivative_storage/IDN.csv'.
[2025-12-09T20:24:36.006269] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDN'.
[2025-12-09T20:24:36.006635] [INFO ] [FORECASTER] Starting predict_future for IDN
[2025-12-09T20:24:36.007394] [DEBUG] [LOCAL     ] No optimal features file found for IDN: ./output/feature-sets/IDN.txt
[2025-12-09T20:24:36.007445] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:36.007475] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:36.007533] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:36.007607] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:36.062850] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:36.063464] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:36.063542] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:36.063592] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:36.178250] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:36.178406] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:36.178447] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:36.178475] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:36.181792] [DEBUG] [FORECASTER] IDN: Forecast T+1@11:T+2@11: UP (p=67.11%)
[2025-12-09T20:24:36.182059] [INFO ] [FORECASTER] Completed predict_future for IDN
[2025-12-09T20:24:36.182181] [INFO ] [sig       ] IDN: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:24:36.320380] [INFO ] [LOCAL     ] Saved forecast: IDN	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/IDN.txt
[2025-12-09T20:24:36.320514] [INFO ] [sig       ] [1668/3614] Completed IDN in 0.3s | 2.92 sym/s | Total: 9.5m | ETA: 11.1m
[2025-12-09T20:24:36.320553] [INFO ] [sig       ] [1669/3614] Forecasting IDXX...
[2025-12-09T20:24:36.320601] [INFO ] [sig       ] Generating forecast for: IDXX
[2025-12-09T20:24:36.320632] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDXX' from 'https://tdm.silogroup.org/data/derivative_storage/IDXX.csv'.
[2025-12-09T20:24:36.331599] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDXX'.
[2025-12-09T20:24:36.331892] [INFO ] [FORECASTER] Starting predict_future for IDXX
[2025-12-09T20:24:36.332656] [DEBUG] [LOCAL     ] No optimal features file found for IDXX: ./output/feature-sets/IDXX.txt
[2025-12-09T20:24:36.332706] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:36.332737] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:36.332764] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:36.332818] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:36.388772] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:36.389498] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:36.389592] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:36.389625] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:36.506693] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:36.506851] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:36.506891] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:36.506919] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:36.510290] [DEBUG] [FORECASTER] IDXX: Forecast T+1@11:T+2@11: DOWN (p=18.64%)
[2025-12-09T20:24:36.510549] [INFO ] [FORECASTER] Completed predict_future for IDXX
[2025-12-09T20:24:36.510684] [INFO ] [sig       ] IDXX: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:24:36.651940] [INFO ] [LOCAL     ] Saved forecast: IDXX	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/IDXX.txt
[2025-12-09T20:24:36.652087] [INFO ] [sig       ] [1669/3614] Completed IDXX in 0.3s | 2.92 sym/s | Total: 9.5m | ETA: 11.1m
[2025-12-09T20:24:36.652133] [INFO ] [sig       ] [1670/3614] Forecasting IDYA...
[2025-12-09T20:24:36.652163] [INFO ] [sig       ] Generating forecast for: IDYA
[2025-12-09T20:24:36.652193] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDYA' from 'https://tdm.silogroup.org/data/derivative_storage/IDYA.csv'.
[2025-12-09T20:24:36.664260] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDYA'.
[2025-12-09T20:24:36.664603] [INFO ] [FORECASTER] Starting predict_future for IDYA
[2025-12-09T20:24:36.665389] [DEBUG] [LOCAL     ] No optimal features file found for IDYA: ./output/feature-sets/IDYA.txt
[2025-12-09T20:24:36.665439] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:36.665470] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:36.665496] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:36.665550] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:36.722690] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:36.723353] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:36.723430] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:36.723464] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:36.843354] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:36.843505] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:36.843546] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:36.843594] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:36.847039] [DEBUG] [FORECASTER] IDYA: Forecast T+1@11:T+2@11: UP (p=90.75%)
[2025-12-09T20:24:36.847313] [INFO ] [FORECASTER] Completed predict_future for IDYA
[2025-12-09T20:24:36.847437] [INFO ] [sig       ] IDYA: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:24:36.985669] [INFO ] [LOCAL     ] Saved forecast: IDYA	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/IDYA.txt
[2025-12-09T20:24:36.985799] [INFO ] [sig       ] [1670/3614] Completed IDYA in 0.3s | 2.92 sym/s | Total: 9.5m | ETA: 11.1m
[2025-12-09T20:24:36.985838] [INFO ] [sig       ] [1671/3614] Forecasting IEF...
[2025-12-09T20:24:36.985867] [INFO ] [sig       ] Generating forecast for: IEF
[2025-12-09T20:24:36.985896] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IEF' from 'https://tdm.silogroup.org/data/derivative_storage/IEF.csv'.
[2025-12-09T20:24:36.997023] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IEF'.
[2025-12-09T20:24:36.997299] [INFO ] [FORECASTER] Starting predict_future for IEF
[2025-12-09T20:24:36.998126] [DEBUG] [LOCAL     ] No optimal features file found for IEF: ./output/feature-sets/IEF.txt
[2025-12-09T20:24:36.998178] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:36.998209] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:36.998237] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:36.998293] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:37.055834] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:37.056515] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:37.056610] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:37.056646] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:37.177018] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:37.177169] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:37.177210] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:37.177239] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:37.180623] [DEBUG] [FORECASTER] IEF: Forecast T+1@11:T+2@11: DOWN (p=29.98%)
[2025-12-09T20:24:37.180897] [INFO ] [FORECASTER] Completed predict_future for IEF
[2025-12-09T20:24:37.181038] [INFO ] [sig       ] IEF: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:24:37.318934] [INFO ] [LOCAL     ] Saved forecast: IEF	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/IEF.txt
[2025-12-09T20:24:37.319080] [INFO ] [sig       ] [1671/3614] Completed IEF in 0.3s | 2.92 sym/s | Total: 9.6m | ETA: 11.1m
[2025-12-09T20:24:37.319131] [INFO ] [sig       ] [1672/3614] Forecasting IEI...
[2025-12-09T20:24:37.319167] [INFO ] [sig       ] Generating forecast for: IEI
[2025-12-09T20:24:37.319202] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IEI' from 'https://tdm.silogroup.org/data/derivative_storage/IEI.csv'.
[2025-12-09T20:24:37.331542] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IEI'.
[2025-12-09T20:24:37.331858] [INFO ] [FORECASTER] Starting predict_future for IEI
[2025-12-09T20:24:37.332678] [DEBUG] [LOCAL     ] No optimal features file found for IEI: ./output/feature-sets/IEI.txt
[2025-12-09T20:24:37.332732] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:37.332765] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:37.332793] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:37.332849] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:37.389129] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:37.390000] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:37.390113] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:37.390150] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:37.510393] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:37.510535] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:37.510590] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:37.510621] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:37.513894] [DEBUG] [FORECASTER] IEI: Forecast T+1@11:T+2@11: DOWN (p=3.48%)
[2025-12-09T20:24:37.514157] [INFO ] [FORECASTER] Completed predict_future for IEI
[2025-12-09T20:24:37.514275] [INFO ] [sig       ] IEI: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:24:37.657189] [INFO ] [LOCAL     ] Saved forecast: IEI	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/IEI.txt
[2025-12-09T20:24:37.657363] [INFO ] [sig       ] [1672/3614] Completed IEI in 0.3s | 2.92 sym/s | Total: 9.6m | ETA: 11.1m
[2025-12-09T20:24:37.657408] [INFO ] [sig       ] [1673/3614] Forecasting IEP...
[2025-12-09T20:24:37.657440] [INFO ] [sig       ] Generating forecast for: IEP
[2025-12-09T20:24:37.657475] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IEP' from 'https://tdm.silogroup.org/data/derivative_storage/IEP.csv'.
[2025-12-09T20:24:37.669627] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IEP'.
[2025-12-09T20:24:37.669947] [INFO ] [FORECASTER] Starting predict_future for IEP
[2025-12-09T20:24:37.670774] [DEBUG] [LOCAL     ] No optimal features file found for IEP: ./output/feature-sets/IEP.txt
[2025-12-09T20:24:37.670827] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:37.670859] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:37.670887] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:37.670944] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:37.728854] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:37.729508] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:37.729601] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:37.729636] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:37.850600] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:37.850740] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:37.850797] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:37.850829] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:37.854261] [DEBUG] [FORECASTER] IEP: Forecast T+1@11:T+2@11: UP (p=87.71%)
[2025-12-09T20:24:37.854539] [INFO ] [FORECASTER] Completed predict_future for IEP
[2025-12-09T20:24:37.854687] [INFO ] [sig       ] IEP: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:24:37.993002] [INFO ] [LOCAL     ] Saved forecast: IEP	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/IEP.txt
[2025-12-09T20:24:37.993134] [INFO ] [sig       ] [1673/3614] Completed IEP in 0.3s | 2.92 sym/s | Total: 9.6m | ETA: 11.1m
[2025-12-09T20:24:37.993171] [INFO ] [sig       ] [1674/3614] Forecasting IESC...
[2025-12-09T20:24:37.993198] [INFO ] [sig       ] Generating forecast for: IESC
[2025-12-09T20:24:37.993228] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IESC' from 'https://tdm.silogroup.org/data/derivative_storage/IESC.csv'.
[2025-12-09T20:24:38.004553] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IESC'.
[2025-12-09T20:24:38.004922] [INFO ] [FORECASTER] Starting predict_future for IESC
[2025-12-09T20:24:38.005751] [DEBUG] [LOCAL     ] No optimal features file found for IESC: ./output/feature-sets/IESC.txt
[2025-12-09T20:24:38.005811] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:38.005844] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:38.005871] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:38.005928] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:38.063022] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:38.063664] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:38.063740] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:38.063773] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:38.184227] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:38.184375] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:38.184414] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:38.184441] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:38.187778] [DEBUG] [FORECASTER] IESC: Forecast T+1@11:T+2@11: UP (p=60.51%)
[2025-12-09T20:24:38.188050] [INFO ] [FORECASTER] Completed predict_future for IESC
[2025-12-09T20:24:38.188175] [INFO ] [sig       ] IESC: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:24:38.327838] [INFO ] [LOCAL     ] Saved forecast: IESC	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/IESC.txt
[2025-12-09T20:24:38.327960] [INFO ] [sig       ] [1674/3614] Completed IESC in 0.3s | 2.92 sym/s | Total: 9.6m | ETA: 11.1m
[2025-12-09T20:24:38.327997] [INFO ] [sig       ] [1675/3614] Forecasting IEX...
[2025-12-09T20:24:38.328025] [INFO ] [sig       ] Generating forecast for: IEX
[2025-12-09T20:24:38.328054] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IEX' from 'https://tdm.silogroup.org/data/derivative_storage/IEX.csv'.
[2025-12-09T20:24:38.339859] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IEX'.
[2025-12-09T20:24:38.340125] [INFO ] [FORECASTER] Starting predict_future for IEX
[2025-12-09T20:24:38.341038] [DEBUG] [LOCAL     ] No optimal features file found for IEX: ./output/feature-sets/IEX.txt
[2025-12-09T20:24:38.341088] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:38.341121] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:38.341147] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:38.341201] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:38.397701] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:38.398377] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:38.398466] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:38.398498] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:38.517186] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:38.517350] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:38.517392] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:38.517423] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:38.520997] [DEBUG] [FORECASTER] IEX: Forecast T+1@11:T+2@11: DOWN (p=7.64%)
[2025-12-09T20:24:38.521316] [INFO ] [FORECASTER] Completed predict_future for IEX
[2025-12-09T20:24:38.521446] [INFO ] [sig       ] IEX: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:24:38.658781] [INFO ] [LOCAL     ] Saved forecast: IEX	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/IEX.txt
[2025-12-09T20:24:38.658930] [INFO ] [sig       ] [1675/3614] Completed IEX in 0.3s | 2.92 sym/s | Total: 9.6m | ETA: 11.1m
[2025-12-09T20:24:38.658971] [INFO ] [sig       ] [1676/3614] Forecasting IFF...
[2025-12-09T20:24:38.658999] [INFO ] [sig       ] Generating forecast for: IFF
[2025-12-09T20:24:38.659029] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IFF' from 'https://tdm.silogroup.org/data/derivative_storage/IFF.csv'.
[2025-12-09T20:24:38.670463] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IFF'.
[2025-12-09T20:24:38.670773] [INFO ] [FORECASTER] Starting predict_future for IFF
[2025-12-09T20:24:38.671559] [DEBUG] [LOCAL     ] No optimal features file found for IFF: ./output/feature-sets/IFF.txt
[2025-12-09T20:24:38.671629] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:38.671661] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:38.671686] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:38.671740] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:38.729149] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:38.729872] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:38.729950] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:38.729983] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:38.851840] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:38.851983] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:38.852024] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:38.852054] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:38.855430] [DEBUG] [FORECASTER] IFF: Forecast T+1@11:T+2@11: UP (p=99.12%)
[2025-12-09T20:24:38.855731] [INFO ] [FORECASTER] Completed predict_future for IFF
[2025-12-09T20:24:38.855854] [INFO ] [sig       ] IFF: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:24:38.994674] [INFO ] [LOCAL     ] Saved forecast: IFF	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/IFF.txt
[2025-12-09T20:24:38.994805] [INFO ] [sig       ] [1676/3614] Completed IFF in 0.3s | 2.92 sym/s | Total: 9.6m | ETA: 11.1m
[2025-12-09T20:24:38.994844] [INFO ] [sig       ] [1677/3614] Forecasting IFN...
[2025-12-09T20:24:38.994873] [INFO ] [sig       ] Generating forecast for: IFN
[2025-12-09T20:24:38.994902] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IFN' from 'https://tdm.silogroup.org/data/derivative_storage/IFN.csv'.
[2025-12-09T20:24:39.006171] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IFN'.
[2025-12-09T20:24:39.006485] [INFO ] [FORECASTER] Starting predict_future for IFN
[2025-12-09T20:24:39.007288] [DEBUG] [LOCAL     ] No optimal features file found for IFN: ./output/feature-sets/IFN.txt
[2025-12-09T20:24:39.007340] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:39.007371] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:39.007435] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:39.007518] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:39.065155] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:39.065793] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:39.065867] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:39.065899] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:39.196162] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:39.196313] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:39.196354] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:39.196382] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:39.199774] [DEBUG] [FORECASTER] IFN: Forecast T+1@11:T+2@11: DOWN (p=14.89%)
[2025-12-09T20:24:39.200085] [INFO ] [FORECASTER] Completed predict_future for IFN
[2025-12-09T20:24:39.200213] [INFO ] [sig       ] IFN: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:24:39.348231] [INFO ] [LOCAL     ] Saved forecast: IFN	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/IFN.txt
[2025-12-09T20:24:39.348366] [INFO ] [sig       ] [1677/3614] Completed IFN in 0.4s | 2.92 sym/s | Total: 9.6m | ETA: 11.1m
[2025-12-09T20:24:39.348404] [INFO ] [sig       ] [1678/3614] Forecasting IFS...
[2025-12-09T20:24:39.348433] [INFO ] [sig       ] Generating forecast for: IFS
[2025-12-09T20:24:39.348462] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IFS' from 'https://tdm.silogroup.org/data/derivative_storage/IFS.csv'.
[2025-12-09T20:24:39.359728] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IFS'.
[2025-12-09T20:24:39.359991] [INFO ] [FORECASTER] Starting predict_future for IFS
[2025-12-09T20:24:39.360751] [DEBUG] [LOCAL     ] No optimal features file found for IFS: ./output/feature-sets/IFS.txt
[2025-12-09T20:24:39.360800] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:39.360831] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:39.360857] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:39.360911] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:39.424904] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:39.425617] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:39.425694] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:39.425727] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:39.552127] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:39.552278] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:39.552319] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:39.552350] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:39.555734] [DEBUG] [FORECASTER] IFS: Forecast T+1@11:T+2@11: DOWN (p=28.86%)
[2025-12-09T20:24:39.556003] [INFO ] [FORECASTER] Completed predict_future for IFS
[2025-12-09T20:24:39.556122] [INFO ] [sig       ] IFS: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:24:39.696561] [INFO ] [LOCAL     ] Saved forecast: IFS	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/IFS.txt
[2025-12-09T20:24:39.696726] [INFO ] [sig       ] [1678/3614] Completed IFS in 0.3s | 2.92 sym/s | Total: 9.6m | ETA: 11.1m
[2025-12-09T20:24:39.696765] [INFO ] [sig       ] [1679/3614] Forecasting IGA...
[2025-12-09T20:24:39.696794] [INFO ] [sig       ] Generating forecast for: IGA
[2025-12-09T20:24:39.696823] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGA' from 'https://tdm.silogroup.org/data/derivative_storage/IGA.csv'.
[2025-12-09T20:24:39.707156] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGA'.
[2025-12-09T20:24:39.707453] [INFO ] [FORECASTER] Starting predict_future for IGA
[2025-12-09T20:24:39.708253] [DEBUG] [LOCAL     ] No optimal features file found for IGA: ./output/feature-sets/IGA.txt
[2025-12-09T20:24:39.708302] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:39.708358] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:39.708385] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:39.708441] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:39.764491] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:39.765125] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:39.765199] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:39.765231] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:39.883745] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:39.883891] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:39.883933] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:39.883961] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:39.887271] [DEBUG] [FORECASTER] IGA: Forecast T+1@11:T+2@11: DOWN (p=28.05%)
[2025-12-09T20:24:39.887566] [INFO ] [FORECASTER] Completed predict_future for IGA
[2025-12-09T20:24:39.887721] [INFO ] [sig       ] IGA: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:24:40.029783] [INFO ] [LOCAL     ] Saved forecast: IGA	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/IGA.txt
[2025-12-09T20:24:40.029936] [INFO ] [sig       ] [1679/3614] Completed IGA in 0.3s | 2.92 sym/s | Total: 9.6m | ETA: 11.1m
[2025-12-09T20:24:40.029975] [INFO ] [sig       ] [1680/3614] Forecasting IGD...
[2025-12-09T20:24:40.030004] [INFO ] [sig       ] Generating forecast for: IGD
[2025-12-09T20:24:40.030032] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGD' from 'https://tdm.silogroup.org/data/derivative_storage/IGD.csv'.
[2025-12-09T20:24:40.042700] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGD'.
[2025-12-09T20:24:40.043007] [INFO ] [FORECASTER] Starting predict_future for IGD
[2025-12-09T20:24:40.043819] [DEBUG] [LOCAL     ] No optimal features file found for IGD: ./output/feature-sets/IGD.txt
[2025-12-09T20:24:40.043870] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:40.043900] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:40.043926] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:40.043980] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:40.101164] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:40.102076] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:40.102155] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:40.102187] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:40.217388] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:40.217521] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:40.217562] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:40.217606] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:40.220755] [DEBUG] [FORECASTER] IGD: Forecast T+1@11:T+2@11: UP (p=97.81%)
[2025-12-09T20:24:40.221021] [INFO ] [FORECASTER] Completed predict_future for IGD
[2025-12-09T20:24:40.221138] [INFO ] [sig       ] IGD: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:24:40.358505] [INFO ] [LOCAL     ] Saved forecast: IGD	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/IGD.txt
[2025-12-09T20:24:40.358646] [INFO ] [sig       ] [1680/3614] Completed IGD in 0.3s | 2.92 sym/s | Total: 9.6m | ETA: 11.1m
[2025-12-09T20:24:40.358686] [INFO ] [sig       ] [1681/3614] Forecasting IGF...
[2025-12-09T20:24:40.358715] [INFO ] [sig       ] Generating forecast for: IGF
[2025-12-09T20:24:40.358760] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGF' from 'https://tdm.silogroup.org/data/derivative_storage/IGF.csv'.
[2025-12-09T20:24:40.370819] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGF'.
[2025-12-09T20:24:40.371153] [INFO ] [FORECASTER] Starting predict_future for IGF
[2025-12-09T20:24:40.371979] [DEBUG] [LOCAL     ] No optimal features file found for IGF: ./output/feature-sets/IGF.txt
[2025-12-09T20:24:40.372030] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:40.372062] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:40.372087] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:40.372142] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:40.430675] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:40.431370] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:40.431448] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:40.431480] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:40.551467] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:40.551637] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:40.551682] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:40.551710] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:40.555172] [DEBUG] [FORECASTER] IGF: Forecast T+1@11:T+2@11: UP (p=91.65%)
[2025-12-09T20:24:40.555436] [INFO ] [FORECASTER] Completed predict_future for IGF
[2025-12-09T20:24:40.555554] [INFO ] [sig       ] IGF: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:24:40.695550] [INFO ] [LOCAL     ] Saved forecast: IGF	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/IGF.txt
[2025-12-09T20:24:40.695708] [INFO ] [sig       ] [1681/3614] Completed IGF in 0.3s | 2.92 sym/s | Total: 9.6m | ETA: 11.0m
[2025-12-09T20:24:40.695747] [INFO ] [sig       ] [1682/3614] Forecasting IGI...
[2025-12-09T20:24:40.695776] [INFO ] [sig       ] Generating forecast for: IGI
[2025-12-09T20:24:40.695806] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGI' from 'https://tdm.silogroup.org/data/derivative_storage/IGI.csv'.
[2025-12-09T20:24:40.707052] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGI'.
[2025-12-09T20:24:40.707394] [INFO ] [FORECASTER] Starting predict_future for IGI
[2025-12-09T20:24:40.708225] [DEBUG] [LOCAL     ] No optimal features file found for IGI: ./output/feature-sets/IGI.txt
[2025-12-09T20:24:40.708288] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:40.708327] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:40.708359] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:40.708416] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:40.766902] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:40.767651] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:40.767744] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:40.767782] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:40.871444] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:40.871608] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:40.871650] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:40.871678] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:40.875021] [DEBUG] [FORECASTER] IGI: Forecast T+1@11:T+2@11: UP (p=60.74%)
[2025-12-09T20:24:40.875288] [INFO ] [FORECASTER] Completed predict_future for IGI
[2025-12-09T20:24:40.875403] [INFO ] [sig       ] IGI: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:24:41.013704] [INFO ] [LOCAL     ] Saved forecast: IGI	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/IGI.txt
[2025-12-09T20:24:41.013883] [INFO ] [sig       ] [1682/3614] Completed IGI in 0.3s | 2.92 sym/s | Total: 9.6m | ETA: 11.0m
[2025-12-09T20:24:41.013935] [INFO ] [sig       ] [1683/3614] Forecasting IGIB...
[2025-12-09T20:24:41.013967] [INFO ] [sig       ] Generating forecast for: IGIB
[2025-12-09T20:24:41.013998] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGIB' from 'https://tdm.silogroup.org/data/derivative_storage/IGIB.csv'.
[2025-12-09T20:24:41.025545] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGIB'.
[2025-12-09T20:24:41.025911] [INFO ] [FORECASTER] Starting predict_future for IGIB
[2025-12-09T20:24:41.026718] [DEBUG] [LOCAL     ] No optimal features file found for IGIB: ./output/feature-sets/IGIB.txt
[2025-12-09T20:24:41.026770] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:41.026803] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:41.026829] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:41.026886] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:41.088407] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:41.089265] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:41.089342] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:41.089376] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:41.218186] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:41.218370] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:41.218414] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:41.218443] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:41.221936] [DEBUG] [FORECASTER] IGIB: Forecast T+1@11:T+2@11: UP (p=50.64%)
[2025-12-09T20:24:41.222210] [INFO ] [FORECASTER] Completed predict_future for IGIB
[2025-12-09T20:24:41.222330] [INFO ] [sig       ] IGIB: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:24:41.361743] [INFO ] [LOCAL     ] Saved forecast: IGIB	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/IGIB.txt
[2025-12-09T20:24:41.361877] [INFO ] [sig       ] [1683/3614] Completed IGIB in 0.3s | 2.92 sym/s | Total: 9.6m | ETA: 11.0m
[2025-12-09T20:24:41.361918] [INFO ] [sig       ] [1684/3614] Forecasting IGIC...
[2025-12-09T20:24:41.361948] [INFO ] [sig       ] Generating forecast for: IGIC
[2025-12-09T20:24:41.361979] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGIC' from 'https://tdm.silogroup.org/data/derivative_storage/IGIC.csv'.
[2025-12-09T20:24:41.373559] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGIC'.
[2025-12-09T20:24:41.373892] [INFO ] [FORECASTER] Starting predict_future for IGIC
[2025-12-09T20:24:41.374695] [DEBUG] [LOCAL     ] No optimal features file found for IGIC: ./output/feature-sets/IGIC.txt
[2025-12-09T20:24:41.374746] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:41.374778] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:41.374805] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:41.374861] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:41.433511] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:41.434293] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:41.434369] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:41.434402] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:41.551252] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:41.551407] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:41.551448] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:41.551476] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:41.555057] [DEBUG] [FORECASTER] IGIC: Forecast T+1@11:T+2@11: UP (p=72.96%)
[2025-12-09T20:24:41.555335] [INFO ] [FORECASTER] Completed predict_future for IGIC
[2025-12-09T20:24:41.555459] [INFO ] [sig       ] IGIC: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:24:41.694505] [INFO ] [LOCAL     ] Saved forecast: IGIC	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/IGIC.txt
[2025-12-09T20:24:41.694652] [INFO ] [sig       ] [1684/3614] Completed IGIC in 0.3s | 2.92 sym/s | Total: 9.6m | ETA: 11.0m
[2025-12-09T20:24:41.694699] [INFO ] [sig       ] [1685/3614] Forecasting IGSB...
[2025-12-09T20:24:41.694733] [INFO ] [sig       ] Generating forecast for: IGSB
[2025-12-09T20:24:41.694765] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGSB' from 'https://tdm.silogroup.org/data/derivative_storage/IGSB.csv'.
[2025-12-09T20:24:41.706763] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGSB'.
[2025-12-09T20:24:41.707090] [INFO ] [FORECASTER] Starting predict_future for IGSB
[2025-12-09T20:24:41.707918] [DEBUG] [LOCAL     ] No optimal features file found for IGSB: ./output/feature-sets/IGSB.txt
[2025-12-09T20:24:41.707971] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:41.708003] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:41.708030] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:41.708086] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:41.767408] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:41.768329] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:41.768411] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:41.768444] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:41.892038] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:41.892189] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:41.892232] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:41.892260] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:41.895563] [DEBUG] [FORECASTER] IGSB: Forecast T+1@11:T+2@11: UP (p=61.92%)
[2025-12-09T20:24:41.895868] [INFO ] [FORECASTER] Completed predict_future for IGSB
[2025-12-09T20:24:41.896001] [INFO ] [sig       ] IGSB: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:24:42.044742] [INFO ] [LOCAL     ] Saved forecast: IGSB	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/IGSB.txt
[2025-12-09T20:24:42.044877] [INFO ] [sig       ] [1685/3614] Completed IGSB in 0.4s | 2.92 sym/s | Total: 9.6m | ETA: 11.0m
[2025-12-09T20:24:42.044918] [INFO ] [sig       ] [1686/3614] Forecasting IHD...
[2025-12-09T20:24:42.044945] [INFO ] [sig       ] Generating forecast for: IHD
[2025-12-09T20:24:42.044974] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IHD' from 'https://tdm.silogroup.org/data/derivative_storage/IHD.csv'.
[2025-12-09T20:24:42.055740] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IHD'.
[2025-12-09T20:24:42.056064] [INFO ] [FORECASTER] Starting predict_future for IHD
[2025-12-09T20:24:42.056862] [DEBUG] [LOCAL     ] No optimal features file found for IHD: ./output/feature-sets/IHD.txt
[2025-12-09T20:24:42.056913] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:42.056944] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:42.056971] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:42.057026] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:42.116536] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:42.117239] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:42.117316] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:42.117348] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:42.233638] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:42.233807] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:42.233848] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:42.233876] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:42.237155] [DEBUG] [FORECASTER] IHD: Forecast T+1@11:T+2@11: DOWN (p=28.82%)
[2025-12-09T20:24:42.237416] [INFO ] [FORECASTER] Completed predict_future for IHD
[2025-12-09T20:24:42.237549] [INFO ] [sig       ] IHD: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:24:42.378589] [INFO ] [LOCAL     ] Saved forecast: IHD	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/IHD.txt
[2025-12-09T20:24:42.378712] [INFO ] [sig       ] [1686/3614] Completed IHD in 0.3s | 2.92 sym/s | Total: 9.6m | ETA: 11.0m
[2025-12-09T20:24:42.378750] [INFO ] [sig       ] [1687/3614] Forecasting IHG...
[2025-12-09T20:24:42.378779] [INFO ] [sig       ] Generating forecast for: IHG
[2025-12-09T20:24:42.378810] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IHG' from 'https://tdm.silogroup.org/data/derivative_storage/IHG.csv'.
[2025-12-09T20:24:42.390329] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IHG'.
[2025-12-09T20:24:42.390603] [INFO ] [FORECASTER] Starting predict_future for IHG
[2025-12-09T20:24:42.391380] [DEBUG] [LOCAL     ] No optimal features file found for IHG: ./output/feature-sets/IHG.txt
[2025-12-09T20:24:42.391431] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:42.391461] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:42.391487] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:42.391541] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:42.447664] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:42.448317] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:42.448405] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:42.448437] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:42.566523] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:42.566685] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:42.566726] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:42.566754] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:42.570202] [DEBUG] [FORECASTER] IHG: Forecast T+1@11:T+2@11: DOWN (p=16.98%)
[2025-12-09T20:24:42.570472] [INFO ] [FORECASTER] Completed predict_future for IHG
[2025-12-09T20:24:42.570610] [INFO ] [sig       ] IHG: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:24:42.710516] [INFO ] [LOCAL     ] Saved forecast: IHG	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/IHG.txt
[2025-12-09T20:24:42.710675] [INFO ] [sig       ] [1687/3614] Completed IHG in 0.3s | 2.92 sym/s | Total: 9.6m | ETA: 11.0m
[2025-12-09T20:24:42.710714] [INFO ] [sig       ] [1688/3614] Forecasting IHS...
[2025-12-09T20:24:42.710743] [INFO ] [sig       ] Generating forecast for: IHS
[2025-12-09T20:24:42.710780] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IHS' from 'https://tdm.silogroup.org/data/derivative_storage/IHS.csv'.
[2025-12-09T20:24:42.723082] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IHS'.
[2025-12-09T20:24:42.723414] [INFO ] [FORECASTER] Starting predict_future for IHS
[2025-12-09T20:24:42.724225] [DEBUG] [LOCAL     ] No optimal features file found for IHS: ./output/feature-sets/IHS.txt
[2025-12-09T20:24:42.724278] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:42.724312] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:42.724340] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:42.724397] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:42.783214] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:42.783916] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:42.783995] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:42.784027] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:42.900192] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:42.900332] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:42.900371] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:42.900399] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:42.903776] [DEBUG] [FORECASTER] IHS: Forecast T+1@11:T+2@11: DOWN (p=45.26%)
[2025-12-09T20:24:42.904047] [INFO ] [FORECASTER] Completed predict_future for IHS
[2025-12-09T20:24:42.904175] [INFO ] [sig       ] IHS: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:24:43.043866] [INFO ] [LOCAL     ] Saved forecast: IHS	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/IHS.txt
[2025-12-09T20:24:43.043983] [INFO ] [sig       ] [1688/3614] Completed IHS in 0.3s | 2.92 sym/s | Total: 9.6m | ETA: 11.0m
[2025-12-09T20:24:43.044029] [INFO ] [sig       ] [1689/3614] Forecasting IIF...
[2025-12-09T20:24:43.044057] [INFO ] [sig       ] Generating forecast for: IIF
[2025-12-09T20:24:43.044087] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IIF' from 'https://tdm.silogroup.org/data/derivative_storage/IIF.csv'.
[2025-12-09T20:24:43.054688] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IIF'.
[2025-12-09T20:24:43.054988] [INFO ] [FORECASTER] Starting predict_future for IIF
[2025-12-09T20:24:43.055772] [DEBUG] [LOCAL     ] No optimal features file found for IIF: ./output/feature-sets/IIF.txt
[2025-12-09T20:24:43.055822] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:43.055853] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:43.055879] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:43.055934] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:43.113649] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:43.114287] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:43.114393] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:43.114428] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:43.229508] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:43.229669] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:43.229714] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:43.229743] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:43.233034] [DEBUG] [FORECASTER] IIF: Forecast T+1@11:T+2@11: UP (p=57.88%)
[2025-12-09T20:24:43.233298] [INFO ] [FORECASTER] Completed predict_future for IIF
[2025-12-09T20:24:43.233418] [INFO ] [sig       ] IIF: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:24:43.371410] [INFO ] [LOCAL     ] Saved forecast: IIF	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/IIF.txt
[2025-12-09T20:24:43.371533] [INFO ] [sig       ] [1689/3614] Completed IIF in 0.3s | 2.92 sym/s | Total: 9.7m | ETA: 11.0m
[2025-12-09T20:24:43.371586] [INFO ] [sig       ] [1690/3614] Forecasting III...
[2025-12-09T20:24:43.371619] [INFO ] [sig       ] Generating forecast for: III
[2025-12-09T20:24:43.371648] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'III' from 'https://tdm.silogroup.org/data/derivative_storage/III.csv'.
[2025-12-09T20:24:43.383498] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'III'.
[2025-12-09T20:24:43.383811] [INFO ] [FORECASTER] Starting predict_future for III
[2025-12-09T20:24:43.384602] [DEBUG] [LOCAL     ] No optimal features file found for III: ./output/feature-sets/III.txt
[2025-12-09T20:24:43.384666] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:43.384706] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:43.384735] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:43.384793] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:43.443107] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:43.443771] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:43.443848] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:43.443881] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:43.559672] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:43.559795] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:43.559834] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:43.559871] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:43.563270] [DEBUG] [FORECASTER] III: Forecast T+1@11:T+2@11: UP (p=77.31%)
[2025-12-09T20:24:43.563539] [INFO ] [FORECASTER] Completed predict_future for III
[2025-12-09T20:24:43.563678] [INFO ] [sig       ] III: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:24:43.702071] [INFO ] [LOCAL     ] Saved forecast: III	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/III.txt
[2025-12-09T20:24:43.702204] [INFO ] [sig       ] [1690/3614] Completed III in 0.3s | 2.92 sym/s | Total: 9.7m | ETA: 11.0m
[2025-12-09T20:24:43.702241] [INFO ] [sig       ] [1691/3614] Forecasting IIIN...
[2025-12-09T20:24:43.702270] [INFO ] [sig       ] Generating forecast for: IIIN
[2025-12-09T20:24:43.702299] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IIIN' from 'https://tdm.silogroup.org/data/derivative_storage/IIIN.csv'.
[2025-12-09T20:24:43.714156] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IIIN'.
[2025-12-09T20:24:43.714502] [INFO ] [FORECASTER] Starting predict_future for IIIN
[2025-12-09T20:24:43.715292] [DEBUG] [LOCAL     ] No optimal features file found for IIIN: ./output/feature-sets/IIIN.txt
[2025-12-09T20:24:43.715347] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:43.715377] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:43.715402] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:43.715457] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:43.770857] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:43.771726] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:43.771809] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:43.771840] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:43.890148] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:43.890315] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:43.890354] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:43.890380] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:43.893719] [DEBUG] [FORECASTER] IIIN: Forecast T+1@11:T+2@11: UP (p=71.08%)
[2025-12-09T20:24:43.893982] [INFO ] [FORECASTER] Completed predict_future for IIIN
[2025-12-09T20:24:43.894100] [INFO ] [sig       ] IIIN: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:24:44.033317] [INFO ] [LOCAL     ] Saved forecast: IIIN	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/IIIN.txt
[2025-12-09T20:24:44.033472] [INFO ] [sig       ] [1691/3614] Completed IIIN in 0.3s | 2.92 sym/s | Total: 9.7m | ETA: 11.0m
[2025-12-09T20:24:44.033512] [INFO ] [sig       ] [1692/3614] Forecasting IIM...
[2025-12-09T20:24:44.033540] [INFO ] [sig       ] Generating forecast for: IIM
[2025-12-09T20:24:44.033589] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IIM' from 'https://tdm.silogroup.org/data/derivative_storage/IIM.csv'.
[2025-12-09T20:24:44.045469] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IIM'.
[2025-12-09T20:24:44.045801] [INFO ] [FORECASTER] Starting predict_future for IIM
[2025-12-09T20:24:44.046630] [DEBUG] [LOCAL     ] No optimal features file found for IIM: ./output/feature-sets/IIM.txt
[2025-12-09T20:24:44.046681] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:44.046713] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:44.046738] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:44.046792] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:44.104089] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:44.104750] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:44.104831] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:44.104864] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:44.223218] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:44.223368] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:44.223410] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:44.223439] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:44.226853] [DEBUG] [FORECASTER] IIM: Forecast T+1@11:T+2@11: DOWN (p=9.97%)
[2025-12-09T20:24:44.227126] [INFO ] [FORECASTER] Completed predict_future for IIM
[2025-12-09T20:24:44.227252] [INFO ] [sig       ] IIM: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:24:44.365354] [INFO ] [LOCAL     ] Saved forecast: IIM	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/IIM.txt
[2025-12-09T20:24:44.365500] [INFO ] [sig       ] [1692/3614] Completed IIM in 0.3s | 2.92 sym/s | Total: 9.7m | ETA: 11.0m
[2025-12-09T20:24:44.365538] [INFO ] [sig       ] [1693/3614] Forecasting ILMN...
[2025-12-09T20:24:44.365566] [INFO ] [sig       ] Generating forecast for: ILMN
[2025-12-09T20:24:44.365615] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ILMN' from 'https://tdm.silogroup.org/data/derivative_storage/ILMN.csv'.
[2025-12-09T20:24:44.376461] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ILMN'.
[2025-12-09T20:24:44.376775] [INFO ] [FORECASTER] Starting predict_future for ILMN
[2025-12-09T20:24:44.377647] [DEBUG] [LOCAL     ] No optimal features file found for ILMN: ./output/feature-sets/ILMN.txt
[2025-12-09T20:24:44.377699] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:44.377732] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:44.377759] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:44.377815] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:44.435434] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:44.436451] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:44.436539] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:44.436589] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:44.560984] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:44.561143] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:44.561186] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:44.561214] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:44.564632] [DEBUG] [FORECASTER] ILMN: Forecast T+1@11:T+2@11: DOWN (p=21.48%)
[2025-12-09T20:24:44.564902] [INFO ] [FORECASTER] Completed predict_future for ILMN
[2025-12-09T20:24:44.565024] [INFO ] [sig       ] ILMN: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:24:44.704146] [INFO ] [LOCAL     ] Saved forecast: ILMN	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/ILMN.txt
[2025-12-09T20:24:44.704282] [INFO ] [sig       ] [1693/3614] Completed ILMN in 0.3s | 2.92 sym/s | Total: 9.7m | ETA: 11.0m
[2025-12-09T20:24:44.704331] [INFO ] [sig       ] [1694/3614] Forecasting IMAX...
[2025-12-09T20:24:44.704361] [INFO ] [sig       ] Generating forecast for: IMAX
[2025-12-09T20:24:44.704390] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMAX' from 'https://tdm.silogroup.org/data/derivative_storage/IMAX.csv'.
[2025-12-09T20:24:44.715660] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMAX'.
[2025-12-09T20:24:44.715979] [INFO ] [FORECASTER] Starting predict_future for IMAX
[2025-12-09T20:24:44.716792] [DEBUG] [LOCAL     ] No optimal features file found for IMAX: ./output/feature-sets/IMAX.txt
[2025-12-09T20:24:44.716843] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:44.716874] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:44.716899] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:44.716954] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:44.772625] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:44.773250] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:44.773324] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:44.773355] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:44.891600] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:44.891746] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:44.891792] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:44.891824] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:44.895197] [DEBUG] [FORECASTER] IMAX: Forecast T+1@11:T+2@11: DOWN (p=18.72%)
[2025-12-09T20:24:44.895466] [INFO ] [FORECASTER] Completed predict_future for IMAX
[2025-12-09T20:24:44.895607] [INFO ] [sig       ] IMAX: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:24:45.035623] [INFO ] [LOCAL     ] Saved forecast: IMAX	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/IMAX.txt
[2025-12-09T20:24:45.035767] [INFO ] [sig       ] [1694/3614] Completed IMAX in 0.3s | 2.92 sym/s | Total: 9.7m | ETA: 11.0m
[2025-12-09T20:24:45.035805] [INFO ] [sig       ] [1695/3614] Forecasting IMKTA...
[2025-12-09T20:24:45.035834] [INFO ] [sig       ] Generating forecast for: IMKTA
[2025-12-09T20:24:45.035864] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMKTA' from 'https://tdm.silogroup.org/data/derivative_storage/IMKTA.csv'.
[2025-12-09T20:24:45.046921] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMKTA'.
[2025-12-09T20:24:45.047185] [INFO ] [FORECASTER] Starting predict_future for IMKTA
[2025-12-09T20:24:45.047990] [DEBUG] [LOCAL     ] No optimal features file found for IMKTA: ./output/feature-sets/IMKTA.txt
[2025-12-09T20:24:45.048041] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:45.048073] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:45.048100] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:45.048155] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:45.103820] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:45.104417] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:45.104492] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:45.104524] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:45.217996] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:45.218136] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:45.218177] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:45.218206] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:45.221567] [DEBUG] [FORECASTER] IMKTA: Forecast T+1@11:T+2@11: UP (p=65.22%)
[2025-12-09T20:24:45.221874] [INFO ] [FORECASTER] Completed predict_future for IMKTA
[2025-12-09T20:24:45.222031] [INFO ] [sig       ] IMKTA: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:24:45.360550] [INFO ] [LOCAL     ] Saved forecast: IMKTA	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/IMKTA.txt
[2025-12-09T20:24:45.360695] [INFO ] [sig       ] [1695/3614] Completed IMKTA in 0.3s | 2.92 sym/s | Total: 9.7m | ETA: 11.0m
[2025-12-09T20:24:45.360734] [INFO ] [sig       ] [1696/3614] Forecasting IMMP...
[2025-12-09T20:24:45.360763] [INFO ] [sig       ] Generating forecast for: IMMP
[2025-12-09T20:24:45.360792] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMMP' from 'https://tdm.silogroup.org/data/derivative_storage/IMMP.csv'.
[2025-12-09T20:24:45.372270] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMMP'.
[2025-12-09T20:24:45.372532] [INFO ] [FORECASTER] Starting predict_future for IMMP
[2025-12-09T20:24:45.373293] [DEBUG] [LOCAL     ] No optimal features file found for IMMP: ./output/feature-sets/IMMP.txt
[2025-12-09T20:24:45.373347] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:45.373403] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:45.373430] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:45.373486] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:45.429279] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:45.430085] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:45.430164] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:45.430197] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:45.542651] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:45.542797] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:45.542839] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:45.542868] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:45.546280] [DEBUG] [FORECASTER] IMMP: Forecast T+1@11:T+2@11: DOWN (p=2.34%)
[2025-12-09T20:24:45.546549] [INFO ] [FORECASTER] Completed predict_future for IMMP
[2025-12-09T20:24:45.546688] [INFO ] [sig       ] IMMP: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:24:45.686185] [INFO ] [LOCAL     ] Saved forecast: IMMP	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/IMMP.txt
[2025-12-09T20:24:45.686310] [INFO ] [sig       ] [1696/3614] Completed IMMP in 0.3s | 2.92 sym/s | Total: 9.7m | ETA: 11.0m
[2025-12-09T20:24:45.686348] [INFO ] [sig       ] [1697/3614] Forecasting IMMX...
[2025-12-09T20:24:45.686377] [INFO ] [sig       ] Generating forecast for: IMMX
[2025-12-09T20:24:45.686407] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMMX' from 'https://tdm.silogroup.org/data/derivative_storage/IMMX.csv'.
[2025-12-09T20:24:45.697631] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMMX'.
[2025-12-09T20:24:45.697887] [INFO ] [FORECASTER] Starting predict_future for IMMX
[2025-12-09T20:24:45.698657] [DEBUG] [LOCAL     ] No optimal features file found for IMMX: ./output/feature-sets/IMMX.txt
[2025-12-09T20:24:45.698706] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:45.698737] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:45.698763] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:45.698817] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:45.755399] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:45.756051] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:45.756127] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:45.756159] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:45.873627] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:45.873791] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:45.873870] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:45.873913] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:45.877232] [DEBUG] [FORECASTER] IMMX: Forecast T+1@11:T+2@11: UP (p=85.49%)
[2025-12-09T20:24:45.877519] [INFO ] [FORECASTER] Completed predict_future for IMMX
[2025-12-09T20:24:45.877664] [INFO ] [sig       ] IMMX: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:24:46.017768] [INFO ] [LOCAL     ] Saved forecast: IMMX	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/IMMX.txt
[2025-12-09T20:24:46.017908] [INFO ] [sig       ] [1697/3614] Completed IMMX in 0.3s | 2.92 sym/s | Total: 9.7m | ETA: 11.0m
[2025-12-09T20:24:46.017952] [INFO ] [sig       ] [1698/3614] Forecasting IMNM...
[2025-12-09T20:24:46.017990] [INFO ] [sig       ] Generating forecast for: IMNM
[2025-12-09T20:24:46.018020] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMNM' from 'https://tdm.silogroup.org/data/derivative_storage/IMNM.csv'.
[2025-12-09T20:24:46.030625] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMNM'.
[2025-12-09T20:24:46.031034] [INFO ] [FORECASTER] Starting predict_future for IMNM
[2025-12-09T20:24:46.031909] [DEBUG] [LOCAL     ] No optimal features file found for IMNM: ./output/feature-sets/IMNM.txt
[2025-12-09T20:24:46.031963] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:46.031997] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:46.032025] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:46.032082] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:46.094714] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:46.095665] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:46.095760] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:46.095794] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:46.227231] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:46.227387] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:46.227430] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:46.227460] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:46.231135] [DEBUG] [FORECASTER] IMNM: Forecast T+1@11:T+2@11: UP (p=73.57%)
[2025-12-09T20:24:46.231461] [INFO ] [FORECASTER] Completed predict_future for IMNM
[2025-12-09T20:24:46.231641] [INFO ] [sig       ] IMNM: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:24:46.375178] [INFO ] [LOCAL     ] Saved forecast: IMNM	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/IMNM.txt
[2025-12-09T20:24:46.375311] [INFO ] [sig       ] [1698/3614] Completed IMNM in 0.4s | 2.92 sym/s | Total: 9.7m | ETA: 10.9m
[2025-12-09T20:24:46.375349] [INFO ] [sig       ] [1699/3614] Forecasting IMNN...
[2025-12-09T20:24:46.375378] [INFO ] [sig       ] Generating forecast for: IMNN
[2025-12-09T20:24:46.375409] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMNN' from 'https://tdm.silogroup.org/data/derivative_storage/IMNN.csv'.
[2025-12-09T20:24:46.386402] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMNN'.
[2025-12-09T20:24:46.386733] [INFO ] [FORECASTER] Starting predict_future for IMNN
[2025-12-09T20:24:46.387550] [DEBUG] [LOCAL     ] No optimal features file found for IMNN: ./output/feature-sets/IMNN.txt
[2025-12-09T20:24:46.387622] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:46.387656] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:46.387684] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:46.387739] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:46.444277] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:46.444999] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:46.445077] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:46.445109] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:46.565404] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:46.565558] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:46.565625] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:46.565688] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:46.569156] [DEBUG] [FORECASTER] IMNN: Forecast T+1@11:T+2@11: DOWN (p=6.68%)
[2025-12-09T20:24:46.569435] [INFO ] [FORECASTER] Completed predict_future for IMNN
[2025-12-09T20:24:46.569563] [INFO ] [sig       ] IMNN: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:24:46.709864] [INFO ] [LOCAL     ] Saved forecast: IMNN	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/IMNN.txt
[2025-12-09T20:24:46.709997] [INFO ] [sig       ] [1699/3614] Completed IMNN in 0.3s | 2.92 sym/s | Total: 9.7m | ETA: 10.9m
[2025-12-09T20:24:46.710035] [INFO ] [sig       ] [1700/3614] Forecasting IMOS...
[2025-12-09T20:24:46.710065] [INFO ] [sig       ] Generating forecast for: IMOS
[2025-12-09T20:24:46.710095] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMOS' from 'https://tdm.silogroup.org/data/derivative_storage/IMOS.csv'.
[2025-12-09T20:24:46.720505] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMOS'.
[2025-12-09T20:24:46.720875] [INFO ] [FORECASTER] Starting predict_future for IMOS
[2025-12-09T20:24:46.721662] [DEBUG] [LOCAL     ] No optimal features file found for IMOS: ./output/feature-sets/IMOS.txt
[2025-12-09T20:24:46.721713] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:46.721744] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:46.721770] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:46.721824] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:46.777413] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:46.778361] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:46.778441] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:46.778472] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:46.894078] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:46.894210] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:46.894249] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:46.894276] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:46.897521] [DEBUG] [FORECASTER] IMOS: Forecast T+1@11:T+2@11: DOWN (p=44.92%)
[2025-12-09T20:24:46.897811] [INFO ] [FORECASTER] Completed predict_future for IMOS
[2025-12-09T20:24:46.897931] [INFO ] [sig       ] IMOS: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:24:47.034257] [INFO ] [LOCAL     ] Saved forecast: IMOS	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/IMOS.txt
[2025-12-09T20:24:47.034379] [INFO ] [sig       ] [1700/3614] Completed IMOS in 0.3s | 2.92 sym/s | Total: 9.7m | ETA: 10.9m
[2025-12-09T20:24:47.034421] [INFO ] [sig       ] [1701/3614] Forecasting IMPP...
[2025-12-09T20:24:47.034449] [INFO ] [sig       ] Generating forecast for: IMPP
[2025-12-09T20:24:47.034478] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMPP' from 'https://tdm.silogroup.org/data/derivative_storage/IMPP.csv'.
[2025-12-09T20:24:47.045279] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMPP'.
[2025-12-09T20:24:47.045536] [INFO ] [FORECASTER] Starting predict_future for IMPP
[2025-12-09T20:24:47.046301] [DEBUG] [LOCAL     ] No optimal features file found for IMPP: ./output/feature-sets/IMPP.txt
[2025-12-09T20:24:47.046351] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:47.046393] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:47.046420] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:47.046476] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:47.104638] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:47.105240] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:47.105314] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:47.105346] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:47.220436] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:47.220589] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:47.220630] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:47.220658] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:47.223920] [DEBUG] [FORECASTER] IMPP: Forecast T+1@11:T+2@11: DOWN (p=33.47%)
[2025-12-09T20:24:47.224180] [INFO ] [FORECASTER] Completed predict_future for IMPP
[2025-12-09T20:24:47.224296] [INFO ] [sig       ] IMPP: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:24:47.363501] [INFO ] [LOCAL     ] Saved forecast: IMPP	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/IMPP.txt
[2025-12-09T20:24:47.363645] [INFO ] [sig       ] [1701/3614] Completed IMPP in 0.3s | 2.92 sym/s | Total: 9.7m | ETA: 10.9m
[2025-12-09T20:24:47.363686] [INFO ] [sig       ] [1702/3614] Forecasting IMRX...
[2025-12-09T20:24:47.363715] [INFO ] [sig       ] Generating forecast for: IMRX
[2025-12-09T20:24:47.363745] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMRX' from 'https://tdm.silogroup.org/data/derivative_storage/IMRX.csv'.
[2025-12-09T20:24:47.375213] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMRX'.
[2025-12-09T20:24:47.375489] [INFO ] [FORECASTER] Starting predict_future for IMRX
[2025-12-09T20:24:47.376261] [DEBUG] [LOCAL     ] No optimal features file found for IMRX: ./output/feature-sets/IMRX.txt
[2025-12-09T20:24:47.376312] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:47.376343] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:47.376369] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:47.376427] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:47.431747] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:47.432598] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:47.432680] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:47.432712] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:47.551954] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:47.552105] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:47.552145] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:47.552174] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:47.555503] [DEBUG] [FORECASTER] IMRX: Forecast T+1@11:T+2@11: UP (p=66.33%)
[2025-12-09T20:24:47.555784] [INFO ] [FORECASTER] Completed predict_future for IMRX
[2025-12-09T20:24:47.555906] [INFO ] [sig       ] IMRX: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:24:47.737714] [INFO ] [LOCAL     ] Saved forecast: IMRX	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/IMRX.txt
[2025-12-09T20:24:47.737850] [INFO ] [sig       ] [1702/3614] Completed IMRX in 0.4s | 2.92 sym/s | Total: 9.7m | ETA: 10.9m
[2025-12-09T20:24:47.737893] [INFO ] [sig       ] [1703/3614] Forecasting IMTX...
[2025-12-09T20:24:47.737921] [INFO ] [sig       ] Generating forecast for: IMTX
[2025-12-09T20:24:47.737951] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMTX' from 'https://tdm.silogroup.org/data/derivative_storage/IMTX.csv'.
[2025-12-09T20:24:47.748992] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMTX'.
[2025-12-09T20:24:47.749268] [INFO ] [FORECASTER] Starting predict_future for IMTX
[2025-12-09T20:24:47.750065] [DEBUG] [LOCAL     ] No optimal features file found for IMTX: ./output/feature-sets/IMTX.txt
[2025-12-09T20:24:47.750116] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:47.750148] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:47.750174] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:47.750228] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:47.806868] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:47.807483] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:47.807587] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:47.807622] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:47.925067] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:47.925218] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:47.925257] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:47.925285] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:47.928984] [DEBUG] [FORECASTER] IMTX: Forecast T+1@11:T+2@11: UP (p=61.04%)
[2025-12-09T20:24:47.929253] [INFO ] [FORECASTER] Completed predict_future for IMTX
[2025-12-09T20:24:47.929374] [INFO ] [sig       ] IMTX: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:24:48.066295] [INFO ] [LOCAL     ] Saved forecast: IMTX	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/IMTX.txt
[2025-12-09T20:24:48.066423] [INFO ] [sig       ] [1703/3614] Completed IMTX in 0.3s | 2.92 sym/s | Total: 9.7m | ETA: 10.9m
[2025-12-09T20:24:48.066460] [INFO ] [sig       ] [1704/3614] Forecasting IMXI...
[2025-12-09T20:24:48.066489] [INFO ] [sig       ] Generating forecast for: IMXI
[2025-12-09T20:24:48.066719] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMXI' from 'https://tdm.silogroup.org/data/derivative_storage/IMXI.csv'.
[2025-12-09T20:24:48.078346] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMXI'.
[2025-12-09T20:24:48.078613] [INFO ] [FORECASTER] Starting predict_future for IMXI
[2025-12-09T20:24:48.079348] [DEBUG] [LOCAL     ] No optimal features file found for IMXI: ./output/feature-sets/IMXI.txt
[2025-12-09T20:24:48.079399] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:48.079430] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:48.079456] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:48.079511] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:48.135236] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:48.135905] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:48.135979] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:48.136012] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:48.255927] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:48.256055] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:48.256093] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:48.256120] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:48.259389] [DEBUG] [FORECASTER] IMXI: Forecast T+1@11:T+2@11: UP (p=76.98%)
[2025-12-09T20:24:48.259679] [INFO ] [FORECASTER] Completed predict_future for IMXI
[2025-12-09T20:24:48.259800] [INFO ] [sig       ] IMXI: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:24:48.397320] [INFO ] [LOCAL     ] Saved forecast: IMXI	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/IMXI.txt
[2025-12-09T20:24:48.397446] [INFO ] [sig       ] [1704/3614] Completed IMXI in 0.3s | 2.92 sym/s | Total: 9.7m | ETA: 10.9m
[2025-12-09T20:24:48.397516] [INFO ] [sig       ] [1705/3614] Forecasting INAB...
[2025-12-09T20:24:48.397553] [INFO ] [sig       ] Generating forecast for: INAB
[2025-12-09T20:24:48.397601] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INAB' from 'https://tdm.silogroup.org/data/derivative_storage/INAB.csv'.
[2025-12-09T20:24:48.408135] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INAB'.
[2025-12-09T20:24:48.408436] [INFO ] [FORECASTER] Starting predict_future for INAB
[2025-12-09T20:24:48.409192] [DEBUG] [LOCAL     ] No optimal features file found for INAB: ./output/feature-sets/INAB.txt
[2025-12-09T20:24:48.409242] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:48.409273] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:48.409300] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:48.409356] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:48.464615] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:48.465393] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:48.465470] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:48.465501] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:48.579728] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:48.579880] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:48.579918] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:48.579947] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:48.583245] [DEBUG] [FORECASTER] INAB: Forecast T+1@11:T+2@11: UP (p=96.81%)
[2025-12-09T20:24:48.583518] [INFO ] [FORECASTER] Completed predict_future for INAB
[2025-12-09T20:24:48.583662] [INFO ] [sig       ] INAB: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:24:48.726784] [INFO ] [LOCAL     ] Saved forecast: INAB	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/INAB.txt
[2025-12-09T20:24:48.726928] [INFO ] [sig       ] [1705/3614] Completed INAB in 0.3s | 2.92 sym/s | Total: 9.7m | ETA: 10.9m
[2025-12-09T20:24:48.726966] [INFO ] [sig       ] [1706/3614] Forecasting INBK...
[2025-12-09T20:24:48.726995] [INFO ] [sig       ] Generating forecast for: INBK
[2025-12-09T20:24:48.727023] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INBK' from 'https://tdm.silogroup.org/data/derivative_storage/INBK.csv'.
[2025-12-09T20:24:48.738835] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INBK'.
[2025-12-09T20:24:48.739131] [INFO ] [FORECASTER] Starting predict_future for INBK
[2025-12-09T20:24:48.740140] [DEBUG] [LOCAL     ] No optimal features file found for INBK: ./output/feature-sets/INBK.txt
[2025-12-09T20:24:48.740191] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:48.740223] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:48.740249] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:48.740304] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:48.797384] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:48.798251] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:48.798365] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:48.798399] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:48.915473] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:48.915643] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:48.915685] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:48.915714] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:48.919179] [DEBUG] [FORECASTER] INBK: Forecast T+1@11:T+2@11: UP (p=77.13%)
[2025-12-09T20:24:48.919459] [INFO ] [FORECASTER] Completed predict_future for INBK
[2025-12-09T20:24:48.919630] [INFO ] [sig       ] INBK: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:24:49.061081] [INFO ] [LOCAL     ] Saved forecast: INBK	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/INBK.txt
[2025-12-09T20:24:49.061203] [INFO ] [sig       ] [1706/3614] Completed INBK in 0.3s | 2.92 sym/s | Total: 9.7m | ETA: 10.9m
[2025-12-09T20:24:49.061240] [INFO ] [sig       ] [1707/3614] Forecasting INBX...
[2025-12-09T20:24:49.061270] [INFO ] [sig       ] Generating forecast for: INBX
[2025-12-09T20:24:49.061300] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INBX' from 'https://tdm.silogroup.org/data/derivative_storage/INBX.csv'.
[2025-12-09T20:24:49.072386] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INBX'.
[2025-12-09T20:24:49.072680] [INFO ] [FORECASTER] Starting predict_future for INBX
[2025-12-09T20:24:49.073416] [DEBUG] [LOCAL     ] No optimal features file found for INBX: ./output/feature-sets/INBX.txt
[2025-12-09T20:24:49.073466] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:49.073496] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:49.073522] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:49.073595] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:49.130711] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:49.131321] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:49.131398] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:49.131431] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:49.251634] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:49.251780] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:49.251821] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:49.251850] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:49.255147] [DEBUG] [FORECASTER] INBX: Forecast T+1@11:T+2@11: UP (p=88.69%)
[2025-12-09T20:24:49.255407] [INFO ] [FORECASTER] Completed predict_future for INBX
[2025-12-09T20:24:49.255526] [INFO ] [sig       ] INBX: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:24:49.393755] [INFO ] [LOCAL     ] Saved forecast: INBX	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/INBX.txt
[2025-12-09T20:24:49.393890] [INFO ] [sig       ] [1707/3614] Completed INBX in 0.3s | 2.92 sym/s | Total: 9.8m | ETA: 10.9m
[2025-12-09T20:24:49.393928] [INFO ] [sig       ] [1708/3614] Forecasting INCY...
[2025-12-09T20:24:49.393957] [INFO ] [sig       ] Generating forecast for: INCY
[2025-12-09T20:24:49.393986] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INCY' from 'https://tdm.silogroup.org/data/derivative_storage/INCY.csv'.
[2025-12-09T20:24:49.405348] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INCY'.
[2025-12-09T20:24:49.405674] [INFO ] [FORECASTER] Starting predict_future for INCY
[2025-12-09T20:24:49.406446] [DEBUG] [LOCAL     ] No optimal features file found for INCY: ./output/feature-sets/INCY.txt
[2025-12-09T20:24:49.406496] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:49.406527] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:49.406553] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:49.406634] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:49.461962] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:49.462785] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:49.462863] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:49.462895] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:49.583257] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:49.583413] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:49.583453] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:49.583522] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:49.587017] [DEBUG] [FORECASTER] INCY: Forecast T+1@11:T+2@11: DOWN (p=15.12%)
[2025-12-09T20:24:49.587296] [INFO ] [FORECASTER] Completed predict_future for INCY
[2025-12-09T20:24:49.587426] [INFO ] [sig       ] INCY: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:24:49.728495] [INFO ] [LOCAL     ] Saved forecast: INCY	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/INCY.txt
[2025-12-09T20:24:49.728662] [INFO ] [sig       ] [1708/3614] Completed INCY in 0.3s | 2.92 sym/s | Total: 9.8m | ETA: 10.9m
[2025-12-09T20:24:49.728703] [INFO ] [sig       ] [1709/3614] Forecasting INDB...
[2025-12-09T20:24:49.728733] [INFO ] [sig       ] Generating forecast for: INDB
[2025-12-09T20:24:49.728770] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INDB' from 'https://tdm.silogroup.org/data/derivative_storage/INDB.csv'.
[2025-12-09T20:24:49.740128] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INDB'.
[2025-12-09T20:24:49.740391] [INFO ] [FORECASTER] Starting predict_future for INDB
[2025-12-09T20:24:49.741161] [DEBUG] [LOCAL     ] No optimal features file found for INDB: ./output/feature-sets/INDB.txt
[2025-12-09T20:24:49.741211] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:49.741243] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:49.741270] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:49.741326] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:49.798249] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:49.798924] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:49.799002] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:49.799035] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:49.916006] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:49.916152] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:49.916191] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:49.916221] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:49.919628] [DEBUG] [FORECASTER] INDB: Forecast T+1@11:T+2@11: DOWN (p=35.08%)
[2025-12-09T20:24:49.919898] [INFO ] [FORECASTER] Completed predict_future for INDB
[2025-12-09T20:24:49.920021] [INFO ] [sig       ] INDB: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:24:50.062046] [INFO ] [LOCAL     ] Saved forecast: INDB	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/INDB.txt
[2025-12-09T20:24:50.062197] [INFO ] [sig       ] [1709/3614] Completed INDB in 0.3s | 2.92 sym/s | Total: 9.8m | ETA: 10.9m
[2025-12-09T20:24:50.062237] [INFO ] [sig       ] [1710/3614] Forecasting INDI...
[2025-12-09T20:24:50.062266] [INFO ] [sig       ] Generating forecast for: INDI
[2025-12-09T20:24:50.062296] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INDI' from 'https://tdm.silogroup.org/data/derivative_storage/INDI.csv'.
[2025-12-09T20:24:50.073316] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INDI'.
[2025-12-09T20:24:50.073590] [INFO ] [FORECASTER] Starting predict_future for INDI
[2025-12-09T20:24:50.074330] [DEBUG] [LOCAL     ] No optimal features file found for INDI: ./output/feature-sets/INDI.txt
[2025-12-09T20:24:50.074380] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:50.074411] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:50.074438] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:50.074492] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:50.131018] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:50.131688] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:50.131780] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:50.131813] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:50.252977] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:50.253118] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:50.253157] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:50.253187] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:50.256528] [DEBUG] [FORECASTER] INDI: Forecast T+1@11:T+2@11: UP (p=81.85%)
[2025-12-09T20:24:50.256813] [INFO ] [FORECASTER] Completed predict_future for INDI
[2025-12-09T20:24:50.256936] [INFO ] [sig       ] INDI: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:24:50.403412] [INFO ] [LOCAL     ] Saved forecast: INDI	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/INDI.txt
[2025-12-09T20:24:50.403602] [INFO ] [sig       ] [1710/3614] Completed INDI in 0.3s | 2.92 sym/s | Total: 9.8m | ETA: 10.9m
[2025-12-09T20:24:50.403643] [INFO ] [sig       ] [1711/3614] Forecasting INDP...
[2025-12-09T20:24:50.403672] [INFO ] [sig       ] Generating forecast for: INDP
[2025-12-09T20:24:50.403702] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INDP' from 'https://tdm.silogroup.org/data/derivative_storage/INDP.csv'.
[2025-12-09T20:24:50.414410] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INDP'.
[2025-12-09T20:24:50.414772] [INFO ] [FORECASTER] Starting predict_future for INDP
[2025-12-09T20:24:50.415628] [DEBUG] [LOCAL     ] No optimal features file found for INDP: ./output/feature-sets/INDP.txt
[2025-12-09T20:24:50.415681] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:50.415712] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:50.415739] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:50.415793] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:50.481318] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:50.482202] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:50.482292] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:50.482325] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:50.596204] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:50.596351] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:50.596393] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:50.596425] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:50.599913] [DEBUG] [FORECASTER] INDP: Forecast T+1@11:T+2@11: DOWN (p=8.88%)
[2025-12-09T20:24:50.600187] [INFO ] [FORECASTER] Completed predict_future for INDP
[2025-12-09T20:24:50.600312] [INFO ] [sig       ] INDP: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:24:50.739637] [INFO ] [LOCAL     ] Saved forecast: INDP	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/INDP.txt
[2025-12-09T20:24:50.739767] [INFO ] [sig       ] [1711/3614] Completed INDP in 0.3s | 2.92 sym/s | Total: 9.8m | ETA: 10.9m
[2025-12-09T20:24:50.739805] [INFO ] [sig       ] [1712/3614] Forecasting INDY...
[2025-12-09T20:24:50.739834] [INFO ] [sig       ] Generating forecast for: INDY
[2025-12-09T20:24:50.739863] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INDY' from 'https://tdm.silogroup.org/data/derivative_storage/INDY.csv'.
[2025-12-09T20:24:50.750834] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INDY'.
[2025-12-09T20:24:50.751146] [INFO ] [FORECASTER] Starting predict_future for INDY
[2025-12-09T20:24:50.751953] [DEBUG] [LOCAL     ] No optimal features file found for INDY: ./output/feature-sets/INDY.txt
[2025-12-09T20:24:50.752004] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:50.752048] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:50.752077] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:50.752134] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:50.810274] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:50.811094] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:50.811175] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:50.811209] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:50.933726] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:50.933883] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:50.933927] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:50.933957] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:50.937328] [DEBUG] [FORECASTER] INDY: Forecast T+1@11:T+2@11: DOWN (p=2.13%)
[2025-12-09T20:24:50.937662] [INFO ] [FORECASTER] Completed predict_future for INDY
[2025-12-09T20:24:50.937789] [INFO ] [sig       ] INDY: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:24:51.080310] [INFO ] [LOCAL     ] Saved forecast: INDY	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/INDY.txt
[2025-12-09T20:24:51.080458] [INFO ] [sig       ] [1712/3614] Completed INDY in 0.3s | 2.92 sym/s | Total: 9.8m | ETA: 10.9m
[2025-12-09T20:24:51.080496] [INFO ] [sig       ] [1713/3614] Forecasting INFY...
[2025-12-09T20:24:51.080526] [INFO ] [sig       ] Generating forecast for: INFY
[2025-12-09T20:24:51.080555] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INFY' from 'https://tdm.silogroup.org/data/derivative_storage/INFY.csv'.
[2025-12-09T20:24:51.092368] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INFY'.
[2025-12-09T20:24:51.092657] [INFO ] [FORECASTER] Starting predict_future for INFY
[2025-12-09T20:24:51.093397] [DEBUG] [LOCAL     ] No optimal features file found for INFY: ./output/feature-sets/INFY.txt
[2025-12-09T20:24:51.093447] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:51.093503] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:51.093531] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:51.093605] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:51.150688] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:51.151312] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:51.151392] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:51.151425] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:51.268780] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:51.268915] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:51.268954] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:51.268983] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:51.272222] [DEBUG] [FORECASTER] INFY: Forecast T+1@11:T+2@11: DOWN (p=31.53%)
[2025-12-09T20:24:51.272489] [INFO ] [FORECASTER] Completed predict_future for INFY
[2025-12-09T20:24:51.272627] [INFO ] [sig       ] INFY: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:24:51.410170] [INFO ] [LOCAL     ] Saved forecast: INFY	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/INFY.txt
[2025-12-09T20:24:51.410305] [INFO ] [sig       ] [1713/3614] Completed INFY in 0.3s | 2.92 sym/s | Total: 9.8m | ETA: 10.9m
[2025-12-09T20:24:51.410345] [INFO ] [sig       ] [1714/3614] Forecasting ING...
[2025-12-09T20:24:51.410375] [INFO ] [sig       ] Generating forecast for: ING
[2025-12-09T20:24:51.410407] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ING' from 'https://tdm.silogroup.org/data/derivative_storage/ING.csv'.
[2025-12-09T20:24:51.422469] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ING'.
[2025-12-09T20:24:51.422815] [INFO ] [FORECASTER] Starting predict_future for ING
[2025-12-09T20:24:51.423638] [DEBUG] [LOCAL     ] No optimal features file found for ING: ./output/feature-sets/ING.txt
[2025-12-09T20:24:51.423690] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:51.423723] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:51.423750] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:51.423807] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:51.480133] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:51.480785] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:51.480859] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:51.480890] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:51.602153] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:51.602298] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:51.602339] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:51.602369] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:51.605763] [DEBUG] [FORECASTER] ING: Forecast T+1@11:T+2@11: DOWN (p=34.99%)
[2025-12-09T20:24:51.606072] [INFO ] [FORECASTER] Completed predict_future for ING
[2025-12-09T20:24:51.606205] [INFO ] [sig       ] ING: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:24:51.749604] [INFO ] [LOCAL     ] Saved forecast: ING	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/ING.txt
[2025-12-09T20:24:51.749754] [INFO ] [sig       ] [1714/3614] Completed ING in 0.3s | 2.92 sym/s | Total: 9.8m | ETA: 10.9m
[2025-12-09T20:24:51.749793] [INFO ] [sig       ] [1715/3614] Forecasting INGN...
[2025-12-09T20:24:51.749822] [INFO ] [sig       ] Generating forecast for: INGN
[2025-12-09T20:24:51.749851] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INGN' from 'https://tdm.silogroup.org/data/derivative_storage/INGN.csv'.
[2025-12-09T20:24:51.761417] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INGN'.
[2025-12-09T20:24:51.761723] [INFO ] [FORECASTER] Starting predict_future for INGN
[2025-12-09T20:24:51.762489] [DEBUG] [LOCAL     ] No optimal features file found for INGN: ./output/feature-sets/INGN.txt
[2025-12-09T20:24:51.762541] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:51.762601] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:51.762638] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:51.762695] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:51.819588] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:51.820401] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:51.820479] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:51.820510] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:51.935993] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:51.936132] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:51.936170] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:51.936197] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:51.939494] [DEBUG] [FORECASTER] INGN: Forecast T+1@11:T+2@11: UP (p=91.75%)
[2025-12-09T20:24:51.939773] [INFO ] [FORECASTER] Completed predict_future for INGN
[2025-12-09T20:24:51.939889] [INFO ] [sig       ] INGN: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:24:52.078649] [INFO ] [LOCAL     ] Saved forecast: INGN	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/INGN.txt
[2025-12-09T20:24:52.078770] [INFO ] [sig       ] [1715/3614] Completed INGN in 0.3s | 2.92 sym/s | Total: 9.8m | ETA: 10.8m
[2025-12-09T20:24:52.078808] [INFO ] [sig       ] [1716/3614] Forecasting INM...
[2025-12-09T20:24:52.078844] [INFO ] [sig       ] Generating forecast for: INM
[2025-12-09T20:24:52.078874] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INM' from 'https://tdm.silogroup.org/data/derivative_storage/INM.csv'.
[2025-12-09T20:24:52.089481] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INM'.
[2025-12-09T20:24:52.089798] [INFO ] [FORECASTER] Starting predict_future for INM
[2025-12-09T20:24:52.090542] [DEBUG] [LOCAL     ] No optimal features file found for INM: ./output/feature-sets/INM.txt
[2025-12-09T20:24:52.090613] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:52.090645] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:52.090672] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:52.090726] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:52.146757] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:52.147640] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:52.147719] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:52.147751] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:52.264272] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:52.264430] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:52.264468] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:52.264525] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:52.267849] [DEBUG] [FORECASTER] INM: Forecast T+1@11:T+2@11: DOWN (p=42.42%)
[2025-12-09T20:24:52.268114] [INFO ] [FORECASTER] Completed predict_future for INM
[2025-12-09T20:24:52.268231] [INFO ] [sig       ] INM: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:24:52.405974] [INFO ] [LOCAL     ] Saved forecast: INM	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/INM.txt
[2025-12-09T20:24:52.406091] [INFO ] [sig       ] [1716/3614] Completed INM in 0.3s | 2.92 sym/s | Total: 9.8m | ETA: 10.8m
[2025-12-09T20:24:52.406130] [INFO ] [sig       ] [1717/3614] Forecasting INMB...
[2025-12-09T20:24:52.406158] [INFO ] [sig       ] Generating forecast for: INMB
[2025-12-09T20:24:52.406188] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INMB' from 'https://tdm.silogroup.org/data/derivative_storage/INMB.csv'.
[2025-12-09T20:24:52.417302] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INMB'.
[2025-12-09T20:24:52.417597] [INFO ] [FORECASTER] Starting predict_future for INMB
[2025-12-09T20:24:52.418342] [DEBUG] [LOCAL     ] No optimal features file found for INMB: ./output/feature-sets/INMB.txt
[2025-12-09T20:24:52.418392] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:52.418423] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:52.418449] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:52.418504] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:52.475175] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:52.475922] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:52.476000] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:52.476033] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:52.597360] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:52.597542] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:52.597605] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:52.597635] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:52.600941] [DEBUG] [FORECASTER] INMB: Forecast T+1@11:T+2@11: DOWN (p=47.37%)
[2025-12-09T20:24:52.601200] [INFO ] [FORECASTER] Completed predict_future for INMB
[2025-12-09T20:24:52.601318] [INFO ] [sig       ] INMB: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:24:52.744026] [INFO ] [LOCAL     ] Saved forecast: INMB	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/INMB.txt
[2025-12-09T20:24:52.744148] [INFO ] [sig       ] [1717/3614] Completed INMB in 0.3s | 2.92 sym/s | Total: 9.8m | ETA: 10.8m
[2025-12-09T20:24:52.744186] [INFO ] [sig       ] [1718/3614] Forecasting INMD...
[2025-12-09T20:24:52.744215] [INFO ] [sig       ] Generating forecast for: INMD
[2025-12-09T20:24:52.744244] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INMD' from 'https://tdm.silogroup.org/data/derivative_storage/INMD.csv'.
[2025-12-09T20:24:52.755673] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INMD'.
[2025-12-09T20:24:52.755935] [INFO ] [FORECASTER] Starting predict_future for INMD
[2025-12-09T20:24:52.756695] [DEBUG] [LOCAL     ] No optimal features file found for INMD: ./output/feature-sets/INMD.txt
[2025-12-09T20:24:52.756744] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:52.756775] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:52.756800] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:52.756856] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:52.814931] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:52.815706] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:52.815784] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:52.815817] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:52.935546] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:52.935709] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:52.935748] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:52.935776] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:52.939116] [DEBUG] [FORECASTER] INMD: Forecast T+1@11:T+2@11: UP (p=92.69%)
[2025-12-09T20:24:52.939375] [INFO ] [FORECASTER] Completed predict_future for INMD
[2025-12-09T20:24:52.939498] [INFO ] [sig       ] INMD: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:24:53.080366] [INFO ] [LOCAL     ] Saved forecast: INMD	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/INMD.txt
[2025-12-09T20:24:53.080511] [INFO ] [sig       ] [1718/3614] Completed INMD in 0.3s | 2.92 sym/s | Total: 9.8m | ETA: 10.8m
[2025-12-09T20:24:53.080550] [INFO ] [sig       ] [1719/3614] Forecasting INN...
[2025-12-09T20:24:53.080602] [INFO ] [sig       ] Generating forecast for: INN
[2025-12-09T20:24:53.080635] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INN' from 'https://tdm.silogroup.org/data/derivative_storage/INN.csv'.
[2025-12-09T20:24:53.091653] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INN'.
[2025-12-09T20:24:53.091937] [INFO ] [FORECASTER] Starting predict_future for INN
[2025-12-09T20:24:53.092713] [DEBUG] [LOCAL     ] No optimal features file found for INN: ./output/feature-sets/INN.txt
[2025-12-09T20:24:53.092763] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:53.092794] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:53.092820] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:53.092874] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:53.148304] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:53.148914] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:53.148986] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:53.149017] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:53.269886] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:53.270036] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:53.270077] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:53.270141] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:53.273509] [DEBUG] [FORECASTER] INN: Forecast T+1@11:T+2@11: DOWN (p=32.95%)
[2025-12-09T20:24:53.273817] [INFO ] [FORECASTER] Completed predict_future for INN
[2025-12-09T20:24:53.273941] [INFO ] [sig       ] INN: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:24:53.412974] [INFO ] [LOCAL     ] Saved forecast: INN	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/INN.txt
[2025-12-09T20:24:53.413110] [INFO ] [sig       ] [1719/3614] Completed INN in 0.3s | 2.92 sym/s | Total: 9.8m | ETA: 10.8m
[2025-12-09T20:24:53.413149] [INFO ] [sig       ] [1720/3614] Forecasting INO...
[2025-12-09T20:24:53.413177] [INFO ] [sig       ] Generating forecast for: INO
[2025-12-09T20:24:53.413206] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INO' from 'https://tdm.silogroup.org/data/derivative_storage/INO.csv'.
[2025-12-09T20:24:53.424659] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INO'.
[2025-12-09T20:24:53.424991] [INFO ] [FORECASTER] Starting predict_future for INO
[2025-12-09T20:24:53.425794] [DEBUG] [LOCAL     ] No optimal features file found for INO: ./output/feature-sets/INO.txt
[2025-12-09T20:24:53.425844] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:53.425875] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:53.425901] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:53.425955] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:53.482348] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:53.483204] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:53.483283] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:53.483314] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:53.602062] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:53.602225] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:53.602272] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:53.602302] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:53.605767] [DEBUG] [FORECASTER] INO: Forecast T+1@11:T+2@11: DOWN (p=16.54%)
[2025-12-09T20:24:53.606043] [INFO ] [FORECASTER] Completed predict_future for INO
[2025-12-09T20:24:53.606182] [INFO ] [sig       ] INO: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:24:53.748951] [INFO ] [LOCAL     ] Saved forecast: INO	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/INO.txt
[2025-12-09T20:24:53.749094] [INFO ] [sig       ] [1720/3614] Completed INO in 0.3s | 2.92 sym/s | Total: 9.8m | ETA: 10.8m
[2025-12-09T20:24:53.749135] [INFO ] [sig       ] [1721/3614] Forecasting INOD...
[2025-12-09T20:24:53.749164] [INFO ] [sig       ] Generating forecast for: INOD
[2025-12-09T20:24:53.749193] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INOD' from 'https://tdm.silogroup.org/data/derivative_storage/INOD.csv'.
[2025-12-09T20:24:53.760363] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INOD'.
[2025-12-09T20:24:53.760636] [INFO ] [FORECASTER] Starting predict_future for INOD
[2025-12-09T20:24:53.761381] [DEBUG] [LOCAL     ] No optimal features file found for INOD: ./output/feature-sets/INOD.txt
[2025-12-09T20:24:53.761431] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:53.761462] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:53.761487] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:53.761541] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:53.817333] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:53.817953] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:53.818026] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:53.818070] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:53.938865] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:53.939003] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:53.939043] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:53.939072] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:53.942427] [DEBUG] [FORECASTER] INOD: Forecast T+1@11:T+2@11: DOWN (p=3.57%)
[2025-12-09T20:24:53.942729] [INFO ] [FORECASTER] Completed predict_future for INOD
[2025-12-09T20:24:53.942850] [INFO ] [sig       ] INOD: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:24:54.084963] [INFO ] [LOCAL     ] Saved forecast: INOD	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/INOD.txt
[2025-12-09T20:24:54.085091] [INFO ] [sig       ] [1721/3614] Completed INOD in 0.3s | 2.92 sym/s | Total: 9.8m | ETA: 10.8m
[2025-12-09T20:24:54.085129] [INFO ] [sig       ] [1722/3614] Forecasting INSE...
[2025-12-09T20:24:54.085157] [INFO ] [sig       ] Generating forecast for: INSE
[2025-12-09T20:24:54.085187] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INSE' from 'https://tdm.silogroup.org/data/derivative_storage/INSE.csv'.
[2025-12-09T20:24:54.096750] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INSE'.
[2025-12-09T20:24:54.097015] [INFO ] [FORECASTER] Starting predict_future for INSE
[2025-12-09T20:24:54.097809] [DEBUG] [LOCAL     ] No optimal features file found for INSE: ./output/feature-sets/INSE.txt
[2025-12-09T20:24:54.097859] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:54.097889] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:54.097919] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:54.097973] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:54.154492] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:54.155133] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:54.155209] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:54.155240] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:54.297466] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:54.297677] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:54.297723] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:54.297752] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:54.301327] [DEBUG] [FORECASTER] INSE: Forecast T+1@11:T+2@11: UP (p=89.67%)
[2025-12-09T20:24:54.301649] [INFO ] [FORECASTER] Completed predict_future for INSE
[2025-12-09T20:24:54.301780] [INFO ] [sig       ] INSE: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:24:54.444054] [INFO ] [LOCAL     ] Saved forecast: INSE	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/INSE.txt
[2025-12-09T20:24:54.444179] [INFO ] [sig       ] [1722/3614] Completed INSE in 0.4s | 2.92 sym/s | Total: 9.8m | ETA: 10.8m
[2025-12-09T20:24:54.444218] [INFO ] [sig       ] [1723/3614] Forecasting INSG...
[2025-12-09T20:24:54.444247] [INFO ] [sig       ] Generating forecast for: INSG
[2025-12-09T20:24:54.444276] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INSG' from 'https://tdm.silogroup.org/data/derivative_storage/INSG.csv'.
[2025-12-09T20:24:54.456221] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INSG'.
[2025-12-09T20:24:54.456654] [INFO ] [FORECASTER] Starting predict_future for INSG
[2025-12-09T20:24:54.457763] [DEBUG] [LOCAL     ] No optimal features file found for INSG: ./output/feature-sets/INSG.txt
[2025-12-09T20:24:54.457830] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:54.457877] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:54.457921] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:54.458021] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:54.515521] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:54.516170] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:54.516270] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:54.516303] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:54.632262] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:54.632376] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:54.632414] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:54.632442] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:54.635606] [DEBUG] [FORECASTER] INSG: Forecast T+1@11:T+2@11: UP (p=68.47%)
[2025-12-09T20:24:54.635864] [INFO ] [FORECASTER] Completed predict_future for INSG
[2025-12-09T20:24:54.635979] [INFO ] [sig       ] INSG: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:24:54.775951] [INFO ] [LOCAL     ] Saved forecast: INSG	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/INSG.txt
[2025-12-09T20:24:54.776073] [INFO ] [sig       ] [1723/3614] Completed INSG in 0.3s | 2.92 sym/s | Total: 9.8m | ETA: 10.8m
[2025-12-09T20:24:54.776117] [INFO ] [sig       ] [1724/3614] Forecasting INSM...
[2025-12-09T20:24:54.776153] [INFO ] [sig       ] Generating forecast for: INSM
[2025-12-09T20:24:54.776188] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INSM' from 'https://tdm.silogroup.org/data/derivative_storage/INSM.csv'.
[2025-12-09T20:24:54.787042] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INSM'.
[2025-12-09T20:24:54.787296] [INFO ] [FORECASTER] Starting predict_future for INSM
[2025-12-09T20:24:54.788103] [DEBUG] [LOCAL     ] No optimal features file found for INSM: ./output/feature-sets/INSM.txt
[2025-12-09T20:24:54.788153] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:54.788185] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:54.788211] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:54.788266] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:54.844149] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:54.844733] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:54.844806] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:54.844838] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:54.958824] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:54.958917] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:54.958953] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:54.958981] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:54.962149] [DEBUG] [FORECASTER] INSM: Forecast T+1@11:T+2@11: DOWN (p=15.16%)
[2025-12-09T20:24:54.962405] [INFO ] [FORECASTER] Completed predict_future for INSM
[2025-12-09T20:24:54.962522] [INFO ] [sig       ] INSM: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:24:55.100124] [INFO ] [LOCAL     ] Saved forecast: INSM	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/INSM.txt
[2025-12-09T20:24:55.100229] [INFO ] [sig       ] [1724/3614] Completed INSM in 0.3s | 2.92 sym/s | Total: 9.8m | ETA: 10.8m
[2025-12-09T20:24:55.100267] [INFO ] [sig       ] [1725/3614] Forecasting INSP...
[2025-12-09T20:24:55.100296] [INFO ] [sig       ] Generating forecast for: INSP
[2025-12-09T20:24:55.100323] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INSP' from 'https://tdm.silogroup.org/data/derivative_storage/INSP.csv'.
[2025-12-09T20:24:55.111678] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INSP'.
[2025-12-09T20:24:55.111930] [INFO ] [FORECASTER] Starting predict_future for INSP
[2025-12-09T20:24:55.112699] [DEBUG] [LOCAL     ] No optimal features file found for INSP: ./output/feature-sets/INSP.txt
[2025-12-09T20:24:55.112749] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:55.112780] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:55.112807] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:55.112862] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:55.168668] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:55.169229] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:55.169300] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:55.169332] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:55.286298] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:55.286411] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:55.286448] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:55.286476] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:55.289692] [DEBUG] [FORECASTER] INSP: Forecast T+1@11:T+2@11: UP (p=68.91%)
[2025-12-09T20:24:55.289951] [INFO ] [FORECASTER] Completed predict_future for INSP
[2025-12-09T20:24:55.290069] [INFO ] [sig       ] INSP: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:24:55.426992] [INFO ] [LOCAL     ] Saved forecast: INSP	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/INSP.txt
[2025-12-09T20:24:55.427094] [INFO ] [sig       ] [1725/3614] Completed INSP in 0.3s | 2.92 sym/s | Total: 9.9m | ETA: 10.8m
[2025-12-09T20:24:55.427130] [INFO ] [sig       ] [1726/3614] Forecasting INTA...
[2025-12-09T20:24:55.427158] [INFO ] [sig       ] Generating forecast for: INTA
[2025-12-09T20:24:55.427188] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INTA' from 'https://tdm.silogroup.org/data/derivative_storage/INTA.csv'.
[2025-12-09T20:24:55.438286] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INTA'.
[2025-12-09T20:24:55.438560] [INFO ] [FORECASTER] Starting predict_future for INTA
[2025-12-09T20:24:55.439323] [DEBUG] [LOCAL     ] No optimal features file found for INTA: ./output/feature-sets/INTA.txt
[2025-12-09T20:24:55.439374] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:55.439406] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:55.439433] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:55.439492] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:55.495889] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:55.496471] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:55.496542] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:55.496590] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:55.618761] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:55.618849] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:55.618884] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:55.618912] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:55.621968] [DEBUG] [FORECASTER] INTA: Forecast T+1@11:T+2@11: DOWN (p=35.19%)
[2025-12-09T20:24:55.622219] [INFO ] [FORECASTER] Completed predict_future for INTA
[2025-12-09T20:24:55.622332] [INFO ] [sig       ] INTA: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:24:55.758942] [INFO ] [LOCAL     ] Saved forecast: INTA	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/INTA.txt
[2025-12-09T20:24:55.759068] [INFO ] [sig       ] [1726/3614] Completed INTA in 0.3s | 2.92 sym/s | Total: 9.9m | ETA: 10.8m
[2025-12-09T20:24:55.759106] [INFO ] [sig       ] [1727/3614] Forecasting INTC...
[2025-12-09T20:24:55.759136] [INFO ] [sig       ] Generating forecast for: INTC
[2025-12-09T20:24:55.759171] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INTC' from 'https://tdm.silogroup.org/data/derivative_storage/INTC.csv'.
[2025-12-09T20:24:55.770519] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INTC'.
[2025-12-09T20:24:55.770802] [INFO ] [FORECASTER] Starting predict_future for INTC
[2025-12-09T20:24:55.771538] [DEBUG] [LOCAL     ] No optimal features file found for INTC: ./output/feature-sets/INTC.txt
[2025-12-09T20:24:55.771610] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:55.771643] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:55.771669] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:55.771724] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:55.828037] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:55.828621] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:55.828694] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:55.828725] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:55.943853] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:55.943945] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:55.943980] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:55.944009] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:55.947064] [DEBUG] [FORECASTER] INTC: Forecast T+1@11:T+2@11: UP (p=95.04%)
[2025-12-09T20:24:55.947315] [INFO ] [FORECASTER] Completed predict_future for INTC
[2025-12-09T20:24:55.947429] [INFO ] [sig       ] INTC: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:24:56.084561] [INFO ] [LOCAL     ] Saved forecast: INTC	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/INTC.txt
[2025-12-09T20:24:56.084683] [INFO ] [sig       ] [1727/3614] Completed INTC in 0.3s | 2.92 sym/s | Total: 9.9m | ETA: 10.8m
[2025-12-09T20:24:56.084720] [INFO ] [sig       ] [1728/3614] Forecasting INTZ...
[2025-12-09T20:24:56.084749] [INFO ] [sig       ] Generating forecast for: INTZ
[2025-12-09T20:24:56.084778] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INTZ' from 'https://tdm.silogroup.org/data/derivative_storage/INTZ.csv'.
[2025-12-09T20:24:56.096502] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INTZ'.
[2025-12-09T20:24:56.096776] [INFO ] [FORECASTER] Starting predict_future for INTZ
[2025-12-09T20:24:56.097532] [DEBUG] [LOCAL     ] No optimal features file found for INTZ: ./output/feature-sets/INTZ.txt
[2025-12-09T20:24:56.097605] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:56.097638] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:56.097664] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:56.097719] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:56.153797] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:56.154373] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:56.154447] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:56.154478] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:56.276171] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:56.276274] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:56.276309] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:56.276337] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:56.279484] [DEBUG] [FORECASTER] INTZ: Forecast T+1@11:T+2@11: UP (p=79.84%)
[2025-12-09T20:24:56.279768] [INFO ] [FORECASTER] Completed predict_future for INTZ
[2025-12-09T20:24:56.279883] [INFO ] [sig       ] INTZ: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:24:56.419968] [INFO ] [LOCAL     ] Saved forecast: INTZ	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/INTZ.txt
[2025-12-09T20:24:56.420079] [INFO ] [sig       ] [1728/3614] Completed INTZ in 0.3s | 2.92 sym/s | Total: 9.9m | ETA: 10.8m
[2025-12-09T20:24:56.420116] [INFO ] [sig       ] [1729/3614] Forecasting INVA...
[2025-12-09T20:24:56.420144] [INFO ] [sig       ] Generating forecast for: INVA
[2025-12-09T20:24:56.420173] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INVA' from 'https://tdm.silogroup.org/data/derivative_storage/INVA.csv'.
[2025-12-09T20:24:56.431858] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INVA'.
[2025-12-09T20:24:56.432107] [INFO ] [FORECASTER] Starting predict_future for INVA
[2025-12-09T20:24:56.432868] [DEBUG] [LOCAL     ] No optimal features file found for INVA: ./output/feature-sets/INVA.txt
[2025-12-09T20:24:56.432918] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:56.432949] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:56.432976] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:56.433035] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:56.489215] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:56.489813] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:56.489887] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:56.489919] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:56.604234] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:56.604329] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:56.604364] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:56.604394] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:56.607805] [DEBUG] [FORECASTER] INVA: Forecast T+1@11:T+2@11: DOWN (p=3.52%)
[2025-12-09T20:24:56.608064] [INFO ] [FORECASTER] Completed predict_future for INVA
[2025-12-09T20:24:56.608184] [INFO ] [sig       ] INVA: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:24:56.745092] [INFO ] [LOCAL     ] Saved forecast: INVA	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/INVA.txt
[2025-12-09T20:24:56.745198] [INFO ] [sig       ] [1729/3614] Completed INVA in 0.3s | 2.92 sym/s | Total: 9.9m | ETA: 10.8m
[2025-12-09T20:24:56.745234] [INFO ] [sig       ] [1730/3614] Forecasting INVE...
[2025-12-09T20:24:56.745262] [INFO ] [sig       ] Generating forecast for: INVE
[2025-12-09T20:24:56.745291] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INVE' from 'https://tdm.silogroup.org/data/derivative_storage/INVE.csv'.
[2025-12-09T20:24:56.755702] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INVE'.
[2025-12-09T20:24:56.755975] [INFO ] [FORECASTER] Starting predict_future for INVE
[2025-12-09T20:24:56.756728] [DEBUG] [LOCAL     ] No optimal features file found for INVE: ./output/feature-sets/INVE.txt
[2025-12-09T20:24:56.756779] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:56.756833] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:56.756860] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:56.756915] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:56.812105] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:56.812692] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:56.812765] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:56.812796] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:56.926078] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:56.926174] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:56.926210] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:56.926238] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:56.929468] [DEBUG] [FORECASTER] INVE: Forecast T+1@11:T+2@11: UP (p=73.75%)
[2025-12-09T20:24:56.929748] [INFO ] [FORECASTER] Completed predict_future for INVE
[2025-12-09T20:24:56.929863] [INFO ] [sig       ] INVE: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:24:57.067603] [INFO ] [LOCAL     ] Saved forecast: INVE	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/INVE.txt
[2025-12-09T20:24:57.067706] [INFO ] [sig       ] [1730/3614] Completed INVE in 0.3s | 2.92 sym/s | Total: 9.9m | ETA: 10.8m
[2025-12-09T20:24:57.067742] [INFO ] [sig       ] [1731/3614] Forecasting INVH...
[2025-12-09T20:24:57.067770] [INFO ] [sig       ] Generating forecast for: INVH
[2025-12-09T20:24:57.067797] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INVH' from 'https://tdm.silogroup.org/data/derivative_storage/INVH.csv'.
[2025-12-09T20:24:57.079483] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INVH'.
[2025-12-09T20:24:57.079753] [INFO ] [FORECASTER] Starting predict_future for INVH
[2025-12-09T20:24:57.080485] [DEBUG] [LOCAL     ] No optimal features file found for INVH: ./output/feature-sets/INVH.txt
[2025-12-09T20:24:57.080535] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:57.080565] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:57.080611] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:57.080670] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:57.136859] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:57.137416] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:57.137506] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:57.137539] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:57.253085] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:57.253228] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:57.253266] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:57.253295] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:57.256621] [DEBUG] [FORECASTER] INVH: Forecast T+1@11:T+2@11: UP (p=61.36%)
[2025-12-09T20:24:57.256880] [INFO ] [FORECASTER] Completed predict_future for INVH
[2025-12-09T20:24:57.256999] [INFO ] [sig       ] INVH: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:24:57.394232] [INFO ] [LOCAL     ] Saved forecast: INVH	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/INVH.txt
[2025-12-09T20:24:57.394338] [INFO ] [sig       ] [1731/3614] Completed INVH in 0.3s | 2.92 sym/s | Total: 9.9m | ETA: 10.8m
[2025-12-09T20:24:57.394375] [INFO ] [sig       ] [1732/3614] Forecasting INVZ...
[2025-12-09T20:24:57.394404] [INFO ] [sig       ] Generating forecast for: INVZ
[2025-12-09T20:24:57.394433] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INVZ' from 'https://tdm.silogroup.org/data/derivative_storage/INVZ.csv'.
[2025-12-09T20:24:57.405637] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INVZ'.
[2025-12-09T20:24:57.405895] [INFO ] [FORECASTER] Starting predict_future for INVZ
[2025-12-09T20:24:57.406649] [DEBUG] [LOCAL     ] No optimal features file found for INVZ: ./output/feature-sets/INVZ.txt
[2025-12-09T20:24:57.406700] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:57.406731] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:57.406758] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:57.406813] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:57.461942] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:57.462507] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:57.462595] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:57.462629] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:57.575821] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:57.575943] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:57.575981] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:57.576009] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:57.579229] [DEBUG] [FORECASTER] INVZ: Forecast T+1@11:T+2@11: UP (p=71.81%)
[2025-12-09T20:24:57.579486] [INFO ] [FORECASTER] Completed predict_future for INVZ
[2025-12-09T20:24:57.579625] [INFO ] [sig       ] INVZ: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:24:57.718059] [INFO ] [LOCAL     ] Saved forecast: INVZ	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/INVZ.txt
[2025-12-09T20:24:57.718179] [INFO ] [sig       ] [1732/3614] Completed INVZ in 0.3s | 2.92 sym/s | Total: 9.9m | ETA: 10.7m
[2025-12-09T20:24:57.718218] [INFO ] [sig       ] [1733/3614] Forecasting IONS...
[2025-12-09T20:24:57.718249] [INFO ] [sig       ] Generating forecast for: IONS
[2025-12-09T20:24:57.718278] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IONS' from 'https://tdm.silogroup.org/data/derivative_storage/IONS.csv'.
[2025-12-09T20:24:57.729551] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IONS'.
[2025-12-09T20:24:57.729849] [INFO ] [FORECASTER] Starting predict_future for IONS
[2025-12-09T20:24:57.730614] [DEBUG] [LOCAL     ] No optimal features file found for IONS: ./output/feature-sets/IONS.txt
[2025-12-09T20:24:57.730666] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:57.730696] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:57.730722] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:57.730777] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:57.786369] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:57.786980] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:57.787052] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:57.787083] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:57.908975] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:57.909114] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:57.909154] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:57.909210] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:57.912453] [DEBUG] [FORECASTER] IONS: Forecast T+1@11:T+2@11: UP (p=68.10%)
[2025-12-09T20:24:57.912735] [INFO ] [FORECASTER] Completed predict_future for IONS
[2025-12-09T20:24:57.912853] [INFO ] [sig       ] IONS: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:24:58.049767] [INFO ] [LOCAL     ] Saved forecast: IONS	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/IONS.txt
[2025-12-09T20:24:58.049887] [INFO ] [sig       ] [1733/3614] Completed IONS in 0.3s | 2.92 sym/s | Total: 9.9m | ETA: 10.7m
[2025-12-09T20:24:58.049926] [INFO ] [sig       ] [1734/3614] Forecasting IOSP...
[2025-12-09T20:24:58.049955] [INFO ] [sig       ] Generating forecast for: IOSP
[2025-12-09T20:24:58.049983] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IOSP' from 'https://tdm.silogroup.org/data/derivative_storage/IOSP.csv'.
[2025-12-09T20:24:58.060930] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IOSP'.
[2025-12-09T20:24:58.061181] [INFO ] [FORECASTER] Starting predict_future for IOSP
[2025-12-09T20:24:58.061943] [DEBUG] [LOCAL     ] No optimal features file found for IOSP: ./output/feature-sets/IOSP.txt
[2025-12-09T20:24:58.061993] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:58.062024] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:58.062050] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:58.062106] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:58.117241] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:58.117903] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:58.117979] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:58.118010] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:58.233324] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:58.233476] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:58.233516] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:58.233544] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:58.236883] [DEBUG] [FORECASTER] IOSP: Forecast T+1@11:T+2@11: UP (p=67.05%)
[2025-12-09T20:24:58.237149] [INFO ] [FORECASTER] Completed predict_future for IOSP
[2025-12-09T20:24:58.237267] [INFO ] [sig       ] IOSP: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:24:58.374702] [INFO ] [LOCAL     ] Saved forecast: IOSP	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/IOSP.txt
[2025-12-09T20:24:58.374826] [INFO ] [sig       ] [1734/3614] Completed IOSP in 0.3s | 2.92 sym/s | Total: 9.9m | ETA: 10.7m
[2025-12-09T20:24:58.374863] [INFO ] [sig       ] [1735/3614] Forecasting IOVA...
[2025-12-09T20:24:58.374893] [INFO ] [sig       ] Generating forecast for: IOVA
[2025-12-09T20:24:58.374921] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IOVA' from 'https://tdm.silogroup.org/data/derivative_storage/IOVA.csv'.
[2025-12-09T20:24:58.385924] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IOVA'.
[2025-12-09T20:24:58.386177] [INFO ] [FORECASTER] Starting predict_future for IOVA
[2025-12-09T20:24:58.386931] [DEBUG] [LOCAL     ] No optimal features file found for IOVA: ./output/feature-sets/IOVA.txt
[2025-12-09T20:24:58.386981] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:58.387012] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:58.387038] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:58.387094] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:58.443000] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:58.443623] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:58.443710] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:58.443749] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:58.562408] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:58.562536] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:58.562588] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:58.562620] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:58.565879] [DEBUG] [FORECASTER] IOVA: Forecast T+1@11:T+2@11: DOWN (p=3.89%)
[2025-12-09T20:24:58.566135] [INFO ] [FORECASTER] Completed predict_future for IOVA
[2025-12-09T20:24:58.566252] [INFO ] [sig       ] IOVA: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:24:58.702655] [INFO ] [LOCAL     ] Saved forecast: IOVA	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/IOVA.txt
[2025-12-09T20:24:58.702759] [INFO ] [sig       ] [1735/3614] Completed IOVA in 0.3s | 2.92 sym/s | Total: 9.9m | ETA: 10.7m
[2025-12-09T20:24:58.702796] [INFO ] [sig       ] [1736/3614] Forecasting IPGP...
[2025-12-09T20:24:58.702825] [INFO ] [sig       ] Generating forecast for: IPGP
[2025-12-09T20:24:58.702855] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IPGP' from 'https://tdm.silogroup.org/data/derivative_storage/IPGP.csv'.
[2025-12-09T20:24:58.713749] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IPGP'.
[2025-12-09T20:24:58.713993] [INFO ] [FORECASTER] Starting predict_future for IPGP
[2025-12-09T20:24:58.714745] [DEBUG] [LOCAL     ] No optimal features file found for IPGP: ./output/feature-sets/IPGP.txt
[2025-12-09T20:24:58.714806] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:58.714837] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:58.714864] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:58.714918] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:58.770237] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:58.770947] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:58.771022] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:58.771054] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:58.886306] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:58.886454] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:58.886494] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:58.886522] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:58.889884] [DEBUG] [FORECASTER] IPGP: Forecast T+1@11:T+2@11: DOWN (p=46.83%)
[2025-12-09T20:24:58.890149] [INFO ] [FORECASTER] Completed predict_future for IPGP
[2025-12-09T20:24:58.890267] [INFO ] [sig       ] IPGP: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:24:59.027965] [INFO ] [LOCAL     ] Saved forecast: IPGP	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/IPGP.txt
[2025-12-09T20:24:59.028091] [INFO ] [sig       ] [1736/3614] Completed IPGP in 0.3s | 2.92 sym/s | Total: 9.9m | ETA: 10.7m
[2025-12-09T20:24:59.028130] [INFO ] [sig       ] [1737/3614] Forecasting IPI...
[2025-12-09T20:24:59.028160] [INFO ] [sig       ] Generating forecast for: IPI
[2025-12-09T20:24:59.028188] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IPI' from 'https://tdm.silogroup.org/data/derivative_storage/IPI.csv'.
[2025-12-09T20:24:59.039363] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IPI'.
[2025-12-09T20:24:59.039659] [INFO ] [FORECASTER] Starting predict_future for IPI
[2025-12-09T20:24:59.040398] [DEBUG] [LOCAL     ] No optimal features file found for IPI: ./output/feature-sets/IPI.txt
[2025-12-09T20:24:59.040448] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:59.040479] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:59.040505] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:59.040560] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:59.096898] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:59.097613] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:59.097690] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:59.097721] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:59.215220] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:59.215360] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:59.215401] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:59.215429] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:59.218741] [DEBUG] [FORECASTER] IPI: Forecast T+1@11:T+2@11: UP (p=67.07%)
[2025-12-09T20:24:59.219002] [INFO ] [FORECASTER] Completed predict_future for IPI
[2025-12-09T20:24:59.219120] [INFO ] [sig       ] IPI: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:24:59.356559] [INFO ] [LOCAL     ] Saved forecast: IPI	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/IPI.txt
[2025-12-09T20:24:59.356703] [INFO ] [sig       ] [1737/3614] Completed IPI in 0.3s | 2.92 sym/s | Total: 9.9m | ETA: 10.7m
[2025-12-09T20:24:59.356741] [INFO ] [sig       ] [1738/3614] Forecasting IQ...
[2025-12-09T20:24:59.356770] [INFO ] [sig       ] Generating forecast for: IQ
[2025-12-09T20:24:59.356799] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IQ' from 'https://tdm.silogroup.org/data/derivative_storage/IQ.csv'.
[2025-12-09T20:24:59.368091] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IQ'.
[2025-12-09T20:24:59.368370] [INFO ] [FORECASTER] Starting predict_future for IQ
[2025-12-09T20:24:59.369128] [DEBUG] [LOCAL     ] No optimal features file found for IQ: ./output/feature-sets/IQ.txt
[2025-12-09T20:24:59.369177] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:59.369208] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:59.369234] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:59.369288] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:59.427936] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:59.428864] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:59.428944] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:59.428976] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:59.544702] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:59.544851] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:59.544889] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:59.544917] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:59.548239] [DEBUG] [FORECASTER] IQ: Forecast T+1@11:T+2@11: DOWN (p=0.94%)
[2025-12-09T20:24:59.548503] [INFO ] [FORECASTER] Completed predict_future for IQ
[2025-12-09T20:24:59.548654] [INFO ] [sig       ] IQ: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:24:59.687034] [INFO ] [LOCAL     ] Saved forecast: IQ	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/IQ.txt
[2025-12-09T20:24:59.687190] [INFO ] [sig       ] [1738/3614] Completed IQ in 0.3s | 2.92 sym/s | Total: 9.9m | ETA: 10.7m
[2025-12-09T20:24:59.687229] [INFO ] [sig       ] [1739/3614] Forecasting IQI...
[2025-12-09T20:24:59.687261] [INFO ] [sig       ] Generating forecast for: IQI
[2025-12-09T20:24:59.687290] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IQI' from 'https://tdm.silogroup.org/data/derivative_storage/IQI.csv'.
[2025-12-09T20:24:59.699181] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IQI'.
[2025-12-09T20:24:59.699624] [INFO ] [FORECASTER] Starting predict_future for IQI
[2025-12-09T20:24:59.700563] [DEBUG] [LOCAL     ] No optimal features file found for IQI: ./output/feature-sets/IQI.txt
[2025-12-09T20:24:59.700636] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:24:59.700680] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:24:59.700719] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:24:59.700790] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:24:59.761290] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:24:59.762152] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:24:59.762234] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:24:59.762268] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:24:59.878177] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:24:59.878337] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:24:59.878381] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:24:59.878409] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:24:59.881966] [DEBUG] [FORECASTER] IQI: Forecast T+1@11:T+2@11: DOWN (p=29.17%)
[2025-12-09T20:24:59.882280] [INFO ] [FORECASTER] Completed predict_future for IQI
[2025-12-09T20:24:59.882419] [INFO ] [sig       ] IQI: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:25:00.022096] [INFO ] [LOCAL     ] Saved forecast: IQI	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/IQI.txt
[2025-12-09T20:25:00.022228] [INFO ] [sig       ] [1739/3614] Completed IQI in 0.3s | 2.92 sym/s | Total: 9.9m | ETA: 10.7m
[2025-12-09T20:25:00.022272] [INFO ] [sig       ] [1740/3614] Forecasting IQQQ...
[2025-12-09T20:25:00.022303] [INFO ] [sig       ] Generating forecast for: IQQQ
[2025-12-09T20:25:00.022332] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IQQQ' from 'https://tdm.silogroup.org/data/derivative_storage/IQQQ.csv'.
[2025-12-09T20:25:00.034034] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IQQQ'.
[2025-12-09T20:25:00.034303] [INFO ] [FORECASTER] Starting predict_future for IQQQ
[2025-12-09T20:25:00.035067] [DEBUG] [LOCAL     ] No optimal features file found for IQQQ: ./output/feature-sets/IQQQ.txt
[2025-12-09T20:25:00.035117] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:00.035148] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:00.035175] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:00.035231] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:00.092632] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:00.093273] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:00.093349] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:00.093430] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:00.213479] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:00.213649] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:00.213690] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:00.213718] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:00.217084] [DEBUG] [FORECASTER] IQQQ: Forecast T+1@11:T+2@11: UP (p=50.55%)
[2025-12-09T20:25:00.217351] [INFO ] [FORECASTER] Completed predict_future for IQQQ
[2025-12-09T20:25:00.217477] [INFO ] [sig       ] IQQQ: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:25:00.355864] [INFO ] [LOCAL     ] Saved forecast: IQQQ	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/IQQQ.txt
[2025-12-09T20:25:00.356010] [INFO ] [sig       ] [1740/3614] Completed IQQQ in 0.3s | 2.92 sym/s | Total: 9.9m | ETA: 10.7m
[2025-12-09T20:25:00.356049] [INFO ] [sig       ] [1741/3614] Forecasting IRDM...
[2025-12-09T20:25:00.356080] [INFO ] [sig       ] Generating forecast for: IRDM
[2025-12-09T20:25:00.356109] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRDM' from 'https://tdm.silogroup.org/data/derivative_storage/IRDM.csv'.
[2025-12-09T20:25:00.367648] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRDM'.
[2025-12-09T20:25:00.367943] [INFO ] [FORECASTER] Starting predict_future for IRDM
[2025-12-09T20:25:00.368715] [DEBUG] [LOCAL     ] No optimal features file found for IRDM: ./output/feature-sets/IRDM.txt
[2025-12-09T20:25:00.368766] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:00.368797] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:00.368823] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:00.368877] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:00.425801] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:00.426663] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:00.426749] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:00.426781] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:00.551472] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:00.551639] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:00.551683] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:00.551711] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:00.555441] [DEBUG] [FORECASTER] IRDM: Forecast T+1@11:T+2@11: UP (p=99.07%)
[2025-12-09T20:25:00.555749] [INFO ] [FORECASTER] Completed predict_future for IRDM
[2025-12-09T20:25:00.555868] [INFO ] [sig       ] IRDM: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:25:00.694672] [INFO ] [LOCAL     ] Saved forecast: IRDM	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/IRDM.txt
[2025-12-09T20:25:00.694848] [INFO ] [sig       ] [1741/3614] Completed IRDM in 0.3s | 2.92 sym/s | Total: 9.9m | ETA: 10.7m
[2025-12-09T20:25:00.694901] [INFO ] [sig       ] [1742/3614] Forecasting IREN...
[2025-12-09T20:25:00.694940] [INFO ] [sig       ] Generating forecast for: IREN
[2025-12-09T20:25:00.694972] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IREN' from 'https://tdm.silogroup.org/data/derivative_storage/IREN.csv'.
[2025-12-09T20:25:00.708681] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IREN'.
[2025-12-09T20:25:00.709012] [INFO ] [FORECASTER] Starting predict_future for IREN
[2025-12-09T20:25:00.709829] [DEBUG] [LOCAL     ] No optimal features file found for IREN: ./output/feature-sets/IREN.txt
[2025-12-09T20:25:00.709881] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:00.709914] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:00.709941] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:00.709997] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:00.769263] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:00.770264] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:00.770350] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:00.770399] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:00.898341] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:00.898493] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:00.898536] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:00.898566] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:00.902116] [DEBUG] [FORECASTER] IREN: Forecast T+1@11:T+2@11: UP (p=98.92%)
[2025-12-09T20:25:00.902397] [INFO ] [FORECASTER] Completed predict_future for IREN
[2025-12-09T20:25:00.902523] [INFO ] [sig       ] IREN: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:25:01.047563] [INFO ] [LOCAL     ] Saved forecast: IREN	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/IREN.txt
[2025-12-09T20:25:01.047727] [INFO ] [sig       ] [1742/3614] Completed IREN in 0.4s | 2.92 sym/s | Total: 9.9m | ETA: 10.7m
[2025-12-09T20:25:01.047768] [INFO ] [sig       ] [1743/3614] Forecasting IRM...
[2025-12-09T20:25:01.047799] [INFO ] [sig       ] Generating forecast for: IRM
[2025-12-09T20:25:01.047828] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRM' from 'https://tdm.silogroup.org/data/derivative_storage/IRM.csv'.
[2025-12-09T20:25:01.059236] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRM'.
[2025-12-09T20:25:01.059551] [INFO ] [FORECASTER] Starting predict_future for IRM
[2025-12-09T20:25:01.060383] [DEBUG] [LOCAL     ] No optimal features file found for IRM: ./output/feature-sets/IRM.txt
[2025-12-09T20:25:01.060436] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:01.060468] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:01.060494] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:01.060550] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:01.119143] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:01.119944] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:01.120029] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:01.120060] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:01.247125] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:01.247279] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:01.247365] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:01.247415] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:01.251200] [DEBUG] [FORECASTER] IRM: Forecast T+1@11:T+2@11: DOWN (p=4.66%)
[2025-12-09T20:25:01.251524] [INFO ] [FORECASTER] Completed predict_future for IRM
[2025-12-09T20:25:01.251676] [INFO ] [sig       ] IRM: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:25:01.395879] [INFO ] [LOCAL     ] Saved forecast: IRM	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/IRM.txt
[2025-12-09T20:25:01.396072] [INFO ] [sig       ] [1743/3614] Completed IRM in 0.3s | 2.92 sym/s | Total: 10.0m | ETA: 10.7m
[2025-12-09T20:25:01.396133] [INFO ] [sig       ] [1744/3614] Forecasting IRMD...
[2025-12-09T20:25:01.396170] [INFO ] [sig       ] Generating forecast for: IRMD
[2025-12-09T20:25:01.396200] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRMD' from 'https://tdm.silogroup.org/data/derivative_storage/IRMD.csv'.
[2025-12-09T20:25:01.407625] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRMD'.
[2025-12-09T20:25:01.407972] [INFO ] [FORECASTER] Starting predict_future for IRMD
[2025-12-09T20:25:01.408766] [DEBUG] [LOCAL     ] No optimal features file found for IRMD: ./output/feature-sets/IRMD.txt
[2025-12-09T20:25:01.408819] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:01.408850] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:01.408876] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:01.408930] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:01.468129] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:01.468965] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:01.469048] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:01.469082] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:01.595828] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:01.595977] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:01.596019] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:01.596049] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:01.599472] [DEBUG] [FORECASTER] IRMD: Forecast T+1@11:T+2@11: DOWN (p=49.70%)
[2025-12-09T20:25:01.599761] [INFO ] [FORECASTER] Completed predict_future for IRMD
[2025-12-09T20:25:01.599886] [INFO ] [sig       ] IRMD: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:25:01.745133] [INFO ] [LOCAL     ] Saved forecast: IRMD	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/IRMD.txt
[2025-12-09T20:25:01.745326] [INFO ] [sig       ] [1744/3614] Completed IRMD in 0.3s | 2.92 sym/s | Total: 10.0m | ETA: 10.7m
[2025-12-09T20:25:01.745382] [INFO ] [sig       ] [1745/3614] Forecasting IRON...
[2025-12-09T20:25:01.745418] [INFO ] [sig       ] Generating forecast for: IRON
[2025-12-09T20:25:01.745452] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRON' from 'https://tdm.silogroup.org/data/derivative_storage/IRON.csv'.
[2025-12-09T20:25:01.757816] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRON'.
[2025-12-09T20:25:01.758187] [INFO ] [FORECASTER] Starting predict_future for IRON
[2025-12-09T20:25:01.759009] [DEBUG] [LOCAL     ] No optimal features file found for IRON: ./output/feature-sets/IRON.txt
[2025-12-09T20:25:01.759062] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:01.759093] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:01.759120] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:01.759176] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:01.818448] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:01.819437] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:01.819525] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:01.819558] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:01.950448] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:01.950631] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:01.950678] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:01.950707] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:01.954476] [DEBUG] [FORECASTER] IRON: Forecast T+1@11:T+2@11: UP (p=58.79%)
[2025-12-09T20:25:01.954852] [INFO ] [FORECASTER] Completed predict_future for IRON
[2025-12-09T20:25:01.954999] [INFO ] [sig       ] IRON: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:25:02.128737] [INFO ] [LOCAL     ] Saved forecast: IRON	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/IRON.txt
[2025-12-09T20:25:02.128903] [INFO ] [sig       ] [1745/3614] Completed IRON in 0.4s | 2.92 sym/s | Total: 10.0m | ETA: 10.7m
[2025-12-09T20:25:02.128942] [INFO ] [sig       ] [1746/3614] Forecasting IRTC...
[2025-12-09T20:25:02.128971] [INFO ] [sig       ] Generating forecast for: IRTC
[2025-12-09T20:25:02.129001] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRTC' from 'https://tdm.silogroup.org/data/derivative_storage/IRTC.csv'.
[2025-12-09T20:25:02.145001] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRTC'.
[2025-12-09T20:25:02.145437] [INFO ] [FORECASTER] Starting predict_future for IRTC
[2025-12-09T20:25:02.146287] [DEBUG] [LOCAL     ] No optimal features file found for IRTC: ./output/feature-sets/IRTC.txt
[2025-12-09T20:25:02.146339] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:02.146370] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:02.146396] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:02.146450] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:02.205531] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:02.206444] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:02.206533] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:02.206566] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:02.340362] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:02.340516] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:02.340558] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:02.340609] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:02.344504] [DEBUG] [FORECASTER] IRTC: Forecast T+1@11:T+2@11: UP (p=71.44%)
[2025-12-09T20:25:02.344833] [INFO ] [FORECASTER] Completed predict_future for IRTC
[2025-12-09T20:25:02.344966] [INFO ] [sig       ] IRTC: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:25:02.490392] [INFO ] [LOCAL     ] Saved forecast: IRTC	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/IRTC.txt
[2025-12-09T20:25:02.490543] [INFO ] [sig       ] [1746/3614] Completed IRTC in 0.4s | 2.92 sym/s | Total: 10.0m | ETA: 10.7m
[2025-12-09T20:25:02.490602] [INFO ] [sig       ] [1747/3614] Forecasting IRWD...
[2025-12-09T20:25:02.490634] [INFO ] [sig       ] Generating forecast for: IRWD
[2025-12-09T20:25:02.490663] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRWD' from 'https://tdm.silogroup.org/data/derivative_storage/IRWD.csv'.
[2025-12-09T20:25:02.503919] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRWD'.
[2025-12-09T20:25:02.504322] [INFO ] [FORECASTER] Starting predict_future for IRWD
[2025-12-09T20:25:02.505205] [DEBUG] [LOCAL     ] No optimal features file found for IRWD: ./output/feature-sets/IRWD.txt
[2025-12-09T20:25:02.505263] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:02.505340] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:02.505369] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:02.505426] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:02.562211] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:02.563075] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:02.563155] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:02.563187] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:02.685293] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:02.685450] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:02.685490] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:02.685517] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:02.689042] [DEBUG] [FORECASTER] IRWD: Forecast T+1@11:T+2@11: DOWN (p=27.94%)
[2025-12-09T20:25:02.689389] [INFO ] [FORECASTER] Completed predict_future for IRWD
[2025-12-09T20:25:02.689523] [INFO ] [sig       ] IRWD: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:25:02.833126] [INFO ] [LOCAL     ] Saved forecast: IRWD	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/IRWD.txt
[2025-12-09T20:25:02.833255] [INFO ] [sig       ] [1747/3614] Completed IRWD in 0.3s | 2.92 sym/s | Total: 10.0m | ETA: 10.7m
[2025-12-09T20:25:02.833295] [INFO ] [sig       ] [1748/3614] Forecasting ISD...
[2025-12-09T20:25:02.833327] [INFO ] [sig       ] Generating forecast for: ISD
[2025-12-09T20:25:02.833357] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ISD' from 'https://tdm.silogroup.org/data/derivative_storage/ISD.csv'.
[2025-12-09T20:25:02.844967] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ISD'.
[2025-12-09T20:25:02.845252] [INFO ] [FORECASTER] Starting predict_future for ISD
[2025-12-09T20:25:02.846060] [DEBUG] [LOCAL     ] No optimal features file found for ISD: ./output/feature-sets/ISD.txt
[2025-12-09T20:25:02.846112] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:02.846143] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:02.846169] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:02.846227] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:02.906707] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:02.907640] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:02.907732] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:02.907765] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:03.025108] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:03.025254] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:03.025297] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:03.025327] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:03.028744] [DEBUG] [FORECASTER] ISD: Forecast T+1@11:T+2@11: DOWN (p=14.44%)
[2025-12-09T20:25:03.029023] [INFO ] [FORECASTER] Completed predict_future for ISD
[2025-12-09T20:25:03.029146] [INFO ] [sig       ] ISD: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:25:03.171794] [INFO ] [LOCAL     ] Saved forecast: ISD	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/ISD.txt
[2025-12-09T20:25:03.171935] [INFO ] [sig       ] [1748/3614] Completed ISD in 0.3s | 2.92 sym/s | Total: 10.0m | ETA: 10.7m
[2025-12-09T20:25:03.171974] [INFO ] [sig       ] [1749/3614] Forecasting ISRG...
[2025-12-09T20:25:03.172003] [INFO ] [sig       ] Generating forecast for: ISRG
[2025-12-09T20:25:03.172031] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ISRG' from 'https://tdm.silogroup.org/data/derivative_storage/ISRG.csv'.
[2025-12-09T20:25:03.183182] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ISRG'.
[2025-12-09T20:25:03.183527] [INFO ] [FORECASTER] Starting predict_future for ISRG
[2025-12-09T20:25:03.184296] [DEBUG] [LOCAL     ] No optimal features file found for ISRG: ./output/feature-sets/ISRG.txt
[2025-12-09T20:25:03.184346] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:03.184377] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:03.184402] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:03.184457] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:03.240182] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:03.240934] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:03.241010] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:03.241041] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:03.359986] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:03.360132] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:03.360171] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:03.360198] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:03.363476] [DEBUG] [FORECASTER] ISRG: Forecast T+1@11:T+2@11: DOWN (p=9.27%)
[2025-12-09T20:25:03.363766] [INFO ] [FORECASTER] Completed predict_future for ISRG
[2025-12-09T20:25:03.363885] [INFO ] [sig       ] ISRG: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:25:03.503662] [INFO ] [LOCAL     ] Saved forecast: ISRG	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/ISRG.txt
[2025-12-09T20:25:03.503831] [INFO ] [sig       ] [1749/3614] Completed ISRG in 0.3s | 2.92 sym/s | Total: 10.0m | ETA: 10.7m
[2025-12-09T20:25:03.503872] [INFO ] [sig       ] [1750/3614] Forecasting ISSC...
[2025-12-09T20:25:03.503902] [INFO ] [sig       ] Generating forecast for: ISSC
[2025-12-09T20:25:03.503932] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ISSC' from 'https://tdm.silogroup.org/data/derivative_storage/ISSC.csv'.
[2025-12-09T20:25:03.515670] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ISSC'.
[2025-12-09T20:25:03.515994] [INFO ] [FORECASTER] Starting predict_future for ISSC
[2025-12-09T20:25:03.516798] [DEBUG] [LOCAL     ] No optimal features file found for ISSC: ./output/feature-sets/ISSC.txt
[2025-12-09T20:25:03.516849] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:03.516880] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:03.516905] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:03.516961] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:03.579652] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:03.580532] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:03.580630] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:03.580663] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:03.709022] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:03.709171] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:03.709231] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:03.709346] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:03.712846] [DEBUG] [FORECASTER] ISSC: Forecast T+1@11:T+2@11: DOWN (p=13.35%)
[2025-12-09T20:25:03.713121] [INFO ] [FORECASTER] Completed predict_future for ISSC
[2025-12-09T20:25:03.713248] [INFO ] [sig       ] ISSC: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:25:03.858945] [INFO ] [LOCAL     ] Saved forecast: ISSC	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/ISSC.txt
[2025-12-09T20:25:03.859094] [INFO ] [sig       ] [1750/3614] Completed ISSC in 0.4s | 2.92 sym/s | Total: 10.0m | ETA: 10.6m
[2025-12-09T20:25:03.859142] [INFO ] [sig       ] [1751/3614] Forecasting ISTB...
[2025-12-09T20:25:03.859173] [INFO ] [sig       ] Generating forecast for: ISTB
[2025-12-09T20:25:03.859202] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ISTB' from 'https://tdm.silogroup.org/data/derivative_storage/ISTB.csv'.
[2025-12-09T20:25:03.871170] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ISTB'.
[2025-12-09T20:25:03.871487] [INFO ] [FORECASTER] Starting predict_future for ISTB
[2025-12-09T20:25:03.872297] [DEBUG] [LOCAL     ] No optimal features file found for ISTB: ./output/feature-sets/ISTB.txt
[2025-12-09T20:25:03.872350] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:03.872382] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:03.872408] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:03.872464] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:03.933486] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:03.934360] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:03.934443] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:03.934474] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:04.055227] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:04.055374] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:04.055415] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:04.055444] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:04.058970] [DEBUG] [FORECASTER] ISTB: Forecast T+1@11:T+2@11: DOWN (p=44.95%)
[2025-12-09T20:25:04.059295] [INFO ] [FORECASTER] Completed predict_future for ISTB
[2025-12-09T20:25:04.059431] [INFO ] [sig       ] ISTB: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:25:04.204407] [INFO ] [LOCAL     ] Saved forecast: ISTB	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/ISTB.txt
[2025-12-09T20:25:04.204553] [INFO ] [sig       ] [1751/3614] Completed ISTB in 0.3s | 2.92 sym/s | Total: 10.0m | ETA: 10.6m
[2025-12-09T20:25:04.204613] [INFO ] [sig       ] [1752/3614] Forecasting ITIC...
[2025-12-09T20:25:04.204646] [INFO ] [sig       ] Generating forecast for: ITIC
[2025-12-09T20:25:04.204675] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ITIC' from 'https://tdm.silogroup.org/data/derivative_storage/ITIC.csv'.
[2025-12-09T20:25:04.215941] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ITIC'.
[2025-12-09T20:25:04.216313] [INFO ] [FORECASTER] Starting predict_future for ITIC
[2025-12-09T20:25:04.217224] [DEBUG] [LOCAL     ] No optimal features file found for ITIC: ./output/feature-sets/ITIC.txt
[2025-12-09T20:25:04.217275] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:04.217307] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:04.217332] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:04.217388] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:04.279741] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:04.280698] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:04.280804] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:04.280849] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:04.394268] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:04.394421] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:25:04.394472] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:04.394517] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:04.398058] [DEBUG] [FORECASTER] ITIC: Forecast T+1@11:T+2@11: UP (p=81.61%)
[2025-12-09T20:25:04.398398] [INFO ] [FORECASTER] Completed predict_future for ITIC
[2025-12-09T20:25:04.398556] [INFO ] [sig       ] ITIC: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:25:04.550209] [INFO ] [LOCAL     ] Saved forecast: ITIC	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/ITIC.txt
[2025-12-09T20:25:04.550380] [INFO ] [sig       ] [1752/3614] Completed ITIC in 0.3s | 2.92 sym/s | Total: 10.0m | ETA: 10.6m
[2025-12-09T20:25:04.550434] [INFO ] [sig       ] [1753/3614] Forecasting ITRI...
[2025-12-09T20:25:04.550470] [INFO ] [sig       ] Generating forecast for: ITRI
[2025-12-09T20:25:04.550500] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ITRI' from 'https://tdm.silogroup.org/data/derivative_storage/ITRI.csv'.
[2025-12-09T20:25:04.562974] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ITRI'.
[2025-12-09T20:25:04.563295] [INFO ] [FORECASTER] Starting predict_future for ITRI
[2025-12-09T20:25:04.564128] [DEBUG] [LOCAL     ] No optimal features file found for ITRI: ./output/feature-sets/ITRI.txt
[2025-12-09T20:25:04.564180] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:04.564212] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:04.564240] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:04.564295] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:04.624521] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:04.625621] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:04.625732] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:04.625795] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:04.753473] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:04.753641] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:04.753684] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:04.753714] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:04.757151] [DEBUG] [FORECASTER] ITRI: Forecast T+1@11:T+2@11: UP (p=89.13%)
[2025-12-09T20:25:04.757426] [INFO ] [FORECASTER] Completed predict_future for ITRI
[2025-12-09T20:25:04.757587] [INFO ] [sig       ] ITRI: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:25:04.902617] [INFO ] [LOCAL     ] Saved forecast: ITRI	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/ITRI.txt
[2025-12-09T20:25:04.902725] [INFO ] [sig       ] [1753/3614] Completed ITRI in 0.4s | 2.92 sym/s | Total: 10.0m | ETA: 10.6m
[2025-12-09T20:25:04.902766] [INFO ] [sig       ] [1754/3614] Forecasting ITRN...
[2025-12-09T20:25:04.902794] [INFO ] [sig       ] Generating forecast for: ITRN
[2025-12-09T20:25:04.902822] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ITRN' from 'https://tdm.silogroup.org/data/derivative_storage/ITRN.csv'.
[2025-12-09T20:25:04.914890] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ITRN'.
[2025-12-09T20:25:04.915149] [INFO ] [FORECASTER] Starting predict_future for ITRN
[2025-12-09T20:25:04.915913] [DEBUG] [LOCAL     ] No optimal features file found for ITRN: ./output/feature-sets/ITRN.txt
[2025-12-09T20:25:04.915963] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:04.915995] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:04.916021] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:04.916077] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:04.971798] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:04.972459] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:04.972534] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:04.972565] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:05.092952] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:05.093086] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:05.093123] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:05.093168] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:05.096392] [DEBUG] [FORECASTER] ITRN: Forecast T+1@11:T+2@11: DOWN (p=7.79%)
[2025-12-09T20:25:05.096679] [INFO ] [FORECASTER] Completed predict_future for ITRN
[2025-12-09T20:25:05.096802] [INFO ] [sig       ] ITRN: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:25:05.238337] [INFO ] [LOCAL     ] Saved forecast: ITRN	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/ITRN.txt
[2025-12-09T20:25:05.238439] [INFO ] [sig       ] [1754/3614] Completed ITRN in 0.3s | 2.92 sym/s | Total: 10.0m | ETA: 10.6m
[2025-12-09T20:25:05.238476] [INFO ] [sig       ] [1755/3614] Forecasting ITUB...
[2025-12-09T20:25:05.238504] [INFO ] [sig       ] Generating forecast for: ITUB
[2025-12-09T20:25:05.238533] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ITUB' from 'https://tdm.silogroup.org/data/derivative_storage/ITUB.csv'.
[2025-12-09T20:25:05.249645] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ITUB'.
[2025-12-09T20:25:05.249913] [INFO ] [FORECASTER] Starting predict_future for ITUB
[2025-12-09T20:25:05.250670] [DEBUG] [LOCAL     ] No optimal features file found for ITUB: ./output/feature-sets/ITUB.txt
[2025-12-09T20:25:05.250720] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:05.250753] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:05.250781] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:05.250836] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:05.306614] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:05.307389] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:05.307470] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:05.307518] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:05.435209] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:05.435370] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:05.435411] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:05.435439] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:05.439734] [DEBUG] [FORECASTER] ITUB: Forecast T+1@11:T+2@11: UP (p=97.01%)
[2025-12-09T20:25:05.440094] [INFO ] [FORECASTER] Completed predict_future for ITUB
[2025-12-09T20:25:05.440235] [INFO ] [sig       ] ITUB: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:25:05.609715] [INFO ] [LOCAL     ] Saved forecast: ITUB	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/ITUB.txt
[2025-12-09T20:25:05.609955] [INFO ] [sig       ] [1755/3614] Completed ITUB in 0.4s | 2.92 sym/s | Total: 10.0m | ETA: 10.6m
[2025-12-09T20:25:05.610020] [INFO ] [sig       ] [1756/3614] Forecasting IUS...
[2025-12-09T20:25:05.610072] [INFO ] [sig       ] Generating forecast for: IUS
[2025-12-09T20:25:05.610122] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IUS' from 'https://tdm.silogroup.org/data/derivative_storage/IUS.csv'.
[2025-12-09T20:25:05.626707] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IUS'.
[2025-12-09T20:25:05.627203] [INFO ] [FORECASTER] Starting predict_future for IUS
[2025-12-09T20:25:05.628376] [DEBUG] [LOCAL     ] No optimal features file found for IUS: ./output/feature-sets/IUS.txt
[2025-12-09T20:25:05.628444] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:05.628493] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:05.628536] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:05.628643] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:05.711289] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:05.712217] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:05.712331] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:05.712365] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:05.862058] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:05.862254] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:05.862333] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:05.862387] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:05.871708] [DEBUG] [FORECASTER] IUS: Forecast T+1@11:T+2@11: UP (p=54.61%)
[2025-12-09T20:25:05.872397] [INFO ] [FORECASTER] Completed predict_future for IUS
[2025-12-09T20:25:05.872653] [INFO ] [sig       ] IUS: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:25:06.076676] [INFO ] [LOCAL     ] Saved forecast: IUS	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/IUS.txt
[2025-12-09T20:25:06.076899] [INFO ] [sig       ] [1756/3614] Completed IUS in 0.5s | 2.92 sym/s | Total: 10.0m | ETA: 10.6m
[2025-12-09T20:25:06.076963] [INFO ] [sig       ] [1757/3614] Forecasting IUSB...
[2025-12-09T20:25:06.077011] [INFO ] [sig       ] Generating forecast for: IUSB
[2025-12-09T20:25:06.077062] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IUSB' from 'https://tdm.silogroup.org/data/derivative_storage/IUSB.csv'.
[2025-12-09T20:25:06.116305] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IUSB'.
[2025-12-09T20:25:06.117086] [INFO ] [FORECASTER] Starting predict_future for IUSB
[2025-12-09T20:25:06.118536] [DEBUG] [LOCAL     ] No optimal features file found for IUSB: ./output/feature-sets/IUSB.txt
[2025-12-09T20:25:06.118658] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:06.118699] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:06.118731] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:06.118835] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:06.187285] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:06.188892] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:06.189124] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:06.189169] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:06.365413] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:06.365707] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:06.365783] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:06.365827] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:06.372486] [DEBUG] [FORECASTER] IUSB: Forecast T+1@11:T+2@11: UP (p=94.81%)
[2025-12-09T20:25:06.373278] [INFO ] [FORECASTER] Completed predict_future for IUSB
[2025-12-09T20:25:06.373532] [INFO ] [sig       ] IUSB: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:25:06.565340] [INFO ] [LOCAL     ] Saved forecast: IUSB	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/IUSB.txt
[2025-12-09T20:25:06.565560] [INFO ] [sig       ] [1757/3614] Completed IUSB in 0.5s | 2.92 sym/s | Total: 10.0m | ETA: 10.6m
[2025-12-09T20:25:06.565630] [INFO ] [sig       ] [1758/3614] Forecasting IUSG...
[2025-12-09T20:25:06.565665] [INFO ] [sig       ] Generating forecast for: IUSG
[2025-12-09T20:25:06.565699] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IUSG' from 'https://tdm.silogroup.org/data/derivative_storage/IUSG.csv'.
[2025-12-09T20:25:06.581405] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IUSG'.
[2025-12-09T20:25:06.582083] [INFO ] [FORECASTER] Starting predict_future for IUSG
[2025-12-09T20:25:06.583090] [DEBUG] [LOCAL     ] No optimal features file found for IUSG: ./output/feature-sets/IUSG.txt
[2025-12-09T20:25:06.583155] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:06.583215] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:06.583243] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:06.583307] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:06.644739] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:06.645921] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:06.646034] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:06.646078] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:06.778396] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:06.778552] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:06.778611] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:06.778641] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:06.782100] [DEBUG] [FORECASTER] IUSG: Forecast T+1@11:T+2@11: UP (p=89.01%)
[2025-12-09T20:25:06.782375] [INFO ] [FORECASTER] Completed predict_future for IUSG
[2025-12-09T20:25:06.782500] [INFO ] [sig       ] IUSG: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:25:06.920027] [INFO ] [LOCAL     ] Saved forecast: IUSG	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/IUSG.txt
[2025-12-09T20:25:06.920137] [INFO ] [sig       ] [1758/3614] Completed IUSG in 0.4s | 2.92 sym/s | Total: 10.0m | ETA: 10.6m
[2025-12-09T20:25:06.920175] [INFO ] [sig       ] [1759/3614] Forecasting IVAL...
[2025-12-09T20:25:06.920204] [INFO ] [sig       ] Generating forecast for: IVAL
[2025-12-09T20:25:06.920234] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IVAL' from 'https://tdm.silogroup.org/data/derivative_storage/IVAL.csv'.
[2025-12-09T20:25:06.930668] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IVAL'.
[2025-12-09T20:25:06.930935] [INFO ] [FORECASTER] Starting predict_future for IVAL
[2025-12-09T20:25:06.931705] [DEBUG] [LOCAL     ] No optimal features file found for IVAL: ./output/feature-sets/IVAL.txt
[2025-12-09T20:25:06.931756] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:06.931789] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:06.931818] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:06.931873] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:06.987189] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:06.987806] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:06.987883] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:06.987915] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:07.098000] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:07.098134] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:07.098172] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:07.098199] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:07.101505] [DEBUG] [FORECASTER] IVAL: Forecast T+1@11:T+2@11: DOWN (p=0.84%)
[2025-12-09T20:25:07.101787] [INFO ] [FORECASTER] Completed predict_future for IVAL
[2025-12-09T20:25:07.101913] [INFO ] [sig       ] IVAL: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:25:07.239791] [INFO ] [LOCAL     ] Saved forecast: IVAL	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/IVAL.txt
[2025-12-09T20:25:07.239939] [INFO ] [sig       ] [1759/3614] Completed IVAL in 0.3s | 2.92 sym/s | Total: 10.1m | ETA: 10.6m
[2025-12-09T20:25:07.239977] [INFO ] [sig       ] [1760/3614] Forecasting IVZ...
[2025-12-09T20:25:07.240005] [INFO ] [sig       ] Generating forecast for: IVZ
[2025-12-09T20:25:07.240035] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IVZ' from 'https://tdm.silogroup.org/data/derivative_storage/IVZ.csv'.
[2025-12-09T20:25:07.251671] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IVZ'.
[2025-12-09T20:25:07.251946] [INFO ] [FORECASTER] Starting predict_future for IVZ
[2025-12-09T20:25:07.252731] [DEBUG] [LOCAL     ] No optimal features file found for IVZ: ./output/feature-sets/IVZ.txt
[2025-12-09T20:25:07.252782] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:07.252814] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:07.252840] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:07.252895] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:07.309429] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:07.310047] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:07.310120] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:07.310152] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:07.431434] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:07.431597] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:07.431639] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:07.431669] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:07.435020] [DEBUG] [FORECASTER] IVZ: Forecast T+1@11:T+2@11: UP (p=75.93%)
[2025-12-09T20:25:07.435286] [INFO ] [FORECASTER] Completed predict_future for IVZ
[2025-12-09T20:25:07.435408] [INFO ] [sig       ] IVZ: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:25:07.574957] [INFO ] [LOCAL     ] Saved forecast: IVZ	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/IVZ.txt
[2025-12-09T20:25:07.575147] [INFO ] [sig       ] [1760/3614] Completed IVZ in 0.3s | 2.92 sym/s | Total: 10.1m | ETA: 10.6m
[2025-12-09T20:25:07.575188] [INFO ] [sig       ] [1761/3614] Forecasting IX...
[2025-12-09T20:25:07.575219] [INFO ] [sig       ] Generating forecast for: IX
[2025-12-09T20:25:07.575249] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IX' from 'https://tdm.silogroup.org/data/derivative_storage/IX.csv'.
[2025-12-09T20:25:07.585872] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IX'.
[2025-12-09T20:25:07.586183] [INFO ] [FORECASTER] Starting predict_future for IX
[2025-12-09T20:25:07.586961] [DEBUG] [LOCAL     ] No optimal features file found for IX: ./output/feature-sets/IX.txt
[2025-12-09T20:25:07.587012] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:07.587043] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:07.587068] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:07.587122] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:07.643053] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:07.643891] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:07.643968] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:07.644001] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:07.765003] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:07.765157] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:07.765199] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:07.765227] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:07.768647] [DEBUG] [FORECASTER] IX: Forecast T+1@11:T+2@11: UP (p=59.93%)
[2025-12-09T20:25:07.768927] [INFO ] [FORECASTER] Completed predict_future for IX
[2025-12-09T20:25:07.769047] [INFO ] [sig       ] IX: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:25:07.913106] [INFO ] [LOCAL     ] Saved forecast: IX	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/IX.txt
[2025-12-09T20:25:07.913251] [INFO ] [sig       ] [1761/3614] Completed IX in 0.3s | 2.92 sym/s | Total: 10.1m | ETA: 10.6m
[2025-12-09T20:25:07.913290] [INFO ] [sig       ] [1762/3614] Forecasting IXUS...
[2025-12-09T20:25:07.913320] [INFO ] [sig       ] Generating forecast for: IXUS
[2025-12-09T20:25:07.913355] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IXUS' from 'https://tdm.silogroup.org/data/derivative_storage/IXUS.csv'.
[2025-12-09T20:25:07.924086] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IXUS'.
[2025-12-09T20:25:07.924382] [INFO ] [FORECASTER] Starting predict_future for IXUS
[2025-12-09T20:25:07.925163] [DEBUG] [LOCAL     ] No optimal features file found for IXUS: ./output/feature-sets/IXUS.txt
[2025-12-09T20:25:07.925213] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:07.925243] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:07.925268] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:07.925322] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:07.980230] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:07.981033] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:07.981111] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:07.981142] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:08.099733] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:08.099880] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:08.099919] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:08.099947] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:08.103234] [DEBUG] [FORECASTER] IXUS: Forecast T+1@11:T+2@11: UP (p=94.27%)
[2025-12-09T20:25:08.103493] [INFO ] [FORECASTER] Completed predict_future for IXUS
[2025-12-09T20:25:08.103626] [INFO ] [sig       ] IXUS: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:25:08.258741] [INFO ] [LOCAL     ] Saved forecast: IXUS	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/IXUS.txt
[2025-12-09T20:25:08.258985] [INFO ] [sig       ] [1762/3614] Completed IXUS in 0.3s | 2.92 sym/s | Total: 10.1m | ETA: 10.6m
[2025-12-09T20:25:08.259035] [INFO ] [sig       ] [1763/3614] Forecasting IZEA...
[2025-12-09T20:25:08.259075] [INFO ] [sig       ] Generating forecast for: IZEA
[2025-12-09T20:25:08.259114] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IZEA' from 'https://tdm.silogroup.org/data/derivative_storage/IZEA.csv'.
[2025-12-09T20:25:08.271591] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IZEA'.
[2025-12-09T20:25:08.271974] [INFO ] [FORECASTER] Starting predict_future for IZEA
[2025-12-09T20:25:08.272784] [DEBUG] [LOCAL     ] No optimal features file found for IZEA: ./output/feature-sets/IZEA.txt
[2025-12-09T20:25:08.272838] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:08.272874] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:08.272901] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:08.272958] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:08.330788] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:08.331520] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:08.331613] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:08.331649] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:08.449862] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:08.450022] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:08.450063] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:08.450094] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:08.453533] [DEBUG] [FORECASTER] IZEA: Forecast T+1@11:T+2@11: DOWN (p=2.21%)
[2025-12-09T20:25:08.453833] [INFO ] [FORECASTER] Completed predict_future for IZEA
[2025-12-09T20:25:08.453968] [INFO ] [sig       ] IZEA: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:25:08.611360] [INFO ] [LOCAL     ] Saved forecast: IZEA	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/IZEA.txt
[2025-12-09T20:25:08.611521] [INFO ] [sig       ] [1763/3614] Completed IZEA in 0.4s | 2.92 sym/s | Total: 10.1m | ETA: 10.6m
[2025-12-09T20:25:08.611560] [INFO ] [sig       ] [1764/3614] Forecasting J...
[2025-12-09T20:25:08.611609] [INFO ] [sig       ] Generating forecast for: J
[2025-12-09T20:25:08.611641] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'J' from 'https://tdm.silogroup.org/data/derivative_storage/J.csv'.
[2025-12-09T20:25:08.625083] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'J'.
[2025-12-09T20:25:08.625530] [INFO ] [FORECASTER] Starting predict_future for J
[2025-12-09T20:25:08.626651] [DEBUG] [LOCAL     ] No optimal features file found for J: ./output/feature-sets/J.txt
[2025-12-09T20:25:08.626715] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:08.626798] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:08.626842] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:08.626929] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:08.693917] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:08.694890] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:08.694981] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:08.695022] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:08.819555] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:08.819713] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:08.819756] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:08.819785] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:08.823194] [DEBUG] [FORECASTER] J: Forecast T+1@11:T+2@11: DOWN (p=26.98%)
[2025-12-09T20:25:08.823467] [INFO ] [FORECASTER] Completed predict_future for J
[2025-12-09T20:25:08.823610] [INFO ] [sig       ] J: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:25:08.964061] [INFO ] [LOCAL     ] Saved forecast: J	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/J.txt
[2025-12-09T20:25:08.964208] [INFO ] [sig       ] [1764/3614] Completed J in 0.4s | 2.92 sym/s | Total: 10.1m | ETA: 10.6m
[2025-12-09T20:25:08.964249] [INFO ] [sig       ] [1765/3614] Forecasting JACK...
[2025-12-09T20:25:08.964278] [INFO ] [sig       ] Generating forecast for: JACK
[2025-12-09T20:25:08.964315] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JACK' from 'https://tdm.silogroup.org/data/derivative_storage/JACK.csv'.
[2025-12-09T20:25:08.977180] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JACK'.
[2025-12-09T20:25:08.977516] [INFO ] [FORECASTER] Starting predict_future for JACK
[2025-12-09T20:25:08.978323] [DEBUG] [LOCAL     ] No optimal features file found for JACK: ./output/feature-sets/JACK.txt
[2025-12-09T20:25:08.978375] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:08.978407] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:08.978434] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:08.978490] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:09.037833] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:09.038647] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:09.038727] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:09.038760] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:09.162853] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:09.163024] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:09.163076] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:09.163115] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:09.166584] [DEBUG] [FORECASTER] JACK: Forecast T+1@11:T+2@11: UP (p=51.49%)
[2025-12-09T20:25:09.166867] [INFO ] [FORECASTER] Completed predict_future for JACK
[2025-12-09T20:25:09.167006] [INFO ] [sig       ] JACK: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:25:09.310068] [INFO ] [LOCAL     ] Saved forecast: JACK	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/JACK.txt
[2025-12-09T20:25:09.310192] [INFO ] [sig       ] [1765/3614] Completed JACK in 0.3s | 2.92 sym/s | Total: 10.1m | ETA: 10.6m
[2025-12-09T20:25:09.310230] [INFO ] [sig       ] [1766/3614] Forecasting JAGX...
[2025-12-09T20:25:09.310259] [INFO ] [sig       ] Generating forecast for: JAGX
[2025-12-09T20:25:09.310288] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JAGX' from 'https://tdm.silogroup.org/data/derivative_storage/JAGX.csv'.
[2025-12-09T20:25:09.321375] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JAGX'.
[2025-12-09T20:25:09.321635] [INFO ] [FORECASTER] Starting predict_future for JAGX
[2025-12-09T20:25:09.322370] [DEBUG] [LOCAL     ] No optimal features file found for JAGX: ./output/feature-sets/JAGX.txt
[2025-12-09T20:25:09.322419] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:09.322451] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:09.322477] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:09.322531] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:09.378675] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:09.379255] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:09.379328] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:09.379359] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:09.492969] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:09.493123] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:09.493162] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:09.493189] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:09.496499] [DEBUG] [FORECASTER] JAGX: Forecast T+1@11:T+2@11: UP (p=58.38%)
[2025-12-09T20:25:09.496791] [INFO ] [FORECASTER] Completed predict_future for JAGX
[2025-12-09T20:25:09.496916] [INFO ] [sig       ] JAGX: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:25:09.642181] [INFO ] [LOCAL     ] Saved forecast: JAGX	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/JAGX.txt
[2025-12-09T20:25:09.642355] [INFO ] [sig       ] [1766/3614] Completed JAGX in 0.3s | 2.92 sym/s | Total: 10.1m | ETA: 10.6m
[2025-12-09T20:25:09.642396] [INFO ] [sig       ] [1767/3614] Forecasting JAKK...
[2025-12-09T20:25:09.642428] [INFO ] [sig       ] Generating forecast for: JAKK
[2025-12-09T20:25:09.642461] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JAKK' from 'https://tdm.silogroup.org/data/derivative_storage/JAKK.csv'.
[2025-12-09T20:25:09.654634] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JAKK'.
[2025-12-09T20:25:09.655028] [INFO ] [FORECASTER] Starting predict_future for JAKK
[2025-12-09T20:25:09.655894] [DEBUG] [LOCAL     ] No optimal features file found for JAKK: ./output/feature-sets/JAKK.txt
[2025-12-09T20:25:09.655946] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:09.655979] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:09.656005] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:09.656061] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:09.713646] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:09.714506] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:09.714608] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:09.714642] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:09.842004] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:09.842165] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:09.842208] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:09.842274] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:09.845781] [DEBUG] [FORECASTER] JAKK: Forecast T+1@11:T+2@11: UP (p=96.35%)
[2025-12-09T20:25:09.846160] [INFO ] [FORECASTER] Completed predict_future for JAKK
[2025-12-09T20:25:09.846305] [INFO ] [sig       ] JAKK: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:25:09.985282] [INFO ] [LOCAL     ] Saved forecast: JAKK	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/JAKK.txt
[2025-12-09T20:25:09.985418] [INFO ] [sig       ] [1767/3614] Completed JAKK in 0.3s | 2.92 sym/s | Total: 10.1m | ETA: 10.6m
[2025-12-09T20:25:09.985456] [INFO ] [sig       ] [1768/3614] Forecasting JAMF...
[2025-12-09T20:25:09.985485] [INFO ] [sig       ] Generating forecast for: JAMF
[2025-12-09T20:25:09.985514] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JAMF' from 'https://tdm.silogroup.org/data/derivative_storage/JAMF.csv'.
[2025-12-09T20:25:09.997157] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JAMF'.
[2025-12-09T20:25:09.997420] [INFO ] [FORECASTER] Starting predict_future for JAMF
[2025-12-09T20:25:09.998202] [DEBUG] [LOCAL     ] No optimal features file found for JAMF: ./output/feature-sets/JAMF.txt
[2025-12-09T20:25:09.998253] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:09.998283] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:09.998309] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:09.998364] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:10.053954] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:10.054542] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:10.054632] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:10.054665] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:10.168381] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:10.168523] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:10.168562] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:10.168610] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:10.171895] [DEBUG] [FORECASTER] JAMF: Forecast T+1@11:T+2@11: UP (p=94.88%)
[2025-12-09T20:25:10.172154] [INFO ] [FORECASTER] Completed predict_future for JAMF
[2025-12-09T20:25:10.172274] [INFO ] [sig       ] JAMF: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:25:10.310339] [INFO ] [LOCAL     ] Saved forecast: JAMF	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/JAMF.txt
[2025-12-09T20:25:10.310470] [INFO ] [sig       ] [1768/3614] Completed JAMF in 0.3s | 2.92 sym/s | Total: 10.1m | ETA: 10.5m
[2025-12-09T20:25:10.310507] [INFO ] [sig       ] [1769/3614] Forecasting JANX...
[2025-12-09T20:25:10.310536] [INFO ] [sig       ] Generating forecast for: JANX
[2025-12-09T20:25:10.310565] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JANX' from 'https://tdm.silogroup.org/data/derivative_storage/JANX.csv'.
[2025-12-09T20:25:10.324244] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JANX'.
[2025-12-09T20:25:10.324675] [INFO ] [FORECASTER] Starting predict_future for JANX
[2025-12-09T20:25:10.325507] [DEBUG] [LOCAL     ] No optimal features file found for JANX: ./output/feature-sets/JANX.txt
[2025-12-09T20:25:10.325563] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:10.325627] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:10.325655] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:10.325727] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:10.387510] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:10.388463] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:10.388568] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:10.388625] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:10.515132] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:10.515305] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:10.515346] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:10.515375] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:10.518995] [DEBUG] [FORECASTER] JANX: Forecast T+1@11:T+2@11: DOWN (p=39.65%)
[2025-12-09T20:25:10.519284] [INFO ] [FORECASTER] Completed predict_future for JANX
[2025-12-09T20:25:10.519414] [INFO ] [sig       ] JANX: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:25:10.663844] [INFO ] [LOCAL     ] Saved forecast: JANX	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/JANX.txt
[2025-12-09T20:25:10.663999] [INFO ] [sig       ] [1769/3614] Completed JANX in 0.4s | 2.92 sym/s | Total: 10.1m | ETA: 10.5m
[2025-12-09T20:25:10.664039] [INFO ] [sig       ] [1770/3614] Forecasting JAZZ...
[2025-12-09T20:25:10.664067] [INFO ] [sig       ] Generating forecast for: JAZZ
[2025-12-09T20:25:10.664098] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JAZZ' from 'https://tdm.silogroup.org/data/derivative_storage/JAZZ.csv'.
[2025-12-09T20:25:10.675751] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JAZZ'.
[2025-12-09T20:25:10.676103] [INFO ] [FORECASTER] Starting predict_future for JAZZ
[2025-12-09T20:25:10.676881] [DEBUG] [LOCAL     ] No optimal features file found for JAZZ: ./output/feature-sets/JAZZ.txt
[2025-12-09T20:25:10.676933] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:10.676968] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:10.676994] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:10.677049] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:10.735982] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:10.736869] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:10.736950] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:10.736983] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:10.863365] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:10.863524] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:10.863565] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:10.863616] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:10.867272] [DEBUG] [FORECASTER] JAZZ: Forecast T+1@11:T+2@11: DOWN (p=11.28%)
[2025-12-09T20:25:10.867619] [INFO ] [FORECASTER] Completed predict_future for JAZZ
[2025-12-09T20:25:10.867752] [INFO ] [sig       ] JAZZ: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:25:11.007720] [INFO ] [LOCAL     ] Saved forecast: JAZZ	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/JAZZ.txt
[2025-12-09T20:25:11.007887] [INFO ] [sig       ] [1770/3614] Completed JAZZ in 0.3s | 2.92 sym/s | Total: 10.1m | ETA: 10.5m
[2025-12-09T20:25:11.007927] [INFO ] [sig       ] [1771/3614] Forecasting JBGS...
[2025-12-09T20:25:11.007955] [INFO ] [sig       ] Generating forecast for: JBGS
[2025-12-09T20:25:11.007986] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JBGS' from 'https://tdm.silogroup.org/data/derivative_storage/JBGS.csv'.
[2025-12-09T20:25:11.019738] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JBGS'.
[2025-12-09T20:25:11.020102] [INFO ] [FORECASTER] Starting predict_future for JBGS
[2025-12-09T20:25:11.020882] [DEBUG] [LOCAL     ] No optimal features file found for JBGS: ./output/feature-sets/JBGS.txt
[2025-12-09T20:25:11.020945] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:11.020978] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:11.021005] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:11.021060] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:11.076728] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:11.077597] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:11.077674] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:11.077707] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:11.197025] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:11.197179] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:11.197220] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:11.197248] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:11.200640] [DEBUG] [FORECASTER] JBGS: Forecast T+1@11:T+2@11: DOWN (p=9.62%)
[2025-12-09T20:25:11.200910] [INFO ] [FORECASTER] Completed predict_future for JBGS
[2025-12-09T20:25:11.201030] [INFO ] [sig       ] JBGS: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:25:11.338909] [INFO ] [LOCAL     ] Saved forecast: JBGS	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/JBGS.txt
[2025-12-09T20:25:11.339038] [INFO ] [sig       ] [1771/3614] Completed JBGS in 0.3s | 2.92 sym/s | Total: 10.1m | ETA: 10.5m
[2025-12-09T20:25:11.339076] [INFO ] [sig       ] [1772/3614] Forecasting JBI...
[2025-12-09T20:25:11.339105] [INFO ] [sig       ] Generating forecast for: JBI
[2025-12-09T20:25:11.339134] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JBI' from 'https://tdm.silogroup.org/data/derivative_storage/JBI.csv'.
[2025-12-09T20:25:11.350461] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JBI'.
[2025-12-09T20:25:11.350804] [INFO ] [FORECASTER] Starting predict_future for JBI
[2025-12-09T20:25:11.351569] [DEBUG] [LOCAL     ] No optimal features file found for JBI: ./output/feature-sets/JBI.txt
[2025-12-09T20:25:11.351643] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:11.351675] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:11.351702] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:11.351759] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:11.407389] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:11.408593] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:11.408677] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:11.408711] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:11.527879] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:11.528043] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:11.528086] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:11.528114] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:11.531499] [DEBUG] [FORECASTER] JBI: Forecast T+1@11:T+2@11: DOWN (p=9.91%)
[2025-12-09T20:25:11.531790] [INFO ] [FORECASTER] Completed predict_future for JBI
[2025-12-09T20:25:11.531919] [INFO ] [sig       ] JBI: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:25:11.675814] [INFO ] [LOCAL     ] Saved forecast: JBI	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/JBI.txt
[2025-12-09T20:25:11.675948] [INFO ] [sig       ] [1772/3614] Completed JBI in 0.3s | 2.92 sym/s | Total: 10.1m | ETA: 10.5m
[2025-12-09T20:25:11.675987] [INFO ] [sig       ] [1773/3614] Forecasting JBL...
[2025-12-09T20:25:11.676016] [INFO ] [sig       ] Generating forecast for: JBL
[2025-12-09T20:25:11.676045] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JBL' from 'https://tdm.silogroup.org/data/derivative_storage/JBL.csv'.
[2025-12-09T20:25:11.688067] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JBL'.
[2025-12-09T20:25:11.688372] [INFO ] [FORECASTER] Starting predict_future for JBL
[2025-12-09T20:25:11.689162] [DEBUG] [LOCAL     ] No optimal features file found for JBL: ./output/feature-sets/JBL.txt
[2025-12-09T20:25:11.689215] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:11.689247] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:11.689274] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:11.689330] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:11.745751] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:11.746391] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:11.746468] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:11.746501] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:11.868470] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:11.868632] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:11.868675] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:11.868708] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:11.872116] [DEBUG] [FORECASTER] JBL: Forecast T+1@11:T+2@11: DOWN (p=15.34%)
[2025-12-09T20:25:11.872386] [INFO ] [FORECASTER] Completed predict_future for JBL
[2025-12-09T20:25:11.872508] [INFO ] [sig       ] JBL: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:25:12.018529] [INFO ] [LOCAL     ] Saved forecast: JBL	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/JBL.txt
[2025-12-09T20:25:12.018669] [INFO ] [sig       ] [1773/3614] Completed JBL in 0.3s | 2.92 sym/s | Total: 10.1m | ETA: 10.5m
[2025-12-09T20:25:12.018709] [INFO ] [sig       ] [1774/3614] Forecasting JBND...
[2025-12-09T20:25:12.018737] [INFO ] [sig       ] Generating forecast for: JBND
[2025-12-09T20:25:12.018767] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JBND' from 'https://tdm.silogroup.org/data/derivative_storage/JBND.csv'.
[2025-12-09T20:25:12.030162] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JBND'.
[2025-12-09T20:25:12.030425] [INFO ] [FORECASTER] Starting predict_future for JBND
[2025-12-09T20:25:12.031177] [DEBUG] [LOCAL     ] No optimal features file found for JBND: ./output/feature-sets/JBND.txt
[2025-12-09T20:25:12.031228] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:12.031258] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:12.031285] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:12.031340] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:12.089302] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:12.090049] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:12.090155] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:12.090189] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:12.206525] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:12.206693] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:12.206735] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:12.206764] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:12.210167] [DEBUG] [FORECASTER] JBND: Forecast T+1@11:T+2@11: UP (p=89.65%)
[2025-12-09T20:25:12.210436] [INFO ] [FORECASTER] Completed predict_future for JBND
[2025-12-09T20:25:12.210557] [INFO ] [sig       ] JBND: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:25:12.352401] [INFO ] [LOCAL     ] Saved forecast: JBND	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/JBND.txt
[2025-12-09T20:25:12.352526] [INFO ] [sig       ] [1774/3614] Completed JBND in 0.3s | 2.92 sym/s | Total: 10.1m | ETA: 10.5m
[2025-12-09T20:25:12.352565] [INFO ] [sig       ] [1775/3614] Forecasting JBSS...
[2025-12-09T20:25:12.352613] [INFO ] [sig       ] Generating forecast for: JBSS
[2025-12-09T20:25:12.352643] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JBSS' from 'https://tdm.silogroup.org/data/derivative_storage/JBSS.csv'.
[2025-12-09T20:25:12.363980] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JBSS'.
[2025-12-09T20:25:12.364256] [INFO ] [FORECASTER] Starting predict_future for JBSS
[2025-12-09T20:25:12.365028] [DEBUG] [LOCAL     ] No optimal features file found for JBSS: ./output/feature-sets/JBSS.txt
[2025-12-09T20:25:12.365078] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:12.365108] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:12.365134] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:12.365189] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:12.431882] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:12.432882] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:12.433004] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:12.433037] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:12.564877] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:12.565026] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:12.565067] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:12.565096] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:12.568491] [DEBUG] [FORECASTER] JBSS: Forecast T+1@11:T+2@11: UP (p=98.83%)
[2025-12-09T20:25:12.568780] [INFO ] [FORECASTER] Completed predict_future for JBSS
[2025-12-09T20:25:12.568903] [INFO ] [sig       ] JBSS: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:25:12.714375] [INFO ] [LOCAL     ] Saved forecast: JBSS	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/JBSS.txt
[2025-12-09T20:25:12.714535] [INFO ] [sig       ] [1775/3614] Completed JBSS in 0.4s | 2.92 sym/s | Total: 10.1m | ETA: 10.5m
[2025-12-09T20:25:12.714603] [INFO ] [sig       ] [1776/3614] Forecasting JCE...
[2025-12-09T20:25:12.714644] [INFO ] [sig       ] Generating forecast for: JCE
[2025-12-09T20:25:12.714684] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JCE' from 'https://tdm.silogroup.org/data/derivative_storage/JCE.csv'.
[2025-12-09T20:25:12.726755] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JCE'.
[2025-12-09T20:25:12.727032] [INFO ] [FORECASTER] Starting predict_future for JCE
[2025-12-09T20:25:12.727843] [DEBUG] [LOCAL     ] No optimal features file found for JCE: ./output/feature-sets/JCE.txt
[2025-12-09T20:25:12.727896] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:12.727934] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:12.727967] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:12.728035] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:12.784649] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:12.785294] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:12.785370] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:12.785401] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:12.902559] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:12.902721] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:12.902762] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:12.902791] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:12.906202] [DEBUG] [FORECASTER] JCE: Forecast T+1@11:T+2@11: UP (p=87.72%)
[2025-12-09T20:25:12.906486] [INFO ] [FORECASTER] Completed predict_future for JCE
[2025-12-09T20:25:12.906624] [INFO ] [sig       ] JCE: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:25:13.050880] [INFO ] [LOCAL     ] Saved forecast: JCE	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/JCE.txt
[2025-12-09T20:25:13.051006] [INFO ] [sig       ] [1776/3614] Completed JCE in 0.3s | 2.92 sym/s | Total: 10.1m | ETA: 10.5m
[2025-12-09T20:25:13.051044] [INFO ] [sig       ] [1777/3614] Forecasting JCI...
[2025-12-09T20:25:13.051072] [INFO ] [sig       ] Generating forecast for: JCI
[2025-12-09T20:25:13.051102] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JCI' from 'https://tdm.silogroup.org/data/derivative_storage/JCI.csv'.
[2025-12-09T20:25:13.062890] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JCI'.
[2025-12-09T20:25:13.063214] [INFO ] [FORECASTER] Starting predict_future for JCI
[2025-12-09T20:25:13.064014] [DEBUG] [LOCAL     ] No optimal features file found for JCI: ./output/feature-sets/JCI.txt
[2025-12-09T20:25:13.064066] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:13.064099] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:13.064126] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:13.064183] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:13.121828] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:13.122493] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:13.122567] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:13.122615] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:13.241753] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:13.241896] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:13.241935] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:13.241963] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:13.245256] [DEBUG] [FORECASTER] JCI: Forecast T+1@11:T+2@11: DOWN (p=45.40%)
[2025-12-09T20:25:13.245515] [INFO ] [FORECASTER] Completed predict_future for JCI
[2025-12-09T20:25:13.245651] [INFO ] [sig       ] JCI: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:25:13.387039] [INFO ] [LOCAL     ] Saved forecast: JCI	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/JCI.txt
[2025-12-09T20:25:13.387188] [INFO ] [sig       ] [1777/3614] Completed JCI in 0.3s | 2.92 sym/s | Total: 10.2m | ETA: 10.5m
[2025-12-09T20:25:13.387227] [INFO ] [sig       ] [1778/3614] Forecasting JD...
[2025-12-09T20:25:13.387256] [INFO ] [sig       ] Generating forecast for: JD
[2025-12-09T20:25:13.387286] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JD' from 'https://tdm.silogroup.org/data/derivative_storage/JD.csv'.
[2025-12-09T20:25:13.399980] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JD'.
[2025-12-09T20:25:13.400376] [INFO ] [FORECASTER] Starting predict_future for JD
[2025-12-09T20:25:13.401244] [DEBUG] [LOCAL     ] No optimal features file found for JD: ./output/feature-sets/JD.txt
[2025-12-09T20:25:13.401306] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:13.401339] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:13.401366] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:13.401423] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:13.461400] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:13.462308] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:13.462389] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:13.462422] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:13.582599] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:13.582762] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:13.582822] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:13.582852] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:13.586456] [DEBUG] [FORECASTER] JD: Forecast T+1@11:T+2@11: UP (p=89.62%)
[2025-12-09T20:25:13.586755] [INFO ] [FORECASTER] Completed predict_future for JD
[2025-12-09T20:25:13.586900] [INFO ] [sig       ] JD: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:25:13.734649] [INFO ] [LOCAL     ] Saved forecast: JD	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/JD.txt
[2025-12-09T20:25:13.734812] [INFO ] [sig       ] [1778/3614] Completed JD in 0.3s | 2.92 sym/s | Total: 10.2m | ETA: 10.5m
[2025-12-09T20:25:13.734853] [INFO ] [sig       ] [1779/3614] Forecasting JDZG...
[2025-12-09T20:25:13.734884] [INFO ] [sig       ] Generating forecast for: JDZG
[2025-12-09T20:25:13.734916] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JDZG' from 'https://tdm.silogroup.org/data/derivative_storage/JDZG.csv'.
[2025-12-09T20:25:13.746561] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JDZG'.
[2025-12-09T20:25:13.746942] [INFO ] [FORECASTER] Starting predict_future for JDZG
[2025-12-09T20:25:13.747798] [DEBUG] [LOCAL     ] No optimal features file found for JDZG: ./output/feature-sets/JDZG.txt
[2025-12-09T20:25:13.747850] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:13.747882] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:13.747910] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:13.747978] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:13.807512] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:13.808430] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:13.808515] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:13.808547] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:13.932355] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:13.932516] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:13.932556] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:13.932605] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:13.936104] [DEBUG] [FORECASTER] JDZG: Forecast T+1@11:T+2@11: DOWN (p=32.69%)
[2025-12-09T20:25:13.936386] [INFO ] [FORECASTER] Completed predict_future for JDZG
[2025-12-09T20:25:13.936512] [INFO ] [sig       ] JDZG: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:25:14.084888] [INFO ] [LOCAL     ] Saved forecast: JDZG	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/JDZG.txt
[2025-12-09T20:25:14.085055] [INFO ] [sig       ] [1779/3614] Completed JDZG in 0.4s | 2.92 sym/s | Total: 10.2m | ETA: 10.5m
[2025-12-09T20:25:14.085094] [INFO ] [sig       ] [1780/3614] Forecasting JEF...
[2025-12-09T20:25:14.085125] [INFO ] [sig       ] Generating forecast for: JEF
[2025-12-09T20:25:14.085155] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JEF' from 'https://tdm.silogroup.org/data/derivative_storage/JEF.csv'.
[2025-12-09T20:25:14.097124] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JEF'.
[2025-12-09T20:25:14.097468] [INFO ] [FORECASTER] Starting predict_future for JEF
[2025-12-09T20:25:14.098317] [DEBUG] [LOCAL     ] No optimal features file found for JEF: ./output/feature-sets/JEF.txt
[2025-12-09T20:25:14.098369] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:14.098403] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:14.098430] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:14.098486] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:14.158347] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:14.159188] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:14.159265] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:14.159297] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:14.284702] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:14.284852] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:14.284894] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:14.284926] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:14.288413] [DEBUG] [FORECASTER] JEF: Forecast T+1@11:T+2@11: DOWN (p=20.88%)
[2025-12-09T20:25:14.288699] [INFO ] [FORECASTER] Completed predict_future for JEF
[2025-12-09T20:25:14.288817] [INFO ] [sig       ] JEF: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:25:14.428462] [INFO ] [LOCAL     ] Saved forecast: JEF	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/JEF.txt
[2025-12-09T20:25:14.428604] [INFO ] [sig       ] [1780/3614] Completed JEF in 0.3s | 2.92 sym/s | Total: 10.2m | ETA: 10.5m
[2025-12-09T20:25:14.428645] [INFO ] [sig       ] [1781/3614] Forecasting JELD...
[2025-12-09T20:25:14.428674] [INFO ] [sig       ] Generating forecast for: JELD
[2025-12-09T20:25:14.428702] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JELD' from 'https://tdm.silogroup.org/data/derivative_storage/JELD.csv'.
[2025-12-09T20:25:14.441014] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JELD'.
[2025-12-09T20:25:14.441503] [INFO ] [FORECASTER] Starting predict_future for JELD
[2025-12-09T20:25:14.442300] [DEBUG] [LOCAL     ] No optimal features file found for JELD: ./output/feature-sets/JELD.txt
[2025-12-09T20:25:14.442350] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:14.442407] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:14.442434] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:14.442490] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:14.499997] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:14.500980] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:14.501062] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:14.501094] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:14.622948] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:14.623098] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:14.623138] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:14.623165] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:14.626647] [DEBUG] [FORECASTER] JELD: Forecast T+1@11:T+2@11: UP (p=59.36%)
[2025-12-09T20:25:14.626913] [INFO ] [FORECASTER] Completed predict_future for JELD
[2025-12-09T20:25:14.627033] [INFO ] [sig       ] JELD: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:25:14.767522] [INFO ] [LOCAL     ] Saved forecast: JELD	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/JELD.txt
[2025-12-09T20:25:14.767661] [INFO ] [sig       ] [1781/3614] Completed JELD in 0.3s | 2.92 sym/s | Total: 10.2m | ETA: 10.5m
[2025-12-09T20:25:14.767700] [INFO ] [sig       ] [1782/3614] Forecasting JEPQ...
[2025-12-09T20:25:14.767729] [INFO ] [sig       ] Generating forecast for: JEPQ
[2025-12-09T20:25:14.767757] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JEPQ' from 'https://tdm.silogroup.org/data/derivative_storage/JEPQ.csv'.
[2025-12-09T20:25:14.786299] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JEPQ'.
[2025-12-09T20:25:14.786663] [INFO ] [FORECASTER] Starting predict_future for JEPQ
[2025-12-09T20:25:14.787526] [DEBUG] [LOCAL     ] No optimal features file found for JEPQ: ./output/feature-sets/JEPQ.txt
[2025-12-09T20:25:14.787602] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:14.787674] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:14.787705] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:14.787761] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:14.843765] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:14.844396] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:14.844469] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:14.844501] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:14.969436] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:14.969611] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:14.969660] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:14.969690] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:14.973158] [DEBUG] [FORECASTER] JEPQ: Forecast T+1@11:T+2@11: UP (p=60.29%)
[2025-12-09T20:25:14.973439] [INFO ] [FORECASTER] Completed predict_future for JEPQ
[2025-12-09T20:25:14.973568] [INFO ] [sig       ] JEPQ: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:25:15.116747] [INFO ] [LOCAL     ] Saved forecast: JEPQ	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/JEPQ.txt
[2025-12-09T20:25:15.116898] [INFO ] [sig       ] [1782/3614] Completed JEPQ in 0.3s | 2.92 sym/s | Total: 10.2m | ETA: 10.5m
[2025-12-09T20:25:15.116940] [INFO ] [sig       ] [1783/3614] Forecasting JFIN...
[2025-12-09T20:25:15.116977] [INFO ] [sig       ] Generating forecast for: JFIN
[2025-12-09T20:25:15.117013] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JFIN' from 'https://tdm.silogroup.org/data/derivative_storage/JFIN.csv'.
[2025-12-09T20:25:15.128313] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JFIN'.
[2025-12-09T20:25:15.128679] [INFO ] [FORECASTER] Starting predict_future for JFIN
[2025-12-09T20:25:15.129495] [DEBUG] [LOCAL     ] No optimal features file found for JFIN: ./output/feature-sets/JFIN.txt
[2025-12-09T20:25:15.129548] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:15.129598] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:15.129626] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:15.129680] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:15.186358] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:15.187183] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:15.187261] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:15.187293] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:15.311658] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:15.311814] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:15.311855] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:15.311883] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:15.315444] [DEBUG] [FORECASTER] JFIN: Forecast T+1@11:T+2@11: DOWN (p=1.97%)
[2025-12-09T20:25:15.315761] [INFO ] [FORECASTER] Completed predict_future for JFIN
[2025-12-09T20:25:15.315890] [INFO ] [sig       ] JFIN: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:25:15.459323] [INFO ] [LOCAL     ] Saved forecast: JFIN	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/JFIN.txt
[2025-12-09T20:25:15.459478] [INFO ] [sig       ] [1783/3614] Completed JFIN in 0.3s | 2.92 sym/s | Total: 10.2m | ETA: 10.5m
[2025-12-09T20:25:15.459516] [INFO ] [sig       ] [1784/3614] Forecasting JGLO...
[2025-12-09T20:25:15.459546] [INFO ] [sig       ] Generating forecast for: JGLO
[2025-12-09T20:25:15.459594] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JGLO' from 'https://tdm.silogroup.org/data/derivative_storage/JGLO.csv'.
[2025-12-09T20:25:15.471056] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JGLO'.
[2025-12-09T20:25:15.471406] [INFO ] [FORECASTER] Starting predict_future for JGLO
[2025-12-09T20:25:15.472224] [DEBUG] [LOCAL     ] No optimal features file found for JGLO: ./output/feature-sets/JGLO.txt
[2025-12-09T20:25:15.472275] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:15.472305] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:15.472332] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:15.472386] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:15.529509] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:15.530383] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:15.530466] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:15.530498] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:15.653270] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:15.653424] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:15.653463] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:15.653524] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:15.656932] [DEBUG] [FORECASTER] JGLO: Forecast T+1@11:T+2@11: DOWN (p=34.24%)
[2025-12-09T20:25:15.657223] [INFO ] [FORECASTER] Completed predict_future for JGLO
[2025-12-09T20:25:15.657349] [INFO ] [sig       ] JGLO: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:25:15.800447] [INFO ] [LOCAL     ] Saved forecast: JGLO	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/JGLO.txt
[2025-12-09T20:25:15.800604] [INFO ] [sig       ] [1784/3614] Completed JGLO in 0.3s | 2.92 sym/s | Total: 10.2m | ETA: 10.5m
[2025-12-09T20:25:15.800646] [INFO ] [sig       ] [1785/3614] Forecasting JHG...
[2025-12-09T20:25:15.800675] [INFO ] [sig       ] Generating forecast for: JHG
[2025-12-09T20:25:15.800713] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JHG' from 'https://tdm.silogroup.org/data/derivative_storage/JHG.csv'.
[2025-12-09T20:25:15.811929] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JHG'.
[2025-12-09T20:25:15.812299] [INFO ] [FORECASTER] Starting predict_future for JHG
[2025-12-09T20:25:15.813175] [DEBUG] [LOCAL     ] No optimal features file found for JHG: ./output/feature-sets/JHG.txt
[2025-12-09T20:25:15.813229] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:15.813261] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:15.813289] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:15.813346] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:15.869849] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:15.870726] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:15.870808] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:15.870839] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:15.993138] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:15.993483] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:15.993524] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:15.993553] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:15.997109] [DEBUG] [FORECASTER] JHG: Forecast T+1@11:T+2@11: UP (p=51.56%)
[2025-12-09T20:25:15.997386] [INFO ] [FORECASTER] Completed predict_future for JHG
[2025-12-09T20:25:15.997535] [INFO ] [sig       ] JHG: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:25:16.141506] [INFO ] [LOCAL     ] Saved forecast: JHG	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/JHG.txt
[2025-12-09T20:25:16.141645] [INFO ] [sig       ] [1785/3614] Completed JHG in 0.3s | 2.92 sym/s | Total: 10.2m | ETA: 10.5m
[2025-12-09T20:25:16.141690] [INFO ] [sig       ] [1786/3614] Forecasting JHI...
[2025-12-09T20:25:16.141720] [INFO ] [sig       ] Generating forecast for: JHI
[2025-12-09T20:25:16.141749] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JHI' from 'https://tdm.silogroup.org/data/derivative_storage/JHI.csv'.
[2025-12-09T20:25:16.153250] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JHI'.
[2025-12-09T20:25:16.153604] [INFO ] [FORECASTER] Starting predict_future for JHI
[2025-12-09T20:25:16.154356] [DEBUG] [LOCAL     ] No optimal features file found for JHI: ./output/feature-sets/JHI.txt
[2025-12-09T20:25:16.154405] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:16.154436] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:16.154461] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:16.154517] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:16.209911] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:16.210607] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:16.210685] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:16.210718] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:16.317384] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:16.317550] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:16.317612] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:16.317644] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:16.321018] [DEBUG] [FORECASTER] JHI: Forecast T+1@11:T+2@11: DOWN (p=45.72%)
[2025-12-09T20:25:16.321323] [INFO ] [FORECASTER] Completed predict_future for JHI
[2025-12-09T20:25:16.321454] [INFO ] [sig       ] JHI: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:25:16.459185] [INFO ] [LOCAL     ] Saved forecast: JHI	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/JHI.txt
[2025-12-09T20:25:16.459315] [INFO ] [sig       ] [1786/3614] Completed JHI in 0.3s | 2.92 sym/s | Total: 10.2m | ETA: 10.4m
[2025-12-09T20:25:16.459354] [INFO ] [sig       ] [1787/3614] Forecasting JHX...
[2025-12-09T20:25:16.459383] [INFO ] [sig       ] Generating forecast for: JHX
[2025-12-09T20:25:16.459413] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JHX' from 'https://tdm.silogroup.org/data/derivative_storage/JHX.csv'.
[2025-12-09T20:25:16.470566] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JHX'.
[2025-12-09T20:25:16.470887] [INFO ] [FORECASTER] Starting predict_future for JHX
[2025-12-09T20:25:16.471652] [DEBUG] [LOCAL     ] No optimal features file found for JHX: ./output/feature-sets/JHX.txt
[2025-12-09T20:25:16.471702] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:16.471733] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:16.471758] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:16.471813] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:16.527051] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:16.527847] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:16.527927] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:16.527959] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:16.646016] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:16.646163] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:16.646204] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:16.646233] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:16.649555] [DEBUG] [FORECASTER] JHX: Forecast T+1@11:T+2@11: UP (p=66.44%)
[2025-12-09T20:25:16.649845] [INFO ] [FORECASTER] Completed predict_future for JHX
[2025-12-09T20:25:16.649965] [INFO ] [sig       ] JHX: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:25:16.785898] [INFO ] [LOCAL     ] Saved forecast: JHX	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/JHX.txt
[2025-12-09T20:25:16.786027] [INFO ] [sig       ] [1787/3614] Completed JHX in 0.3s | 2.92 sym/s | Total: 10.2m | ETA: 10.4m
[2025-12-09T20:25:16.786065] [INFO ] [sig       ] [1788/3614] Forecasting JILL...
[2025-12-09T20:25:16.786094] [INFO ] [sig       ] Generating forecast for: JILL
[2025-12-09T20:25:16.786125] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JILL' from 'https://tdm.silogroup.org/data/derivative_storage/JILL.csv'.
[2025-12-09T20:25:16.797184] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JILL'.
[2025-12-09T20:25:16.797516] [INFO ] [FORECASTER] Starting predict_future for JILL
[2025-12-09T20:25:16.798302] [DEBUG] [LOCAL     ] No optimal features file found for JILL: ./output/feature-sets/JILL.txt
[2025-12-09T20:25:16.798353] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:16.798385] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:16.798415] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:16.798470] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:16.854156] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:16.854816] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:16.854890] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:16.854921] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:16.970647] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:16.970795] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:16.970836] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:16.970865] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:16.974237] [DEBUG] [FORECASTER] JILL: Forecast T+1@11:T+2@11: UP (p=81.24%)
[2025-12-09T20:25:16.974527] [INFO ] [FORECASTER] Completed predict_future for JILL
[2025-12-09T20:25:16.974670] [INFO ] [sig       ] JILL: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:25:17.111696] [INFO ] [LOCAL     ] Saved forecast: JILL	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/JILL.txt
[2025-12-09T20:25:17.111821] [INFO ] [sig       ] [1788/3614] Completed JILL in 0.3s | 2.92 sym/s | Total: 10.2m | ETA: 10.4m
[2025-12-09T20:25:17.111859] [INFO ] [sig       ] [1789/3614] Forecasting JIVE...
[2025-12-09T20:25:17.111887] [INFO ] [sig       ] Generating forecast for: JIVE
[2025-12-09T20:25:17.111917] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JIVE' from 'https://tdm.silogroup.org/data/derivative_storage/JIVE.csv'.
[2025-12-09T20:25:17.122708] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JIVE'.
[2025-12-09T20:25:17.123045] [INFO ] [FORECASTER] Starting predict_future for JIVE
[2025-12-09T20:25:17.123838] [DEBUG] [LOCAL     ] No optimal features file found for JIVE: ./output/feature-sets/JIVE.txt
[2025-12-09T20:25:17.123890] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:17.123922] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:17.123950] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:17.124011] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:17.180264] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:17.180975] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:17.181064] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:17.181102] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:17.294340] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:17.294485] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:17.294524] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:17.294585] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:17.298108] [DEBUG] [FORECASTER] JIVE: Forecast T+1@11:T+2@11: UP (p=98.15%)
[2025-12-09T20:25:17.298387] [INFO ] [FORECASTER] Completed predict_future for JIVE
[2025-12-09T20:25:17.298508] [INFO ] [sig       ] JIVE: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:25:17.437448] [INFO ] [LOCAL     ] Saved forecast: JIVE	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/JIVE.txt
[2025-12-09T20:25:17.437613] [INFO ] [sig       ] [1789/3614] Completed JIVE in 0.3s | 2.92 sym/s | Total: 10.2m | ETA: 10.4m
[2025-12-09T20:25:17.437654] [INFO ] [sig       ] [1790/3614] Forecasting JJSF...
[2025-12-09T20:25:17.437683] [INFO ] [sig       ] Generating forecast for: JJSF
[2025-12-09T20:25:17.437713] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JJSF' from 'https://tdm.silogroup.org/data/derivative_storage/JJSF.csv'.
[2025-12-09T20:25:17.450354] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JJSF'.
[2025-12-09T20:25:17.450697] [INFO ] [FORECASTER] Starting predict_future for JJSF
[2025-12-09T20:25:17.451480] [DEBUG] [LOCAL     ] No optimal features file found for JJSF: ./output/feature-sets/JJSF.txt
[2025-12-09T20:25:17.451532] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:17.451563] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:17.451611] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:17.451668] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:17.508225] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:17.508926] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:17.509003] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:17.509036] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:17.628388] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:17.628537] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:17.628596] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:17.628629] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:17.631972] [DEBUG] [FORECASTER] JJSF: Forecast T+1@11:T+2@11: UP (p=87.71%)
[2025-12-09T20:25:17.632238] [INFO ] [FORECASTER] Completed predict_future for JJSF
[2025-12-09T20:25:17.632363] [INFO ] [sig       ] JJSF: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:25:17.771069] [INFO ] [LOCAL     ] Saved forecast: JJSF	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/JJSF.txt
[2025-12-09T20:25:17.771203] [INFO ] [sig       ] [1790/3614] Completed JJSF in 0.3s | 2.92 sym/s | Total: 10.2m | ETA: 10.4m
[2025-12-09T20:25:17.771242] [INFO ] [sig       ] [1791/3614] Forecasting JKHY...
[2025-12-09T20:25:17.771272] [INFO ] [sig       ] Generating forecast for: JKHY
[2025-12-09T20:25:17.771301] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JKHY' from 'https://tdm.silogroup.org/data/derivative_storage/JKHY.csv'.
[2025-12-09T20:25:17.783735] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JKHY'.
[2025-12-09T20:25:17.784089] [INFO ] [FORECASTER] Starting predict_future for JKHY
[2025-12-09T20:25:17.784898] [DEBUG] [LOCAL     ] No optimal features file found for JKHY: ./output/feature-sets/JKHY.txt
[2025-12-09T20:25:17.784951] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:17.784983] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:17.785010] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:17.785066] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:17.844379] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:17.845224] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:17.845356] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:17.845391] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:17.965861] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:17.966012] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:17.966053] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:17.966085] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:17.969758] [DEBUG] [FORECASTER] JKHY: Forecast T+1@11:T+2@11: UP (p=85.40%)
[2025-12-09T20:25:17.970084] [INFO ] [FORECASTER] Completed predict_future for JKHY
[2025-12-09T20:25:17.970217] [INFO ] [sig       ] JKHY: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:25:18.111240] [INFO ] [LOCAL     ] Saved forecast: JKHY	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/JKHY.txt
[2025-12-09T20:25:18.111397] [INFO ] [sig       ] [1791/3614] Completed JKHY in 0.3s | 2.92 sym/s | Total: 10.2m | ETA: 10.4m
[2025-12-09T20:25:18.111438] [INFO ] [sig       ] [1792/3614] Forecasting JKS...
[2025-12-09T20:25:18.111467] [INFO ] [sig       ] Generating forecast for: JKS
[2025-12-09T20:25:18.111498] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JKS' from 'https://tdm.silogroup.org/data/derivative_storage/JKS.csv'.
[2025-12-09T20:25:18.122772] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JKS'.
[2025-12-09T20:25:18.123016] [INFO ] [FORECASTER] Starting predict_future for JKS
[2025-12-09T20:25:18.123847] [DEBUG] [LOCAL     ] No optimal features file found for JKS: ./output/feature-sets/JKS.txt
[2025-12-09T20:25:18.123900] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:18.123931] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:18.123957] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:18.124021] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:18.186868] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:18.187764] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:18.187848] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:18.187881] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:18.305007] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:18.305155] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:18.305196] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:18.305224] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:18.308568] [DEBUG] [FORECASTER] JKS: Forecast T+1@11:T+2@11: UP (p=74.92%)
[2025-12-09T20:25:18.308852] [INFO ] [FORECASTER] Completed predict_future for JKS
[2025-12-09T20:25:18.308972] [INFO ] [sig       ] JKS: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:25:18.452888] [INFO ] [LOCAL     ] Saved forecast: JKS	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/JKS.txt
[2025-12-09T20:25:18.453034] [INFO ] [sig       ] [1792/3614] Completed JKS in 0.3s | 2.92 sym/s | Total: 10.2m | ETA: 10.4m
[2025-12-09T20:25:18.453074] [INFO ] [sig       ] [1793/3614] Forecasting JLL...
[2025-12-09T20:25:18.453103] [INFO ] [sig       ] Generating forecast for: JLL
[2025-12-09T20:25:18.453132] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JLL' from 'https://tdm.silogroup.org/data/derivative_storage/JLL.csv'.
[2025-12-09T20:25:18.465185] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JLL'.
[2025-12-09T20:25:18.465519] [INFO ] [FORECASTER] Starting predict_future for JLL
[2025-12-09T20:25:18.466328] [DEBUG] [LOCAL     ] No optimal features file found for JLL: ./output/feature-sets/JLL.txt
[2025-12-09T20:25:18.466380] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:18.466412] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:18.466449] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:18.466505] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:18.522092] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:18.522924] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:18.523007] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:18.523039] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:18.645425] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:18.645595] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:18.645637] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:18.645665] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:18.649029] [DEBUG] [FORECASTER] JLL: Forecast T+1@11:T+2@11: UP (p=68.17%)
[2025-12-09T20:25:18.649301] [INFO ] [FORECASTER] Completed predict_future for JLL
[2025-12-09T20:25:18.649422] [INFO ] [sig       ] JLL: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:25:18.787250] [INFO ] [LOCAL     ] Saved forecast: JLL	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/JLL.txt
[2025-12-09T20:25:18.787382] [INFO ] [sig       ] [1793/3614] Completed JLL in 0.3s | 2.92 sym/s | Total: 10.2m | ETA: 10.4m
[2025-12-09T20:25:18.787421] [INFO ] [sig       ] [1794/3614] Forecasting JLS...
[2025-12-09T20:25:18.787449] [INFO ] [sig       ] Generating forecast for: JLS
[2025-12-09T20:25:18.787480] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JLS' from 'https://tdm.silogroup.org/data/derivative_storage/JLS.csv'.
[2025-12-09T20:25:18.798350] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JLS'.
[2025-12-09T20:25:18.798688] [INFO ] [FORECASTER] Starting predict_future for JLS
[2025-12-09T20:25:18.799438] [DEBUG] [LOCAL     ] No optimal features file found for JLS: ./output/feature-sets/JLS.txt
[2025-12-09T20:25:18.799489] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:18.799521] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:18.799547] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:18.799625] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:18.855119] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:18.855910] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:18.855990] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:18.856021] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:18.966559] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:18.966728] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:18.966768] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:18.966797] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:18.970122] [DEBUG] [FORECASTER] JLS: Forecast T+1@11:T+2@11: DOWN (p=10.51%)
[2025-12-09T20:25:18.970389] [INFO ] [FORECASTER] Completed predict_future for JLS
[2025-12-09T20:25:18.970507] [INFO ] [sig       ] JLS: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:25:19.107735] [INFO ] [LOCAL     ] Saved forecast: JLS	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/JLS.txt
[2025-12-09T20:25:19.107903] [INFO ] [sig       ] [1794/3614] Completed JLS in 0.3s | 2.92 sym/s | Total: 10.2m | ETA: 10.4m
[2025-12-09T20:25:19.107944] [INFO ] [sig       ] [1795/3614] Forecasting JMIA...
[2025-12-09T20:25:19.107972] [INFO ] [sig       ] Generating forecast for: JMIA
[2025-12-09T20:25:19.108003] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JMIA' from 'https://tdm.silogroup.org/data/derivative_storage/JMIA.csv'.
[2025-12-09T20:25:19.119083] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JMIA'.
[2025-12-09T20:25:19.119361] [INFO ] [FORECASTER] Starting predict_future for JMIA
[2025-12-09T20:25:19.120143] [DEBUG] [LOCAL     ] No optimal features file found for JMIA: ./output/feature-sets/JMIA.txt
[2025-12-09T20:25:19.120194] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:19.120225] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:19.120251] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:19.120305] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:19.176255] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:19.176941] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:19.177017] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:19.177049] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:19.299785] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:19.299936] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:19.299976] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:19.300004] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:19.303270] [DEBUG] [FORECASTER] JMIA: Forecast T+1@11:T+2@11: DOWN (p=5.90%)
[2025-12-09T20:25:19.303532] [INFO ] [FORECASTER] Completed predict_future for JMIA
[2025-12-09T20:25:19.303709] [INFO ] [sig       ] JMIA: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:25:19.441542] [INFO ] [LOCAL     ] Saved forecast: JMIA	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/JMIA.txt
[2025-12-09T20:25:19.441689] [INFO ] [sig       ] [1795/3614] Completed JMIA in 0.3s | 2.92 sym/s | Total: 10.3m | ETA: 10.4m
[2025-12-09T20:25:19.441728] [INFO ] [sig       ] [1796/3614] Forecasting JMSB...
[2025-12-09T20:25:19.441756] [INFO ] [sig       ] Generating forecast for: JMSB
[2025-12-09T20:25:19.441787] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JMSB' from 'https://tdm.silogroup.org/data/derivative_storage/JMSB.csv'.
[2025-12-09T20:25:19.452122] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JMSB'.
[2025-12-09T20:25:19.452435] [INFO ] [FORECASTER] Starting predict_future for JMSB
[2025-12-09T20:25:19.453321] [DEBUG] [LOCAL     ] No optimal features file found for JMSB: ./output/feature-sets/JMSB.txt
[2025-12-09T20:25:19.453371] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:19.453402] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:19.453428] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:19.453482] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:19.509800] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:19.510543] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:19.510637] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:19.510670] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:19.616890] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:19.617057] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:25:19.617112] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:19.617142] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:19.621036] [DEBUG] [FORECASTER] JMSB: Forecast T+1@11:T+2@11: DOWN (p=41.92%)
[2025-12-09T20:25:19.621361] [INFO ] [FORECASTER] Completed predict_future for JMSB
[2025-12-09T20:25:19.621495] [INFO ] [sig       ] JMSB: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:25:19.764029] [INFO ] [LOCAL     ] Saved forecast: JMSB	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/JMSB.txt
[2025-12-09T20:25:19.764171] [INFO ] [sig       ] [1796/3614] Completed JMSB in 0.3s | 2.92 sym/s | Total: 10.3m | ETA: 10.4m
[2025-12-09T20:25:19.764210] [INFO ] [sig       ] [1797/3614] Forecasting JNJ...
[2025-12-09T20:25:19.764239] [INFO ] [sig       ] Generating forecast for: JNJ
[2025-12-09T20:25:19.764277] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JNJ' from 'https://tdm.silogroup.org/data/derivative_storage/JNJ.csv'.
[2025-12-09T20:25:19.776043] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JNJ'.
[2025-12-09T20:25:19.776327] [INFO ] [FORECASTER] Starting predict_future for JNJ
[2025-12-09T20:25:19.777100] [DEBUG] [LOCAL     ] No optimal features file found for JNJ: ./output/feature-sets/JNJ.txt
[2025-12-09T20:25:19.777152] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:19.777183] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:19.777209] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:19.777263] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:19.832987] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:19.833689] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:19.833766] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:19.833797] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:19.958497] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:19.958661] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:19.958704] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:19.958734] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:19.962016] [DEBUG] [FORECASTER] JNJ: Forecast T+1@11:T+2@11: DOWN (p=0.66%)
[2025-12-09T20:25:19.962280] [INFO ] [FORECASTER] Completed predict_future for JNJ
[2025-12-09T20:25:19.962396] [INFO ] [sig       ] JNJ: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:25:20.099589] [INFO ] [LOCAL     ] Saved forecast: JNJ	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/JNJ.txt
[2025-12-09T20:25:20.099709] [INFO ] [sig       ] [1797/3614] Completed JNJ in 0.3s | 2.92 sym/s | Total: 10.3m | ETA: 10.4m
[2025-12-09T20:25:20.099745] [INFO ] [sig       ] [1798/3614] Forecasting JOBY...
[2025-12-09T20:25:20.099774] [INFO ] [sig       ] Generating forecast for: JOBY
[2025-12-09T20:25:20.099802] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JOBY' from 'https://tdm.silogroup.org/data/derivative_storage/JOBY.csv'.
[2025-12-09T20:25:20.110875] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JOBY'.
[2025-12-09T20:25:20.111124] [INFO ] [FORECASTER] Starting predict_future for JOBY
[2025-12-09T20:25:20.111889] [DEBUG] [LOCAL     ] No optimal features file found for JOBY: ./output/feature-sets/JOBY.txt
[2025-12-09T20:25:20.111939] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:20.111995] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:20.112023] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:20.112079] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:20.167555] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:20.168192] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:20.168267] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:20.168298] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:20.288063] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:20.288302] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:20.288518] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:20.288546] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:20.291914] [DEBUG] [FORECASTER] JOBY: Forecast T+1@11:T+2@11: DOWN (p=8.87%)
[2025-12-09T20:25:20.292179] [INFO ] [FORECASTER] Completed predict_future for JOBY
[2025-12-09T20:25:20.292296] [INFO ] [sig       ] JOBY: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:25:20.430502] [INFO ] [LOCAL     ] Saved forecast: JOBY	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/JOBY.txt
[2025-12-09T20:25:20.430640] [INFO ] [sig       ] [1798/3614] Completed JOBY in 0.3s | 2.92 sym/s | Total: 10.3m | ETA: 10.4m
[2025-12-09T20:25:20.430681] [INFO ] [sig       ] [1799/3614] Forecasting JOE...
[2025-12-09T20:25:20.430710] [INFO ] [sig       ] Generating forecast for: JOE
[2025-12-09T20:25:20.430739] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JOE' from 'https://tdm.silogroup.org/data/derivative_storage/JOE.csv'.
[2025-12-09T20:25:20.443397] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JOE'.
[2025-12-09T20:25:20.443804] [INFO ] [FORECASTER] Starting predict_future for JOE
[2025-12-09T20:25:20.444623] [DEBUG] [LOCAL     ] No optimal features file found for JOE: ./output/feature-sets/JOE.txt
[2025-12-09T20:25:20.444673] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:20.444704] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:20.444729] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:20.444785] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:20.504674] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:20.505607] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:20.505695] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:20.505728] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:20.628343] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:20.628507] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:20.628554] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:20.628602] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:20.632061] [DEBUG] [FORECASTER] JOE: Forecast T+1@11:T+2@11: DOWN (p=28.21%)
[2025-12-09T20:25:20.632341] [INFO ] [FORECASTER] Completed predict_future for JOE
[2025-12-09T20:25:20.632471] [INFO ] [sig       ] JOE: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:25:20.774373] [INFO ] [LOCAL     ] Saved forecast: JOE	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/JOE.txt
[2025-12-09T20:25:20.774525] [INFO ] [sig       ] [1799/3614] Completed JOE in 0.3s | 2.92 sym/s | Total: 10.3m | ETA: 10.4m
[2025-12-09T20:25:20.774563] [INFO ] [sig       ] [1800/3614] Forecasting JOF...
[2025-12-09T20:25:20.774614] [INFO ] [sig       ] Generating forecast for: JOF
[2025-12-09T20:25:20.774643] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JOF' from 'https://tdm.silogroup.org/data/derivative_storage/JOF.csv'.
[2025-12-09T20:25:20.785793] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JOF'.
[2025-12-09T20:25:20.786150] [INFO ] [FORECASTER] Starting predict_future for JOF
[2025-12-09T20:25:20.786957] [DEBUG] [LOCAL     ] No optimal features file found for JOF: ./output/feature-sets/JOF.txt
[2025-12-09T20:25:20.787009] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:20.787042] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:20.787068] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:20.787123] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:20.844766] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:20.845534] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:20.845634] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:20.845668] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:20.959929] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:20.960085] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:20.960126] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:20.960153] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:20.963512] [DEBUG] [FORECASTER] JOF: Forecast T+1@11:T+2@11: DOWN (p=13.71%)
[2025-12-09T20:25:20.963802] [INFO ] [FORECASTER] Completed predict_future for JOF
[2025-12-09T20:25:20.963927] [INFO ] [sig       ] JOF: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:25:21.100782] [INFO ] [LOCAL     ] Saved forecast: JOF	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/JOF.txt
[2025-12-09T20:25:21.100921] [INFO ] [sig       ] [1800/3614] Completed JOF in 0.3s | 2.92 sym/s | Total: 10.3m | ETA: 10.4m
[2025-12-09T20:25:21.100960] [INFO ] [sig       ] [1801/3614] Forecasting JPC...
[2025-12-09T20:25:21.100988] [INFO ] [sig       ] Generating forecast for: JPC
[2025-12-09T20:25:21.101019] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JPC' from 'https://tdm.silogroup.org/data/derivative_storage/JPC.csv'.
[2025-12-09T20:25:21.112157] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JPC'.
[2025-12-09T20:25:21.112468] [INFO ] [FORECASTER] Starting predict_future for JPC
[2025-12-09T20:25:21.113240] [DEBUG] [LOCAL     ] No optimal features file found for JPC: ./output/feature-sets/JPC.txt
[2025-12-09T20:25:21.113290] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:21.113320] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:21.113346] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:21.113401] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:21.171671] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:21.172508] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:21.172608] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:21.172644] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:21.290677] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:21.290853] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:21.290900] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:21.290961] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:21.294651] [DEBUG] [FORECASTER] JPC: Forecast T+1@11:T+2@11: UP (p=78.55%)
[2025-12-09T20:25:21.294943] [INFO ] [FORECASTER] Completed predict_future for JPC
[2025-12-09T20:25:21.295076] [INFO ] [sig       ] JPC: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:25:21.467698] [INFO ] [LOCAL     ] Saved forecast: JPC	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/JPC.txt
[2025-12-09T20:25:21.467856] [INFO ] [sig       ] [1801/3614] Completed JPC in 0.4s | 2.92 sym/s | Total: 10.3m | ETA: 10.4m
[2025-12-09T20:25:21.467897] [INFO ] [sig       ] [1802/3614] Forecasting JPEF...
[2025-12-09T20:25:21.467927] [INFO ] [sig       ] Generating forecast for: JPEF
[2025-12-09T20:25:21.467959] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JPEF' from 'https://tdm.silogroup.org/data/derivative_storage/JPEF.csv'.
[2025-12-09T20:25:21.479533] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JPEF'.
[2025-12-09T20:25:21.479901] [INFO ] [FORECASTER] Starting predict_future for JPEF
[2025-12-09T20:25:21.480757] [DEBUG] [LOCAL     ] No optimal features file found for JPEF: ./output/feature-sets/JPEF.txt
[2025-12-09T20:25:21.480809] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:21.480841] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:21.480868] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:21.480924] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:21.542843] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:21.543752] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:21.543831] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:21.543864] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:21.663848] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:21.664000] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:21.664041] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:21.664069] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:21.667614] [DEBUG] [FORECASTER] JPEF: Forecast T+1@11:T+2@11: DOWN (p=49.60%)
[2025-12-09T20:25:21.667895] [INFO ] [FORECASTER] Completed predict_future for JPEF
[2025-12-09T20:25:21.668020] [INFO ] [sig       ] JPEF: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:25:21.808538] [INFO ] [LOCAL     ] Saved forecast: JPEF	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/JPEF.txt
[2025-12-09T20:25:21.808699] [INFO ] [sig       ] [1802/3614] Completed JPEF in 0.3s | 2.92 sym/s | Total: 10.3m | ETA: 10.4m
[2025-12-09T20:25:21.808740] [INFO ] [sig       ] [1803/3614] Forecasting JPM...
[2025-12-09T20:25:21.808769] [INFO ] [sig       ] Generating forecast for: JPM
[2025-12-09T20:25:21.808800] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JPM' from 'https://tdm.silogroup.org/data/derivative_storage/JPM.csv'.
[2025-12-09T20:25:21.821790] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JPM'.
[2025-12-09T20:25:21.822159] [INFO ] [FORECASTER] Starting predict_future for JPM
[2025-12-09T20:25:21.823031] [DEBUG] [LOCAL     ] No optimal features file found for JPM: ./output/feature-sets/JPM.txt
[2025-12-09T20:25:21.823083] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:21.823115] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:21.823140] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:21.823195] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:21.881344] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:21.882039] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:21.882118] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:21.882155] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:22.008646] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:22.008797] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:22.008838] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:22.008869] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:22.012274] [DEBUG] [FORECASTER] JPM: Forecast T+1@11:T+2@11: DOWN (p=35.97%)
[2025-12-09T20:25:22.012557] [INFO ] [FORECASTER] Completed predict_future for JPM
[2025-12-09T20:25:22.012701] [INFO ] [sig       ] JPM: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:25:22.152315] [INFO ] [LOCAL     ] Saved forecast: JPM	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/JPM.txt
[2025-12-09T20:25:22.152472] [INFO ] [sig       ] [1803/3614] Completed JPM in 0.3s | 2.92 sym/s | Total: 10.3m | ETA: 10.3m
[2025-12-09T20:25:22.152514] [INFO ] [sig       ] [1804/3614] Forecasting JQC...
[2025-12-09T20:25:22.152546] [INFO ] [sig       ] Generating forecast for: JQC
[2025-12-09T20:25:22.152597] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JQC' from 'https://tdm.silogroup.org/data/derivative_storage/JQC.csv'.
[2025-12-09T20:25:22.163885] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JQC'.
[2025-12-09T20:25:22.164220] [INFO ] [FORECASTER] Starting predict_future for JQC
[2025-12-09T20:25:22.165052] [DEBUG] [LOCAL     ] No optimal features file found for JQC: ./output/feature-sets/JQC.txt
[2025-12-09T20:25:22.165117] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:22.165155] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:22.165183] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:22.165240] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:22.223078] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:22.223854] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:22.223935] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:22.223967] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:22.348895] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:22.349092] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:22.349146] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:22.349179] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:22.352841] [DEBUG] [FORECASTER] JQC: Forecast T+1@11:T+2@11: DOWN (p=9.20%)
[2025-12-09T20:25:22.353141] [INFO ] [FORECASTER] Completed predict_future for JQC
[2025-12-09T20:25:22.353275] [INFO ] [sig       ] JQC: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:25:22.491916] [INFO ] [LOCAL     ] Saved forecast: JQC	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/JQC.txt
[2025-12-09T20:25:22.492048] [INFO ] [sig       ] [1804/3614] Completed JQC in 0.3s | 2.92 sym/s | Total: 10.3m | ETA: 10.3m
[2025-12-09T20:25:22.492085] [INFO ] [sig       ] [1805/3614] Forecasting JRI...
[2025-12-09T20:25:22.492113] [INFO ] [sig       ] Generating forecast for: JRI
[2025-12-09T20:25:22.492142] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JRI' from 'https://tdm.silogroup.org/data/derivative_storage/JRI.csv'.
[2025-12-09T20:25:22.503412] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JRI'.
[2025-12-09T20:25:22.503748] [INFO ] [FORECASTER] Starting predict_future for JRI
[2025-12-09T20:25:22.504538] [DEBUG] [LOCAL     ] No optimal features file found for JRI: ./output/feature-sets/JRI.txt
[2025-12-09T20:25:22.504606] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:22.504640] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:22.504665] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:22.504721] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:22.563323] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:22.564072] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:22.564150] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:22.564182] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:22.678994] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:22.679141] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:22.679180] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:22.679211] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:22.682713] [DEBUG] [FORECASTER] JRI: Forecast T+1@11:T+2@11: DOWN (p=37.03%)
[2025-12-09T20:25:22.682989] [INFO ] [FORECASTER] Completed predict_future for JRI
[2025-12-09T20:25:22.683111] [INFO ] [sig       ] JRI: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:25:22.822106] [INFO ] [LOCAL     ] Saved forecast: JRI	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/JRI.txt
[2025-12-09T20:25:22.822247] [INFO ] [sig       ] [1805/3614] Completed JRI in 0.3s | 2.92 sym/s | Total: 10.3m | ETA: 10.3m
[2025-12-09T20:25:22.822286] [INFO ] [sig       ] [1806/3614] Forecasting JRS...
[2025-12-09T20:25:22.822314] [INFO ] [sig       ] Generating forecast for: JRS
[2025-12-09T20:25:22.822343] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JRS' from 'https://tdm.silogroup.org/data/derivative_storage/JRS.csv'.
[2025-12-09T20:25:22.834946] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JRS'.
[2025-12-09T20:25:22.835340] [INFO ] [FORECASTER] Starting predict_future for JRS
[2025-12-09T20:25:22.836172] [DEBUG] [LOCAL     ] No optimal features file found for JRS: ./output/feature-sets/JRS.txt
[2025-12-09T20:25:22.836250] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:22.836290] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:22.836319] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:22.836373] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:22.892653] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:22.893505] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:22.893606] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:22.893642] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:23.010053] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:23.010204] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:23.010245] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:23.010274] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:23.013643] [DEBUG] [FORECASTER] JRS: Forecast T+1@11:T+2@11: UP (p=59.83%)
[2025-12-09T20:25:23.013914] [INFO ] [FORECASTER] Completed predict_future for JRS
[2025-12-09T20:25:23.014033] [INFO ] [sig       ] JRS: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:25:23.152742] [INFO ] [LOCAL     ] Saved forecast: JRS	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/JRS.txt
[2025-12-09T20:25:23.152883] [INFO ] [sig       ] [1806/3614] Completed JRS in 0.3s | 2.92 sym/s | Total: 10.3m | ETA: 10.3m
[2025-12-09T20:25:23.152922] [INFO ] [sig       ] [1807/3614] Forecasting JSM...
[2025-12-09T20:25:23.152951] [INFO ] [sig       ] Generating forecast for: JSM
[2025-12-09T20:25:23.152980] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JSM' from 'https://tdm.silogroup.org/data/derivative_storage/JSM.csv'.
[2025-12-09T20:25:23.163616] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JSM'.
[2025-12-09T20:25:23.163977] [INFO ] [FORECASTER] Starting predict_future for JSM
[2025-12-09T20:25:23.164876] [DEBUG] [LOCAL     ] No optimal features file found for JSM: ./output/feature-sets/JSM.txt
[2025-12-09T20:25:23.164929] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:23.164960] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:23.164986] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:23.165040] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:23.220855] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:23.221488] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:23.221563] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:23.221613] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:23.335102] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:23.335246] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:23.335290] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:23.335319] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:23.338749] [DEBUG] [FORECASTER] JSM: Forecast T+1@11:T+2@11: UP (p=73.49%)
[2025-12-09T20:25:23.339022] [INFO ] [FORECASTER] Completed predict_future for JSM
[2025-12-09T20:25:23.339155] [INFO ] [sig       ] JSM: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:25:23.479962] [INFO ] [LOCAL     ] Saved forecast: JSM	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/JSM.txt
[2025-12-09T20:25:23.480095] [INFO ] [sig       ] [1807/3614] Completed JSM in 0.3s | 2.92 sym/s | Total: 10.3m | ETA: 10.3m
[2025-12-09T20:25:23.480135] [INFO ] [sig       ] [1808/3614] Forecasting JSMD...
[2025-12-09T20:25:23.480165] [INFO ] [sig       ] Generating forecast for: JSMD
[2025-12-09T20:25:23.480195] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JSMD' from 'https://tdm.silogroup.org/data/derivative_storage/JSMD.csv'.
[2025-12-09T20:25:23.491989] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JSMD'.
[2025-12-09T20:25:23.492368] [INFO ] [FORECASTER] Starting predict_future for JSMD
[2025-12-09T20:25:23.493200] [DEBUG] [LOCAL     ] No optimal features file found for JSMD: ./output/feature-sets/JSMD.txt
[2025-12-09T20:25:23.493257] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:23.493288] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:23.493315] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:23.493370] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:23.548800] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:23.549701] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:23.549821] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:23.549854] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:23.673794] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:23.673951] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:23.673991] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:23.674019] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:23.677438] [DEBUG] [FORECASTER] JSMD: Forecast T+1@11:T+2@11: DOWN (p=9.96%)
[2025-12-09T20:25:23.677782] [INFO ] [FORECASTER] Completed predict_future for JSMD
[2025-12-09T20:25:23.677913] [INFO ] [sig       ] JSMD: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:25:23.818926] [INFO ] [LOCAL     ] Saved forecast: JSMD	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/JSMD.txt
[2025-12-09T20:25:23.819079] [INFO ] [sig       ] [1808/3614] Completed JSMD in 0.3s | 2.92 sym/s | Total: 10.3m | ETA: 10.3m
[2025-12-09T20:25:23.819118] [INFO ] [sig       ] [1809/3614] Forecasting JSML...
[2025-12-09T20:25:23.819151] [INFO ] [sig       ] Generating forecast for: JSML
[2025-12-09T20:25:23.819187] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JSML' from 'https://tdm.silogroup.org/data/derivative_storage/JSML.csv'.
[2025-12-09T20:25:23.829524] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JSML'.
[2025-12-09T20:25:23.829909] [INFO ] [FORECASTER] Starting predict_future for JSML
[2025-12-09T20:25:23.830691] [DEBUG] [LOCAL     ] No optimal features file found for JSML: ./output/feature-sets/JSML.txt
[2025-12-09T20:25:23.830743] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:23.830773] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:23.830799] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:23.830855] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:23.886954] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:23.887887] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:23.887971] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:23.888001] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:24.005072] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:24.005229] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:24.005269] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:24.005297] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:24.008893] [DEBUG] [FORECASTER] JSML: Forecast T+1@11:T+2@11: UP (p=91.75%)
[2025-12-09T20:25:24.009167] [INFO ] [FORECASTER] Completed predict_future for JSML
[2025-12-09T20:25:24.009296] [INFO ] [sig       ] JSML: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:25:24.151435] [INFO ] [LOCAL     ] Saved forecast: JSML	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/JSML.txt
[2025-12-09T20:25:24.151612] [INFO ] [sig       ] [1809/3614] Completed JSML in 0.3s | 2.92 sym/s | Total: 10.3m | ETA: 10.3m
[2025-12-09T20:25:24.151661] [INFO ] [sig       ] [1810/3614] Forecasting JTAI...
[2025-12-09T20:25:24.151693] [INFO ] [sig       ] Generating forecast for: JTAI
[2025-12-09T20:25:24.151723] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JTAI' from 'https://tdm.silogroup.org/data/derivative_storage/JTAI.csv'.
[2025-12-09T20:25:24.162703] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JTAI'.
[2025-12-09T20:25:24.163050] [INFO ] [FORECASTER] Starting predict_future for JTAI
[2025-12-09T20:25:24.163867] [DEBUG] [LOCAL     ] No optimal features file found for JTAI: ./output/feature-sets/JTAI.txt
[2025-12-09T20:25:24.163918] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:24.163949] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:24.163974] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:24.164028] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:24.221823] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:24.222664] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:24.222746] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:24.222777] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:24.348607] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:24.348784] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:24.348831] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:24.348862] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:24.352564] [DEBUG] [FORECASTER] JTAI: Forecast T+1@11:T+2@11: UP (p=98.47%)
[2025-12-09T20:25:24.352891] [INFO ] [FORECASTER] Completed predict_future for JTAI
[2025-12-09T20:25:24.353019] [INFO ] [sig       ] JTAI: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:25:24.498213] [INFO ] [LOCAL     ] Saved forecast: JTAI	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/JTAI.txt
[2025-12-09T20:25:24.498390] [INFO ] [sig       ] [1810/3614] Completed JTAI in 0.3s | 2.92 sym/s | Total: 10.3m | ETA: 10.3m
[2025-12-09T20:25:24.498436] [INFO ] [sig       ] [1811/3614] Forecasting JTEK...
[2025-12-09T20:25:24.498467] [INFO ] [sig       ] Generating forecast for: JTEK
[2025-12-09T20:25:24.498497] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JTEK' from 'https://tdm.silogroup.org/data/derivative_storage/JTEK.csv'.
[2025-12-09T20:25:24.510180] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JTEK'.
[2025-12-09T20:25:24.510491] [INFO ] [FORECASTER] Starting predict_future for JTEK
[2025-12-09T20:25:24.511293] [DEBUG] [LOCAL     ] No optimal features file found for JTEK: ./output/feature-sets/JTEK.txt
[2025-12-09T20:25:24.511344] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:24.511375] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:24.511402] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:24.511458] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:24.567118] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:24.567756] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:24.567828] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:24.567859] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:24.688271] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:24.688418] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:24.688459] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:24.688486] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:24.691785] [DEBUG] [FORECASTER] JTEK: Forecast T+1@11:T+2@11: DOWN (p=39.12%)
[2025-12-09T20:25:24.692065] [INFO ] [FORECASTER] Completed predict_future for JTEK
[2025-12-09T20:25:24.692187] [INFO ] [sig       ] JTEK: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:25:24.832875] [INFO ] [LOCAL     ] Saved forecast: JTEK	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/JTEK.txt
[2025-12-09T20:25:24.833055] [INFO ] [sig       ] [1811/3614] Completed JTEK in 0.3s | 2.92 sym/s | Total: 10.3m | ETA: 10.3m
[2025-12-09T20:25:24.833096] [INFO ] [sig       ] [1812/3614] Forecasting JVA...
[2025-12-09T20:25:24.833125] [INFO ] [sig       ] Generating forecast for: JVA
[2025-12-09T20:25:24.833158] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JVA' from 'https://tdm.silogroup.org/data/derivative_storage/JVA.csv'.
[2025-12-09T20:25:24.843892] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JVA'.
[2025-12-09T20:25:24.844211] [INFO ] [FORECASTER] Starting predict_future for JVA
[2025-12-09T20:25:24.844977] [DEBUG] [LOCAL     ] No optimal features file found for JVA: ./output/feature-sets/JVA.txt
[2025-12-09T20:25:24.845027] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:24.845058] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:24.845085] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:24.845140] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:24.901660] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:24.902456] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:24.902538] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:24.902569] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:25.024108] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:25.024275] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:25.024318] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:25.024347] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:25.027764] [DEBUG] [FORECASTER] JVA: Forecast T+1@11:T+2@11: UP (p=79.62%)
[2025-12-09T20:25:25.028063] [INFO ] [FORECASTER] Completed predict_future for JVA
[2025-12-09T20:25:25.028197] [INFO ] [sig       ] JVA: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:25:25.177847] [INFO ] [LOCAL     ] Saved forecast: JVA	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/JVA.txt
[2025-12-09T20:25:25.178001] [INFO ] [sig       ] [1812/3614] Completed JVA in 0.3s | 2.92 sym/s | Total: 10.3m | ETA: 10.3m
[2025-12-09T20:25:25.178040] [INFO ] [sig       ] [1813/3614] Forecasting JXN...
[2025-12-09T20:25:25.178070] [INFO ] [sig       ] Generating forecast for: JXN
[2025-12-09T20:25:25.178099] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JXN' from 'https://tdm.silogroup.org/data/derivative_storage/JXN.csv'.
[2025-12-09T20:25:25.189704] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JXN'.
[2025-12-09T20:25:25.189974] [INFO ] [FORECASTER] Starting predict_future for JXN
[2025-12-09T20:25:25.190919] [DEBUG] [LOCAL     ] No optimal features file found for JXN: ./output/feature-sets/JXN.txt
[2025-12-09T20:25:25.190981] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:25.191018] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:25.191048] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:25.191105] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:25.249298] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:25.250154] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:25.250235] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:25.250270] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:25.375513] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:25.375677] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:25.375772] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:25.375804] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:25.379179] [DEBUG] [FORECASTER] JXN: Forecast T+1@11:T+2@11: UP (p=86.84%)
[2025-12-09T20:25:25.379444] [INFO ] [FORECASTER] Completed predict_future for JXN
[2025-12-09T20:25:25.379586] [INFO ] [sig       ] JXN: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:25:25.521753] [INFO ] [LOCAL     ] Saved forecast: JXN	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/JXN.txt
[2025-12-09T20:25:25.521890] [INFO ] [sig       ] [1813/3614] Completed JXN in 0.3s | 2.92 sym/s | Total: 10.4m | ETA: 10.3m
[2025-12-09T20:25:25.521929] [INFO ] [sig       ] [1814/3614] Forecasting K...
[2025-12-09T20:25:25.521958] [INFO ] [sig       ] Generating forecast for: K
[2025-12-09T20:25:25.521988] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'K' from 'https://tdm.silogroup.org/data/derivative_storage/K.csv'.
[2025-12-09T20:25:25.533071] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'K'.
[2025-12-09T20:25:25.533365] [INFO ] [FORECASTER] Starting predict_future for K
[2025-12-09T20:25:25.534143] [DEBUG] [LOCAL     ] No optimal features file found for K: ./output/feature-sets/K.txt
[2025-12-09T20:25:25.534194] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:25.534225] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:25.534250] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:25.534304] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:25.590528] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:25.591223] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:25.591298] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:25.591329] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:25.714656] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:25.714802] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:25.714843] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:25.714872] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:25.718374] [DEBUG] [FORECASTER] K: Forecast T+1@11:T+2@11: DOWN (p=49.03%)
[2025-12-09T20:25:25.718679] [INFO ] [FORECASTER] Completed predict_future for K
[2025-12-09T20:25:25.718802] [INFO ] [sig       ] K: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:25:25.863896] [INFO ] [LOCAL     ] Saved forecast: K	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/K.txt
[2025-12-09T20:25:25.864055] [INFO ] [sig       ] [1814/3614] Completed K in 0.3s | 2.92 sym/s | Total: 10.4m | ETA: 10.3m
[2025-12-09T20:25:25.864101] [INFO ] [sig       ] [1815/3614] Forecasting KAI...
[2025-12-09T20:25:25.864131] [INFO ] [sig       ] Generating forecast for: KAI
[2025-12-09T20:25:25.864161] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KAI' from 'https://tdm.silogroup.org/data/derivative_storage/KAI.csv'.
[2025-12-09T20:25:25.875680] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KAI'.
[2025-12-09T20:25:25.875968] [INFO ] [FORECASTER] Starting predict_future for KAI
[2025-12-09T20:25:25.876784] [DEBUG] [LOCAL     ] No optimal features file found for KAI: ./output/feature-sets/KAI.txt
[2025-12-09T20:25:25.876834] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:25.876889] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:25.876916] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:25.876972] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:25.933005] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:25.933841] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:25.933935] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:25.933967] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:26.057176] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:26.057331] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:26.057371] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:26.057399] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:26.060833] [DEBUG] [FORECASTER] KAI: Forecast T+1@11:T+2@11: DOWN (p=8.03%)
[2025-12-09T20:25:26.061100] [INFO ] [FORECASTER] Completed predict_future for KAI
[2025-12-09T20:25:26.061222] [INFO ] [sig       ] KAI: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:25:26.197933] [INFO ] [LOCAL     ] Saved forecast: KAI	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/KAI.txt
[2025-12-09T20:25:26.198040] [INFO ] [sig       ] [1815/3614] Completed KAI in 0.3s | 2.92 sym/s | Total: 10.4m | ETA: 10.3m
[2025-12-09T20:25:26.198077] [INFO ] [sig       ] [1816/3614] Forecasting KARO...
[2025-12-09T20:25:26.198104] [INFO ] [sig       ] Generating forecast for: KARO
[2025-12-09T20:25:26.198133] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KARO' from 'https://tdm.silogroup.org/data/derivative_storage/KARO.csv'.
[2025-12-09T20:25:26.209437] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KARO'.
[2025-12-09T20:25:26.209720] [INFO ] [FORECASTER] Starting predict_future for KARO
[2025-12-09T20:25:26.210456] [DEBUG] [LOCAL     ] No optimal features file found for KARO: ./output/feature-sets/KARO.txt
[2025-12-09T20:25:26.210505] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:26.210536] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:26.210562] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:26.210639] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:26.266310] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:26.266997] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:26.267072] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:26.267104] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:26.385318] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:26.385458] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:26.385499] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:26.385527] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:26.388853] [DEBUG] [FORECASTER] KARO: Forecast T+1@11:T+2@11: UP (p=71.31%)
[2025-12-09T20:25:26.389117] [INFO ] [FORECASTER] Completed predict_future for KARO
[2025-12-09T20:25:26.389242] [INFO ] [sig       ] KARO: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:25:26.532555] [INFO ] [LOCAL     ] Saved forecast: KARO	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/KARO.txt
[2025-12-09T20:25:26.532690] [INFO ] [sig       ] [1816/3614] Completed KARO in 0.3s | 2.92 sym/s | Total: 10.4m | ETA: 10.3m
[2025-12-09T20:25:26.532728] [INFO ] [sig       ] [1817/3614] Forecasting KB...
[2025-12-09T20:25:26.532756] [INFO ] [sig       ] Generating forecast for: KB
[2025-12-09T20:25:26.532785] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KB' from 'https://tdm.silogroup.org/data/derivative_storage/KB.csv'.
[2025-12-09T20:25:26.544028] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KB'.
[2025-12-09T20:25:26.544298] [INFO ] [FORECASTER] Starting predict_future for KB
[2025-12-09T20:25:26.545056] [DEBUG] [LOCAL     ] No optimal features file found for KB: ./output/feature-sets/KB.txt
[2025-12-09T20:25:26.545106] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:26.545136] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:26.545172] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:26.545227] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:26.602692] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:26.603505] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:26.603614] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:26.603660] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:26.726234] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:26.726380] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:26.726421] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:26.726449] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:26.729821] [DEBUG] [FORECASTER] KB: Forecast T+1@11:T+2@11: UP (p=99.59%)
[2025-12-09T20:25:26.730085] [INFO ] [FORECASTER] Completed predict_future for KB
[2025-12-09T20:25:26.730203] [INFO ] [sig       ] KB: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:25:26.870057] [INFO ] [LOCAL     ] Saved forecast: KB	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/KB.txt
[2025-12-09T20:25:26.870178] [INFO ] [sig       ] [1817/3614] Completed KB in 0.3s | 2.92 sym/s | Total: 10.4m | ETA: 10.3m
[2025-12-09T20:25:26.870216] [INFO ] [sig       ] [1818/3614] Forecasting KBH...
[2025-12-09T20:25:26.870244] [INFO ] [sig       ] Generating forecast for: KBH
[2025-12-09T20:25:26.870275] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KBH' from 'https://tdm.silogroup.org/data/derivative_storage/KBH.csv'.
[2025-12-09T20:25:26.881291] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KBH'.
[2025-12-09T20:25:26.881541] [INFO ] [FORECASTER] Starting predict_future for KBH
[2025-12-09T20:25:26.882296] [DEBUG] [LOCAL     ] No optimal features file found for KBH: ./output/feature-sets/KBH.txt
[2025-12-09T20:25:26.882345] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:26.882376] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:26.882401] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:26.882456] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:26.938508] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:26.939106] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:26.939181] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:26.939212] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:27.059193] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:27.059338] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:27.059379] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:27.059406] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:27.062759] [DEBUG] [FORECASTER] KBH: Forecast T+1@11:T+2@11: DOWN (p=23.36%)
[2025-12-09T20:25:27.063025] [INFO ] [FORECASTER] Completed predict_future for KBH
[2025-12-09T20:25:27.063144] [INFO ] [sig       ] KBH: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:25:27.205186] [INFO ] [LOCAL     ] Saved forecast: KBH	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/KBH.txt
[2025-12-09T20:25:27.205324] [INFO ] [sig       ] [1818/3614] Completed KBH in 0.3s | 2.92 sym/s | Total: 10.4m | ETA: 10.3m
[2025-12-09T20:25:27.205362] [INFO ] [sig       ] [1819/3614] Forecasting KBWB...
[2025-12-09T20:25:27.205391] [INFO ] [sig       ] Generating forecast for: KBWB
[2025-12-09T20:25:27.205421] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KBWB' from 'https://tdm.silogroup.org/data/derivative_storage/KBWB.csv'.
[2025-12-09T20:25:27.216841] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KBWB'.
[2025-12-09T20:25:27.217098] [INFO ] [FORECASTER] Starting predict_future for KBWB
[2025-12-09T20:25:27.217923] [DEBUG] [LOCAL     ] No optimal features file found for KBWB: ./output/feature-sets/KBWB.txt
[2025-12-09T20:25:27.217973] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:27.218003] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:27.218029] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:27.218083] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:27.273648] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:27.274304] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:27.274378] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:27.274410] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:27.394738] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:27.394875] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:27.394914] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:27.394943] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:27.398210] [DEBUG] [FORECASTER] KBWB: Forecast T+1@11:T+2@11: UP (p=67.41%)
[2025-12-09T20:25:27.398510] [INFO ] [FORECASTER] Completed predict_future for KBWB
[2025-12-09T20:25:27.398667] [INFO ] [sig       ] KBWB: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:25:27.539591] [INFO ] [LOCAL     ] Saved forecast: KBWB	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/KBWB.txt
[2025-12-09T20:25:27.539718] [INFO ] [sig       ] [1819/3614] Completed KBWB in 0.3s | 2.92 sym/s | Total: 10.4m | ETA: 10.3m
[2025-12-09T20:25:27.539755] [INFO ] [sig       ] [1820/3614] Forecasting KBWD...
[2025-12-09T20:25:27.539783] [INFO ] [sig       ] Generating forecast for: KBWD
[2025-12-09T20:25:27.539812] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KBWD' from 'https://tdm.silogroup.org/data/derivative_storage/KBWD.csv'.
[2025-12-09T20:25:27.551100] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KBWD'.
[2025-12-09T20:25:27.551389] [INFO ] [FORECASTER] Starting predict_future for KBWD
[2025-12-09T20:25:27.552178] [DEBUG] [LOCAL     ] No optimal features file found for KBWD: ./output/feature-sets/KBWD.txt
[2025-12-09T20:25:27.552230] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:27.552260] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:27.552286] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:27.552342] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:27.607701] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:27.608327] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:27.608406] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:27.608445] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:27.725838] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:27.725991] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:27.726032] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:27.726059] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:27.729499] [DEBUG] [FORECASTER] KBWD: Forecast T+1@11:T+2@11: DOWN (p=8.19%)
[2025-12-09T20:25:27.729782] [INFO ] [FORECASTER] Completed predict_future for KBWD
[2025-12-09T20:25:27.729900] [INFO ] [sig       ] KBWD: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:25:27.867230] [INFO ] [LOCAL     ] Saved forecast: KBWD	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/KBWD.txt
[2025-12-09T20:25:27.867350] [INFO ] [sig       ] [1820/3614] Completed KBWD in 0.3s | 2.92 sym/s | Total: 10.4m | ETA: 10.2m
[2025-12-09T20:25:27.867388] [INFO ] [sig       ] [1821/3614] Forecasting KBWP...
[2025-12-09T20:25:27.867416] [INFO ] [sig       ] Generating forecast for: KBWP
[2025-12-09T20:25:27.867451] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KBWP' from 'https://tdm.silogroup.org/data/derivative_storage/KBWP.csv'.
[2025-12-09T20:25:27.878350] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KBWP'.
[2025-12-09T20:25:27.878626] [INFO ] [FORECASTER] Starting predict_future for KBWP
[2025-12-09T20:25:27.879393] [DEBUG] [LOCAL     ] No optimal features file found for KBWP: ./output/feature-sets/KBWP.txt
[2025-12-09T20:25:27.879447] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:27.879477] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:27.879503] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:27.879557] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:27.939154] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:27.940089] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:27.940169] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:27.940203] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:28.051304] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:28.051453] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:28.051492] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:28.051520] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:28.054829] [DEBUG] [FORECASTER] KBWP: Forecast T+1@11:T+2@11: UP (p=86.59%)
[2025-12-09T20:25:28.055097] [INFO ] [FORECASTER] Completed predict_future for KBWP
[2025-12-09T20:25:28.055217] [INFO ] [sig       ] KBWP: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:25:28.194089] [INFO ] [LOCAL     ] Saved forecast: KBWP	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/KBWP.txt
[2025-12-09T20:25:28.194215] [INFO ] [sig       ] [1821/3614] Completed KBWP in 0.3s | 2.92 sym/s | Total: 10.4m | ETA: 10.2m
[2025-12-09T20:25:28.194257] [INFO ] [sig       ] [1822/3614] Forecasting KBWY...
[2025-12-09T20:25:28.194292] [INFO ] [sig       ] Generating forecast for: KBWY
[2025-12-09T20:25:28.194328] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KBWY' from 'https://tdm.silogroup.org/data/derivative_storage/KBWY.csv'.
[2025-12-09T20:25:28.206037] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KBWY'.
[2025-12-09T20:25:28.206297] [INFO ] [FORECASTER] Starting predict_future for KBWY
[2025-12-09T20:25:28.207059] [DEBUG] [LOCAL     ] No optimal features file found for KBWY: ./output/feature-sets/KBWY.txt
[2025-12-09T20:25:28.207109] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:28.207140] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:28.207166] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:28.207220] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:28.263673] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:28.264302] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:28.264380] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:28.264412] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:28.379759] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:28.379904] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:28.379943] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:28.379971] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:28.383260] [DEBUG] [FORECASTER] KBWY: Forecast T+1@11:T+2@11: DOWN (p=19.07%)
[2025-12-09T20:25:28.383530] [INFO ] [FORECASTER] Completed predict_future for KBWY
[2025-12-09T20:25:28.383667] [INFO ] [sig       ] KBWY: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:25:28.523305] [INFO ] [LOCAL     ] Saved forecast: KBWY	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/KBWY.txt
[2025-12-09T20:25:28.523456] [INFO ] [sig       ] [1822/3614] Completed KBWY in 0.3s | 2.92 sym/s | Total: 10.4m | ETA: 10.2m
[2025-12-09T20:25:28.523495] [INFO ] [sig       ] [1823/3614] Forecasting KC...
[2025-12-09T20:25:28.523524] [INFO ] [sig       ] Generating forecast for: KC
[2025-12-09T20:25:28.523554] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KC' from 'https://tdm.silogroup.org/data/derivative_storage/KC.csv'.
[2025-12-09T20:25:28.534938] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KC'.
[2025-12-09T20:25:28.535208] [INFO ] [FORECASTER] Starting predict_future for KC
[2025-12-09T20:25:28.536008] [DEBUG] [LOCAL     ] No optimal features file found for KC: ./output/feature-sets/KC.txt
[2025-12-09T20:25:28.536058] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:28.536089] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:28.536115] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:28.536169] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:28.593115] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:28.593798] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:28.593872] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:28.593904] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:28.716941] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:28.717083] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:28.717125] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:28.717154] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:28.720475] [DEBUG] [FORECASTER] KC: Forecast T+1@11:T+2@11: DOWN (p=22.08%)
[2025-12-09T20:25:28.720758] [INFO ] [FORECASTER] Completed predict_future for KC
[2025-12-09T20:25:28.720876] [INFO ] [sig       ] KC: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:25:28.862019] [INFO ] [LOCAL     ] Saved forecast: KC	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/KC.txt
[2025-12-09T20:25:28.862147] [INFO ] [sig       ] [1823/3614] Completed KC in 0.3s | 2.92 sym/s | Total: 10.4m | ETA: 10.2m
[2025-12-09T20:25:28.862185] [INFO ] [sig       ] [1824/3614] Forecasting KD...
[2025-12-09T20:25:28.862214] [INFO ] [sig       ] Generating forecast for: KD
[2025-12-09T20:25:28.862243] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KD' from 'https://tdm.silogroup.org/data/derivative_storage/KD.csv'.
[2025-12-09T20:25:28.873413] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KD'.
[2025-12-09T20:25:28.873677] [INFO ] [FORECASTER] Starting predict_future for KD
[2025-12-09T20:25:28.874438] [DEBUG] [LOCAL     ] No optimal features file found for KD: ./output/feature-sets/KD.txt
[2025-12-09T20:25:28.874488] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:28.874518] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:28.874544] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:28.874619] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:28.932594] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:28.933394] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:28.933470] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:28.933503] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:29.068412] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:29.068603] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:29.068663] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:29.068705] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:29.073371] [DEBUG] [FORECASTER] KD: Forecast T+1@11:T+2@11: DOWN (p=8.27%)
[2025-12-09T20:25:29.073751] [INFO ] [FORECASTER] Completed predict_future for KD
[2025-12-09T20:25:29.073908] [INFO ] [sig       ] KD: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:25:29.217980] [INFO ] [LOCAL     ] Saved forecast: KD	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/KD.txt
[2025-12-09T20:25:29.218131] [INFO ] [sig       ] [1824/3614] Completed KD in 0.4s | 2.92 sym/s | Total: 10.4m | ETA: 10.2m
[2025-12-09T20:25:29.218170] [INFO ] [sig       ] [1825/3614] Forecasting KDP...
[2025-12-09T20:25:29.218199] [INFO ] [sig       ] Generating forecast for: KDP
[2025-12-09T20:25:29.218229] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KDP' from 'https://tdm.silogroup.org/data/derivative_storage/KDP.csv'.
[2025-12-09T20:25:29.230378] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KDP'.
[2025-12-09T20:25:29.230794] [INFO ] [FORECASTER] Starting predict_future for KDP
[2025-12-09T20:25:29.231650] [DEBUG] [LOCAL     ] No optimal features file found for KDP: ./output/feature-sets/KDP.txt
[2025-12-09T20:25:29.231704] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:29.231736] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:29.231764] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:29.231821] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:29.290164] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:29.291036] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:29.291118] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:29.291182] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:29.410203] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:29.410361] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:29.410404] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:29.410436] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:29.413920] [DEBUG] [FORECASTER] KDP: Forecast T+1@11:T+2@11: DOWN (p=1.69%)
[2025-12-09T20:25:29.414225] [INFO ] [FORECASTER] Completed predict_future for KDP
[2025-12-09T20:25:29.414376] [INFO ] [sig       ] KDP: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:25:29.559195] [INFO ] [LOCAL     ] Saved forecast: KDP	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/KDP.txt
[2025-12-09T20:25:29.559340] [INFO ] [sig       ] [1825/3614] Completed KDP in 0.3s | 2.92 sym/s | Total: 10.4m | ETA: 10.2m
[2025-12-09T20:25:29.559378] [INFO ] [sig       ] [1826/3614] Forecasting KE...
[2025-12-09T20:25:29.559407] [INFO ] [sig       ] Generating forecast for: KE
[2025-12-09T20:25:29.559438] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KE' from 'https://tdm.silogroup.org/data/derivative_storage/KE.csv'.
[2025-12-09T20:25:29.571524] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KE'.
[2025-12-09T20:25:29.571893] [INFO ] [FORECASTER] Starting predict_future for KE
[2025-12-09T20:25:29.572688] [DEBUG] [LOCAL     ] No optimal features file found for KE: ./output/feature-sets/KE.txt
[2025-12-09T20:25:29.572738] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:29.572769] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:29.572795] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:29.572849] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:29.631166] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:29.632044] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:29.632123] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:29.632157] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:29.759205] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:29.759355] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:29.759397] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:29.759427] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:29.762837] [DEBUG] [FORECASTER] KE: Forecast T+1@11:T+2@11: DOWN (p=29.22%)
[2025-12-09T20:25:29.763111] [INFO ] [FORECASTER] Completed predict_future for KE
[2025-12-09T20:25:29.763236] [INFO ] [sig       ] KE: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:25:29.907991] [INFO ] [LOCAL     ] Saved forecast: KE	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/KE.txt
[2025-12-09T20:25:29.908150] [INFO ] [sig       ] [1826/3614] Completed KE in 0.3s | 2.92 sym/s | Total: 10.4m | ETA: 10.2m
[2025-12-09T20:25:29.908191] [INFO ] [sig       ] [1827/3614] Forecasting KELYA...
[2025-12-09T20:25:29.908223] [INFO ] [sig       ] Generating forecast for: KELYA
[2025-12-09T20:25:29.908256] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KELYA' from 'https://tdm.silogroup.org/data/derivative_storage/KELYA.csv'.
[2025-12-09T20:25:29.919507] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KELYA'.
[2025-12-09T20:25:29.919803] [INFO ] [FORECASTER] Starting predict_future for KELYA
[2025-12-09T20:25:29.920589] [DEBUG] [LOCAL     ] No optimal features file found for KELYA: ./output/feature-sets/KELYA.txt
[2025-12-09T20:25:29.920641] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:29.920673] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:29.920701] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:29.920757] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:29.978245] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:29.978886] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:29.978961] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:29.978994] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:30.119313] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:30.119477] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:30.119532] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:30.119608] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:30.123206] [DEBUG] [FORECASTER] KELYA: Forecast T+1@11:T+2@11: UP (p=93.31%)
[2025-12-09T20:25:30.123493] [INFO ] [FORECASTER] Completed predict_future for KELYA
[2025-12-09T20:25:30.123639] [INFO ] [sig       ] KELYA: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:25:30.263481] [INFO ] [LOCAL     ] Saved forecast: KELYA	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/KELYA.txt
[2025-12-09T20:25:30.263626] [INFO ] [sig       ] [1827/3614] Completed KELYA in 0.4s | 2.92 sym/s | Total: 10.4m | ETA: 10.2m
[2025-12-09T20:25:30.263666] [INFO ] [sig       ] [1828/3614] Forecasting KEN...
[2025-12-09T20:25:30.263694] [INFO ] [sig       ] Generating forecast for: KEN
[2025-12-09T20:25:30.263725] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KEN' from 'https://tdm.silogroup.org/data/derivative_storage/KEN.csv'.
[2025-12-09T20:25:30.274042] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KEN'.
[2025-12-09T20:25:30.274328] [INFO ] [FORECASTER] Starting predict_future for KEN
[2025-12-09T20:25:30.275101] [DEBUG] [LOCAL     ] No optimal features file found for KEN: ./output/feature-sets/KEN.txt
[2025-12-09T20:25:30.275151] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:30.275181] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:30.275208] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:30.275266] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:30.330297] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:30.330911] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:30.330982] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:30.331013] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:30.444372] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:30.444513] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:30.444551] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:30.444595] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:30.447909] [DEBUG] [FORECASTER] KEN: Forecast T+1@11:T+2@11: UP (p=55.86%)
[2025-12-09T20:25:30.448174] [INFO ] [FORECASTER] Completed predict_future for KEN
[2025-12-09T20:25:30.448291] [INFO ] [sig       ] KEN: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:25:30.586079] [INFO ] [LOCAL     ] Saved forecast: KEN	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/KEN.txt
[2025-12-09T20:25:30.586238] [INFO ] [sig       ] [1828/3614] Completed KEN in 0.3s | 2.92 sym/s | Total: 10.4m | ETA: 10.2m
[2025-12-09T20:25:30.586281] [INFO ] [sig       ] [1829/3614] Forecasting KEP...
[2025-12-09T20:25:30.586312] [INFO ] [sig       ] Generating forecast for: KEP
[2025-12-09T20:25:30.586346] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KEP' from 'https://tdm.silogroup.org/data/derivative_storage/KEP.csv'.
[2025-12-09T20:25:30.597375] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KEP'.
[2025-12-09T20:25:30.597726] [INFO ] [FORECASTER] Starting predict_future for KEP
[2025-12-09T20:25:30.598532] [DEBUG] [LOCAL     ] No optimal features file found for KEP: ./output/feature-sets/KEP.txt
[2025-12-09T20:25:30.598608] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:30.598644] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:30.598671] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:30.598727] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:30.657109] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:30.657951] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:30.658032] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:30.658064] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:30.779990] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:30.780139] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:30.780179] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:30.780207] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:30.783549] [DEBUG] [FORECASTER] KEP: Forecast T+1@11:T+2@11: DOWN (p=16.27%)
[2025-12-09T20:25:30.783834] [INFO ] [FORECASTER] Completed predict_future for KEP
[2025-12-09T20:25:30.783953] [INFO ] [sig       ] KEP: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:25:30.922601] [INFO ] [LOCAL     ] Saved forecast: KEP	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/KEP.txt
[2025-12-09T20:25:30.922730] [INFO ] [sig       ] [1829/3614] Completed KEP in 0.3s | 2.92 sym/s | Total: 10.4m | ETA: 10.2m
[2025-12-09T20:25:30.922768] [INFO ] [sig       ] [1830/3614] Forecasting KEX...
[2025-12-09T20:25:30.922797] [INFO ] [sig       ] Generating forecast for: KEX
[2025-12-09T20:25:30.922826] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KEX' from 'https://tdm.silogroup.org/data/derivative_storage/KEX.csv'.
[2025-12-09T20:25:30.934230] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KEX'.
[2025-12-09T20:25:30.934541] [INFO ] [FORECASTER] Starting predict_future for KEX
[2025-12-09T20:25:30.935303] [DEBUG] [LOCAL     ] No optimal features file found for KEX: ./output/feature-sets/KEX.txt
[2025-12-09T20:25:30.935378] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:30.935416] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:30.935447] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:30.935511] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:30.991613] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:30.992482] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:30.992570] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:30.992624] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:31.117114] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:31.117262] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:31.117302] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:31.117330] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:31.120778] [DEBUG] [FORECASTER] KEX: Forecast T+1@11:T+2@11: DOWN (p=30.89%)
[2025-12-09T20:25:31.121054] [INFO ] [FORECASTER] Completed predict_future for KEX
[2025-12-09T20:25:31.121190] [INFO ] [sig       ] KEX: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:25:31.261054] [INFO ] [LOCAL     ] Saved forecast: KEX	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/KEX.txt
[2025-12-09T20:25:31.261188] [INFO ] [sig       ] [1830/3614] Completed KEX in 0.3s | 2.92 sym/s | Total: 10.5m | ETA: 10.2m
[2025-12-09T20:25:31.261228] [INFO ] [sig       ] [1831/3614] Forecasting KEYS...
[2025-12-09T20:25:31.261258] [INFO ] [sig       ] Generating forecast for: KEYS
[2025-12-09T20:25:31.261290] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KEYS' from 'https://tdm.silogroup.org/data/derivative_storage/KEYS.csv'.
[2025-12-09T20:25:31.272624] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KEYS'.
[2025-12-09T20:25:31.272914] [INFO ] [FORECASTER] Starting predict_future for KEYS
[2025-12-09T20:25:31.273713] [DEBUG] [LOCAL     ] No optimal features file found for KEYS: ./output/feature-sets/KEYS.txt
[2025-12-09T20:25:31.273764] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:31.273797] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:31.273824] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:31.273880] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:31.331085] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:31.331750] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:31.331826] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:31.331860] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:31.456589] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:31.456733] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:31.456773] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:31.456803] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:31.460185] [DEBUG] [FORECASTER] KEYS: Forecast T+1@11:T+2@11: DOWN (p=4.06%)
[2025-12-09T20:25:31.460459] [INFO ] [FORECASTER] Completed predict_future for KEYS
[2025-12-09T20:25:31.460610] [INFO ] [sig       ] KEYS: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:25:31.601290] [INFO ] [LOCAL     ] Saved forecast: KEYS	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/KEYS.txt
[2025-12-09T20:25:31.601435] [INFO ] [sig       ] [1831/3614] Completed KEYS in 0.3s | 2.92 sym/s | Total: 10.5m | ETA: 10.2m
[2025-12-09T20:25:31.601477] [INFO ] [sig       ] [1832/3614] Forecasting KFS...
[2025-12-09T20:25:31.601508] [INFO ] [sig       ] Generating forecast for: KFS
[2025-12-09T20:25:31.601538] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KFS' from 'https://tdm.silogroup.org/data/derivative_storage/KFS.csv'.
[2025-12-09T20:25:31.613788] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KFS'.
[2025-12-09T20:25:31.614201] [INFO ] [FORECASTER] Starting predict_future for KFS
[2025-12-09T20:25:31.615042] [DEBUG] [LOCAL     ] No optimal features file found for KFS: ./output/feature-sets/KFS.txt
[2025-12-09T20:25:31.615095] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:31.615157] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:31.615184] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:31.615239] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:31.673231] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:31.674142] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:31.674230] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:31.674262] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:31.795562] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:31.795728] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:31.795770] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:31.795800] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:31.799236] [DEBUG] [FORECASTER] KFS: Forecast T+1@11:T+2@11: DOWN (p=7.68%)
[2025-12-09T20:25:31.799511] [INFO ] [FORECASTER] Completed predict_future for KFS
[2025-12-09T20:25:31.799847] [INFO ] [sig       ] KFS: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:25:31.940273] [INFO ] [LOCAL     ] Saved forecast: KFS	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/KFS.txt
[2025-12-09T20:25:31.940443] [INFO ] [sig       ] [1832/3614] Completed KFS in 0.3s | 2.92 sym/s | Total: 10.5m | ETA: 10.2m
[2025-12-09T20:25:31.940490] [INFO ] [sig       ] [1833/3614] Forecasting KFY...
[2025-12-09T20:25:31.940523] [INFO ] [sig       ] Generating forecast for: KFY
[2025-12-09T20:25:31.940555] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KFY' from 'https://tdm.silogroup.org/data/derivative_storage/KFY.csv'.
[2025-12-09T20:25:31.952010] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KFY'.
[2025-12-09T20:25:31.952351] [INFO ] [FORECASTER] Starting predict_future for KFY
[2025-12-09T20:25:31.953177] [DEBUG] [LOCAL     ] No optimal features file found for KFY: ./output/feature-sets/KFY.txt
[2025-12-09T20:25:31.953229] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:31.953262] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:31.953290] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:31.953347] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:32.011862] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:32.012661] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:32.012743] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:32.012777] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:32.129290] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:32.129433] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:32.129479] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:32.129509] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:32.132899] [DEBUG] [FORECASTER] KFY: Forecast T+1@11:T+2@11: DOWN (p=22.72%)
[2025-12-09T20:25:32.133170] [INFO ] [FORECASTER] Completed predict_future for KFY
[2025-12-09T20:25:32.133294] [INFO ] [sig       ] KFY: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:25:32.315565] [INFO ] [LOCAL     ] Saved forecast: KFY	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/KFY.txt
[2025-12-09T20:25:32.315714] [INFO ] [sig       ] [1833/3614] Completed KFY in 0.4s | 2.92 sym/s | Total: 10.5m | ETA: 10.2m
[2025-12-09T20:25:32.315758] [INFO ] [sig       ] [1834/3614] Forecasting KGS...
[2025-12-09T20:25:32.315789] [INFO ] [sig       ] Generating forecast for: KGS
[2025-12-09T20:25:32.315818] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KGS' from 'https://tdm.silogroup.org/data/derivative_storage/KGS.csv'.
[2025-12-09T20:25:32.327374] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KGS'.
[2025-12-09T20:25:32.327730] [INFO ] [FORECASTER] Starting predict_future for KGS
[2025-12-09T20:25:32.328496] [DEBUG] [LOCAL     ] No optimal features file found for KGS: ./output/feature-sets/KGS.txt
[2025-12-09T20:25:32.328546] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:32.328595] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:32.328624] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:32.328682] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:32.383693] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:32.384347] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:32.384427] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:32.384459] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:32.505918] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:32.506077] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:32.506120] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:32.506148] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:32.509791] [DEBUG] [FORECASTER] KGS: Forecast T+1@11:T+2@11: DOWN (p=48.42%)
[2025-12-09T20:25:32.510066] [INFO ] [FORECASTER] Completed predict_future for KGS
[2025-12-09T20:25:32.510195] [INFO ] [sig       ] KGS: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:25:32.655145] [INFO ] [LOCAL     ] Saved forecast: KGS	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/KGS.txt
[2025-12-09T20:25:32.655308] [INFO ] [sig       ] [1834/3614] Completed KGS in 0.3s | 2.92 sym/s | Total: 10.5m | ETA: 10.2m
[2025-12-09T20:25:32.655348] [INFO ] [sig       ] [1835/3614] Forecasting KHC...
[2025-12-09T20:25:32.655377] [INFO ] [sig       ] Generating forecast for: KHC
[2025-12-09T20:25:32.655409] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KHC' from 'https://tdm.silogroup.org/data/derivative_storage/KHC.csv'.
[2025-12-09T20:25:32.666523] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KHC'.
[2025-12-09T20:25:32.666800] [INFO ] [FORECASTER] Starting predict_future for KHC
[2025-12-09T20:25:32.667613] [DEBUG] [LOCAL     ] No optimal features file found for KHC: ./output/feature-sets/KHC.txt
[2025-12-09T20:25:32.667669] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:32.667700] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:32.667725] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:32.667778] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:32.722959] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:32.723552] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:32.723641] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:32.723673] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:32.845312] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:32.845458] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:32.845498] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:32.845555] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:32.848871] [DEBUG] [FORECASTER] KHC: Forecast T+1@11:T+2@11: UP (p=92.87%)
[2025-12-09T20:25:32.849139] [INFO ] [FORECASTER] Completed predict_future for KHC
[2025-12-09T20:25:32.849271] [INFO ] [sig       ] KHC: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:25:32.986988] [INFO ] [LOCAL     ] Saved forecast: KHC	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/KHC.txt
[2025-12-09T20:25:32.987096] [INFO ] [sig       ] [1835/3614] Completed KHC in 0.3s | 2.92 sym/s | Total: 10.5m | ETA: 10.2m
[2025-12-09T20:25:32.987133] [INFO ] [sig       ] [1836/3614] Forecasting KIDS...
[2025-12-09T20:25:32.987161] [INFO ] [sig       ] Generating forecast for: KIDS
[2025-12-09T20:25:32.987190] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KIDS' from 'https://tdm.silogroup.org/data/derivative_storage/KIDS.csv'.
[2025-12-09T20:25:32.998271] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KIDS'.
[2025-12-09T20:25:32.998585] [INFO ] [FORECASTER] Starting predict_future for KIDS
[2025-12-09T20:25:32.999331] [DEBUG] [LOCAL     ] No optimal features file found for KIDS: ./output/feature-sets/KIDS.txt
[2025-12-09T20:25:32.999381] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:32.999412] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:32.999438] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:32.999492] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:33.054735] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:33.055543] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:33.055644] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:33.055676] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:33.172201] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:33.172339] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:33.172378] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:33.172405] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:33.175713] [DEBUG] [FORECASTER] KIDS: Forecast T+1@11:T+2@11: DOWN (p=12.29%)
[2025-12-09T20:25:33.175975] [INFO ] [FORECASTER] Completed predict_future for KIDS
[2025-12-09T20:25:33.176095] [INFO ] [sig       ] KIDS: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:25:33.313975] [INFO ] [LOCAL     ] Saved forecast: KIDS	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/KIDS.txt
[2025-12-09T20:25:33.314095] [INFO ] [sig       ] [1836/3614] Completed KIDS in 0.3s | 2.92 sym/s | Total: 10.5m | ETA: 10.2m
[2025-12-09T20:25:33.314133] [INFO ] [sig       ] [1837/3614] Forecasting KIM...
[2025-12-09T20:25:33.314163] [INFO ] [sig       ] Generating forecast for: KIM
[2025-12-09T20:25:33.314191] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KIM' from 'https://tdm.silogroup.org/data/derivative_storage/KIM.csv'.
[2025-12-09T20:25:33.325286] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KIM'.
[2025-12-09T20:25:33.325616] [INFO ] [FORECASTER] Starting predict_future for KIM
[2025-12-09T20:25:33.326392] [DEBUG] [LOCAL     ] No optimal features file found for KIM: ./output/feature-sets/KIM.txt
[2025-12-09T20:25:33.326446] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:33.326478] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:33.326506] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:33.326563] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:33.384403] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:33.385027] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:33.385104] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:33.385136] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:33.509468] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:33.509632] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:33.509693] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:33.509724] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:33.513157] [DEBUG] [FORECASTER] KIM: Forecast T+1@11:T+2@11: UP (p=95.84%)
[2025-12-09T20:25:33.513433] [INFO ] [FORECASTER] Completed predict_future for KIM
[2025-12-09T20:25:33.513557] [INFO ] [sig       ] KIM: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:25:33.653473] [INFO ] [LOCAL     ] Saved forecast: KIM	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/KIM.txt
[2025-12-09T20:25:33.653624] [INFO ] [sig       ] [1837/3614] Completed KIM in 0.3s | 2.92 sym/s | Total: 10.5m | ETA: 10.1m
[2025-12-09T20:25:33.653663] [INFO ] [sig       ] [1838/3614] Forecasting KINS...
[2025-12-09T20:25:33.653692] [INFO ] [sig       ] Generating forecast for: KINS
[2025-12-09T20:25:33.653727] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KINS' from 'https://tdm.silogroup.org/data/derivative_storage/KINS.csv'.
[2025-12-09T20:25:33.664629] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KINS'.
[2025-12-09T20:25:33.664889] [INFO ] [FORECASTER] Starting predict_future for KINS
[2025-12-09T20:25:33.665684] [DEBUG] [LOCAL     ] No optimal features file found for KINS: ./output/feature-sets/KINS.txt
[2025-12-09T20:25:33.665733] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:33.665764] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:33.665790] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:33.665846] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:33.725422] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:33.726097] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:33.726175] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:33.726208] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:33.849332] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:33.849478] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:33.849520] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:33.849549] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:33.852970] [DEBUG] [FORECASTER] KINS: Forecast T+1@11:T+2@11: DOWN (p=29.20%)
[2025-12-09T20:25:33.853241] [INFO ] [FORECASTER] Completed predict_future for KINS
[2025-12-09T20:25:33.853363] [INFO ] [sig       ] KINS: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:25:33.994084] [INFO ] [LOCAL     ] Saved forecast: KINS	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/KINS.txt
[2025-12-09T20:25:33.994237] [INFO ] [sig       ] [1838/3614] Completed KINS in 0.3s | 2.92 sym/s | Total: 10.5m | ETA: 10.1m
[2025-12-09T20:25:33.994277] [INFO ] [sig       ] [1839/3614] Forecasting KIO...
[2025-12-09T20:25:33.994307] [INFO ] [sig       ] Generating forecast for: KIO
[2025-12-09T20:25:33.994337] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KIO' from 'https://tdm.silogroup.org/data/derivative_storage/KIO.csv'.
[2025-12-09T20:25:34.006413] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KIO'.
[2025-12-09T20:25:34.006792] [INFO ] [FORECASTER] Starting predict_future for KIO
[2025-12-09T20:25:34.007671] [DEBUG] [LOCAL     ] No optimal features file found for KIO: ./output/feature-sets/KIO.txt
[2025-12-09T20:25:34.007724] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:34.007757] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:34.007784] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:34.007840] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:34.066606] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:34.067514] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:34.067642] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:34.067678] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:34.189768] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:34.189917] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:34.189957] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:34.189985] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:34.193391] [DEBUG] [FORECASTER] KIO: Forecast T+1@11:T+2@11: UP (p=77.59%)
[2025-12-09T20:25:34.193701] [INFO ] [FORECASTER] Completed predict_future for KIO
[2025-12-09T20:25:34.193826] [INFO ] [sig       ] KIO: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:25:34.344100] [INFO ] [LOCAL     ] Saved forecast: KIO	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/KIO.txt
[2025-12-09T20:25:34.344253] [INFO ] [sig       ] [1839/3614] Completed KIO in 0.3s | 2.92 sym/s | Total: 10.5m | ETA: 10.1m
[2025-12-09T20:25:34.344295] [INFO ] [sig       ] [1840/3614] Forecasting KKRS...
[2025-12-09T20:25:34.344327] [INFO ] [sig       ] Generating forecast for: KKRS
[2025-12-09T20:25:34.344357] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KKRS' from 'https://tdm.silogroup.org/data/derivative_storage/KKRS.csv'.
[2025-12-09T20:25:34.355746] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KKRS'.
[2025-12-09T20:25:34.356072] [INFO ] [FORECASTER] Starting predict_future for KKRS
[2025-12-09T20:25:34.356867] [DEBUG] [LOCAL     ] No optimal features file found for KKRS: ./output/feature-sets/KKRS.txt
[2025-12-09T20:25:34.356920] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:34.356952] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:34.356979] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:34.357036] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:34.416272] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:34.416971] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:34.417048] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:34.417083] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:34.539220] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:34.539373] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:34.539419] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:34.539454] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:34.542934] [DEBUG] [FORECASTER] KKRS: Forecast T+1@11:T+2@11: DOWN (p=21.15%)
[2025-12-09T20:25:34.543220] [INFO ] [FORECASTER] Completed predict_future for KKRS
[2025-12-09T20:25:34.543351] [INFO ] [sig       ] KKRS: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:25:34.711943] [INFO ] [LOCAL     ] Saved forecast: KKRS	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/KKRS.txt
[2025-12-09T20:25:34.712098] [INFO ] [sig       ] [1840/3614] Completed KKRS in 0.4s | 2.92 sym/s | Total: 10.5m | ETA: 10.1m
[2025-12-09T20:25:34.712137] [INFO ] [sig       ] [1841/3614] Forecasting KLAC...
[2025-12-09T20:25:34.712168] [INFO ] [sig       ] Generating forecast for: KLAC
[2025-12-09T20:25:34.712196] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KLAC' from 'https://tdm.silogroup.org/data/derivative_storage/KLAC.csv'.
[2025-12-09T20:25:34.723679] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KLAC'.
[2025-12-09T20:25:34.724022] [INFO ] [FORECASTER] Starting predict_future for KLAC
[2025-12-09T20:25:34.724807] [DEBUG] [LOCAL     ] No optimal features file found for KLAC: ./output/feature-sets/KLAC.txt
[2025-12-09T20:25:34.724857] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:34.724900] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:34.724928] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:34.724983] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:34.785440] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:34.786312] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:34.786393] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:34.786431] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:34.910099] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:34.910248] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:34.910288] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:34.910316] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:34.913945] [DEBUG] [FORECASTER] KLAC: Forecast T+1@11:T+2@11: DOWN (p=35.14%)
[2025-12-09T20:25:34.914217] [INFO ] [FORECASTER] Completed predict_future for KLAC
[2025-12-09T20:25:34.914345] [INFO ] [sig       ] KLAC: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:25:35.060209] [INFO ] [LOCAL     ] Saved forecast: KLAC	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/KLAC.txt
[2025-12-09T20:25:35.060353] [INFO ] [sig       ] [1841/3614] Completed KLAC in 0.3s | 2.92 sym/s | Total: 10.5m | ETA: 10.1m
[2025-12-09T20:25:35.060391] [INFO ] [sig       ] [1842/3614] Forecasting KLIC...
[2025-12-09T20:25:35.060421] [INFO ] [sig       ] Generating forecast for: KLIC
[2025-12-09T20:25:35.060450] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KLIC' from 'https://tdm.silogroup.org/data/derivative_storage/KLIC.csv'.
[2025-12-09T20:25:35.071769] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KLIC'.
[2025-12-09T20:25:35.072100] [INFO ] [FORECASTER] Starting predict_future for KLIC
[2025-12-09T20:25:35.073021] [DEBUG] [LOCAL     ] No optimal features file found for KLIC: ./output/feature-sets/KLIC.txt
[2025-12-09T20:25:35.073071] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:35.073101] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:35.073127] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:35.073182] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:35.136091] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:35.136963] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:35.137077] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:35.137112] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:35.261020] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:35.261173] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:35.261214] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:35.261242] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:35.264560] [DEBUG] [FORECASTER] KLIC: Forecast T+1@11:T+2@11: UP (p=87.63%)
[2025-12-09T20:25:35.264853] [INFO ] [FORECASTER] Completed predict_future for KLIC
[2025-12-09T20:25:35.264980] [INFO ] [sig       ] KLIC: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:25:35.411341] [INFO ] [LOCAL     ] Saved forecast: KLIC	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/KLIC.txt
[2025-12-09T20:25:35.411499] [INFO ] [sig       ] [1842/3614] Completed KLIC in 0.4s | 2.92 sym/s | Total: 10.5m | ETA: 10.1m
[2025-12-09T20:25:35.411537] [INFO ] [sig       ] [1843/3614] Forecasting KLXE...
[2025-12-09T20:25:35.411566] [INFO ] [sig       ] Generating forecast for: KLXE
[2025-12-09T20:25:35.411621] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KLXE' from 'https://tdm.silogroup.org/data/derivative_storage/KLXE.csv'.
[2025-12-09T20:25:35.423169] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KLXE'.
[2025-12-09T20:25:35.423613] [INFO ] [FORECASTER] Starting predict_future for KLXE
[2025-12-09T20:25:35.424415] [DEBUG] [LOCAL     ] No optimal features file found for KLXE: ./output/feature-sets/KLXE.txt
[2025-12-09T20:25:35.424465] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:35.424497] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:35.424523] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:35.424596] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:35.481694] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:35.482500] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:35.482600] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:35.482634] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:35.601873] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:35.602025] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:35.602066] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:35.602094] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:35.605515] [DEBUG] [FORECASTER] KLXE: Forecast T+1@11:T+2@11: UP (p=68.59%)
[2025-12-09T20:25:35.605819] [INFO ] [FORECASTER] Completed predict_future for KLXE
[2025-12-09T20:25:35.605945] [INFO ] [sig       ] KLXE: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:25:35.746279] [INFO ] [LOCAL     ] Saved forecast: KLXE	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/KLXE.txt
[2025-12-09T20:25:35.746421] [INFO ] [sig       ] [1843/3614] Completed KLXE in 0.3s | 2.92 sym/s | Total: 10.5m | ETA: 10.1m
[2025-12-09T20:25:35.746467] [INFO ] [sig       ] [1844/3614] Forecasting KMB...
[2025-12-09T20:25:35.746502] [INFO ] [sig       ] Generating forecast for: KMB
[2025-12-09T20:25:35.746537] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMB' from 'https://tdm.silogroup.org/data/derivative_storage/KMB.csv'.
[2025-12-09T20:25:35.758291] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KMB'.
[2025-12-09T20:25:35.758590] [INFO ] [FORECASTER] Starting predict_future for KMB
[2025-12-09T20:25:35.759331] [DEBUG] [LOCAL     ] No optimal features file found for KMB: ./output/feature-sets/KMB.txt
[2025-12-09T20:25:35.759381] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:35.759412] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:35.759443] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:35.759511] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:35.816796] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:35.817551] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:35.817658] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:35.817692] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:35.935314] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:35.935467] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:35.935514] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:35.935547] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:35.938950] [DEBUG] [FORECASTER] KMB: Forecast T+1@11:T+2@11: UP (p=99.27%)
[2025-12-09T20:25:35.939225] [INFO ] [FORECASTER] Completed predict_future for KMB
[2025-12-09T20:25:35.939350] [INFO ] [sig       ] KMB: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:25:36.088895] [INFO ] [LOCAL     ] Saved forecast: KMB	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/KMB.txt
[2025-12-09T20:25:36.089048] [INFO ] [sig       ] [1844/3614] Completed KMB in 0.3s | 2.92 sym/s | Total: 10.5m | ETA: 10.1m
[2025-12-09T20:25:36.089089] [INFO ] [sig       ] [1845/3614] Forecasting KMDA...
[2025-12-09T20:25:36.089125] [INFO ] [sig       ] Generating forecast for: KMDA
[2025-12-09T20:25:36.089155] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMDA' from 'https://tdm.silogroup.org/data/derivative_storage/KMDA.csv'.
[2025-12-09T20:25:36.100408] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KMDA'.
[2025-12-09T20:25:36.100802] [INFO ] [FORECASTER] Starting predict_future for KMDA
[2025-12-09T20:25:36.101596] [DEBUG] [LOCAL     ] No optimal features file found for KMDA: ./output/feature-sets/KMDA.txt
[2025-12-09T20:25:36.101648] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:36.101680] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:36.101706] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:36.101761] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:36.158509] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:36.159358] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:36.159439] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:36.159479] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:36.280881] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:36.281035] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:36.281075] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:36.281105] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:36.284425] [DEBUG] [FORECASTER] KMDA: Forecast T+1@11:T+2@11: DOWN (p=40.21%)
[2025-12-09T20:25:36.284715] [INFO ] [FORECASTER] Completed predict_future for KMDA
[2025-12-09T20:25:36.284835] [INFO ] [sig       ] KMDA: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:25:36.423828] [INFO ] [LOCAL     ] Saved forecast: KMDA	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/KMDA.txt
[2025-12-09T20:25:36.424006] [INFO ] [sig       ] [1845/3614] Completed KMDA in 0.3s | 2.92 sym/s | Total: 10.5m | ETA: 10.1m
[2025-12-09T20:25:36.424047] [INFO ] [sig       ] [1846/3614] Forecasting KMI...
[2025-12-09T20:25:36.424077] [INFO ] [sig       ] Generating forecast for: KMI
[2025-12-09T20:25:36.424109] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMI' from 'https://tdm.silogroup.org/data/derivative_storage/KMI.csv'.
[2025-12-09T20:25:36.435338] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KMI'.
[2025-12-09T20:25:36.435645] [INFO ] [FORECASTER] Starting predict_future for KMI
[2025-12-09T20:25:36.436392] [DEBUG] [LOCAL     ] No optimal features file found for KMI: ./output/feature-sets/KMI.txt
[2025-12-09T20:25:36.436445] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:36.436483] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:36.436515] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:36.436604] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:36.496957] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:36.497803] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:36.497883] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:36.497917] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:36.614684] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:36.614834] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:36.614875] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:36.614906] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:36.618352] [DEBUG] [FORECASTER] KMI: Forecast T+1@11:T+2@11: DOWN (p=2.35%)
[2025-12-09T20:25:36.618651] [INFO ] [FORECASTER] Completed predict_future for KMI
[2025-12-09T20:25:36.618777] [INFO ] [sig       ] KMI: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:25:36.763886] [INFO ] [LOCAL     ] Saved forecast: KMI	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/KMI.txt
[2025-12-09T20:25:36.764032] [INFO ] [sig       ] [1846/3614] Completed KMI in 0.3s | 2.92 sym/s | Total: 10.5m | ETA: 10.1m
[2025-12-09T20:25:36.764069] [INFO ] [sig       ] [1847/3614] Forecasting KMPB...
[2025-12-09T20:25:36.764098] [INFO ] [sig       ] Generating forecast for: KMPB
[2025-12-09T20:25:36.764126] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMPB' from 'https://tdm.silogroup.org/data/derivative_storage/KMPB.csv'.
[2025-12-09T20:25:36.774945] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KMPB'.
[2025-12-09T20:25:36.775245] [INFO ] [FORECASTER] Starting predict_future for KMPB
[2025-12-09T20:25:36.776055] [DEBUG] [LOCAL     ] No optimal features file found for KMPB: ./output/feature-sets/KMPB.txt
[2025-12-09T20:25:36.776108] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:36.776141] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:36.776168] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:36.776225] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:36.832623] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:36.833294] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:36.833377] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:36.833414] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:36.941771] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:36.941911] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:36.941953] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:36.941982] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:36.945362] [DEBUG] [FORECASTER] KMPB: Forecast T+1@11:T+2@11: DOWN (p=8.13%)
[2025-12-09T20:25:36.945652] [INFO ] [FORECASTER] Completed predict_future for KMPB
[2025-12-09T20:25:36.945776] [INFO ] [sig       ] KMPB: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:25:37.091071] [INFO ] [LOCAL     ] Saved forecast: KMPB	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/KMPB.txt
[2025-12-09T20:25:37.091207] [INFO ] [sig       ] [1847/3614] Completed KMPB in 0.3s | 2.92 sym/s | Total: 10.5m | ETA: 10.1m
[2025-12-09T20:25:37.091246] [INFO ] [sig       ] [1848/3614] Forecasting KMX...
[2025-12-09T20:25:37.091276] [INFO ] [sig       ] Generating forecast for: KMX
[2025-12-09T20:25:37.091306] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMX' from 'https://tdm.silogroup.org/data/derivative_storage/KMX.csv'.
[2025-12-09T20:25:37.102042] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KMX'.
[2025-12-09T20:25:37.102324] [INFO ] [FORECASTER] Starting predict_future for KMX
[2025-12-09T20:25:37.103102] [DEBUG] [LOCAL     ] No optimal features file found for KMX: ./output/feature-sets/KMX.txt
[2025-12-09T20:25:37.103153] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:37.103184] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:37.103210] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:37.103264] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:37.159501] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:37.160287] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:37.160364] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:37.160396] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:37.277978] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:37.278124] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:37.278166] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:37.278209] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:37.281615] [DEBUG] [FORECASTER] KMX: Forecast T+1@11:T+2@11: UP (p=63.99%)
[2025-12-09T20:25:37.281882] [INFO ] [FORECASTER] Completed predict_future for KMX
[2025-12-09T20:25:37.282008] [INFO ] [sig       ] KMX: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:25:37.422682] [INFO ] [LOCAL     ] Saved forecast: KMX	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/KMX.txt
[2025-12-09T20:25:37.422809] [INFO ] [sig       ] [1848/3614] Completed KMX in 0.3s | 2.92 sym/s | Total: 10.6m | ETA: 10.1m
[2025-12-09T20:25:37.422847] [INFO ] [sig       ] [1849/3614] Forecasting KN...
[2025-12-09T20:25:37.422876] [INFO ] [sig       ] Generating forecast for: KN
[2025-12-09T20:25:37.422905] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KN' from 'https://tdm.silogroup.org/data/derivative_storage/KN.csv'.
[2025-12-09T20:25:37.434051] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KN'.
[2025-12-09T20:25:37.434302] [INFO ] [FORECASTER] Starting predict_future for KN
[2025-12-09T20:25:37.435065] [DEBUG] [LOCAL     ] No optimal features file found for KN: ./output/feature-sets/KN.txt
[2025-12-09T20:25:37.435115] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:37.435168] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:37.435196] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:37.435251] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:37.492385] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:37.493156] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:37.493234] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:37.493265] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:37.614489] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:37.614645] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:37.614686] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:37.614713] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:37.618161] [DEBUG] [FORECASTER] KN: Forecast T+1@11:T+2@11: DOWN (p=18.29%)
[2025-12-09T20:25:37.618439] [INFO ] [FORECASTER] Completed predict_future for KN
[2025-12-09T20:25:37.618564] [INFO ] [sig       ] KN: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:25:37.765294] [INFO ] [LOCAL     ] Saved forecast: KN	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/KN.txt
[2025-12-09T20:25:37.765444] [INFO ] [sig       ] [1849/3614] Completed KN in 0.3s | 2.92 sym/s | Total: 10.6m | ETA: 10.1m
[2025-12-09T20:25:37.765483] [INFO ] [sig       ] [1850/3614] Forecasting KNF...
[2025-12-09T20:25:37.765513] [INFO ] [sig       ] Generating forecast for: KNF
[2025-12-09T20:25:37.765542] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNF' from 'https://tdm.silogroup.org/data/derivative_storage/KNF.csv'.
[2025-12-09T20:25:37.776559] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KNF'.
[2025-12-09T20:25:37.776880] [INFO ] [FORECASTER] Starting predict_future for KNF
[2025-12-09T20:25:37.777719] [DEBUG] [LOCAL     ] No optimal features file found for KNF: ./output/feature-sets/KNF.txt
[2025-12-09T20:25:37.777771] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:37.777803] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:37.777828] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:37.777882] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:37.833883] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:37.834609] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:37.834688] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:37.834735] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:37.954727] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:37.954875] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:37.954917] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:37.954944] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:37.958332] [DEBUG] [FORECASTER] KNF: Forecast T+1@11:T+2@11: DOWN (p=37.38%)
[2025-12-09T20:25:37.958623] [INFO ] [FORECASTER] Completed predict_future for KNF
[2025-12-09T20:25:37.958767] [INFO ] [sig       ] KNF: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:25:38.101871] [INFO ] [LOCAL     ] Saved forecast: KNF	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/KNF.txt
[2025-12-09T20:25:38.102009] [INFO ] [sig       ] [1850/3614] Completed KNF in 0.3s | 2.92 sym/s | Total: 10.6m | ETA: 10.1m
[2025-12-09T20:25:38.102048] [INFO ] [sig       ] [1851/3614] Forecasting KNOP...
[2025-12-09T20:25:38.102076] [INFO ] [sig       ] Generating forecast for: KNOP
[2025-12-09T20:25:38.102106] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNOP' from 'https://tdm.silogroup.org/data/derivative_storage/KNOP.csv'.
[2025-12-09T20:25:38.112712] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KNOP'.
[2025-12-09T20:25:38.112974] [INFO ] [FORECASTER] Starting predict_future for KNOP
[2025-12-09T20:25:38.113738] [DEBUG] [LOCAL     ] No optimal features file found for KNOP: ./output/feature-sets/KNOP.txt
[2025-12-09T20:25:38.113788] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:38.113823] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:38.113850] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:38.113904] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:38.170648] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:38.171351] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:38.171426] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:38.171457] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:38.291280] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:38.291427] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:38.291467] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:38.291495] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:38.294806] [DEBUG] [FORECASTER] KNOP: Forecast T+1@11:T+2@11: DOWN (p=32.89%)
[2025-12-09T20:25:38.295076] [INFO ] [FORECASTER] Completed predict_future for KNOP
[2025-12-09T20:25:38.295194] [INFO ] [sig       ] KNOP: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:25:38.438245] [INFO ] [LOCAL     ] Saved forecast: KNOP	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/KNOP.txt
[2025-12-09T20:25:38.438394] [INFO ] [sig       ] [1851/3614] Completed KNOP in 0.3s | 2.92 sym/s | Total: 10.6m | ETA: 10.1m
[2025-12-09T20:25:38.438434] [INFO ] [sig       ] [1852/3614] Forecasting KNSA...
[2025-12-09T20:25:38.438464] [INFO ] [sig       ] Generating forecast for: KNSA
[2025-12-09T20:25:38.438493] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNSA' from 'https://tdm.silogroup.org/data/derivative_storage/KNSA.csv'.
[2025-12-09T20:25:38.450240] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KNSA'.
[2025-12-09T20:25:38.450530] [INFO ] [FORECASTER] Starting predict_future for KNSA
[2025-12-09T20:25:38.451303] [DEBUG] [LOCAL     ] No optimal features file found for KNSA: ./output/feature-sets/KNSA.txt
[2025-12-09T20:25:38.451353] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:38.451383] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:38.451409] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:38.451475] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:38.507728] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:38.508414] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:38.508494] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:38.508532] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:38.628831] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:38.628988] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:38.629030] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:38.629099] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:38.632829] [DEBUG] [FORECASTER] KNSA: Forecast T+1@11:T+2@11: DOWN (p=1.93%)
[2025-12-09T20:25:38.633206] [INFO ] [FORECASTER] Completed predict_future for KNSA
[2025-12-09T20:25:38.633359] [INFO ] [sig       ] KNSA: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:25:38.775908] [INFO ] [LOCAL     ] Saved forecast: KNSA	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/KNSA.txt
[2025-12-09T20:25:38.776042] [INFO ] [sig       ] [1852/3614] Completed KNSA in 0.3s | 2.92 sym/s | Total: 10.6m | ETA: 10.1m
[2025-12-09T20:25:38.776080] [INFO ] [sig       ] [1853/3614] Forecasting KNSL...
[2025-12-09T20:25:38.776109] [INFO ] [sig       ] Generating forecast for: KNSL
[2025-12-09T20:25:38.776139] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNSL' from 'https://tdm.silogroup.org/data/derivative_storage/KNSL.csv'.
[2025-12-09T20:25:38.787483] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KNSL'.
[2025-12-09T20:25:38.787881] [INFO ] [FORECASTER] Starting predict_future for KNSL
[2025-12-09T20:25:38.788652] [DEBUG] [LOCAL     ] No optimal features file found for KNSL: ./output/feature-sets/KNSL.txt
[2025-12-09T20:25:38.788702] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:38.788733] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:38.788759] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:38.788814] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:38.846970] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:38.847892] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:38.847976] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:38.848010] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:38.969937] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:38.970091] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:38.970132] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:38.970160] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:38.973544] [DEBUG] [FORECASTER] KNSL: Forecast T+1@11:T+2@11: DOWN (p=1.51%)
[2025-12-09T20:25:38.973855] [INFO ] [FORECASTER] Completed predict_future for KNSL
[2025-12-09T20:25:38.973979] [INFO ] [sig       ] KNSL: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:25:39.112116] [INFO ] [LOCAL     ] Saved forecast: KNSL	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/KNSL.txt
[2025-12-09T20:25:39.112285] [INFO ] [sig       ] [1853/3614] Completed KNSL in 0.3s | 2.92 sym/s | Total: 10.6m | ETA: 10.1m
[2025-12-09T20:25:39.112325] [INFO ] [sig       ] [1854/3614] Forecasting KNTK...
[2025-12-09T20:25:39.112354] [INFO ] [sig       ] Generating forecast for: KNTK
[2025-12-09T20:25:39.112383] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNTK' from 'https://tdm.silogroup.org/data/derivative_storage/KNTK.csv'.
[2025-12-09T20:25:39.124377] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KNTK'.
[2025-12-09T20:25:39.124752] [INFO ] [FORECASTER] Starting predict_future for KNTK
[2025-12-09T20:25:39.125557] [DEBUG] [LOCAL     ] No optimal features file found for KNTK: ./output/feature-sets/KNTK.txt
[2025-12-09T20:25:39.125626] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:39.125657] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:39.125682] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:39.125738] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:39.185565] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:39.186417] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:39.186495] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:39.186527] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:39.310723] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:39.310866] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:39.310906] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:39.310934] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:39.314403] [DEBUG] [FORECASTER] KNTK: Forecast T+1@11:T+2@11: DOWN (p=10.13%)
[2025-12-09T20:25:39.314707] [INFO ] [FORECASTER] Completed predict_future for KNTK
[2025-12-09T20:25:39.314833] [INFO ] [sig       ] KNTK: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:25:39.461267] [INFO ] [LOCAL     ] Saved forecast: KNTK	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/KNTK.txt
[2025-12-09T20:25:39.461417] [INFO ] [sig       ] [1854/3614] Completed KNTK in 0.3s | 2.92 sym/s | Total: 10.6m | ETA: 10.1m
[2025-12-09T20:25:39.461455] [INFO ] [sig       ] [1855/3614] Forecasting KNX...
[2025-12-09T20:25:39.461485] [INFO ] [sig       ] Generating forecast for: KNX
[2025-12-09T20:25:39.461515] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNX' from 'https://tdm.silogroup.org/data/derivative_storage/KNX.csv'.
[2025-12-09T20:25:39.473349] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KNX'.
[2025-12-09T20:25:39.473747] [INFO ] [FORECASTER] Starting predict_future for KNX
[2025-12-09T20:25:39.474556] [DEBUG] [LOCAL     ] No optimal features file found for KNX: ./output/feature-sets/KNX.txt
[2025-12-09T20:25:39.474634] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:39.474669] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:39.474696] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:39.474752] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:39.532833] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:39.533540] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:39.533639] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:39.533674] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:39.658365] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:39.658517] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:39.658559] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:39.658613] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:39.662069] [DEBUG] [FORECASTER] KNX: Forecast T+1@11:T+2@11: UP (p=69.29%)
[2025-12-09T20:25:39.662445] [INFO ] [FORECASTER] Completed predict_future for KNX
[2025-12-09T20:25:39.662639] [INFO ] [sig       ] KNX: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:25:39.815986] [INFO ] [LOCAL     ] Saved forecast: KNX	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/KNX.txt
[2025-12-09T20:25:39.816115] [INFO ] [sig       ] [1855/3614] Completed KNX in 0.4s | 2.92 sym/s | Total: 10.6m | ETA: 10.0m
[2025-12-09T20:25:39.816153] [INFO ] [sig       ] [1856/3614] Forecasting KOD...
[2025-12-09T20:25:39.816183] [INFO ] [sig       ] Generating forecast for: KOD
[2025-12-09T20:25:39.816218] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOD' from 'https://tdm.silogroup.org/data/derivative_storage/KOD.csv'.
[2025-12-09T20:25:39.828563] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KOD'.
[2025-12-09T20:25:39.828896] [INFO ] [FORECASTER] Starting predict_future for KOD
[2025-12-09T20:25:39.829662] [DEBUG] [LOCAL     ] No optimal features file found for KOD: ./output/feature-sets/KOD.txt
[2025-12-09T20:25:39.829711] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:39.829743] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:39.829769] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:39.829824] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:39.885542] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:39.886237] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:39.886317] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:39.886351] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:40.010308] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:40.010467] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:40.010508] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:40.010536] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:40.013852] [DEBUG] [FORECASTER] KOD: Forecast T+1@11:T+2@11: UP (p=81.24%)
[2025-12-09T20:25:40.014118] [INFO ] [FORECASTER] Completed predict_future for KOD
[2025-12-09T20:25:40.014240] [INFO ] [sig       ] KOD: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:25:40.164693] [INFO ] [LOCAL     ] Saved forecast: KOD	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/KOD.txt
[2025-12-09T20:25:40.164833] [INFO ] [sig       ] [1856/3614] Completed KOD in 0.3s | 2.92 sym/s | Total: 10.6m | ETA: 10.0m
[2025-12-09T20:25:40.164871] [INFO ] [sig       ] [1857/3614] Forecasting KODK...
[2025-12-09T20:25:40.164901] [INFO ] [sig       ] Generating forecast for: KODK
[2025-12-09T20:25:40.164928] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KODK' from 'https://tdm.silogroup.org/data/derivative_storage/KODK.csv'.
[2025-12-09T20:25:40.176600] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KODK'.
[2025-12-09T20:25:40.176882] [INFO ] [FORECASTER] Starting predict_future for KODK
[2025-12-09T20:25:40.177769] [DEBUG] [LOCAL     ] No optimal features file found for KODK: ./output/feature-sets/KODK.txt
[2025-12-09T20:25:40.177822] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:40.177855] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:40.177881] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:40.177937] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:40.233879] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:40.234616] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:40.234693] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:40.234725] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:40.355228] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:40.355365] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:40.355407] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:40.355436] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:40.359051] [DEBUG] [FORECASTER] KODK: Forecast T+1@11:T+2@11: DOWN (p=31.06%)
[2025-12-09T20:25:40.359338] [INFO ] [FORECASTER] Completed predict_future for KODK
[2025-12-09T20:25:40.359467] [INFO ] [sig       ] KODK: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:25:40.502887] [INFO ] [LOCAL     ] Saved forecast: KODK	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/KODK.txt
[2025-12-09T20:25:40.503025] [INFO ] [sig       ] [1857/3614] Completed KODK in 0.3s | 2.92 sym/s | Total: 10.6m | ETA: 10.0m
[2025-12-09T20:25:40.503063] [INFO ] [sig       ] [1858/3614] Forecasting KOF...
[2025-12-09T20:25:40.503093] [INFO ] [sig       ] Generating forecast for: KOF
[2025-12-09T20:25:40.503122] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOF' from 'https://tdm.silogroup.org/data/derivative_storage/KOF.csv'.
[2025-12-09T20:25:40.514115] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KOF'.
[2025-12-09T20:25:40.514390] [INFO ] [FORECASTER] Starting predict_future for KOF
[2025-12-09T20:25:40.515157] [DEBUG] [LOCAL     ] No optimal features file found for KOF: ./output/feature-sets/KOF.txt
[2025-12-09T20:25:40.515208] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:40.515238] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:40.515264] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:40.515319] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:40.572935] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:40.573719] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:40.573799] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:40.573833] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:40.697201] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:40.697350] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:40.697392] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:40.697421] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:40.701152] [DEBUG] [FORECASTER] KOF: Forecast T+1@11:T+2@11: DOWN (p=14.15%)
[2025-12-09T20:25:40.701421] [INFO ] [FORECASTER] Completed predict_future for KOF
[2025-12-09T20:25:40.701540] [INFO ] [sig       ] KOF: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:25:40.848843] [INFO ] [LOCAL     ] Saved forecast: KOF	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/KOF.txt
[2025-12-09T20:25:40.848980] [INFO ] [sig       ] [1858/3614] Completed KOF in 0.3s | 2.92 sym/s | Total: 10.6m | ETA: 10.0m
[2025-12-09T20:25:40.849019] [INFO ] [sig       ] [1859/3614] Forecasting KOP...
[2025-12-09T20:25:40.849048] [INFO ] [sig       ] Generating forecast for: KOP
[2025-12-09T20:25:40.849077] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOP' from 'https://tdm.silogroup.org/data/derivative_storage/KOP.csv'.
[2025-12-09T20:25:40.860669] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KOP'.
[2025-12-09T20:25:40.860948] [INFO ] [FORECASTER] Starting predict_future for KOP
[2025-12-09T20:25:40.861718] [DEBUG] [LOCAL     ] No optimal features file found for KOP: ./output/feature-sets/KOP.txt
[2025-12-09T20:25:40.861768] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:40.861798] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:40.861824] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:40.861879] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:40.919841] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:40.920463] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:40.920562] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:40.920613] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:41.048739] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:41.048884] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:41.048926] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:41.048956] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:41.052371] [DEBUG] [FORECASTER] KOP: Forecast T+1@11:T+2@11: UP (p=98.67%)
[2025-12-09T20:25:41.052665] [INFO ] [FORECASTER] Completed predict_future for KOP
[2025-12-09T20:25:41.052793] [INFO ] [sig       ] KOP: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:25:41.197248] [INFO ] [LOCAL     ] Saved forecast: KOP	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/KOP.txt
[2025-12-09T20:25:41.197377] [INFO ] [sig       ] [1859/3614] Completed KOP in 0.3s | 2.92 sym/s | Total: 10.6m | ETA: 10.0m
[2025-12-09T20:25:41.197416] [INFO ] [sig       ] [1860/3614] Forecasting KOPN...
[2025-12-09T20:25:41.197445] [INFO ] [sig       ] Generating forecast for: KOPN
[2025-12-09T20:25:41.197473] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOPN' from 'https://tdm.silogroup.org/data/derivative_storage/KOPN.csv'.
[2025-12-09T20:25:41.208376] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KOPN'.
[2025-12-09T20:25:41.208678] [INFO ] [FORECASTER] Starting predict_future for KOPN
[2025-12-09T20:25:41.209672] [DEBUG] [LOCAL     ] No optimal features file found for KOPN: ./output/feature-sets/KOPN.txt
[2025-12-09T20:25:41.209724] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:41.209951] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:41.209978] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:41.210035] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:41.271117] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:41.271869] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:41.271947] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:41.271981] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:41.392565] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:41.392724] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:41.392766] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:41.392795] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:41.396200] [DEBUG] [FORECASTER] KOPN: Forecast T+1@11:T+2@11: DOWN (p=22.47%)
[2025-12-09T20:25:41.396470] [INFO ] [FORECASTER] Completed predict_future for KOPN
[2025-12-09T20:25:41.396608] [INFO ] [sig       ] KOPN: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:25:41.541662] [INFO ] [LOCAL     ] Saved forecast: KOPN	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/KOPN.txt
[2025-12-09T20:25:41.541964] [INFO ] [sig       ] [1860/3614] Completed KOPN in 0.3s | 2.92 sym/s | Total: 10.6m | ETA: 10.0m
[2025-12-09T20:25:41.542001] [INFO ] [sig       ] [1861/3614] Forecasting KOS...
[2025-12-09T20:25:41.542031] [INFO ] [sig       ] Generating forecast for: KOS
[2025-12-09T20:25:41.542060] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOS' from 'https://tdm.silogroup.org/data/derivative_storage/KOS.csv'.
[2025-12-09T20:25:41.553655] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KOS'.
[2025-12-09T20:25:41.554132] [INFO ] [FORECASTER] Starting predict_future for KOS
[2025-12-09T20:25:41.555078] [DEBUG] [LOCAL     ] No optimal features file found for KOS: ./output/feature-sets/KOS.txt
[2025-12-09T20:25:41.555130] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:41.555162] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:41.555188] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:41.555244] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:41.615000] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:41.615691] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:41.615769] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:41.615801] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:41.739135] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:41.739290] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:41.739330] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:41.739358] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:41.742803] [DEBUG] [FORECASTER] KOS: Forecast T+1@11:T+2@11: UP (p=97.00%)
[2025-12-09T20:25:41.743082] [INFO ] [FORECASTER] Completed predict_future for KOS
[2025-12-09T20:25:41.743210] [INFO ] [sig       ] KOS: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:25:41.888215] [INFO ] [LOCAL     ] Saved forecast: KOS	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/KOS.txt
[2025-12-09T20:25:41.888344] [INFO ] [sig       ] [1861/3614] Completed KOS in 0.3s | 2.92 sym/s | Total: 10.6m | ETA: 10.0m
[2025-12-09T20:25:41.888382] [INFO ] [sig       ] [1862/3614] Forecasting KOSS...
[2025-12-09T20:25:41.888411] [INFO ] [sig       ] Generating forecast for: KOSS
[2025-12-09T20:25:41.888439] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOSS' from 'https://tdm.silogroup.org/data/derivative_storage/KOSS.csv'.
[2025-12-09T20:25:41.899270] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KOSS'.
[2025-12-09T20:25:41.899559] [INFO ] [FORECASTER] Starting predict_future for KOSS
[2025-12-09T20:25:41.900379] [DEBUG] [LOCAL     ] No optimal features file found for KOSS: ./output/feature-sets/KOSS.txt
[2025-12-09T20:25:41.900440] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:41.900473] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:41.900501] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:41.900558] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:41.958760] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:41.959437] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:41.959515] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:41.959548] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:42.076060] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:42.076199] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:42.076240] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:42.076270] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:42.079839] [DEBUG] [FORECASTER] KOSS: Forecast T+1@11:T+2@11: UP (p=57.89%)
[2025-12-09T20:25:42.080114] [INFO ] [FORECASTER] Completed predict_future for KOSS
[2025-12-09T20:25:42.080240] [INFO ] [sig       ] KOSS: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:25:42.226526] [INFO ] [LOCAL     ] Saved forecast: KOSS	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/KOSS.txt
[2025-12-09T20:25:42.226712] [INFO ] [sig       ] [1862/3614] Completed KOSS in 0.3s | 2.92 sym/s | Total: 10.6m | ETA: 10.0m
[2025-12-09T20:25:42.226750] [INFO ] [sig       ] [1863/3614] Forecasting KPRX...
[2025-12-09T20:25:42.226781] [INFO ] [sig       ] Generating forecast for: KPRX
[2025-12-09T20:25:42.226811] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KPRX' from 'https://tdm.silogroup.org/data/derivative_storage/KPRX.csv'.
[2025-12-09T20:25:42.237181] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KPRX'.
[2025-12-09T20:25:42.237536] [INFO ] [FORECASTER] Starting predict_future for KPRX
[2025-12-09T20:25:42.238342] [DEBUG] [LOCAL     ] No optimal features file found for KPRX: ./output/feature-sets/KPRX.txt
[2025-12-09T20:25:42.238394] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:42.238429] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:42.238456] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:42.238514] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:42.296303] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:42.296975] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:42.297051] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:42.297084] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:42.415044] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:42.415215] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:42.415259] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:42.415288] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:42.418783] [DEBUG] [FORECASTER] KPRX: Forecast T+1@11:T+2@11: DOWN (p=47.98%)
[2025-12-09T20:25:42.419058] [INFO ] [FORECASTER] Completed predict_future for KPRX
[2025-12-09T20:25:42.419181] [INFO ] [sig       ] KPRX: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:25:42.566840] [INFO ] [LOCAL     ] Saved forecast: KPRX	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/KPRX.txt
[2025-12-09T20:25:42.566992] [INFO ] [sig       ] [1863/3614] Completed KPRX in 0.3s | 2.92 sym/s | Total: 10.6m | ETA: 10.0m
[2025-12-09T20:25:42.567032] [INFO ] [sig       ] [1864/3614] Forecasting KPTI...
[2025-12-09T20:25:42.567062] [INFO ] [sig       ] Generating forecast for: KPTI
[2025-12-09T20:25:42.567090] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KPTI' from 'https://tdm.silogroup.org/data/derivative_storage/KPTI.csv'.
[2025-12-09T20:25:42.578391] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KPTI'.
[2025-12-09T20:25:42.578783] [INFO ] [FORECASTER] Starting predict_future for KPTI
[2025-12-09T20:25:42.579619] [DEBUG] [LOCAL     ] No optimal features file found for KPTI: ./output/feature-sets/KPTI.txt
[2025-12-09T20:25:42.579675] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:42.579709] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:42.579736] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:42.579792] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:42.636742] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:42.637684] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:42.637769] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:42.637802] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:42.760344] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:42.760497] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:42.760538] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:42.760565] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:42.763985] [DEBUG] [FORECASTER] KPTI: Forecast T+1@11:T+2@11: UP (p=59.57%)
[2025-12-09T20:25:42.764269] [INFO ] [FORECASTER] Completed predict_future for KPTI
[2025-12-09T20:25:42.764394] [INFO ] [sig       ] KPTI: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:25:42.908515] [INFO ] [LOCAL     ] Saved forecast: KPTI	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/KPTI.txt
[2025-12-09T20:25:42.908670] [INFO ] [sig       ] [1864/3614] Completed KPTI in 0.3s | 2.92 sym/s | Total: 10.6m | ETA: 10.0m
[2025-12-09T20:25:42.908713] [INFO ] [sig       ] [1865/3614] Forecasting KRC...
[2025-12-09T20:25:42.908745] [INFO ] [sig       ] Generating forecast for: KRC
[2025-12-09T20:25:42.908777] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRC' from 'https://tdm.silogroup.org/data/derivative_storage/KRC.csv'.
[2025-12-09T20:25:42.920126] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRC'.
[2025-12-09T20:25:42.920430] [INFO ] [FORECASTER] Starting predict_future for KRC
[2025-12-09T20:25:42.921223] [DEBUG] [LOCAL     ] No optimal features file found for KRC: ./output/feature-sets/KRC.txt
[2025-12-09T20:25:42.921287] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:42.921323] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:42.921350] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:42.921407] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:42.980546] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:42.981386] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:42.981468] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:42.981502] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:43.106488] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:43.106662] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:43.106709] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:43.106739] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:43.110054] [DEBUG] [FORECASTER] KRC: Forecast T+1@11:T+2@11: UP (p=91.20%)
[2025-12-09T20:25:43.110325] [INFO ] [FORECASTER] Completed predict_future for KRC
[2025-12-09T20:25:43.110443] [INFO ] [sig       ] KRC: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:25:43.254722] [INFO ] [LOCAL     ] Saved forecast: KRC	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/KRC.txt
[2025-12-09T20:25:43.254871] [INFO ] [sig       ] [1865/3614] Completed KRC in 0.3s | 2.92 sym/s | Total: 10.7m | ETA: 10.0m
[2025-12-09T20:25:43.254909] [INFO ] [sig       ] [1866/3614] Forecasting KREF...
[2025-12-09T20:25:43.254939] [INFO ] [sig       ] Generating forecast for: KREF
[2025-12-09T20:25:43.254969] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KREF' from 'https://tdm.silogroup.org/data/derivative_storage/KREF.csv'.
[2025-12-09T20:25:43.266118] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KREF'.
[2025-12-09T20:25:43.266394] [INFO ] [FORECASTER] Starting predict_future for KREF
[2025-12-09T20:25:43.267156] [DEBUG] [LOCAL     ] No optimal features file found for KREF: ./output/feature-sets/KREF.txt
[2025-12-09T20:25:43.267206] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:43.267271] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:43.267299] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:43.267355] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:43.325122] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:43.325831] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:43.325909] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:43.325943] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:43.445406] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:43.445541] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:43.445596] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:43.445626] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:43.448930] [DEBUG] [FORECASTER] KREF: Forecast T+1@11:T+2@11: UP (p=90.12%)
[2025-12-09T20:25:43.449190] [INFO ] [FORECASTER] Completed predict_future for KREF
[2025-12-09T20:25:43.449310] [INFO ] [sig       ] KREF: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:25:43.591879] [INFO ] [LOCAL     ] Saved forecast: KREF	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/KREF.txt
[2025-12-09T20:25:43.592007] [INFO ] [sig       ] [1866/3614] Completed KREF in 0.3s | 2.92 sym/s | Total: 10.7m | ETA: 10.0m
[2025-12-09T20:25:43.592048] [INFO ] [sig       ] [1867/3614] Forecasting KRG...
[2025-12-09T20:25:43.592080] [INFO ] [sig       ] Generating forecast for: KRG
[2025-12-09T20:25:43.592112] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRG' from 'https://tdm.silogroup.org/data/derivative_storage/KRG.csv'.
[2025-12-09T20:25:43.603427] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRG'.
[2025-12-09T20:25:43.603742] [INFO ] [FORECASTER] Starting predict_future for KRG
[2025-12-09T20:25:43.604513] [DEBUG] [LOCAL     ] No optimal features file found for KRG: ./output/feature-sets/KRG.txt
[2025-12-09T20:25:43.604565] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:43.604620] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:43.604648] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:43.604710] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:43.664815] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:43.665478] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:43.665553] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:43.665605] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:43.791536] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:43.791724] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:43.791773] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:43.791805] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:43.795539] [DEBUG] [FORECASTER] KRG: Forecast T+1@11:T+2@11: UP (p=66.40%)
[2025-12-09T20:25:43.795846] [INFO ] [FORECASTER] Completed predict_future for KRG
[2025-12-09T20:25:43.795972] [INFO ] [sig       ] KRG: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:25:43.937403] [INFO ] [LOCAL     ] Saved forecast: KRG	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/KRG.txt
[2025-12-09T20:25:43.937552] [INFO ] [sig       ] [1867/3614] Completed KRG in 0.3s | 2.92 sym/s | Total: 10.7m | ETA: 10.0m
[2025-12-09T20:25:43.937614] [INFO ] [sig       ] [1868/3614] Forecasting KRMD...
[2025-12-09T20:25:43.937645] [INFO ] [sig       ] Generating forecast for: KRMD
[2025-12-09T20:25:43.937678] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRMD' from 'https://tdm.silogroup.org/data/derivative_storage/KRMD.csv'.
[2025-12-09T20:25:43.949234] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRMD'.
[2025-12-09T20:25:43.949604] [INFO ] [FORECASTER] Starting predict_future for KRMD
[2025-12-09T20:25:43.950495] [DEBUG] [LOCAL     ] No optimal features file found for KRMD: ./output/feature-sets/KRMD.txt
[2025-12-09T20:25:43.950550] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:43.950607] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:43.950637] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:43.950700] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:44.007126] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:44.007815] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:44.007892] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:44.007925] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:44.130747] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:44.130910] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:44.130963] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:44.130994] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:44.134415] [DEBUG] [FORECASTER] KRMD: Forecast T+1@11:T+2@11: DOWN (p=2.39%)
[2025-12-09T20:25:44.134707] [INFO ] [FORECASTER] Completed predict_future for KRMD
[2025-12-09T20:25:44.134832] [INFO ] [sig       ] KRMD: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:25:44.274957] [INFO ] [LOCAL     ] Saved forecast: KRMD	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/KRMD.txt
[2025-12-09T20:25:44.275086] [INFO ] [sig       ] [1868/3614] Completed KRMD in 0.3s | 2.92 sym/s | Total: 10.7m | ETA: 10.0m
[2025-12-09T20:25:44.275132] [INFO ] [sig       ] [1869/3614] Forecasting KRNY...
[2025-12-09T20:25:44.275163] [INFO ] [sig       ] Generating forecast for: KRNY
[2025-12-09T20:25:44.275196] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRNY' from 'https://tdm.silogroup.org/data/derivative_storage/KRNY.csv'.
[2025-12-09T20:25:44.286142] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRNY'.
[2025-12-09T20:25:44.286496] [INFO ] [FORECASTER] Starting predict_future for KRNY
[2025-12-09T20:25:44.287279] [DEBUG] [LOCAL     ] No optimal features file found for KRNY: ./output/feature-sets/KRNY.txt
[2025-12-09T20:25:44.287330] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:44.287363] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:44.287392] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:44.287448] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:44.346709] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:44.347423] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:44.347530] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:44.347567] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:44.469101] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:44.469279] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:44.469339] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:44.469424] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:44.473294] [DEBUG] [FORECASTER] KRNY: Forecast T+1@11:T+2@11: DOWN (p=2.38%)
[2025-12-09T20:25:44.473604] [INFO ] [FORECASTER] Completed predict_future for KRNY
[2025-12-09T20:25:44.473740] [INFO ] [sig       ] KRNY: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:25:44.617473] [INFO ] [LOCAL     ] Saved forecast: KRNY	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/KRNY.txt
[2025-12-09T20:25:44.617640] [INFO ] [sig       ] [1869/3614] Completed KRNY in 0.3s | 2.92 sym/s | Total: 10.7m | ETA: 10.0m
[2025-12-09T20:25:44.617683] [INFO ] [sig       ] [1870/3614] Forecasting KRO...
[2025-12-09T20:25:44.617724] [INFO ] [sig       ] Generating forecast for: KRO
[2025-12-09T20:25:44.617762] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRO' from 'https://tdm.silogroup.org/data/derivative_storage/KRO.csv'.
[2025-12-09T20:25:44.629079] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRO'.
[2025-12-09T20:25:44.629340] [INFO ] [FORECASTER] Starting predict_future for KRO
[2025-12-09T20:25:44.630105] [DEBUG] [LOCAL     ] No optimal features file found for KRO: ./output/feature-sets/KRO.txt
[2025-12-09T20:25:44.630156] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:44.630187] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:44.630213] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:44.630268] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:44.689799] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:44.690474] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:44.690601] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:44.690646] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:44.809265] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:44.809411] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:44.809453] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:44.809484] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:44.813133] [DEBUG] [FORECASTER] KRO: Forecast T+1@11:T+2@11: DOWN (p=36.02%)
[2025-12-09T20:25:44.813418] [INFO ] [FORECASTER] Completed predict_future for KRO
[2025-12-09T20:25:44.813592] [INFO ] [sig       ] KRO: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:25:44.953848] [INFO ] [LOCAL     ] Saved forecast: KRO	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/KRO.txt
[2025-12-09T20:25:44.953979] [INFO ] [sig       ] [1870/3614] Completed KRO in 0.3s | 2.92 sym/s | Total: 10.7m | ETA: 10.0m
[2025-12-09T20:25:44.954017] [INFO ] [sig       ] [1871/3614] Forecasting KROS...
[2025-12-09T20:25:44.954046] [INFO ] [sig       ] Generating forecast for: KROS
[2025-12-09T20:25:44.954074] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KROS' from 'https://tdm.silogroup.org/data/derivative_storage/KROS.csv'.
[2025-12-09T20:25:44.965144] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KROS'.
[2025-12-09T20:25:44.965433] [INFO ] [FORECASTER] Starting predict_future for KROS
[2025-12-09T20:25:44.966218] [DEBUG] [LOCAL     ] No optimal features file found for KROS: ./output/feature-sets/KROS.txt
[2025-12-09T20:25:44.966269] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:44.966300] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:44.966327] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:44.966383] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:45.024318] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:45.025066] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:45.025147] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:45.025182] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:45.150115] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:45.150263] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:45.150302] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:45.150330] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:45.153707] [DEBUG] [FORECASTER] KROS: Forecast T+1@11:T+2@11: DOWN (p=30.13%)
[2025-12-09T20:25:45.153971] [INFO ] [FORECASTER] Completed predict_future for KROS
[2025-12-09T20:25:45.154091] [INFO ] [sig       ] KROS: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:25:45.293320] [INFO ] [LOCAL     ] Saved forecast: KROS	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/KROS.txt
[2025-12-09T20:25:45.293441] [INFO ] [sig       ] [1871/3614] Completed KROS in 0.3s | 2.92 sym/s | Total: 10.7m | ETA: 10.0m
[2025-12-09T20:25:45.293478] [INFO ] [sig       ] [1872/3614] Forecasting KRP...
[2025-12-09T20:25:45.293508] [INFO ] [sig       ] Generating forecast for: KRP
[2025-12-09T20:25:45.293538] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRP' from 'https://tdm.silogroup.org/data/derivative_storage/KRP.csv'.
[2025-12-09T20:25:45.305337] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRP'.
[2025-12-09T20:25:45.305634] [INFO ] [FORECASTER] Starting predict_future for KRP
[2025-12-09T20:25:45.306387] [DEBUG] [LOCAL     ] No optimal features file found for KRP: ./output/feature-sets/KRP.txt
[2025-12-09T20:25:45.306437] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:45.306468] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:45.306495] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:45.306549] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:45.364611] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:45.365305] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:45.365385] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:45.365417] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:45.491033] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:45.491187] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:45.491247] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:45.491278] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:45.494921] [DEBUG] [FORECASTER] KRP: Forecast T+1@11:T+2@11: DOWN (p=10.46%)
[2025-12-09T20:25:45.495215] [INFO ] [FORECASTER] Completed predict_future for KRP
[2025-12-09T20:25:45.495345] [INFO ] [sig       ] KRP: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:25:45.635963] [INFO ] [LOCAL     ] Saved forecast: KRP	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/KRP.txt
[2025-12-09T20:25:45.636125] [INFO ] [sig       ] [1872/3614] Completed KRP in 0.3s | 2.92 sym/s | Total: 10.7m | ETA: 9.9m
[2025-12-09T20:25:45.636166] [INFO ] [sig       ] [1873/3614] Forecasting KRRO...
[2025-12-09T20:25:45.636196] [INFO ] [sig       ] Generating forecast for: KRRO
[2025-12-09T20:25:45.636225] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRRO' from 'https://tdm.silogroup.org/data/derivative_storage/KRRO.csv'.
[2025-12-09T20:25:45.648620] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRRO'.
[2025-12-09T20:25:45.649000] [INFO ] [FORECASTER] Starting predict_future for KRRO
[2025-12-09T20:25:45.649848] [DEBUG] [LOCAL     ] No optimal features file found for KRRO: ./output/feature-sets/KRRO.txt
[2025-12-09T20:25:45.649902] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:45.649935] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:45.649962] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:45.650020] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:45.710228] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:45.711080] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:45.711165] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:45.711207] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:45.843689] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:45.843865] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:45.843906] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:45.843934] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:45.847568] [DEBUG] [FORECASTER] KRRO: Forecast T+1@11:T+2@11: DOWN (p=19.54%)
[2025-12-09T20:25:45.847926] [INFO ] [FORECASTER] Completed predict_future for KRRO
[2025-12-09T20:25:45.848059] [INFO ] [sig       ] KRRO: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:25:45.992441] [INFO ] [LOCAL     ] Saved forecast: KRRO	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/KRRO.txt
[2025-12-09T20:25:45.992596] [INFO ] [sig       ] [1873/3614] Completed KRRO in 0.4s | 2.92 sym/s | Total: 10.7m | ETA: 9.9m
[2025-12-09T20:25:45.992638] [INFO ] [sig       ] [1874/3614] Forecasting KRUS...
[2025-12-09T20:25:45.992666] [INFO ] [sig       ] Generating forecast for: KRUS
[2025-12-09T20:25:45.992696] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRUS' from 'https://tdm.silogroup.org/data/derivative_storage/KRUS.csv'.
[2025-12-09T20:25:46.003860] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRUS'.
[2025-12-09T20:25:46.004148] [INFO ] [FORECASTER] Starting predict_future for KRUS
[2025-12-09T20:25:46.004937] [DEBUG] [LOCAL     ] No optimal features file found for KRUS: ./output/feature-sets/KRUS.txt
[2025-12-09T20:25:46.004987] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:46.005018] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:46.005044] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:46.005099] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:46.064716] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:46.065434] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:46.065512] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:46.065545] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:46.182812] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:46.182971] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:46.183023] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:46.183058] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:46.187134] [DEBUG] [FORECASTER] KRUS: Forecast T+1@11:T+2@11: UP (p=69.68%)
[2025-12-09T20:25:46.187424] [INFO ] [FORECASTER] Completed predict_future for KRUS
[2025-12-09T20:25:46.187591] [INFO ] [sig       ] KRUS: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:25:46.328783] [INFO ] [LOCAL     ] Saved forecast: KRUS	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/KRUS.txt
[2025-12-09T20:25:46.328926] [INFO ] [sig       ] [1874/3614] Completed KRUS in 0.3s | 2.92 sym/s | Total: 10.7m | ETA: 9.9m
[2025-12-09T20:25:46.328965] [INFO ] [sig       ] [1875/3614] Forecasting KRYS...
[2025-12-09T20:25:46.328994] [INFO ] [sig       ] Generating forecast for: KRYS
[2025-12-09T20:25:46.329022] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRYS' from 'https://tdm.silogroup.org/data/derivative_storage/KRYS.csv'.
[2025-12-09T20:25:46.341177] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRYS'.
[2025-12-09T20:25:46.341521] [INFO ] [FORECASTER] Starting predict_future for KRYS
[2025-12-09T20:25:46.342381] [DEBUG] [LOCAL     ] No optimal features file found for KRYS: ./output/feature-sets/KRYS.txt
[2025-12-09T20:25:46.342435] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:46.342467] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:46.342494] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:46.342550] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:46.401877] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:46.402795] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:46.402884] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:46.402919] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:46.535742] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:46.535907] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:46.535954] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:46.535983] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:46.539413] [DEBUG] [FORECASTER] KRYS: Forecast T+1@11:T+2@11: DOWN (p=4.08%)
[2025-12-09T20:25:46.539701] [INFO ] [FORECASTER] Completed predict_future for KRYS
[2025-12-09T20:25:46.539824] [INFO ] [sig       ] KRYS: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:25:46.676989] [INFO ] [LOCAL     ] Saved forecast: KRYS	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/KRYS.txt
[2025-12-09T20:25:46.677116] [INFO ] [sig       ] [1875/3614] Completed KRYS in 0.3s | 2.92 sym/s | Total: 10.7m | ETA: 9.9m
[2025-12-09T20:25:46.677154] [INFO ] [sig       ] [1876/3614] Forecasting KSCP...
[2025-12-09T20:25:46.677183] [INFO ] [sig       ] Generating forecast for: KSCP
[2025-12-09T20:25:46.677212] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KSCP' from 'https://tdm.silogroup.org/data/derivative_storage/KSCP.csv'.
[2025-12-09T20:25:46.688338] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KSCP'.
[2025-12-09T20:25:46.688615] [INFO ] [FORECASTER] Starting predict_future for KSCP
[2025-12-09T20:25:46.689360] [DEBUG] [LOCAL     ] No optimal features file found for KSCP: ./output/feature-sets/KSCP.txt
[2025-12-09T20:25:46.689411] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:46.689452] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:46.689480] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:46.689536] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:46.745244] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:46.745873] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:46.745987] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:46.746019] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:46.864312] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:46.864479] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:46.864521] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:46.864549] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:46.868049] [DEBUG] [FORECASTER] KSCP: Forecast T+1@11:T+2@11: DOWN (p=24.49%)
[2025-12-09T20:25:46.868311] [INFO ] [FORECASTER] Completed predict_future for KSCP
[2025-12-09T20:25:46.868428] [INFO ] [sig       ] KSCP: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:25:47.008561] [INFO ] [LOCAL     ] Saved forecast: KSCP	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/KSCP.txt
[2025-12-09T20:25:47.008734] [INFO ] [sig       ] [1876/3614] Completed KSCP in 0.3s | 2.92 sym/s | Total: 10.7m | ETA: 9.9m
[2025-12-09T20:25:47.008772] [INFO ] [sig       ] [1877/3614] Forecasting KSPI...
[2025-12-09T20:25:47.008802] [INFO ] [sig       ] Generating forecast for: KSPI
[2025-12-09T20:25:47.008832] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KSPI' from 'https://tdm.silogroup.org/data/derivative_storage/KSPI.csv'.
[2025-12-09T20:25:47.020045] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KSPI'.
[2025-12-09T20:25:47.020386] [INFO ] [FORECASTER] Starting predict_future for KSPI
[2025-12-09T20:25:47.021153] [DEBUG] [LOCAL     ] No optimal features file found for KSPI: ./output/feature-sets/KSPI.txt
[2025-12-09T20:25:47.021204] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:47.021234] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:47.021260] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:47.021315] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:47.077919] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:47.078787] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:47.078882] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:47.078921] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:47.198621] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:47.198782] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:47.198831] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:47.198866] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:47.202234] [DEBUG] [FORECASTER] KSPI: Forecast T+1@11:T+2@11: DOWN (p=28.30%)
[2025-12-09T20:25:47.202499] [INFO ] [FORECASTER] Completed predict_future for KSPI
[2025-12-09T20:25:47.202637] [INFO ] [sig       ] KSPI: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:25:47.352367] [INFO ] [LOCAL     ] Saved forecast: KSPI	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/KSPI.txt
[2025-12-09T20:25:47.352496] [INFO ] [sig       ] [1877/3614] Completed KSPI in 0.3s | 2.92 sym/s | Total: 10.7m | ETA: 9.9m
[2025-12-09T20:25:47.352534] [INFO ] [sig       ] [1878/3614] Forecasting KSS...
[2025-12-09T20:25:47.352562] [INFO ] [sig       ] Generating forecast for: KSS
[2025-12-09T20:25:47.352610] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KSS' from 'https://tdm.silogroup.org/data/derivative_storage/KSS.csv'.
[2025-12-09T20:25:47.364443] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KSS'.
[2025-12-09T20:25:47.364728] [INFO ] [FORECASTER] Starting predict_future for KSS
[2025-12-09T20:25:47.365464] [DEBUG] [LOCAL     ] No optimal features file found for KSS: ./output/feature-sets/KSS.txt
[2025-12-09T20:25:47.365514] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:47.365545] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:47.365588] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:47.365655] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:47.428193] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:47.429081] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:47.429163] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:47.429195] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:47.553892] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:47.554037] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:47.554080] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:47.554108] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:47.557543] [DEBUG] [FORECASTER] KSS: Forecast T+1@11:T+2@11: DOWN (p=27.23%)
[2025-12-09T20:25:47.557832] [INFO ] [FORECASTER] Completed predict_future for KSS
[2025-12-09T20:25:47.557955] [INFO ] [sig       ] KSS: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:25:47.703981] [INFO ] [LOCAL     ] Saved forecast: KSS	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/KSS.txt
[2025-12-09T20:25:47.704108] [INFO ] [sig       ] [1878/3614] Completed KSS in 0.4s | 2.92 sym/s | Total: 10.7m | ETA: 9.9m
[2025-12-09T20:25:47.704147] [INFO ] [sig       ] [1879/3614] Forecasting KTB...
[2025-12-09T20:25:47.704176] [INFO ] [sig       ] Generating forecast for: KTB
[2025-12-09T20:25:47.704206] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KTB' from 'https://tdm.silogroup.org/data/derivative_storage/KTB.csv'.
[2025-12-09T20:25:47.715225] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KTB'.
[2025-12-09T20:25:47.715505] [INFO ] [FORECASTER] Starting predict_future for KTB
[2025-12-09T20:25:47.716272] [DEBUG] [LOCAL     ] No optimal features file found for KTB: ./output/feature-sets/KTB.txt
[2025-12-09T20:25:47.716330] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:47.716372] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:47.716402] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:47.716458] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:47.773738] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:47.774371] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:47.774445] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:47.774476] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:47.902818] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:47.902967] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:47.903006] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:47.903035] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:47.906709] [DEBUG] [FORECASTER] KTB: Forecast T+1@11:T+2@11: DOWN (p=4.69%)
[2025-12-09T20:25:47.906979] [INFO ] [FORECASTER] Completed predict_future for KTB
[2025-12-09T20:25:47.907102] [INFO ] [sig       ] KTB: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:25:48.058081] [INFO ] [LOCAL     ] Saved forecast: KTB	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/KTB.txt
[2025-12-09T20:25:48.058282] [INFO ] [sig       ] [1879/3614] Completed KTB in 0.4s | 2.92 sym/s | Total: 10.7m | ETA: 9.9m
[2025-12-09T20:25:48.058340] [INFO ] [sig       ] [1880/3614] Forecasting KTCC...
[2025-12-09T20:25:48.058388] [INFO ] [sig       ] Generating forecast for: KTCC
[2025-12-09T20:25:48.058430] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KTCC' from 'https://tdm.silogroup.org/data/derivative_storage/KTCC.csv'.
[2025-12-09T20:25:48.068911] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KTCC'.
[2025-12-09T20:25:48.069202] [INFO ] [FORECASTER] Starting predict_future for KTCC
[2025-12-09T20:25:48.070010] [DEBUG] [LOCAL     ] No optimal features file found for KTCC: ./output/feature-sets/KTCC.txt
[2025-12-09T20:25:48.070063] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:48.070096] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:48.070122] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:48.070177] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:48.126837] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:48.127534] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:48.127626] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:48.127661] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:48.234262] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:48.234408] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:48.234448] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:48.234475] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:48.237859] [DEBUG] [FORECASTER] KTCC: Forecast T+1@11:T+2@11: DOWN (p=9.40%)
[2025-12-09T20:25:48.238130] [INFO ] [FORECASTER] Completed predict_future for KTCC
[2025-12-09T20:25:48.238250] [INFO ] [sig       ] KTCC: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:25:48.386243] [INFO ] [LOCAL     ] Saved forecast: KTCC	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/KTCC.txt
[2025-12-09T20:25:48.386371] [INFO ] [sig       ] [1880/3614] Completed KTCC in 0.3s | 2.92 sym/s | Total: 10.7m | ETA: 9.9m
[2025-12-09T20:25:48.386411] [INFO ] [sig       ] [1881/3614] Forecasting KTF...
[2025-12-09T20:25:48.386440] [INFO ] [sig       ] Generating forecast for: KTF
[2025-12-09T20:25:48.386471] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KTF' from 'https://tdm.silogroup.org/data/derivative_storage/KTF.csv'.
[2025-12-09T20:25:48.397544] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KTF'.
[2025-12-09T20:25:48.397863] [INFO ] [FORECASTER] Starting predict_future for KTF
[2025-12-09T20:25:48.398655] [DEBUG] [LOCAL     ] No optimal features file found for KTF: ./output/feature-sets/KTF.txt
[2025-12-09T20:25:48.398707] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:48.398739] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:48.398766] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:48.398827] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:48.454834] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:48.455465] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:48.455539] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:48.455587] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:48.573004] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:48.573143] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:48.573182] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:48.573211] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:48.576537] [DEBUG] [FORECASTER] KTF: Forecast T+1@11:T+2@11: DOWN (p=48.56%)
[2025-12-09T20:25:48.576838] [INFO ] [FORECASTER] Completed predict_future for KTF
[2025-12-09T20:25:48.576962] [INFO ] [sig       ] KTF: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:25:48.723128] [INFO ] [LOCAL     ] Saved forecast: KTF	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/KTF.txt
[2025-12-09T20:25:48.723271] [INFO ] [sig       ] [1881/3614] Completed KTF in 0.3s | 2.92 sym/s | Total: 10.7m | ETA: 9.9m
[2025-12-09T20:25:48.723309] [INFO ] [sig       ] [1882/3614] Forecasting KTOS...
[2025-12-09T20:25:48.723338] [INFO ] [sig       ] Generating forecast for: KTOS
[2025-12-09T20:25:48.723368] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KTOS' from 'https://tdm.silogroup.org/data/derivative_storage/KTOS.csv'.
[2025-12-09T20:25:48.734849] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KTOS'.
[2025-12-09T20:25:48.735136] [INFO ] [FORECASTER] Starting predict_future for KTOS
[2025-12-09T20:25:48.735994] [DEBUG] [LOCAL     ] No optimal features file found for KTOS: ./output/feature-sets/KTOS.txt
[2025-12-09T20:25:48.736045] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:48.736076] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:48.736102] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:48.736156] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:48.796606] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:48.797440] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:48.797542] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:48.797597] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:48.917531] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:48.917697] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:48.917738] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:48.917767] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:48.921083] [DEBUG] [FORECASTER] KTOS: Forecast T+1@11:T+2@11: DOWN (p=9.21%)
[2025-12-09T20:25:48.921349] [INFO ] [FORECASTER] Completed predict_future for KTOS
[2025-12-09T20:25:48.921470] [INFO ] [sig       ] KTOS: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:25:49.065784] [INFO ] [LOCAL     ] Saved forecast: KTOS	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/KTOS.txt
[2025-12-09T20:25:49.065927] [INFO ] [sig       ] [1882/3614] Completed KTOS in 0.3s | 2.92 sym/s | Total: 10.7m | ETA: 9.9m
[2025-12-09T20:25:49.065966] [INFO ] [sig       ] [1883/3614] Forecasting KURA...
[2025-12-09T20:25:49.065997] [INFO ] [sig       ] Generating forecast for: KURA
[2025-12-09T20:25:49.066029] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KURA' from 'https://tdm.silogroup.org/data/derivative_storage/KURA.csv'.
[2025-12-09T20:25:49.077133] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KURA'.
[2025-12-09T20:25:49.077409] [INFO ] [FORECASTER] Starting predict_future for KURA
[2025-12-09T20:25:49.078224] [DEBUG] [LOCAL     ] No optimal features file found for KURA: ./output/feature-sets/KURA.txt
[2025-12-09T20:25:49.078276] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:49.078341] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:49.078381] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:49.078442] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:49.139087] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:49.139938] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:49.140017] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:49.140050] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:49.264405] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:49.264551] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:49.264610] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:49.264658] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:49.268088] [DEBUG] [FORECASTER] KURA: Forecast T+1@11:T+2@11: UP (p=54.67%)
[2025-12-09T20:25:49.268359] [INFO ] [FORECASTER] Completed predict_future for KURA
[2025-12-09T20:25:49.268480] [INFO ] [sig       ] KURA: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:25:49.414668] [INFO ] [LOCAL     ] Saved forecast: KURA	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/KURA.txt
[2025-12-09T20:25:49.414817] [INFO ] [sig       ] [1883/3614] Completed KURA in 0.3s | 2.92 sym/s | Total: 10.8m | ETA: 9.9m
[2025-12-09T20:25:49.414859] [INFO ] [sig       ] [1884/3614] Forecasting KVHI...
[2025-12-09T20:25:49.414888] [INFO ] [sig       ] Generating forecast for: KVHI
[2025-12-09T20:25:49.414919] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KVHI' from 'https://tdm.silogroup.org/data/derivative_storage/KVHI.csv'.
[2025-12-09T20:25:49.425655] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KVHI'.
[2025-12-09T20:25:49.425987] [INFO ] [FORECASTER] Starting predict_future for KVHI
[2025-12-09T20:25:49.426796] [DEBUG] [LOCAL     ] No optimal features file found for KVHI: ./output/feature-sets/KVHI.txt
[2025-12-09T20:25:49.426848] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:49.426880] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:49.426906] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:49.426962] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:49.485262] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:49.486017] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:49.486093] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:49.486126] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:49.598972] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:49.599115] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:49.599156] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:49.599183] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:49.602478] [DEBUG] [FORECASTER] KVHI: Forecast T+1@11:T+2@11: UP (p=77.48%)
[2025-12-09T20:25:49.602760] [INFO ] [FORECASTER] Completed predict_future for KVHI
[2025-12-09T20:25:49.602878] [INFO ] [sig       ] KVHI: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:25:49.745605] [INFO ] [LOCAL     ] Saved forecast: KVHI	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/KVHI.txt
[2025-12-09T20:25:49.745760] [INFO ] [sig       ] [1884/3614] Completed KVHI in 0.3s | 2.92 sym/s | Total: 10.8m | ETA: 9.9m
[2025-12-09T20:25:49.745799] [INFO ] [sig       ] [1885/3614] Forecasting KVUE...
[2025-12-09T20:25:49.745828] [INFO ] [sig       ] Generating forecast for: KVUE
[2025-12-09T20:25:49.745858] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KVUE' from 'https://tdm.silogroup.org/data/derivative_storage/KVUE.csv'.
[2025-12-09T20:25:49.757469] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KVUE'.
[2025-12-09T20:25:49.757859] [INFO ] [FORECASTER] Starting predict_future for KVUE
[2025-12-09T20:25:49.758644] [DEBUG] [LOCAL     ] No optimal features file found for KVUE: ./output/feature-sets/KVUE.txt
[2025-12-09T20:25:49.758695] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:49.758726] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:49.758753] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:49.758825] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:49.818187] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:49.819057] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:49.819148] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:49.819201] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:49.936798] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:49.936948] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:49.936988] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:49.937017] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:49.940449] [DEBUG] [FORECASTER] KVUE: Forecast T+1@11:T+2@11: UP (p=84.81%)
[2025-12-09T20:25:49.940742] [INFO ] [FORECASTER] Completed predict_future for KVUE
[2025-12-09T20:25:49.940871] [INFO ] [sig       ] KVUE: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:25:50.090423] [INFO ] [LOCAL     ] Saved forecast: KVUE	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/KVUE.txt
[2025-12-09T20:25:50.090597] [INFO ] [sig       ] [1885/3614] Completed KVUE in 0.3s | 2.92 sym/s | Total: 10.8m | ETA: 9.9m
[2025-12-09T20:25:50.090639] [INFO ] [sig       ] [1886/3614] Forecasting KVYO...
[2025-12-09T20:25:50.090667] [INFO ] [sig       ] Generating forecast for: KVYO
[2025-12-09T20:25:50.090697] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KVYO' from 'https://tdm.silogroup.org/data/derivative_storage/KVYO.csv'.
[2025-12-09T20:25:50.103998] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KVYO'.
[2025-12-09T20:25:50.104467] [INFO ] [FORECASTER] Starting predict_future for KVYO
[2025-12-09T20:25:50.105660] [DEBUG] [LOCAL     ] No optimal features file found for KVYO: ./output/feature-sets/KVYO.txt
[2025-12-09T20:25:50.105726] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:50.105773] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:50.105815] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:50.105897] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:50.164014] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:50.164861] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:50.164939] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:50.164970] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:50.287204] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:50.287353] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:50.287393] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:50.287452] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:50.290902] [DEBUG] [FORECASTER] KVYO: Forecast T+1@11:T+2@11: UP (p=64.27%)
[2025-12-09T20:25:50.291169] [INFO ] [FORECASTER] Completed predict_future for KVYO
[2025-12-09T20:25:50.291292] [INFO ] [sig       ] KVYO: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:25:50.429865] [INFO ] [LOCAL     ] Saved forecast: KVYO	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/KVYO.txt
[2025-12-09T20:25:50.430009] [INFO ] [sig       ] [1886/3614] Completed KVYO in 0.3s | 2.92 sym/s | Total: 10.8m | ETA: 9.9m
[2025-12-09T20:25:50.430064] [INFO ] [sig       ] [1887/3614] Forecasting KYN...
[2025-12-09T20:25:50.430096] [INFO ] [sig       ] Generating forecast for: KYN
[2025-12-09T20:25:50.430126] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KYN' from 'https://tdm.silogroup.org/data/derivative_storage/KYN.csv'.
[2025-12-09T20:25:50.441709] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KYN'.
[2025-12-09T20:25:50.442044] [INFO ] [FORECASTER] Starting predict_future for KYN
[2025-12-09T20:25:50.442815] [DEBUG] [LOCAL     ] No optimal features file found for KYN: ./output/feature-sets/KYN.txt
[2025-12-09T20:25:50.442864] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:50.442895] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:50.442933] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:50.442989] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:50.498953] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:50.499722] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:50.499800] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:50.499839] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:50.616086] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:50.616233] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:50.616273] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:50.616301] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:50.619703] [DEBUG] [FORECASTER] KYN: Forecast T+1@11:T+2@11: UP (p=68.45%)
[2025-12-09T20:25:50.619985] [INFO ] [FORECASTER] Completed predict_future for KYN
[2025-12-09T20:25:50.620108] [INFO ] [sig       ] KYN: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:25:50.763417] [INFO ] [LOCAL     ] Saved forecast: KYN	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/KYN.txt
[2025-12-09T20:25:50.763598] [INFO ] [sig       ] [1887/3614] Completed KYN in 0.3s | 2.92 sym/s | Total: 10.8m | ETA: 9.9m
[2025-12-09T20:25:50.763640] [INFO ] [sig       ] [1888/3614] Forecasting KYTX...
[2025-12-09T20:25:50.763668] [INFO ] [sig       ] Generating forecast for: KYTX
[2025-12-09T20:25:50.763697] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KYTX' from 'https://tdm.silogroup.org/data/derivative_storage/KYTX.csv'.
[2025-12-09T20:25:50.775725] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KYTX'.
[2025-12-09T20:25:50.776027] [INFO ] [FORECASTER] Starting predict_future for KYTX
[2025-12-09T20:25:50.776817] [DEBUG] [LOCAL     ] No optimal features file found for KYTX: ./output/feature-sets/KYTX.txt
[2025-12-09T20:25:50.776872] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:50.776902] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:50.776928] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:50.776982] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:50.834228] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:50.835054] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:50.835134] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:50.835166] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:50.954716] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:50.954863] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:50.954902] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:50.954930] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:50.958254] [DEBUG] [FORECASTER] KYTX: Forecast T+1@11:T+2@11: DOWN (p=36.54%)
[2025-12-09T20:25:50.958524] [INFO ] [FORECASTER] Completed predict_future for KYTX
[2025-12-09T20:25:50.958664] [INFO ] [sig       ] KYTX: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:25:51.102357] [INFO ] [LOCAL     ] Saved forecast: KYTX	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/KYTX.txt
[2025-12-09T20:25:51.102504] [INFO ] [sig       ] [1888/3614] Completed KYTX in 0.3s | 2.92 sym/s | Total: 10.8m | ETA: 9.9m
[2025-12-09T20:25:51.102543] [INFO ] [sig       ] [1889/3614] Forecasting KZIA...
[2025-12-09T20:25:51.102595] [INFO ] [sig       ] Generating forecast for: KZIA
[2025-12-09T20:25:51.102631] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KZIA' from 'https://tdm.silogroup.org/data/derivative_storage/KZIA.csv'.
[2025-12-09T20:25:51.113237] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KZIA'.
[2025-12-09T20:25:51.113567] [INFO ] [FORECASTER] Starting predict_future for KZIA
[2025-12-09T20:25:51.114345] [DEBUG] [LOCAL     ] No optimal features file found for KZIA: ./output/feature-sets/KZIA.txt
[2025-12-09T20:25:51.114395] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:51.114426] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:51.114451] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:51.114505] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:51.169737] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:51.170490] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:51.170567] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:51.170625] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:51.288712] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:51.288857] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:51.288897] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:51.288924] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:51.292230] [DEBUG] [FORECASTER] KZIA: Forecast T+1@11:T+2@11: UP (p=83.58%)
[2025-12-09T20:25:51.292501] [INFO ] [FORECASTER] Completed predict_future for KZIA
[2025-12-09T20:25:51.292643] [INFO ] [sig       ] KZIA: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:25:51.443738] [INFO ] [LOCAL     ] Saved forecast: KZIA	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/KZIA.txt
[2025-12-09T20:25:51.443896] [INFO ] [sig       ] [1889/3614] Completed KZIA in 0.3s | 2.92 sym/s | Total: 10.8m | ETA: 9.9m
[2025-12-09T20:25:51.443938] [INFO ] [sig       ] [1890/3614] Forecasting L...
[2025-12-09T20:25:51.443966] [INFO ] [sig       ] Generating forecast for: L
[2025-12-09T20:25:51.443996] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'L' from 'https://tdm.silogroup.org/data/derivative_storage/L.csv'.
[2025-12-09T20:25:51.455554] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'L'.
[2025-12-09T20:25:51.455900] [INFO ] [FORECASTER] Starting predict_future for L
[2025-12-09T20:25:51.456765] [DEBUG] [LOCAL     ] No optimal features file found for L: ./output/feature-sets/L.txt
[2025-12-09T20:25:51.456820] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:51.456858] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:51.456890] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:51.456958] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:51.512846] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:51.513495] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:51.513586] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:51.513621] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:51.629891] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:51.630036] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:51.630076] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:51.630104] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:51.633412] [DEBUG] [FORECASTER] L: Forecast T+1@11:T+2@11: DOWN (p=14.66%)
[2025-12-09T20:25:51.633693] [INFO ] [FORECASTER] Completed predict_future for L
[2025-12-09T20:25:51.633814] [INFO ] [sig       ] L: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:25:51.771804] [INFO ] [LOCAL     ] Saved forecast: L	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/L.txt
[2025-12-09T20:25:51.771961] [INFO ] [sig       ] [1890/3614] Completed L in 0.3s | 2.92 sym/s | Total: 10.8m | ETA: 9.8m
[2025-12-09T20:25:51.772001] [INFO ] [sig       ] [1891/3614] Forecasting LAB...
[2025-12-09T20:25:51.772030] [INFO ] [sig       ] Generating forecast for: LAB
[2025-12-09T20:25:51.772067] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAB' from 'https://tdm.silogroup.org/data/derivative_storage/LAB.csv'.
[2025-12-09T20:25:51.784004] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAB'.
[2025-12-09T20:25:51.784306] [INFO ] [FORECASTER] Starting predict_future for LAB
[2025-12-09T20:25:51.785079] [DEBUG] [LOCAL     ] No optimal features file found for LAB: ./output/feature-sets/LAB.txt
[2025-12-09T20:25:51.785129] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:51.785159] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:51.785185] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:51.785249] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:51.841034] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:51.841900] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:51.841978] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:51.842010] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:51.961104] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:51.961251] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:51.961290] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:51.961318] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:51.964628] [DEBUG] [FORECASTER] LAB: Forecast T+1@11:T+2@11: DOWN (p=5.21%)
[2025-12-09T20:25:51.964888] [INFO ] [FORECASTER] Completed predict_future for LAB
[2025-12-09T20:25:51.965008] [INFO ] [sig       ] LAB: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:25:52.104620] [INFO ] [LOCAL     ] Saved forecast: LAB	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/LAB.txt
[2025-12-09T20:25:52.104776] [INFO ] [sig       ] [1891/3614] Completed LAB in 0.3s | 2.92 sym/s | Total: 10.8m | ETA: 9.8m
[2025-12-09T20:25:52.104815] [INFO ] [sig       ] [1892/3614] Forecasting LAC...
[2025-12-09T20:25:52.104844] [INFO ] [sig       ] Generating forecast for: LAC
[2025-12-09T20:25:52.104874] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAC' from 'https://tdm.silogroup.org/data/derivative_storage/LAC.csv'.
[2025-12-09T20:25:52.116395] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAC'.
[2025-12-09T20:25:52.116734] [INFO ] [FORECASTER] Starting predict_future for LAC
[2025-12-09T20:25:52.117525] [DEBUG] [LOCAL     ] No optimal features file found for LAC: ./output/feature-sets/LAC.txt
[2025-12-09T20:25:52.117600] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:52.117638] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:52.117665] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:52.117722] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:52.177711] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:52.178669] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:52.178753] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:52.178786] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:52.302463] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:52.302626] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:52.302668] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:52.302696] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:52.306065] [DEBUG] [FORECASTER] LAC: Forecast T+1@11:T+2@11: UP (p=57.18%)
[2025-12-09T20:25:52.306341] [INFO ] [FORECASTER] Completed predict_future for LAC
[2025-12-09T20:25:52.306458] [INFO ] [sig       ] LAC: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:25:52.446854] [INFO ] [LOCAL     ] Saved forecast: LAC	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/LAC.txt
[2025-12-09T20:25:52.447026] [INFO ] [sig       ] [1892/3614] Completed LAC in 0.3s | 2.92 sym/s | Total: 10.8m | ETA: 9.8m
[2025-12-09T20:25:52.447065] [INFO ] [sig       ] [1893/3614] Forecasting LAD...
[2025-12-09T20:25:52.447093] [INFO ] [sig       ] Generating forecast for: LAD
[2025-12-09T20:25:52.447122] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAD' from 'https://tdm.silogroup.org/data/derivative_storage/LAD.csv'.
[2025-12-09T20:25:52.460349] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAD'.
[2025-12-09T20:25:52.460760] [INFO ] [FORECASTER] Starting predict_future for LAD
[2025-12-09T20:25:52.461632] [DEBUG] [LOCAL     ] No optimal features file found for LAD: ./output/feature-sets/LAD.txt
[2025-12-09T20:25:52.461687] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:52.461721] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:52.461749] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:52.461805] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:52.522731] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:52.523803] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:52.523903] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:52.523984] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:52.644805] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:52.644995] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:52.645062] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:52.645114] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:52.650324] [DEBUG] [FORECASTER] LAD: Forecast T+1@11:T+2@11: UP (p=86.46%)
[2025-12-09T20:25:52.650768] [INFO ] [FORECASTER] Completed predict_future for LAD
[2025-12-09T20:25:52.650953] [INFO ] [sig       ] LAD: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:25:52.816432] [INFO ] [LOCAL     ] Saved forecast: LAD	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/LAD.txt
[2025-12-09T20:25:52.816651] [INFO ] [sig       ] [1893/3614] Completed LAD in 0.4s | 2.92 sym/s | Total: 10.8m | ETA: 9.8m
[2025-12-09T20:25:52.816698] [INFO ] [sig       ] [1894/3614] Forecasting LAES...
[2025-12-09T20:25:52.816729] [INFO ] [sig       ] Generating forecast for: LAES
[2025-12-09T20:25:52.816763] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAES' from 'https://tdm.silogroup.org/data/derivative_storage/LAES.csv'.
[2025-12-09T20:25:52.837654] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAES'.
[2025-12-09T20:25:52.838380] [INFO ] [FORECASTER] Starting predict_future for LAES
[2025-12-09T20:25:52.839561] [DEBUG] [LOCAL     ] No optimal features file found for LAES: ./output/feature-sets/LAES.txt
[2025-12-09T20:25:52.839667] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:52.839717] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:52.839761] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:52.839851] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:52.925626] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:52.926943] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:52.927065] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:52.927117] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:53.076726] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:53.076917] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:53.076973] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:53.077011] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:53.082230] [DEBUG] [FORECASTER] LAES: Forecast T+1@11:T+2@11: UP (p=80.99%)
[2025-12-09T20:25:53.082858] [INFO ] [FORECASTER] Completed predict_future for LAES
[2025-12-09T20:25:53.083082] [INFO ] [sig       ] LAES: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:25:53.306267] [INFO ] [LOCAL     ] Saved forecast: LAES	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/LAES.txt
[2025-12-09T20:25:53.306508] [INFO ] [sig       ] [1894/3614] Completed LAES in 0.5s | 2.92 sym/s | Total: 10.8m | ETA: 9.8m
[2025-12-09T20:25:53.306606] [INFO ] [sig       ] [1895/3614] Forecasting LAKE...
[2025-12-09T20:25:53.306664] [INFO ] [sig       ] Generating forecast for: LAKE
[2025-12-09T20:25:53.306719] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAKE' from 'https://tdm.silogroup.org/data/derivative_storage/LAKE.csv'.
[2025-12-09T20:25:53.328615] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAKE'.
[2025-12-09T20:25:53.329094] [INFO ] [FORECASTER] Starting predict_future for LAKE
[2025-12-09T20:25:53.330130] [DEBUG] [LOCAL     ] No optimal features file found for LAKE: ./output/feature-sets/LAKE.txt
[2025-12-09T20:25:53.330191] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:53.330231] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:53.330266] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:53.330341] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:53.402165] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:53.403209] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:53.403311] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:53.403350] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:53.545895] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:53.546118] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:53.546198] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:53.546251] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:53.551813] [DEBUG] [FORECASTER] LAKE: Forecast T+1@11:T+2@11: DOWN (p=21.68%)
[2025-12-09T20:25:53.552332] [INFO ] [FORECASTER] Completed predict_future for LAKE
[2025-12-09T20:25:53.552541] [INFO ] [sig       ] LAKE: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:25:53.729273] [INFO ] [LOCAL     ] Saved forecast: LAKE	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/LAKE.txt
[2025-12-09T20:25:53.729430] [INFO ] [sig       ] [1895/3614] Completed LAKE in 0.4s | 2.92 sym/s | Total: 10.8m | ETA: 9.8m
[2025-12-09T20:25:53.729470] [INFO ] [sig       ] [1896/3614] Forecasting LAND...
[2025-12-09T20:25:53.729499] [INFO ] [sig       ] Generating forecast for: LAND
[2025-12-09T20:25:53.729530] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAND' from 'https://tdm.silogroup.org/data/derivative_storage/LAND.csv'.
[2025-12-09T20:25:53.741943] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAND'.
[2025-12-09T20:25:53.742313] [INFO ] [FORECASTER] Starting predict_future for LAND
[2025-12-09T20:25:53.743143] [DEBUG] [LOCAL     ] No optimal features file found for LAND: ./output/feature-sets/LAND.txt
[2025-12-09T20:25:53.743195] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:53.743227] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:53.743254] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:53.743310] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:53.798851] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:53.799713] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:53.799792] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:53.799824] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:53.919469] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:53.919607] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:53.919646] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:53.919674] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:53.922811] [DEBUG] [FORECASTER] LAND: Forecast T+1@11:T+2@11: UP (p=89.72%)
[2025-12-09T20:25:53.923068] [INFO ] [FORECASTER] Completed predict_future for LAND
[2025-12-09T20:25:53.923185] [INFO ] [sig       ] LAND: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:25:54.069113] [INFO ] [LOCAL     ] Saved forecast: LAND	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/LAND.txt
[2025-12-09T20:25:54.069321] [INFO ] [sig       ] [1896/3614] Completed LAND in 0.3s | 2.92 sym/s | Total: 10.8m | ETA: 9.8m
[2025-12-09T20:25:54.069365] [INFO ] [sig       ] [1897/3614] Forecasting LANDO...
[2025-12-09T20:25:54.069400] [INFO ] [sig       ] Generating forecast for: LANDO
[2025-12-09T20:25:54.069447] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LANDO' from 'https://tdm.silogroup.org/data/derivative_storage/LANDO.csv'.
[2025-12-09T20:25:54.082751] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LANDO'.
[2025-12-09T20:25:54.083134] [INFO ] [FORECASTER] Starting predict_future for LANDO
[2025-12-09T20:25:54.084029] [DEBUG] [LOCAL     ] No optimal features file found for LANDO: ./output/feature-sets/LANDO.txt
[2025-12-09T20:25:54.084082] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:54.084115] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:54.084143] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:54.084198] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:54.148244] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:54.149080] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:54.149174] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:54.149211] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:54.259962] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:54.260109] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:54.260150] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:54.260179] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:54.263761] [DEBUG] [FORECASTER] LANDO: Forecast T+1@11:T+2@11: UP (p=86.25%)
[2025-12-09T20:25:54.264079] [INFO ] [FORECASTER] Completed predict_future for LANDO
[2025-12-09T20:25:54.264224] [INFO ] [sig       ] LANDO: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:25:54.411647] [INFO ] [LOCAL     ] Saved forecast: LANDO	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/LANDO.txt
[2025-12-09T20:25:54.411802] [INFO ] [sig       ] [1897/3614] Completed LANDO in 0.3s | 2.92 sym/s | Total: 10.8m | ETA: 9.8m
[2025-12-09T20:25:54.411842] [INFO ] [sig       ] [1898/3614] Forecasting LANDP...
[2025-12-09T20:25:54.411871] [INFO ] [sig       ] Generating forecast for: LANDP
[2025-12-09T20:25:54.411902] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LANDP' from 'https://tdm.silogroup.org/data/derivative_storage/LANDP.csv'.
[2025-12-09T20:25:54.424126] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LANDP'.
[2025-12-09T20:25:54.424515] [INFO ] [FORECASTER] Starting predict_future for LANDP
[2025-12-09T20:25:54.425306] [DEBUG] [LOCAL     ] No optimal features file found for LANDP: ./output/feature-sets/LANDP.txt
[2025-12-09T20:25:54.425357] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:54.425388] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:54.425414] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:54.425470] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:54.481924] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:54.482821] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:54.482904] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:54.482937] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:54.596502] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:54.596677] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:54.596719] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:54.596747] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:54.600840] [DEBUG] [FORECASTER] LANDP: Forecast T+1@11:T+2@11: DOWN (p=17.81%)
[2025-12-09T20:25:54.601129] [INFO ] [FORECASTER] Completed predict_future for LANDP
[2025-12-09T20:25:54.601430] [INFO ] [sig       ] LANDP: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:25:54.746193] [INFO ] [LOCAL     ] Saved forecast: LANDP	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/LANDP.txt
[2025-12-09T20:25:54.746347] [INFO ] [sig       ] [1898/3614] Completed LANDP in 0.3s | 2.92 sym/s | Total: 10.8m | ETA: 9.8m
[2025-12-09T20:25:54.746386] [INFO ] [sig       ] [1899/3614] Forecasting LASE...
[2025-12-09T20:25:54.746415] [INFO ] [sig       ] Generating forecast for: LASE
[2025-12-09T20:25:54.746446] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LASE' from 'https://tdm.silogroup.org/data/derivative_storage/LASE.csv'.
[2025-12-09T20:25:54.757930] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LASE'.
[2025-12-09T20:25:54.758286] [INFO ] [FORECASTER] Starting predict_future for LASE
[2025-12-09T20:25:54.759097] [DEBUG] [LOCAL     ] No optimal features file found for LASE: ./output/feature-sets/LASE.txt
[2025-12-09T20:25:54.759147] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:54.759180] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:54.759206] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:54.759260] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:54.816070] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:54.816957] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:54.817036] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:54.817069] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:54.935239] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:54.935391] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:54.935432] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:54.935460] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:54.938927] [DEBUG] [FORECASTER] LASE: Forecast T+1@11:T+2@11: DOWN (p=0.79%)
[2025-12-09T20:25:54.939207] [INFO ] [FORECASTER] Completed predict_future for LASE
[2025-12-09T20:25:54.939328] [INFO ] [sig       ] LASE: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:25:55.082079] [INFO ] [LOCAL     ] Saved forecast: LASE	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/LASE.txt
[2025-12-09T20:25:55.082193] [INFO ] [sig       ] [1899/3614] Completed LASE in 0.3s | 2.92 sym/s | Total: 10.8m | ETA: 9.8m
[2025-12-09T20:25:55.082230] [INFO ] [sig       ] [1900/3614] Forecasting LAZ...
[2025-12-09T20:25:55.082257] [INFO ] [sig       ] Generating forecast for: LAZ
[2025-12-09T20:25:55.082287] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAZ' from 'https://tdm.silogroup.org/data/derivative_storage/LAZ.csv'.
[2025-12-09T20:25:55.097124] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAZ'.
[2025-12-09T20:25:55.097548] [INFO ] [FORECASTER] Starting predict_future for LAZ
[2025-12-09T20:25:55.098754] [DEBUG] [LOCAL     ] No optimal features file found for LAZ: ./output/feature-sets/LAZ.txt
[2025-12-09T20:25:55.098820] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:55.098890] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:55.098926] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:55.098995] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:55.172436] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:55.173288] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:55.173368] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:55.173400] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:55.298139] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:55.298297] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:55.298338] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:55.298367] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:55.301912] [DEBUG] [FORECASTER] LAZ: Forecast T+1@11:T+2@11: DOWN (p=19.24%)
[2025-12-09T20:25:55.302248] [INFO ] [FORECASTER] Completed predict_future for LAZ
[2025-12-09T20:25:55.302385] [INFO ] [sig       ] LAZ: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:25:55.452245] [INFO ] [LOCAL     ] Saved forecast: LAZ	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/LAZ.txt
[2025-12-09T20:25:55.452399] [INFO ] [sig       ] [1900/3614] Completed LAZ in 0.4s | 2.92 sym/s | Total: 10.9m | ETA: 9.8m
[2025-12-09T20:25:55.452440] [INFO ] [sig       ] [1901/3614] Forecasting LBRDA...
[2025-12-09T20:25:55.452468] [INFO ] [sig       ] Generating forecast for: LBRDA
[2025-12-09T20:25:55.452498] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LBRDA' from 'https://tdm.silogroup.org/data/derivative_storage/LBRDA.csv'.
[2025-12-09T20:25:55.464700] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LBRDA'.
[2025-12-09T20:25:55.464960] [INFO ] [FORECASTER] Starting predict_future for LBRDA
[2025-12-09T20:25:55.465885] [DEBUG] [LOCAL     ] No optimal features file found for LBRDA: ./output/feature-sets/LBRDA.txt
[2025-12-09T20:25:55.465935] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:55.465968] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:55.465995] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:55.466049] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:55.523480] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:55.524146] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:55.524219] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:55.524251] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:55.641958] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:55.642103] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:55.642142] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:55.642170] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:55.645627] [DEBUG] [FORECASTER] LBRDA: Forecast T+1@11:T+2@11: UP (p=82.67%)
[2025-12-09T20:25:55.645892] [INFO ] [FORECASTER] Completed predict_future for LBRDA
[2025-12-09T20:25:55.646016] [INFO ] [sig       ] LBRDA: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:25:55.785193] [INFO ] [LOCAL     ] Saved forecast: LBRDA	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/LBRDA.txt
[2025-12-09T20:25:55.785309] [INFO ] [sig       ] [1901/3614] Completed LBRDA in 0.3s | 2.92 sym/s | Total: 10.9m | ETA: 9.8m
[2025-12-09T20:25:55.785347] [INFO ] [sig       ] [1902/3614] Forecasting LBRDK...
[2025-12-09T20:25:55.785375] [INFO ] [sig       ] Generating forecast for: LBRDK
[2025-12-09T20:25:55.785404] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LBRDK' from 'https://tdm.silogroup.org/data/derivative_storage/LBRDK.csv'.
[2025-12-09T20:25:55.796524] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LBRDK'.
[2025-12-09T20:25:55.796791] [INFO ] [FORECASTER] Starting predict_future for LBRDK
[2025-12-09T20:25:55.797552] [DEBUG] [LOCAL     ] No optimal features file found for LBRDK: ./output/feature-sets/LBRDK.txt
[2025-12-09T20:25:55.797624] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:55.797658] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:55.797684] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:55.797740] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:55.855254] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:55.856244] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:55.856324] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:55.856355] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:55.976787] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:55.976939] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:55.976979] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:55.977006] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:55.980711] [DEBUG] [FORECASTER] LBRDK: Forecast T+1@11:T+2@11: UP (p=80.30%)
[2025-12-09T20:25:55.980979] [INFO ] [FORECASTER] Completed predict_future for LBRDK
[2025-12-09T20:25:55.981288] [INFO ] [sig       ] LBRDK: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:25:56.123510] [INFO ] [LOCAL     ] Saved forecast: LBRDK	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/LBRDK.txt
[2025-12-09T20:25:56.123642] [INFO ] [sig       ] [1902/3614] Completed LBRDK in 0.3s | 2.92 sym/s | Total: 10.9m | ETA: 9.8m
[2025-12-09T20:25:56.123681] [INFO ] [sig       ] [1903/3614] Forecasting LBTYA...
[2025-12-09T20:25:56.123710] [INFO ] [sig       ] Generating forecast for: LBTYA
[2025-12-09T20:25:56.123739] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LBTYA' from 'https://tdm.silogroup.org/data/derivative_storage/LBTYA.csv'.
[2025-12-09T20:25:56.136451] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LBTYA'.
[2025-12-09T20:25:56.136806] [INFO ] [FORECASTER] Starting predict_future for LBTYA
[2025-12-09T20:25:56.137665] [DEBUG] [LOCAL     ] No optimal features file found for LBTYA: ./output/feature-sets/LBTYA.txt
[2025-12-09T20:25:56.137717] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:56.137748] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:56.137774] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:56.137829] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:56.200695] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:56.201683] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:56.201764] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:56.201797] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:56.330074] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:56.330227] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:56.330269] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:56.330329] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:56.334528] [DEBUG] [FORECASTER] LBTYA: Forecast T+1@11:T+2@11: DOWN (p=46.37%)
[2025-12-09T20:25:56.334873] [INFO ] [FORECASTER] Completed predict_future for LBTYA
[2025-12-09T20:25:56.335044] [INFO ] [sig       ] LBTYA: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:25:56.488526] [INFO ] [LOCAL     ] Saved forecast: LBTYA	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/LBTYA.txt
[2025-12-09T20:25:56.488696] [INFO ] [sig       ] [1903/3614] Completed LBTYA in 0.4s | 2.92 sym/s | Total: 10.9m | ETA: 9.8m
[2025-12-09T20:25:56.488738] [INFO ] [sig       ] [1904/3614] Forecasting LBTYK...
[2025-12-09T20:25:56.488767] [INFO ] [sig       ] Generating forecast for: LBTYK
[2025-12-09T20:25:56.488798] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LBTYK' from 'https://tdm.silogroup.org/data/derivative_storage/LBTYK.csv'.
[2025-12-09T20:25:56.501023] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LBTYK'.
[2025-12-09T20:25:56.501333] [INFO ] [FORECASTER] Starting predict_future for LBTYK
[2025-12-09T20:25:56.502168] [DEBUG] [LOCAL     ] No optimal features file found for LBTYK: ./output/feature-sets/LBTYK.txt
[2025-12-09T20:25:56.502222] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:56.502254] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:56.502280] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:56.502336] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:56.563399] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:56.564271] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:56.564354] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:56.564396] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:56.694513] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:56.694685] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:56.694727] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:56.694755] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:56.698488] [DEBUG] [FORECASTER] LBTYK: Forecast T+1@11:T+2@11: UP (p=94.64%)
[2025-12-09T20:25:56.698773] [INFO ] [FORECASTER] Completed predict_future for LBTYK
[2025-12-09T20:25:56.698892] [INFO ] [sig       ] LBTYK: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:25:56.840622] [INFO ] [LOCAL     ] Saved forecast: LBTYK	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/LBTYK.txt
[2025-12-09T20:25:56.840766] [INFO ] [sig       ] [1904/3614] Completed LBTYK in 0.4s | 2.92 sym/s | Total: 10.9m | ETA: 9.8m
[2025-12-09T20:25:56.840804] [INFO ] [sig       ] [1905/3614] Forecasting LC...
[2025-12-09T20:25:56.840833] [INFO ] [sig       ] Generating forecast for: LC
[2025-12-09T20:25:56.840861] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LC' from 'https://tdm.silogroup.org/data/derivative_storage/LC.csv'.
[2025-12-09T20:25:56.853731] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LC'.
[2025-12-09T20:25:56.854012] [INFO ] [FORECASTER] Starting predict_future for LC
[2025-12-09T20:25:56.854788] [DEBUG] [LOCAL     ] No optimal features file found for LC: ./output/feature-sets/LC.txt
[2025-12-09T20:25:56.854837] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:56.854868] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:56.854894] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:56.854948] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:56.910845] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:56.911499] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:56.911588] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:56.911622] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:57.030406] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:57.030557] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:57.030615] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:57.030646] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:57.034130] [DEBUG] [FORECASTER] LC: Forecast T+1@11:T+2@11: DOWN (p=12.95%)
[2025-12-09T20:25:57.034419] [INFO ] [FORECASTER] Completed predict_future for LC
[2025-12-09T20:25:57.034540] [INFO ] [sig       ] LC: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:25:57.174258] [INFO ] [LOCAL     ] Saved forecast: LC	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/LC.txt
[2025-12-09T20:25:57.174405] [INFO ] [sig       ] [1905/3614] Completed LC in 0.3s | 2.92 sym/s | Total: 10.9m | ETA: 9.8m
[2025-12-09T20:25:57.174444] [INFO ] [sig       ] [1906/3614] Forecasting LCFY...
[2025-12-09T20:25:57.174473] [INFO ] [sig       ] Generating forecast for: LCFY
[2025-12-09T20:25:57.174504] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LCFY' from 'https://tdm.silogroup.org/data/derivative_storage/LCFY.csv'.
[2025-12-09T20:25:57.185388] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LCFY'.
[2025-12-09T20:25:57.185753] [INFO ] [FORECASTER] Starting predict_future for LCFY
[2025-12-09T20:25:57.186498] [DEBUG] [LOCAL     ] No optimal features file found for LCFY: ./output/feature-sets/LCFY.txt
[2025-12-09T20:25:57.186548] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:57.186601] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:57.186630] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:57.186684] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:57.242594] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:57.243382] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:57.243465] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:57.243498] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:57.354981] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:57.355136] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:57.355178] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:57.355209] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:57.358877] [DEBUG] [FORECASTER] LCFY: Forecast T+1@11:T+2@11: UP (p=90.96%)
[2025-12-09T20:25:57.359186] [INFO ] [FORECASTER] Completed predict_future for LCFY
[2025-12-09T20:25:57.359490] [INFO ] [sig       ] LCFY: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:25:57.503657] [INFO ] [LOCAL     ] Saved forecast: LCFY	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/LCFY.txt
[2025-12-09T20:25:57.503783] [INFO ] [sig       ] [1906/3614] Completed LCFY in 0.3s | 2.92 sym/s | Total: 10.9m | ETA: 9.8m
[2025-12-09T20:25:57.503826] [INFO ] [sig       ] [1907/3614] Forecasting LCID...
[2025-12-09T20:25:57.503858] [INFO ] [sig       ] Generating forecast for: LCID
[2025-12-09T20:25:57.503887] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LCID' from 'https://tdm.silogroup.org/data/derivative_storage/LCID.csv'.
[2025-12-09T20:25:57.515172] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LCID'.
[2025-12-09T20:25:57.515470] [INFO ] [FORECASTER] Starting predict_future for LCID
[2025-12-09T20:25:57.516280] [DEBUG] [LOCAL     ] No optimal features file found for LCID: ./output/feature-sets/LCID.txt
[2025-12-09T20:25:57.516333] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:57.516367] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:57.516398] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:57.516457] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:57.576526] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:57.577395] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:57.577484] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:57.577544] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:57.702147] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:57.702320] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:57.702365] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:57.702395] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:57.705832] [DEBUG] [FORECASTER] LCID: Forecast T+1@11:T+2@11: DOWN (p=42.76%)
[2025-12-09T20:25:57.706134] [INFO ] [FORECASTER] Completed predict_future for LCID
[2025-12-09T20:25:57.706262] [INFO ] [sig       ] LCID: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:25:57.849765] [INFO ] [LOCAL     ] Saved forecast: LCID	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/LCID.txt
[2025-12-09T20:25:57.849890] [INFO ] [sig       ] [1907/3614] Completed LCID in 0.3s | 2.92 sym/s | Total: 10.9m | ETA: 9.8m
[2025-12-09T20:25:57.849932] [INFO ] [sig       ] [1908/3614] Forecasting LCII...
[2025-12-09T20:25:57.849962] [INFO ] [sig       ] Generating forecast for: LCII
[2025-12-09T20:25:57.849993] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LCII' from 'https://tdm.silogroup.org/data/derivative_storage/LCII.csv'.
[2025-12-09T20:25:57.862259] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LCII'.
[2025-12-09T20:25:57.862616] [INFO ] [FORECASTER] Starting predict_future for LCII
[2025-12-09T20:25:57.863403] [DEBUG] [LOCAL     ] No optimal features file found for LCII: ./output/feature-sets/LCII.txt
[2025-12-09T20:25:57.863456] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:57.863492] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:57.863521] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:57.863604] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:57.922855] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:57.923810] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:57.923892] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:57.923926] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:58.040870] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:58.041023] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:58.041067] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:58.041096] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:58.044569] [DEBUG] [FORECASTER] LCII: Forecast T+1@11:T+2@11: DOWN (p=6.01%)
[2025-12-09T20:25:58.044863] [INFO ] [FORECASTER] Completed predict_future for LCII
[2025-12-09T20:25:58.044993] [INFO ] [sig       ] LCII: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:25:58.188224] [INFO ] [LOCAL     ] Saved forecast: LCII	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/LCII.txt
[2025-12-09T20:25:58.188367] [INFO ] [sig       ] [1908/3614] Completed LCII in 0.3s | 2.92 sym/s | Total: 10.9m | ETA: 9.7m
[2025-12-09T20:25:58.188406] [INFO ] [sig       ] [1909/3614] Forecasting LCNB...
[2025-12-09T20:25:58.188436] [INFO ] [sig       ] Generating forecast for: LCNB
[2025-12-09T20:25:58.188466] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LCNB' from 'https://tdm.silogroup.org/data/derivative_storage/LCNB.csv'.
[2025-12-09T20:25:58.199324] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LCNB'.
[2025-12-09T20:25:58.199640] [INFO ] [FORECASTER] Starting predict_future for LCNB
[2025-12-09T20:25:58.200389] [DEBUG] [LOCAL     ] No optimal features file found for LCNB: ./output/feature-sets/LCNB.txt
[2025-12-09T20:25:58.200439] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:58.200470] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:58.200496] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:58.200551] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:58.257457] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:58.258225] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:58.258305] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:58.258337] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:58.371589] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:58.371739] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:58.371780] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:58.371808] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:58.375524] [DEBUG] [FORECASTER] LCNB: Forecast T+1@11:T+2@11: DOWN (p=11.91%)
[2025-12-09T20:25:58.375843] [INFO ] [FORECASTER] Completed predict_future for LCNB
[2025-12-09T20:25:58.375977] [INFO ] [sig       ] LCNB: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:25:58.524762] [INFO ] [LOCAL     ] Saved forecast: LCNB	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/LCNB.txt
[2025-12-09T20:25:58.524916] [INFO ] [sig       ] [1909/3614] Completed LCNB in 0.3s | 2.92 sym/s | Total: 10.9m | ETA: 9.7m
[2025-12-09T20:25:58.524956] [INFO ] [sig       ] [1910/3614] Forecasting LDI...
[2025-12-09T20:25:58.524985] [INFO ] [sig       ] Generating forecast for: LDI
[2025-12-09T20:25:58.525015] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LDI' from 'https://tdm.silogroup.org/data/derivative_storage/LDI.csv'.
[2025-12-09T20:25:58.539025] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LDI'.
[2025-12-09T20:25:58.539425] [INFO ] [FORECASTER] Starting predict_future for LDI
[2025-12-09T20:25:58.540258] [DEBUG] [LOCAL     ] No optimal features file found for LDI: ./output/feature-sets/LDI.txt
[2025-12-09T20:25:58.540313] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:58.540345] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:58.540373] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:58.540430] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:58.603398] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:58.604281] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:58.604396] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:58.604431] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:58.726815] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:58.726970] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:58.727010] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:58.727038] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:58.730980] [DEBUG] [FORECASTER] LDI: Forecast T+1@11:T+2@11: UP (p=97.59%)
[2025-12-09T20:25:58.731339] [INFO ] [FORECASTER] Completed predict_future for LDI
[2025-12-09T20:25:58.731484] [INFO ] [sig       ] LDI: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:25:58.888846] [INFO ] [LOCAL     ] Saved forecast: LDI	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/LDI.txt
[2025-12-09T20:25:58.889001] [INFO ] [sig       ] [1910/3614] Completed LDI in 0.4s | 2.92 sym/s | Total: 10.9m | ETA: 9.7m
[2025-12-09T20:25:58.889042] [INFO ] [sig       ] [1911/3614] Forecasting LDOS...
[2025-12-09T20:25:58.889072] [INFO ] [sig       ] Generating forecast for: LDOS
[2025-12-09T20:25:58.889104] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LDOS' from 'https://tdm.silogroup.org/data/derivative_storage/LDOS.csv'.
[2025-12-09T20:25:58.902626] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LDOS'.
[2025-12-09T20:25:58.903080] [INFO ] [FORECASTER] Starting predict_future for LDOS
[2025-12-09T20:25:58.904142] [DEBUG] [LOCAL     ] No optimal features file found for LDOS: ./output/feature-sets/LDOS.txt
[2025-12-09T20:25:58.904206] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:58.904264] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:58.904308] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:58.904393] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:58.981285] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:58.982148] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:58.982231] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:58.982263] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:59.100357] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:59.100505] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:59.100546] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:59.100594] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:59.104045] [DEBUG] [FORECASTER] LDOS: Forecast T+1@11:T+2@11: UP (p=81.55%)
[2025-12-09T20:25:59.104325] [INFO ] [FORECASTER] Completed predict_future for LDOS
[2025-12-09T20:25:59.104450] [INFO ] [sig       ] LDOS: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:25:59.251725] [INFO ] [LOCAL     ] Saved forecast: LDOS	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/LDOS.txt
[2025-12-09T20:25:59.251862] [INFO ] [sig       ] [1911/3614] Completed LDOS in 0.4s | 2.92 sym/s | Total: 10.9m | ETA: 9.7m
[2025-12-09T20:25:59.251902] [INFO ] [sig       ] [1912/3614] Forecasting LDP...
[2025-12-09T20:25:59.251930] [INFO ] [sig       ] Generating forecast for: LDP
[2025-12-09T20:25:59.251960] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LDP' from 'https://tdm.silogroup.org/data/derivative_storage/LDP.csv'.
[2025-12-09T20:25:59.264533] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LDP'.
[2025-12-09T20:25:59.264852] [INFO ] [FORECASTER] Starting predict_future for LDP
[2025-12-09T20:25:59.265619] [DEBUG] [LOCAL     ] No optimal features file found for LDP: ./output/feature-sets/LDP.txt
[2025-12-09T20:25:59.265669] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:59.265700] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:59.265726] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:59.265780] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:59.322658] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:59.323340] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:59.323416] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:59.323448] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:59.445921] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:59.446076] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:59.446119] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:59.446148] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:59.450014] [DEBUG] [FORECASTER] LDP: Forecast T+1@11:T+2@11: DOWN (p=6.44%)
[2025-12-09T20:25:59.450299] [INFO ] [FORECASTER] Completed predict_future for LDP
[2025-12-09T20:25:59.450423] [INFO ] [sig       ] LDP: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:25:59.606788] [INFO ] [LOCAL     ] Saved forecast: LDP	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/LDP.txt
[2025-12-09T20:25:59.606920] [INFO ] [sig       ] [1912/3614] Completed LDP in 0.4s | 2.92 sym/s | Total: 10.9m | ETA: 9.7m
[2025-12-09T20:25:59.606958] [INFO ] [sig       ] [1913/3614] Forecasting LDSF...
[2025-12-09T20:25:59.606986] [INFO ] [sig       ] Generating forecast for: LDSF
[2025-12-09T20:25:59.607016] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LDSF' from 'https://tdm.silogroup.org/data/derivative_storage/LDSF.csv'.
[2025-12-09T20:25:59.620015] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LDSF'.
[2025-12-09T20:25:59.620386] [INFO ] [FORECASTER] Starting predict_future for LDSF
[2025-12-09T20:25:59.621381] [DEBUG] [LOCAL     ] No optimal features file found for LDSF: ./output/feature-sets/LDSF.txt
[2025-12-09T20:25:59.621433] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:59.621465] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:59.621492] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:59.621552] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:25:59.683654] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:25:59.684374] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:25:59.684454] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:25:59.684487] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:25:59.804504] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:25:59.804666] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:25:59.804708] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:25:59.804737] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:25:59.808222] [DEBUG] [FORECASTER] LDSF: Forecast T+1@11:T+2@11: DOWN (p=9.09%)
[2025-12-09T20:25:59.808546] [INFO ] [FORECASTER] Completed predict_future for LDSF
[2025-12-09T20:25:59.808724] [INFO ] [sig       ] LDSF: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:25:59.953055] [INFO ] [LOCAL     ] Saved forecast: LDSF	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/LDSF.txt
[2025-12-09T20:25:59.953208] [INFO ] [sig       ] [1913/3614] Completed LDSF in 0.3s | 2.92 sym/s | Total: 10.9m | ETA: 9.7m
[2025-12-09T20:25:59.953247] [INFO ] [sig       ] [1914/3614] Forecasting LE...
[2025-12-09T20:25:59.953276] [INFO ] [sig       ] Generating forecast for: LE
[2025-12-09T20:25:59.953307] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LE' from 'https://tdm.silogroup.org/data/derivative_storage/LE.csv'.
[2025-12-09T20:25:59.964669] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LE'.
[2025-12-09T20:25:59.964934] [INFO ] [FORECASTER] Starting predict_future for LE
[2025-12-09T20:25:59.965709] [DEBUG] [LOCAL     ] No optimal features file found for LE: ./output/feature-sets/LE.txt
[2025-12-09T20:25:59.965758] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:25:59.965789] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:25:59.965816] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:25:59.965871] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:00.024283] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:00.025127] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:00.025205] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:00.025237] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:00.148698] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:00.148836] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:00.148875] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:00.148903] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:00.152596] [DEBUG] [FORECASTER] LE: Forecast T+1@11:T+2@11: UP (p=75.38%)
[2025-12-09T20:26:00.152869] [INFO ] [FORECASTER] Completed predict_future for LE
[2025-12-09T20:26:00.152996] [INFO ] [sig       ] LE: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:26:00.292804] [INFO ] [LOCAL     ] Saved forecast: LE	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/LE.txt
[2025-12-09T20:26:00.292943] [INFO ] [sig       ] [1914/3614] Completed LE in 0.3s | 2.92 sym/s | Total: 10.9m | ETA: 9.7m
[2025-12-09T20:26:00.292988] [INFO ] [sig       ] [1915/3614] Forecasting LEA...
[2025-12-09T20:26:00.293018] [INFO ] [sig       ] Generating forecast for: LEA
[2025-12-09T20:26:00.293055] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEA' from 'https://tdm.silogroup.org/data/derivative_storage/LEA.csv'.
[2025-12-09T20:26:00.305460] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEA'.
[2025-12-09T20:26:00.305789] [INFO ] [FORECASTER] Starting predict_future for LEA
[2025-12-09T20:26:00.306758] [DEBUG] [LOCAL     ] No optimal features file found for LEA: ./output/feature-sets/LEA.txt
[2025-12-09T20:26:00.306808] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:00.306838] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:00.306863] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:00.306917] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:00.363920] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:00.364773] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:00.364857] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:00.364888] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:00.484564] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:00.484740] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:00.484780] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:00.484808] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:00.488266] [DEBUG] [FORECASTER] LEA: Forecast T+1@11:T+2@11: DOWN (p=26.48%)
[2025-12-09T20:26:00.488545] [INFO ] [FORECASTER] Completed predict_future for LEA
[2025-12-09T20:26:00.488686] [INFO ] [sig       ] LEA: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:26:00.631104] [INFO ] [LOCAL     ] Saved forecast: LEA	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/LEA.txt
[2025-12-09T20:26:00.631245] [INFO ] [sig       ] [1915/3614] Completed LEA in 0.3s | 2.92 sym/s | Total: 10.9m | ETA: 9.7m
[2025-12-09T20:26:00.631283] [INFO ] [sig       ] [1916/3614] Forecasting LECO...
[2025-12-09T20:26:00.631312] [INFO ] [sig       ] Generating forecast for: LECO
[2025-12-09T20:26:00.631341] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LECO' from 'https://tdm.silogroup.org/data/derivative_storage/LECO.csv'.
[2025-12-09T20:26:00.645786] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LECO'.
[2025-12-09T20:26:00.646107] [INFO ] [FORECASTER] Starting predict_future for LECO
[2025-12-09T20:26:00.646937] [DEBUG] [LOCAL     ] No optimal features file found for LECO: ./output/feature-sets/LECO.txt
[2025-12-09T20:26:00.646988] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:00.647019] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:00.647046] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:00.647105] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:00.704069] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:00.704907] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:00.704990] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:00.705021] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:00.820476] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:00.820647] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:00.820689] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:00.820718] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:00.824078] [DEBUG] [FORECASTER] LECO: Forecast T+1@11:T+2@11: UP (p=77.25%)
[2025-12-09T20:26:00.824359] [INFO ] [FORECASTER] Completed predict_future for LECO
[2025-12-09T20:26:00.824496] [INFO ] [sig       ] LECO: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:26:00.964346] [INFO ] [LOCAL     ] Saved forecast: LECO	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/LECO.txt
[2025-12-09T20:26:00.964479] [INFO ] [sig       ] [1916/3614] Completed LECO in 0.3s | 2.92 sym/s | Total: 10.9m | ETA: 9.7m
[2025-12-09T20:26:00.964517] [INFO ] [sig       ] [1917/3614] Forecasting LEG...
[2025-12-09T20:26:00.964547] [INFO ] [sig       ] Generating forecast for: LEG
[2025-12-09T20:26:00.964593] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEG' from 'https://tdm.silogroup.org/data/derivative_storage/LEG.csv'.
[2025-12-09T20:26:00.976138] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEG'.
[2025-12-09T20:26:00.976467] [INFO ] [FORECASTER] Starting predict_future for LEG
[2025-12-09T20:26:00.977252] [DEBUG] [LOCAL     ] No optimal features file found for LEG: ./output/feature-sets/LEG.txt
[2025-12-09T20:26:00.977302] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:00.977356] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:00.977383] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:00.977438] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:01.036337] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:01.037034] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:01.037110] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:01.037141] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:01.168151] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:01.168550] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:01.169652] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:01.169710] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:01.174889] [DEBUG] [FORECASTER] LEG: Forecast T+1@11:T+2@11: DOWN (p=0.40%)
[2025-12-09T20:26:01.175262] [INFO ] [FORECASTER] Completed predict_future for LEG
[2025-12-09T20:26:01.175429] [INFO ] [sig       ] LEG: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:26:01.315952] [INFO ] [LOCAL     ] Saved forecast: LEG	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/LEG.txt
[2025-12-09T20:26:01.316094] [INFO ] [sig       ] [1917/3614] Completed LEG in 0.4s | 2.92 sym/s | Total: 11.0m | ETA: 9.7m
[2025-12-09T20:26:01.316133] [INFO ] [sig       ] [1918/3614] Forecasting LEGH...
[2025-12-09T20:26:01.316162] [INFO ] [sig       ] Generating forecast for: LEGH
[2025-12-09T20:26:01.316192] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEGH' from 'https://tdm.silogroup.org/data/derivative_storage/LEGH.csv'.
[2025-12-09T20:26:01.327159] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEGH'.
[2025-12-09T20:26:01.327447] [INFO ] [FORECASTER] Starting predict_future for LEGH
[2025-12-09T20:26:01.328307] [DEBUG] [LOCAL     ] No optimal features file found for LEGH: ./output/feature-sets/LEGH.txt
[2025-12-09T20:26:01.328358] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:01.328389] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:01.328414] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:01.328468] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:01.383965] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:01.384760] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:01.384837] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:01.384868] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:01.501323] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:01.501473] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:01.501514] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:01.501560] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:01.504870] [DEBUG] [FORECASTER] LEGH: Forecast T+1@11:T+2@11: UP (p=67.49%)
[2025-12-09T20:26:01.505137] [INFO ] [FORECASTER] Completed predict_future for LEGH
[2025-12-09T20:26:01.505254] [INFO ] [sig       ] LEGH: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:26:01.664753] [INFO ] [LOCAL     ] Saved forecast: LEGH	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/LEGH.txt
[2025-12-09T20:26:01.664912] [INFO ] [sig       ] [1918/3614] Completed LEGH in 0.3s | 2.92 sym/s | Total: 11.0m | ETA: 9.7m
[2025-12-09T20:26:01.664954] [INFO ] [sig       ] [1919/3614] Forecasting LEGN...
[2025-12-09T20:26:01.664984] [INFO ] [sig       ] Generating forecast for: LEGN
[2025-12-09T20:26:01.665013] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEGN' from 'https://tdm.silogroup.org/data/derivative_storage/LEGN.csv'.
[2025-12-09T20:26:01.677369] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEGN'.
[2025-12-09T20:26:01.677808] [INFO ] [FORECASTER] Starting predict_future for LEGN
[2025-12-09T20:26:01.678713] [DEBUG] [LOCAL     ] No optimal features file found for LEGN: ./output/feature-sets/LEGN.txt
[2025-12-09T20:26:01.678766] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:01.678798] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:01.678824] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:01.678879] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:01.735319] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:01.736178] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:01.736277] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:01.736326] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:01.865037] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:01.865199] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:01.865241] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:01.865270] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:01.868879] [DEBUG] [FORECASTER] LEGN: Forecast T+1@11:T+2@11: DOWN (p=3.51%)
[2025-12-09T20:26:01.869214] [INFO ] [FORECASTER] Completed predict_future for LEGN
[2025-12-09T20:26:01.869348] [INFO ] [sig       ] LEGN: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:26:02.036499] [INFO ] [LOCAL     ] Saved forecast: LEGN	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/LEGN.txt
[2025-12-09T20:26:02.036674] [INFO ] [sig       ] [1919/3614] Completed LEGN in 0.4s | 2.92 sym/s | Total: 11.0m | ETA: 9.7m
[2025-12-09T20:26:02.036715] [INFO ] [sig       ] [1920/3614] Forecasting LEN...
[2025-12-09T20:26:02.036744] [INFO ] [sig       ] Generating forecast for: LEN
[2025-12-09T20:26:02.036776] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEN' from 'https://tdm.silogroup.org/data/derivative_storage/LEN.csv'.
[2025-12-09T20:26:02.049215] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEN'.
[2025-12-09T20:26:02.049617] [INFO ] [FORECASTER] Starting predict_future for LEN
[2025-12-09T20:26:02.050423] [DEBUG] [LOCAL     ] No optimal features file found for LEN: ./output/feature-sets/LEN.txt
[2025-12-09T20:26:02.050475] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:02.050507] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:02.050533] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:02.050609] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:02.108345] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:02.109210] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:02.109307] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:02.109339] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:02.231379] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:02.231531] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:02.231588] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:02.231654] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:02.235049] [DEBUG] [FORECASTER] LEN: Forecast T+1@11:T+2@11: UP (p=79.43%)
[2025-12-09T20:26:02.235351] [INFO ] [FORECASTER] Completed predict_future for LEN
[2025-12-09T20:26:02.235476] [INFO ] [sig       ] LEN: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:26:02.379426] [INFO ] [LOCAL     ] Saved forecast: LEN	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/LEN.txt
[2025-12-09T20:26:02.379600] [INFO ] [sig       ] [1920/3614] Completed LEN in 0.3s | 2.92 sym/s | Total: 11.0m | ETA: 9.7m
[2025-12-09T20:26:02.379642] [INFO ] [sig       ] [1921/3614] Forecasting LENZ...
[2025-12-09T20:26:02.379671] [INFO ] [sig       ] Generating forecast for: LENZ
[2025-12-09T20:26:02.379702] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LENZ' from 'https://tdm.silogroup.org/data/derivative_storage/LENZ.csv'.
[2025-12-09T20:26:02.391613] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LENZ'.
[2025-12-09T20:26:02.391991] [INFO ] [FORECASTER] Starting predict_future for LENZ
[2025-12-09T20:26:02.392958] [DEBUG] [LOCAL     ] No optimal features file found for LENZ: ./output/feature-sets/LENZ.txt
[2025-12-09T20:26:02.393008] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:02.393038] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:02.393065] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:02.393119] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:02.450704] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:02.451541] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:02.451642] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:02.451675] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:02.572456] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:02.572626] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:02.572667] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:02.572697] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:02.576142] [DEBUG] [FORECASTER] LENZ: Forecast T+1@11:T+2@11: UP (p=84.35%)
[2025-12-09T20:26:02.576454] [INFO ] [FORECASTER] Completed predict_future for LENZ
[2025-12-09T20:26:02.576605] [INFO ] [sig       ] LENZ: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:26:02.730511] [INFO ] [LOCAL     ] Saved forecast: LENZ	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/LENZ.txt
[2025-12-09T20:26:02.730678] [INFO ] [sig       ] [1921/3614] Completed LENZ in 0.4s | 2.92 sym/s | Total: 11.0m | ETA: 9.7m
[2025-12-09T20:26:02.730719] [INFO ] [sig       ] [1922/3614] Forecasting LEO...
[2025-12-09T20:26:02.730749] [INFO ] [sig       ] Generating forecast for: LEO
[2025-12-09T20:26:02.730779] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEO' from 'https://tdm.silogroup.org/data/derivative_storage/LEO.csv'.
[2025-12-09T20:26:02.742208] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEO'.
[2025-12-09T20:26:02.742786] [INFO ] [FORECASTER] Starting predict_future for LEO
[2025-12-09T20:26:02.743550] [DEBUG] [LOCAL     ] No optimal features file found for LEO: ./output/feature-sets/LEO.txt
[2025-12-09T20:26:02.743622] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:02.743653] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:02.743693] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:02.743750] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:02.806280] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:02.807131] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:02.807211] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:02.807245] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:02.937352] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:02.937528] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:02.937595] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:02.937628] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:02.941513] [DEBUG] [FORECASTER] LEO: Forecast T+1@11:T+2@11: UP (p=79.41%)
[2025-12-09T20:26:02.941883] [INFO ] [FORECASTER] Completed predict_future for LEO
[2025-12-09T20:26:02.942015] [INFO ] [sig       ] LEO: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:26:03.094815] [INFO ] [LOCAL     ] Saved forecast: LEO	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/LEO.txt
[2025-12-09T20:26:03.094964] [INFO ] [sig       ] [1922/3614] Completed LEO in 0.4s | 2.92 sym/s | Total: 11.0m | ETA: 9.7m
[2025-12-09T20:26:03.095002] [INFO ] [sig       ] [1923/3614] Forecasting LESL...
[2025-12-09T20:26:03.095030] [INFO ] [sig       ] Generating forecast for: LESL
[2025-12-09T20:26:03.095061] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LESL' from 'https://tdm.silogroup.org/data/derivative_storage/LESL.csv'.
[2025-12-09T20:26:03.107005] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LESL'.
[2025-12-09T20:26:03.107630] [INFO ] [FORECASTER] Starting predict_future for LESL
[2025-12-09T20:26:03.108506] [DEBUG] [LOCAL     ] No optimal features file found for LESL: ./output/feature-sets/LESL.txt
[2025-12-09T20:26:03.108599] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:03.108633] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:03.108660] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:03.108718] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:03.170753] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:03.171618] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:03.171700] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:03.171733] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:03.297048] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:03.297191] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:03.297233] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:03.297262] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:03.300634] [DEBUG] [FORECASTER] LESL: Forecast T+1@11:T+2@11: DOWN (p=8.16%)
[2025-12-09T20:26:03.300898] [INFO ] [FORECASTER] Completed predict_future for LESL
[2025-12-09T20:26:03.301016] [INFO ] [sig       ] LESL: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:26:03.445983] [INFO ] [LOCAL     ] Saved forecast: LESL	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/LESL.txt
[2025-12-09T20:26:03.446109] [INFO ] [sig       ] [1923/3614] Completed LESL in 0.4s | 2.92 sym/s | Total: 11.0m | ETA: 9.7m
[2025-12-09T20:26:03.446147] [INFO ] [sig       ] [1924/3614] Forecasting LEVI...
[2025-12-09T20:26:03.446177] [INFO ] [sig       ] Generating forecast for: LEVI
[2025-12-09T20:26:03.446208] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEVI' from 'https://tdm.silogroup.org/data/derivative_storage/LEVI.csv'.
[2025-12-09T20:26:03.457881] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEVI'.
[2025-12-09T20:26:03.458175] [INFO ] [FORECASTER] Starting predict_future for LEVI
[2025-12-09T20:26:03.458993] [DEBUG] [LOCAL     ] No optimal features file found for LEVI: ./output/feature-sets/LEVI.txt
[2025-12-09T20:26:03.459044] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:03.459078] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:03.459112] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:03.459182] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:03.516995] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:03.517649] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:03.517724] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:03.517756] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:03.644349] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:03.644489] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:03.644531] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:03.644561] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:03.647997] [DEBUG] [FORECASTER] LEVI: Forecast T+1@11:T+2@11: DOWN (p=48.90%)
[2025-12-09T20:26:03.648306] [INFO ] [FORECASTER] Completed predict_future for LEVI
[2025-12-09T20:26:03.648430] [INFO ] [sig       ] LEVI: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:26:03.792496] [INFO ] [LOCAL     ] Saved forecast: LEVI	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/LEVI.txt
[2025-12-09T20:26:03.792631] [INFO ] [sig       ] [1924/3614] Completed LEVI in 0.3s | 2.92 sym/s | Total: 11.0m | ETA: 9.7m
[2025-12-09T20:26:03.792672] [INFO ] [sig       ] [1925/3614] Forecasting LFMD...
[2025-12-09T20:26:03.792700] [INFO ] [sig       ] Generating forecast for: LFMD
[2025-12-09T20:26:03.792728] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LFMD' from 'https://tdm.silogroup.org/data/derivative_storage/LFMD.csv'.
[2025-12-09T20:26:03.804089] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LFMD'.
[2025-12-09T20:26:03.804411] [INFO ] [FORECASTER] Starting predict_future for LFMD
[2025-12-09T20:26:03.805180] [DEBUG] [LOCAL     ] No optimal features file found for LFMD: ./output/feature-sets/LFMD.txt
[2025-12-09T20:26:03.805230] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:03.805262] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:03.805288] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:03.805342] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:03.864933] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:03.865786] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:03.865865] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:03.865899] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:03.990786] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:03.990928] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:03.990967] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:03.990995] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:03.994659] [DEBUG] [FORECASTER] LFMD: Forecast T+1@11:T+2@11: UP (p=86.63%)
[2025-12-09T20:26:03.994920] [INFO ] [FORECASTER] Completed predict_future for LFMD
[2025-12-09T20:26:03.995041] [INFO ] [sig       ] LFMD: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:26:04.135102] [INFO ] [LOCAL     ] Saved forecast: LFMD	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/LFMD.txt
[2025-12-09T20:26:04.135238] [INFO ] [sig       ] [1925/3614] Completed LFMD in 0.3s | 2.92 sym/s | Total: 11.0m | ETA: 9.7m
[2025-12-09T20:26:04.135277] [INFO ] [sig       ] [1926/3614] Forecasting LFUS...
[2025-12-09T20:26:04.135306] [INFO ] [sig       ] Generating forecast for: LFUS
[2025-12-09T20:26:04.135343] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LFUS' from 'https://tdm.silogroup.org/data/derivative_storage/LFUS.csv'.
[2025-12-09T20:26:04.147263] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LFUS'.
[2025-12-09T20:26:04.147619] [INFO ] [FORECASTER] Starting predict_future for LFUS
[2025-12-09T20:26:04.148398] [DEBUG] [LOCAL     ] No optimal features file found for LFUS: ./output/feature-sets/LFUS.txt
[2025-12-09T20:26:04.148451] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:04.148483] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:04.148511] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:04.148592] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:04.212362] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:04.213193] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:04.213272] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:04.213304] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:04.340687] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:04.340830] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:04.340870] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:04.340898] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:04.344212] [DEBUG] [FORECASTER] LFUS: Forecast T+1@11:T+2@11: DOWN (p=12.06%)
[2025-12-09T20:26:04.344681] [INFO ] [FORECASTER] Completed predict_future for LFUS
[2025-12-09T20:26:04.344805] [INFO ] [sig       ] LFUS: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:26:04.489195] [INFO ] [LOCAL     ] Saved forecast: LFUS	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/LFUS.txt
[2025-12-09T20:26:04.489347] [INFO ] [sig       ] [1926/3614] Completed LFUS in 0.4s | 2.92 sym/s | Total: 11.0m | ETA: 9.6m
[2025-12-09T20:26:04.489388] [INFO ] [sig       ] [1927/3614] Forecasting LFVN...
[2025-12-09T20:26:04.489418] [INFO ] [sig       ] Generating forecast for: LFVN
[2025-12-09T20:26:04.489451] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LFVN' from 'https://tdm.silogroup.org/data/derivative_storage/LFVN.csv'.
[2025-12-09T20:26:04.501476] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LFVN'.
[2025-12-09T20:26:04.501848] [INFO ] [FORECASTER] Starting predict_future for LFVN
[2025-12-09T20:26:04.502653] [DEBUG] [LOCAL     ] No optimal features file found for LFVN: ./output/feature-sets/LFVN.txt
[2025-12-09T20:26:04.502706] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:04.502739] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:04.502767] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:04.502825] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:04.560210] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:04.560908] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:04.561011] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:04.561053] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:04.680856] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:04.681000] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:04.681041] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:04.681069] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:04.684601] [DEBUG] [FORECASTER] LFVN: Forecast T+1@11:T+2@11: UP (p=62.66%)
[2025-12-09T20:26:04.684867] [INFO ] [FORECASTER] Completed predict_future for LFVN
[2025-12-09T20:26:04.684985] [INFO ] [sig       ] LFVN: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:26:04.826938] [INFO ] [LOCAL     ] Saved forecast: LFVN	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/LFVN.txt
[2025-12-09T20:26:04.827063] [INFO ] [sig       ] [1927/3614] Completed LFVN in 0.3s | 2.92 sym/s | Total: 11.0m | ETA: 9.6m
[2025-12-09T20:26:04.827101] [INFO ] [sig       ] [1928/3614] Forecasting LGCL...
[2025-12-09T20:26:04.827130] [INFO ] [sig       ] Generating forecast for: LGCL
[2025-12-09T20:26:04.827160] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LGCL' from 'https://tdm.silogroup.org/data/derivative_storage/LGCL.csv'.
[2025-12-09T20:26:04.838759] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LGCL'.
[2025-12-09T20:26:04.839061] [INFO ] [FORECASTER] Starting predict_future for LGCL
[2025-12-09T20:26:04.839910] [DEBUG] [LOCAL     ] No optimal features file found for LGCL: ./output/feature-sets/LGCL.txt
[2025-12-09T20:26:04.839962] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:04.839994] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:04.840021] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:04.840079] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:04.897570] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:04.898392] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:04.898471] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:04.898502] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:05.010227] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:05.010375] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:05.010419] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:05.010446] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:05.013773] [DEBUG] [FORECASTER] LGCL: Forecast T+1@11:T+2@11: UP (p=50.18%)
[2025-12-09T20:26:05.014038] [INFO ] [FORECASTER] Completed predict_future for LGCL
[2025-12-09T20:26:05.014157] [INFO ] [sig       ] LGCL: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:26:05.152684] [INFO ] [LOCAL     ] Saved forecast: LGCL	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/LGCL.txt
[2025-12-09T20:26:05.152828] [INFO ] [sig       ] [1928/3614] Completed LGCL in 0.3s | 2.92 sym/s | Total: 11.0m | ETA: 9.6m
[2025-12-09T20:26:05.152867] [INFO ] [sig       ] [1929/3614] Forecasting LGI...
[2025-12-09T20:26:05.152895] [INFO ] [sig       ] Generating forecast for: LGI
[2025-12-09T20:26:05.152926] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LGI' from 'https://tdm.silogroup.org/data/derivative_storage/LGI.csv'.
[2025-12-09T20:26:05.165615] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LGI'.
[2025-12-09T20:26:05.165956] [INFO ] [FORECASTER] Starting predict_future for LGI
[2025-12-09T20:26:05.166772] [DEBUG] [LOCAL     ] No optimal features file found for LGI: ./output/feature-sets/LGI.txt
[2025-12-09T20:26:05.166824] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:05.166858] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:05.166885] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:05.166943] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:05.227216] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:05.228008] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:05.228087] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:05.228120] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:05.350982] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:05.351124] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:05.351164] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:05.351211] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:05.354661] [DEBUG] [FORECASTER] LGI: Forecast T+1@11:T+2@11: UP (p=68.15%)
[2025-12-09T20:26:05.354935] [INFO ] [FORECASTER] Completed predict_future for LGI
[2025-12-09T20:26:05.355056] [INFO ] [sig       ] LGI: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:26:05.493247] [INFO ] [LOCAL     ] Saved forecast: LGI	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/LGI.txt
[2025-12-09T20:26:05.493366] [INFO ] [sig       ] [1929/3614] Completed LGI in 0.3s | 2.92 sym/s | Total: 11.0m | ETA: 9.6m
[2025-12-09T20:26:05.493404] [INFO ] [sig       ] [1930/3614] Forecasting LGIH...
[2025-12-09T20:26:05.493432] [INFO ] [sig       ] Generating forecast for: LGIH
[2025-12-09T20:26:05.493462] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LGIH' from 'https://tdm.silogroup.org/data/derivative_storage/LGIH.csv'.
[2025-12-09T20:26:05.504702] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LGIH'.
[2025-12-09T20:26:05.504966] [INFO ] [FORECASTER] Starting predict_future for LGIH
[2025-12-09T20:26:05.505740] [DEBUG] [LOCAL     ] No optimal features file found for LGIH: ./output/feature-sets/LGIH.txt
[2025-12-09T20:26:05.505789] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:05.505821] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:05.505847] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:05.505901] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:05.561413] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:05.562000] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:05.562073] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:05.562104] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:05.678196] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:05.678327] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:05.678364] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:05.678392] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:05.681642] [DEBUG] [FORECASTER] LGIH: Forecast T+1@11:T+2@11: DOWN (p=0.81%)
[2025-12-09T20:26:05.681901] [INFO ] [FORECASTER] Completed predict_future for LGIH
[2025-12-09T20:26:05.682017] [INFO ] [sig       ] LGIH: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:26:05.820732] [INFO ] [LOCAL     ] Saved forecast: LGIH	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/LGIH.txt
[2025-12-09T20:26:05.820867] [INFO ] [sig       ] [1930/3614] Completed LGIH in 0.3s | 2.92 sym/s | Total: 11.0m | ETA: 9.6m
[2025-12-09T20:26:05.820906] [INFO ] [sig       ] [1931/3614] Forecasting LGND...
[2025-12-09T20:26:05.820935] [INFO ] [sig       ] Generating forecast for: LGND
[2025-12-09T20:26:05.820963] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LGND' from 'https://tdm.silogroup.org/data/derivative_storage/LGND.csv'.
[2025-12-09T20:26:05.835809] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LGND'.
[2025-12-09T20:26:05.836371] [INFO ] [FORECASTER] Starting predict_future for LGND
[2025-12-09T20:26:05.837797] [DEBUG] [LOCAL     ] No optimal features file found for LGND: ./output/feature-sets/LGND.txt
[2025-12-09T20:26:05.837854] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:05.837891] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:05.837917] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:05.837976] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:05.899703] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:05.900935] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:05.901036] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:05.901070] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:06.030280] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:06.030725] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:06.030772] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:06.030801] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:06.034685] [DEBUG] [FORECASTER] LGND: Forecast T+1@11:T+2@11: UP (p=89.37%)
[2025-12-09T20:26:06.034996] [INFO ] [FORECASTER] Completed predict_future for LGND
[2025-12-09T20:26:06.035128] [INFO ] [sig       ] LGND: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:26:06.182641] [INFO ] [LOCAL     ] Saved forecast: LGND	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/LGND.txt
[2025-12-09T20:26:06.182842] [INFO ] [sig       ] [1931/3614] Completed LGND in 0.4s | 2.92 sym/s | Total: 11.0m | ETA: 9.6m
[2025-12-09T20:26:06.182886] [INFO ] [sig       ] [1932/3614] Forecasting LH...
[2025-12-09T20:26:06.182915] [INFO ] [sig       ] Generating forecast for: LH
[2025-12-09T20:26:06.182949] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LH' from 'https://tdm.silogroup.org/data/derivative_storage/LH.csv'.
[2025-12-09T20:26:06.196883] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LH'.
[2025-12-09T20:26:06.197235] [INFO ] [FORECASTER] Starting predict_future for LH
[2025-12-09T20:26:06.198286] [DEBUG] [LOCAL     ] No optimal features file found for LH: ./output/feature-sets/LH.txt
[2025-12-09T20:26:06.198338] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:06.198369] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:06.198397] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:06.198452] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:06.256525] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:06.257146] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:06.257222] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:06.257253] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:06.377331] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:06.377518] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:06.377564] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:06.377610] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:06.381213] [DEBUG] [FORECASTER] LH: Forecast T+1@11:T+2@11: DOWN (p=39.71%)
[2025-12-09T20:26:06.381504] [INFO ] [FORECASTER] Completed predict_future for LH
[2025-12-09T20:26:06.381655] [INFO ] [sig       ] LH: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:26:06.523835] [INFO ] [LOCAL     ] Saved forecast: LH	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/LH.txt
[2025-12-09T20:26:06.523991] [INFO ] [sig       ] [1932/3614] Completed LH in 0.3s | 2.92 sym/s | Total: 11.0m | ETA: 9.6m
[2025-12-09T20:26:06.524031] [INFO ] [sig       ] [1933/3614] Forecasting LHX...
[2025-12-09T20:26:06.524060] [INFO ] [sig       ] Generating forecast for: LHX
[2025-12-09T20:26:06.524090] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LHX' from 'https://tdm.silogroup.org/data/derivative_storage/LHX.csv'.
[2025-12-09T20:26:06.535389] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LHX'.
[2025-12-09T20:26:06.535732] [INFO ] [FORECASTER] Starting predict_future for LHX
[2025-12-09T20:26:06.536502] [DEBUG] [LOCAL     ] No optimal features file found for LHX: ./output/feature-sets/LHX.txt
[2025-12-09T20:26:06.536554] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:06.536608] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:06.536641] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:06.536710] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:06.592557] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:06.593378] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:06.593455] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:06.593487] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:06.713441] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:06.713609] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:06.713650] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:06.713679] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:06.716974] [DEBUG] [FORECASTER] LHX: Forecast T+1@11:T+2@11: DOWN (p=10.16%)
[2025-12-09T20:26:06.717240] [INFO ] [FORECASTER] Completed predict_future for LHX
[2025-12-09T20:26:06.717357] [INFO ] [sig       ] LHX: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:26:06.858189] [INFO ] [LOCAL     ] Saved forecast: LHX	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/LHX.txt
[2025-12-09T20:26:06.858296] [INFO ] [sig       ] [1933/3614] Completed LHX in 0.3s | 2.92 sym/s | Total: 11.0m | ETA: 9.6m
[2025-12-09T20:26:06.858333] [INFO ] [sig       ] [1934/3614] Forecasting LI...
[2025-12-09T20:26:06.858361] [INFO ] [sig       ] Generating forecast for: LI
[2025-12-09T20:26:06.858390] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LI' from 'https://tdm.silogroup.org/data/derivative_storage/LI.csv'.
[2025-12-09T20:26:06.869498] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LI'.
[2025-12-09T20:26:06.869784] [INFO ] [FORECASTER] Starting predict_future for LI
[2025-12-09T20:26:06.870743] [DEBUG] [LOCAL     ] No optimal features file found for LI: ./output/feature-sets/LI.txt
[2025-12-09T20:26:06.870793] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:06.870847] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:06.870874] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:06.870929] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:06.928559] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:06.929181] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:06.929259] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:06.929289] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:07.050174] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:07.050283] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:07.050318] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:07.050346] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:07.053521] [DEBUG] [FORECASTER] LI: Forecast T+1@11:T+2@11: DOWN (p=16.40%)
[2025-12-09T20:26:07.053797] [INFO ] [FORECASTER] Completed predict_future for LI
[2025-12-09T20:26:07.053914] [INFO ] [sig       ] LI: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:26:07.193074] [INFO ] [LOCAL     ] Saved forecast: LI	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/LI.txt
[2025-12-09T20:26:07.193180] [INFO ] [sig       ] [1934/3614] Completed LI in 0.3s | 2.92 sym/s | Total: 11.0m | ETA: 9.6m
[2025-12-09T20:26:07.193218] [INFO ] [sig       ] [1935/3614] Forecasting LICN...
[2025-12-09T20:26:07.193246] [INFO ] [sig       ] Generating forecast for: LICN
[2025-12-09T20:26:07.193275] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LICN' from 'https://tdm.silogroup.org/data/derivative_storage/LICN.csv'.
[2025-12-09T20:26:07.204907] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LICN'.
[2025-12-09T20:26:07.205183] [INFO ] [FORECASTER] Starting predict_future for LICN
[2025-12-09T20:26:07.205951] [DEBUG] [LOCAL     ] No optimal features file found for LICN: ./output/feature-sets/LICN.txt
[2025-12-09T20:26:07.206010] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:07.206043] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:07.206069] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:07.206123] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:07.264065] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:07.264669] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:07.264743] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:07.264775] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:07.382546] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:07.382660] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:07.382697] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:07.382725] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:07.386230] [DEBUG] [FORECASTER] LICN: Forecast T+1@11:T+2@11: DOWN (p=20.00%)
[2025-12-09T20:26:07.386489] [INFO ] [FORECASTER] Completed predict_future for LICN
[2025-12-09T20:26:07.386622] [INFO ] [sig       ] LICN: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:26:07.529667] [INFO ] [LOCAL     ] Saved forecast: LICN	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/LICN.txt
[2025-12-09T20:26:07.529784] [INFO ] [sig       ] [1935/3614] Completed LICN in 0.3s | 2.92 sym/s | Total: 11.1m | ETA: 9.6m
[2025-12-09T20:26:07.529822] [INFO ] [sig       ] [1936/3614] Forecasting LIF...
[2025-12-09T20:26:07.529850] [INFO ] [sig       ] Generating forecast for: LIF
[2025-12-09T20:26:07.529879] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LIF' from 'https://tdm.silogroup.org/data/derivative_storage/LIF.csv'.
[2025-12-09T20:26:07.541026] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LIF'.
[2025-12-09T20:26:07.541291] [INFO ] [FORECASTER] Starting predict_future for LIF
[2025-12-09T20:26:07.542065] [DEBUG] [LOCAL     ] No optimal features file found for LIF: ./output/feature-sets/LIF.txt
[2025-12-09T20:26:07.542114] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:07.542145] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:07.542172] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:07.542227] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:07.598212] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:07.598818] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:07.598895] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:07.598926] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:07.721113] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:07.721218] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:07.721254] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:07.721281] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:07.724624] [DEBUG] [FORECASTER] LIF: Forecast T+1@11:T+2@11: UP (p=89.47%)
[2025-12-09T20:26:07.724882] [INFO ] [FORECASTER] Completed predict_future for LIF
[2025-12-09T20:26:07.724997] [INFO ] [sig       ] LIF: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:26:07.863402] [INFO ] [LOCAL     ] Saved forecast: LIF	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/LIF.txt
[2025-12-09T20:26:07.863507] [INFO ] [sig       ] [1936/3614] Completed LIF in 0.3s | 2.92 sym/s | Total: 11.1m | ETA: 9.6m
[2025-12-09T20:26:07.863543] [INFO ] [sig       ] [1937/3614] Forecasting LII...
[2025-12-09T20:26:07.863589] [INFO ] [sig       ] Generating forecast for: LII
[2025-12-09T20:26:07.863621] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LII' from 'https://tdm.silogroup.org/data/derivative_storage/LII.csv'.
[2025-12-09T20:26:07.875204] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LII'.
[2025-12-09T20:26:07.875479] [INFO ] [FORECASTER] Starting predict_future for LII
[2025-12-09T20:26:07.876237] [DEBUG] [LOCAL     ] No optimal features file found for LII: ./output/feature-sets/LII.txt
[2025-12-09T20:26:07.876289] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:07.876322] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:07.876348] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:07.876402] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:07.933953] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:07.934735] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:07.934810] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:07.934841] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:08.051070] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:08.051169] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:08.051204] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:08.051260] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:08.054795] [DEBUG] [FORECASTER] LII: Forecast T+1@11:T+2@11: DOWN (p=9.72%)
[2025-12-09T20:26:08.055056] [INFO ] [FORECASTER] Completed predict_future for LII
[2025-12-09T20:26:08.055177] [INFO ] [sig       ] LII: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:26:08.201317] [INFO ] [LOCAL     ] Saved forecast: LII	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/LII.txt
[2025-12-09T20:26:08.201447] [INFO ] [sig       ] [1937/3614] Completed LII in 0.3s | 2.92 sym/s | Total: 11.1m | ETA: 9.6m
[2025-12-09T20:26:08.201485] [INFO ] [sig       ] [1938/3614] Forecasting LILA...
[2025-12-09T20:26:08.201514] [INFO ] [sig       ] Generating forecast for: LILA
[2025-12-09T20:26:08.201544] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LILA' from 'https://tdm.silogroup.org/data/derivative_storage/LILA.csv'.
[2025-12-09T20:26:08.213460] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LILA'.
[2025-12-09T20:26:08.213740] [INFO ] [FORECASTER] Starting predict_future for LILA
[2025-12-09T20:26:08.214502] [DEBUG] [LOCAL     ] No optimal features file found for LILA: ./output/feature-sets/LILA.txt
[2025-12-09T20:26:08.214552] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:08.214600] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:08.214628] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:08.214683] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:08.269918] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:08.270480] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:08.270553] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:08.270600] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:08.387583] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:08.387713] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:08.387749] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:08.387775] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:08.391027] [DEBUG] [FORECASTER] LILA: Forecast T+1@11:T+2@11: DOWN (p=16.51%)
[2025-12-09T20:26:08.391289] [INFO ] [FORECASTER] Completed predict_future for LILA
[2025-12-09T20:26:08.391408] [INFO ] [sig       ] LILA: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:26:08.532164] [INFO ] [LOCAL     ] Saved forecast: LILA	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/LILA.txt
[2025-12-09T20:26:08.532278] [INFO ] [sig       ] [1938/3614] Completed LILA in 0.3s | 2.92 sym/s | Total: 11.1m | ETA: 9.6m
[2025-12-09T20:26:08.532337] [INFO ] [sig       ] [1939/3614] Forecasting LILAK...
[2025-12-09T20:26:08.532368] [INFO ] [sig       ] Generating forecast for: LILAK
[2025-12-09T20:26:08.532398] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LILAK' from 'https://tdm.silogroup.org/data/derivative_storage/LILAK.csv'.
[2025-12-09T20:26:08.543496] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LILAK'.
[2025-12-09T20:26:08.543807] [INFO ] [FORECASTER] Starting predict_future for LILAK
[2025-12-09T20:26:08.544602] [DEBUG] [LOCAL     ] No optimal features file found for LILAK: ./output/feature-sets/LILAK.txt
[2025-12-09T20:26:08.544659] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:08.544690] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:08.544717] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:08.544775] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:08.602902] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:08.603552] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:08.603647] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:08.603679] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:08.729682] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:08.729829] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:08.729868] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:08.729896] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:08.733221] [DEBUG] [FORECASTER] LILAK: Forecast T+1@11:T+2@11: DOWN (p=11.69%)
[2025-12-09T20:26:08.733493] [INFO ] [FORECASTER] Completed predict_future for LILAK
[2025-12-09T20:26:08.733633] [INFO ] [sig       ] LILAK: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:26:08.881080] [INFO ] [LOCAL     ] Saved forecast: LILAK	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/LILAK.txt
[2025-12-09T20:26:08.881256] [INFO ] [sig       ] [1939/3614] Completed LILAK in 0.3s | 2.92 sym/s | Total: 11.1m | ETA: 9.6m
[2025-12-09T20:26:08.881296] [INFO ] [sig       ] [1940/3614] Forecasting LIN...
[2025-12-09T20:26:08.881326] [INFO ] [sig       ] Generating forecast for: LIN
[2025-12-09T20:26:08.881357] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LIN' from 'https://tdm.silogroup.org/data/derivative_storage/LIN.csv'.
[2025-12-09T20:26:08.894024] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LIN'.
[2025-12-09T20:26:08.894399] [INFO ] [FORECASTER] Starting predict_future for LIN
[2025-12-09T20:26:08.895256] [DEBUG] [LOCAL     ] No optimal features file found for LIN: ./output/feature-sets/LIN.txt
[2025-12-09T20:26:08.895312] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:08.895344] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:08.895372] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:08.895428] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:08.954402] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:08.955247] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:08.955337] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:08.955369] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:09.072112] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:09.072253] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:09.072293] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:09.072321] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:09.075635] [DEBUG] [FORECASTER] LIN: Forecast T+1@11:T+2@11: DOWN (p=30.32%)
[2025-12-09T20:26:09.075915] [INFO ] [FORECASTER] Completed predict_future for LIN
[2025-12-09T20:26:09.076035] [INFO ] [sig       ] LIN: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:26:09.215120] [INFO ] [LOCAL     ] Saved forecast: LIN	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/LIN.txt
[2025-12-09T20:26:09.215226] [INFO ] [sig       ] [1940/3614] Completed LIN in 0.3s | 2.92 sym/s | Total: 11.1m | ETA: 9.6m
[2025-12-09T20:26:09.215262] [INFO ] [sig       ] [1941/3614] Forecasting LINC...
[2025-12-09T20:26:09.215289] [INFO ] [sig       ] Generating forecast for: LINC
[2025-12-09T20:26:09.215318] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LINC' from 'https://tdm.silogroup.org/data/derivative_storage/LINC.csv'.
[2025-12-09T20:26:09.227736] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LINC'.
[2025-12-09T20:26:09.228035] [INFO ] [FORECASTER] Starting predict_future for LINC
[2025-12-09T20:26:09.228858] [DEBUG] [LOCAL     ] No optimal features file found for LINC: ./output/feature-sets/LINC.txt
[2025-12-09T20:26:09.228909] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:09.228942] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:09.228970] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:09.229028] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:09.286010] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:09.286791] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:09.286864] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:09.286895] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:09.400286] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:09.400403] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:09.400440] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:09.400675] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:09.403856] [DEBUG] [FORECASTER] LINC: Forecast T+1@11:T+2@11: UP (p=92.95%)
[2025-12-09T20:26:09.404115] [INFO ] [FORECASTER] Completed predict_future for LINC
[2025-12-09T20:26:09.404232] [INFO ] [sig       ] LINC: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:26:09.546290] [INFO ] [LOCAL     ] Saved forecast: LINC	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/LINC.txt
[2025-12-09T20:26:09.546403] [INFO ] [sig       ] [1941/3614] Completed LINC in 0.3s | 2.92 sym/s | Total: 11.1m | ETA: 9.6m
[2025-12-09T20:26:09.546441] [INFO ] [sig       ] [1942/3614] Forecasting LIND...
[2025-12-09T20:26:09.546469] [INFO ] [sig       ] Generating forecast for: LIND
[2025-12-09T20:26:09.546498] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LIND' from 'https://tdm.silogroup.org/data/derivative_storage/LIND.csv'.
[2025-12-09T20:26:09.558807] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LIND'.
[2025-12-09T20:26:09.559092] [INFO ] [FORECASTER] Starting predict_future for LIND
[2025-12-09T20:26:09.559952] [DEBUG] [LOCAL     ] No optimal features file found for LIND: ./output/feature-sets/LIND.txt
[2025-12-09T20:26:09.560003] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:09.560037] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:09.560065] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:09.560122] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:09.618967] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:09.619787] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:09.619863] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:09.619895] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:09.740781] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:09.740933] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:09.740991] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:09.741020] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:09.744635] [DEBUG] [FORECASTER] LIND: Forecast T+1@11:T+2@11: UP (p=63.45%)
[2025-12-09T20:26:09.744900] [INFO ] [FORECASTER] Completed predict_future for LIND
[2025-12-09T20:26:09.745018] [INFO ] [sig       ] LIND: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:26:09.886266] [INFO ] [LOCAL     ] Saved forecast: LIND	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/LIND.txt
[2025-12-09T20:26:09.886398] [INFO ] [sig       ] [1942/3614] Completed LIND in 0.3s | 2.92 sym/s | Total: 11.1m | ETA: 9.6m
[2025-12-09T20:26:09.886437] [INFO ] [sig       ] [1943/3614] Forecasting LINE...
[2025-12-09T20:26:09.886465] [INFO ] [sig       ] Generating forecast for: LINE
[2025-12-09T20:26:09.886495] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LINE' from 'https://tdm.silogroup.org/data/derivative_storage/LINE.csv'.
[2025-12-09T20:26:09.898274] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LINE'.
[2025-12-09T20:26:09.898599] [INFO ] [FORECASTER] Starting predict_future for LINE
[2025-12-09T20:26:09.899406] [DEBUG] [LOCAL     ] No optimal features file found for LINE: ./output/feature-sets/LINE.txt
[2025-12-09T20:26:09.899458] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:09.899491] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:09.899519] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:09.899599] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:09.957417] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:09.958203] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:09.958283] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:09.958314] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:10.080749] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:10.080891] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:10.080931] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:10.080959] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:10.084445] [DEBUG] [FORECASTER] LINE: Forecast T+1@11:T+2@11: DOWN (p=15.26%)
[2025-12-09T20:26:10.084730] [INFO ] [FORECASTER] Completed predict_future for LINE
[2025-12-09T20:26:10.084851] [INFO ] [sig       ] LINE: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:26:10.228531] [INFO ] [LOCAL     ] Saved forecast: LINE	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/LINE.txt
[2025-12-09T20:26:10.228696] [INFO ] [sig       ] [1943/3614] Completed LINE in 0.3s | 2.92 sym/s | Total: 11.1m | ETA: 9.5m
[2025-12-09T20:26:10.228735] [INFO ] [sig       ] [1944/3614] Forecasting LINK...
[2025-12-09T20:26:10.228764] [INFO ] [sig       ] Generating forecast for: LINK
[2025-12-09T20:26:10.228793] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LINK' from 'https://tdm.silogroup.org/data/derivative_storage/LINK.csv'.
[2025-12-09T20:26:10.239549] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LINK'.
[2025-12-09T20:26:10.239923] [INFO ] [FORECASTER] Starting predict_future for LINK
[2025-12-09T20:26:10.240729] [DEBUG] [LOCAL     ] No optimal features file found for LINK: ./output/feature-sets/LINK.txt
[2025-12-09T20:26:10.240781] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:10.240813] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:10.240842] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:10.240898] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:10.298364] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:10.299328] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:10.299458] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:10.299507] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:10.410708] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:10.410855] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:10.410896] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:10.410924] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:10.414230] [DEBUG] [FORECASTER] LINK: Forecast T+1@11:T+2@11: UP (p=67.23%)
[2025-12-09T20:26:10.414504] [INFO ] [FORECASTER] Completed predict_future for LINK
[2025-12-09T20:26:10.414645] [INFO ] [sig       ] LINK: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:26:10.552798] [INFO ] [LOCAL     ] Saved forecast: LINK	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/LINK.txt
[2025-12-09T20:26:10.552937] [INFO ] [sig       ] [1944/3614] Completed LINK in 0.3s | 2.92 sym/s | Total: 11.1m | ETA: 9.5m
[2025-12-09T20:26:10.552976] [INFO ] [sig       ] [1945/3614] Forecasting LITE...
[2025-12-09T20:26:10.553004] [INFO ] [sig       ] Generating forecast for: LITE
[2025-12-09T20:26:10.553035] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LITE' from 'https://tdm.silogroup.org/data/derivative_storage/LITE.csv'.
[2025-12-09T20:26:10.564403] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LITE'.
[2025-12-09T20:26:10.564748] [INFO ] [FORECASTER] Starting predict_future for LITE
[2025-12-09T20:26:10.565554] [DEBUG] [LOCAL     ] No optimal features file found for LITE: ./output/feature-sets/LITE.txt
[2025-12-09T20:26:10.565628] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:10.565661] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:10.565689] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:10.565745] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:10.621016] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:10.621805] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:10.621885] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:10.621916] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:10.742309] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:10.742458] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:10.742498] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:10.742526] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:10.745810] [DEBUG] [FORECASTER] LITE: Forecast T+1@11:T+2@11: UP (p=72.86%)
[2025-12-09T20:26:10.746072] [INFO ] [FORECASTER] Completed predict_future for LITE
[2025-12-09T20:26:10.746192] [INFO ] [sig       ] LITE: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:26:10.891393] [INFO ] [LOCAL     ] Saved forecast: LITE	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/LITE.txt
[2025-12-09T20:26:10.891601] [INFO ] [sig       ] [1945/3614] Completed LITE in 0.3s | 2.92 sym/s | Total: 11.1m | ETA: 9.5m
[2025-12-09T20:26:10.891657] [INFO ] [sig       ] [1946/3614] Forecasting LITM...
[2025-12-09T20:26:10.891689] [INFO ] [sig       ] Generating forecast for: LITM
[2025-12-09T20:26:10.891717] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LITM' from 'https://tdm.silogroup.org/data/derivative_storage/LITM.csv'.
[2025-12-09T20:26:10.903091] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LITM'.
[2025-12-09T20:26:10.903404] [INFO ] [FORECASTER] Starting predict_future for LITM
[2025-12-09T20:26:10.904198] [DEBUG] [LOCAL     ] No optimal features file found for LITM: ./output/feature-sets/LITM.txt
[2025-12-09T20:26:10.904251] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:10.904309] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:10.904358] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:10.904451] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:10.963892] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:10.964673] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:10.964753] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:10.964786] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:11.093801] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:11.093952] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:11.093994] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:11.094023] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:11.097418] [DEBUG] [FORECASTER] LITM: Forecast T+1@11:T+2@11: DOWN (p=0.17%)
[2025-12-09T20:26:11.097725] [INFO ] [FORECASTER] Completed predict_future for LITM
[2025-12-09T20:26:11.097847] [INFO ] [sig       ] LITM: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:26:11.239482] [INFO ] [LOCAL     ] Saved forecast: LITM	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/LITM.txt
[2025-12-09T20:26:11.239648] [INFO ] [sig       ] [1946/3614] Completed LITM in 0.3s | 2.92 sym/s | Total: 11.1m | ETA: 9.5m
[2025-12-09T20:26:11.239690] [INFO ] [sig       ] [1947/3614] Forecasting LIVN...
[2025-12-09T20:26:11.239719] [INFO ] [sig       ] Generating forecast for: LIVN
[2025-12-09T20:26:11.239749] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LIVN' from 'https://tdm.silogroup.org/data/derivative_storage/LIVN.csv'.
[2025-12-09T20:26:11.251359] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LIVN'.
[2025-12-09T20:26:11.251688] [INFO ] [FORECASTER] Starting predict_future for LIVN
[2025-12-09T20:26:11.252443] [DEBUG] [LOCAL     ] No optimal features file found for LIVN: ./output/feature-sets/LIVN.txt
[2025-12-09T20:26:11.252493] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:11.252524] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:11.252551] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:11.252623] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:11.307820] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:11.308517] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:11.308610] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:11.308643] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:11.428315] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:11.428471] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:11.428718] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:11.428750] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:11.432114] [DEBUG] [FORECASTER] LIVN: Forecast T+1@11:T+2@11: UP (p=88.64%)
[2025-12-09T20:26:11.432391] [INFO ] [FORECASTER] Completed predict_future for LIVN
[2025-12-09T20:26:11.432521] [INFO ] [sig       ] LIVN: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:26:11.570517] [INFO ] [LOCAL     ] Saved forecast: LIVN	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/LIVN.txt
[2025-12-09T20:26:11.570722] [INFO ] [sig       ] [1947/3614] Completed LIVN in 0.3s | 2.92 sym/s | Total: 11.1m | ETA: 9.5m
[2025-12-09T20:26:11.570776] [INFO ] [sig       ] [1948/3614] Forecasting LKFN...
[2025-12-09T20:26:11.570817] [INFO ] [sig       ] Generating forecast for: LKFN
[2025-12-09T20:26:11.570860] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LKFN' from 'https://tdm.silogroup.org/data/derivative_storage/LKFN.csv'.
[2025-12-09T20:26:11.581952] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LKFN'.
[2025-12-09T20:26:11.582276] [INFO ] [FORECASTER] Starting predict_future for LKFN
[2025-12-09T20:26:11.583042] [DEBUG] [LOCAL     ] No optimal features file found for LKFN: ./output/feature-sets/LKFN.txt
[2025-12-09T20:26:11.583092] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:11.583123] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:11.583149] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:11.583204] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:11.637723] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:11.638451] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:11.638543] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:11.638600] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:11.754196] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:11.754347] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:11.754389] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:11.754417] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:11.757963] [DEBUG] [FORECASTER] LKFN: Forecast T+1@11:T+2@11: UP (p=53.40%)
[2025-12-09T20:26:11.758239] [INFO ] [FORECASTER] Completed predict_future for LKFN
[2025-12-09T20:26:11.758366] [INFO ] [sig       ] LKFN: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:26:11.899608] [INFO ] [LOCAL     ] Saved forecast: LKFN	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/LKFN.txt
[2025-12-09T20:26:11.899738] [INFO ] [sig       ] [1948/3614] Completed LKFN in 0.3s | 2.92 sym/s | Total: 11.1m | ETA: 9.5m
[2025-12-09T20:26:11.899778] [INFO ] [sig       ] [1949/3614] Forecasting LKQ...
[2025-12-09T20:26:11.899806] [INFO ] [sig       ] Generating forecast for: LKQ
[2025-12-09T20:26:11.899835] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LKQ' from 'https://tdm.silogroup.org/data/derivative_storage/LKQ.csv'.
[2025-12-09T20:26:11.912311] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LKQ'.
[2025-12-09T20:26:11.912759] [INFO ] [FORECASTER] Starting predict_future for LKQ
[2025-12-09T20:26:11.913632] [DEBUG] [LOCAL     ] No optimal features file found for LKQ: ./output/feature-sets/LKQ.txt
[2025-12-09T20:26:11.913685] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:11.913716] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:11.913743] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:11.913799] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:11.972567] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:11.973461] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:11.973543] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:11.973593] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:12.087936] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:12.088089] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:12.088132] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:12.088160] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:12.091619] [DEBUG] [FORECASTER] LKQ: Forecast T+1@11:T+2@11: DOWN (p=6.46%)
[2025-12-09T20:26:12.091895] [INFO ] [FORECASTER] Completed predict_future for LKQ
[2025-12-09T20:26:12.092023] [INFO ] [sig       ] LKQ: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:26:12.229223] [INFO ] [LOCAL     ] Saved forecast: LKQ	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/LKQ.txt
[2025-12-09T20:26:12.229362] [INFO ] [sig       ] [1949/3614] Completed LKQ in 0.3s | 2.92 sym/s | Total: 11.1m | ETA: 9.5m
[2025-12-09T20:26:12.229407] [INFO ] [sig       ] [1950/3614] Forecasting LLY...
[2025-12-09T20:26:12.229436] [INFO ] [sig       ] Generating forecast for: LLY
[2025-12-09T20:26:12.229467] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LLY' from 'https://tdm.silogroup.org/data/derivative_storage/LLY.csv'.
[2025-12-09T20:26:12.241140] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LLY'.
[2025-12-09T20:26:12.241470] [INFO ] [FORECASTER] Starting predict_future for LLY
[2025-12-09T20:26:12.242318] [DEBUG] [LOCAL     ] No optimal features file found for LLY: ./output/feature-sets/LLY.txt
[2025-12-09T20:26:12.242370] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:12.242403] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:12.242430] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:12.242485] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:12.300819] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:12.301570] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:12.301668] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:12.301700] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:12.427460] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:12.427651] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:12.427695] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:12.427723] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:12.431150] [DEBUG] [FORECASTER] LLY: Forecast T+1@11:T+2@11: DOWN (p=19.97%)
[2025-12-09T20:26:12.431480] [INFO ] [FORECASTER] Completed predict_future for LLY
[2025-12-09T20:26:12.431665] [INFO ] [sig       ] LLY: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:26:12.576587] [INFO ] [LOCAL     ] Saved forecast: LLY	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/LLY.txt
[2025-12-09T20:26:12.576729] [INFO ] [sig       ] [1950/3614] Completed LLY in 0.3s | 2.92 sym/s | Total: 11.1m | ETA: 9.5m
[2025-12-09T20:26:12.576769] [INFO ] [sig       ] [1951/3614] Forecasting LLYVA...
[2025-12-09T20:26:12.576798] [INFO ] [sig       ] Generating forecast for: LLYVA
[2025-12-09T20:26:12.576829] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LLYVA' from 'https://tdm.silogroup.org/data/derivative_storage/LLYVA.csv'.
[2025-12-09T20:26:12.588248] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LLYVA'.
[2025-12-09T20:26:12.588641] [INFO ] [FORECASTER] Starting predict_future for LLYVA
[2025-12-09T20:26:12.589526] [DEBUG] [LOCAL     ] No optimal features file found for LLYVA: ./output/feature-sets/LLYVA.txt
[2025-12-09T20:26:12.589602] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:12.589660] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:12.589688] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:12.589744] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:12.650502] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:12.651329] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:12.651422] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:12.651458] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:12.777256] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:12.777410] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:12.777452] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:12.777482] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:12.781092] [DEBUG] [FORECASTER] LLYVA: Forecast T+1@11:T+2@11: UP (p=53.27%)
[2025-12-09T20:26:12.781370] [INFO ] [FORECASTER] Completed predict_future for LLYVA
[2025-12-09T20:26:12.781526] [INFO ] [sig       ] LLYVA: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:26:12.921411] [INFO ] [LOCAL     ] Saved forecast: LLYVA	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/LLYVA.txt
[2025-12-09T20:26:12.921561] [INFO ] [sig       ] [1951/3614] Completed LLYVA in 0.3s | 2.92 sym/s | Total: 11.1m | ETA: 9.5m
[2025-12-09T20:26:12.921619] [INFO ] [sig       ] [1952/3614] Forecasting LLYVK...
[2025-12-09T20:26:12.921649] [INFO ] [sig       ] Generating forecast for: LLYVK
[2025-12-09T20:26:12.921679] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LLYVK' from 'https://tdm.silogroup.org/data/derivative_storage/LLYVK.csv'.
[2025-12-09T20:26:12.932431] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LLYVK'.
[2025-12-09T20:26:12.932705] [INFO ] [FORECASTER] Starting predict_future for LLYVK
[2025-12-09T20:26:12.933449] [DEBUG] [LOCAL     ] No optimal features file found for LLYVK: ./output/feature-sets/LLYVK.txt
[2025-12-09T20:26:12.933498] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:12.933529] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:12.933555] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:12.933630] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:12.989513] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:12.990125] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:12.990198] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:12.990229] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:13.107928] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:13.108062] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:13.108101] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:13.108128] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:13.111420] [DEBUG] [FORECASTER] LLYVK: Forecast T+1@11:T+2@11: UP (p=60.75%)
[2025-12-09T20:26:13.111698] [INFO ] [FORECASTER] Completed predict_future for LLYVK
[2025-12-09T20:26:13.111813] [INFO ] [sig       ] LLYVK: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:26:13.249451] [INFO ] [LOCAL     ] Saved forecast: LLYVK	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/LLYVK.txt
[2025-12-09T20:26:13.249590] [INFO ] [sig       ] [1952/3614] Completed LLYVK in 0.3s | 2.92 sym/s | Total: 11.2m | ETA: 9.5m
[2025-12-09T20:26:13.249631] [INFO ] [sig       ] [1953/3614] Forecasting LMB...
[2025-12-09T20:26:13.249660] [INFO ] [sig       ] Generating forecast for: LMB
[2025-12-09T20:26:13.249690] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LMB' from 'https://tdm.silogroup.org/data/derivative_storage/LMB.csv'.
[2025-12-09T20:26:13.260789] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LMB'.
[2025-12-09T20:26:13.261041] [INFO ] [FORECASTER] Starting predict_future for LMB
[2025-12-09T20:26:13.261805] [DEBUG] [LOCAL     ] No optimal features file found for LMB: ./output/feature-sets/LMB.txt
[2025-12-09T20:26:13.261854] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:13.261886] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:13.261912] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:13.261968] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:13.318318] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:13.318951] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:13.319026] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:13.319058] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:13.435004] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:13.435131] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:13.435187] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:13.435215] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:13.438491] [DEBUG] [FORECASTER] LMB: Forecast T+1@11:T+2@11: DOWN (p=24.65%)
[2025-12-09T20:26:13.438767] [INFO ] [FORECASTER] Completed predict_future for LMB
[2025-12-09T20:26:13.438885] [INFO ] [sig       ] LMB: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:26:13.579343] [INFO ] [LOCAL     ] Saved forecast: LMB	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/LMB.txt
[2025-12-09T20:26:13.579482] [INFO ] [sig       ] [1953/3614] Completed LMB in 0.3s | 2.92 sym/s | Total: 11.2m | ETA: 9.5m
[2025-12-09T20:26:13.579527] [INFO ] [sig       ] [1954/3614] Forecasting LMBS...
[2025-12-09T20:26:13.579559] [INFO ] [sig       ] Generating forecast for: LMBS
[2025-12-09T20:26:13.579607] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LMBS' from 'https://tdm.silogroup.org/data/derivative_storage/LMBS.csv'.
[2025-12-09T20:26:13.590612] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LMBS'.
[2025-12-09T20:26:13.590886] [INFO ] [FORECASTER] Starting predict_future for LMBS
[2025-12-09T20:26:13.591666] [DEBUG] [LOCAL     ] No optimal features file found for LMBS: ./output/feature-sets/LMBS.txt
[2025-12-09T20:26:13.591717] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:13.591747] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:13.591774] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:13.591829] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:13.648496] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:13.649093] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:13.649166] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:13.649198] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:13.767704] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:13.767843] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:13.767882] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:13.767941] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:13.771260] [DEBUG] [FORECASTER] LMBS: Forecast T+1@11:T+2@11: DOWN (p=40.94%)
[2025-12-09T20:26:13.771524] [INFO ] [FORECASTER] Completed predict_future for LMBS
[2025-12-09T20:26:13.771662] [INFO ] [sig       ] LMBS: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:26:13.912302] [INFO ] [LOCAL     ] Saved forecast: LMBS	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/LMBS.txt
[2025-12-09T20:26:13.912441] [INFO ] [sig       ] [1954/3614] Completed LMBS in 0.3s | 2.92 sym/s | Total: 11.2m | ETA: 9.5m
[2025-12-09T20:26:13.912487] [INFO ] [sig       ] [1955/3614] Forecasting LMND...
[2025-12-09T20:26:13.912518] [INFO ] [sig       ] Generating forecast for: LMND
[2025-12-09T20:26:13.912548] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LMND' from 'https://tdm.silogroup.org/data/derivative_storage/LMND.csv'.
[2025-12-09T20:26:13.924105] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LMND'.
[2025-12-09T20:26:13.924390] [INFO ] [FORECASTER] Starting predict_future for LMND
[2025-12-09T20:26:13.925175] [DEBUG] [LOCAL     ] No optimal features file found for LMND: ./output/feature-sets/LMND.txt
[2025-12-09T20:26:13.925226] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:13.925258] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:13.925283] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:13.925338] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:13.981762] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:13.982327] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:13.982411] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:13.982444] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:14.100854] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:14.100985] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:14.101025] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:14.101053] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:14.104408] [DEBUG] [FORECASTER] LMND: Forecast T+1@11:T+2@11: DOWN (p=5.24%)
[2025-12-09T20:26:14.104688] [INFO ] [FORECASTER] Completed predict_future for LMND
[2025-12-09T20:26:14.104807] [INFO ] [sig       ] LMND: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:26:14.245591] [INFO ] [LOCAL     ] Saved forecast: LMND	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/LMND.txt
[2025-12-09T20:26:14.245724] [INFO ] [sig       ] [1955/3614] Completed LMND in 0.3s | 2.92 sym/s | Total: 11.2m | ETA: 9.5m
[2025-12-09T20:26:14.245762] [INFO ] [sig       ] [1956/3614] Forecasting LNC...
[2025-12-09T20:26:14.245791] [INFO ] [sig       ] Generating forecast for: LNC
[2025-12-09T20:26:14.245820] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNC' from 'https://tdm.silogroup.org/data/derivative_storage/LNC.csv'.
[2025-12-09T20:26:14.257125] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LNC'.
[2025-12-09T20:26:14.257390] [INFO ] [FORECASTER] Starting predict_future for LNC
[2025-12-09T20:26:14.258190] [DEBUG] [LOCAL     ] No optimal features file found for LNC: ./output/feature-sets/LNC.txt
[2025-12-09T20:26:14.258240] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:14.258271] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:14.258297] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:14.258352] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:14.316628] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:14.317260] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:14.317337] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:14.317369] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:14.443584] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:14.443718] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:14.443759] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:14.443789] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:14.447038] [DEBUG] [FORECASTER] LNC: Forecast T+1@11:T+2@11: DOWN (p=4.25%)
[2025-12-09T20:26:14.447297] [INFO ] [FORECASTER] Completed predict_future for LNC
[2025-12-09T20:26:14.447416] [INFO ] [sig       ] LNC: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:26:14.588703] [INFO ] [LOCAL     ] Saved forecast: LNC	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/LNC.txt
[2025-12-09T20:26:14.588822] [INFO ] [sig       ] [1956/3614] Completed LNC in 0.3s | 2.92 sym/s | Total: 11.2m | ETA: 9.5m
[2025-12-09T20:26:14.588859] [INFO ] [sig       ] [1957/3614] Forecasting LND...
[2025-12-09T20:26:14.588888] [INFO ] [sig       ] Generating forecast for: LND
[2025-12-09T20:26:14.588918] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LND' from 'https://tdm.silogroup.org/data/derivative_storage/LND.csv'.
[2025-12-09T20:26:14.599525] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LND'.
[2025-12-09T20:26:14.599839] [INFO ] [FORECASTER] Starting predict_future for LND
[2025-12-09T20:26:14.600631] [DEBUG] [LOCAL     ] No optimal features file found for LND: ./output/feature-sets/LND.txt
[2025-12-09T20:26:14.600682] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:14.600723] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:14.600750] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:14.600806] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:14.657256] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:14.657950] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:14.658027] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:14.658060] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:14.767954] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:14.768096] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:14.768137] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:14.768167] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:14.771569] [DEBUG] [FORECASTER] LND: Forecast T+1@11:T+2@11: UP (p=53.12%)
[2025-12-09T20:26:14.771854] [INFO ] [FORECASTER] Completed predict_future for LND
[2025-12-09T20:26:14.771981] [INFO ] [sig       ] LND: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:26:14.926631] [INFO ] [LOCAL     ] Saved forecast: LND	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/LND.txt
[2025-12-09T20:26:14.926808] [INFO ] [sig       ] [1957/3614] Completed LND in 0.3s | 2.92 sym/s | Total: 11.2m | ETA: 9.5m
[2025-12-09T20:26:14.926861] [INFO ] [sig       ] [1958/3614] Forecasting LNG...
[2025-12-09T20:26:14.926897] [INFO ] [sig       ] Generating forecast for: LNG
[2025-12-09T20:26:14.926933] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNG' from 'https://tdm.silogroup.org/data/derivative_storage/LNG.csv'.
[2025-12-09T20:26:14.938755] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LNG'.
[2025-12-09T20:26:14.939141] [INFO ] [FORECASTER] Starting predict_future for LNG
[2025-12-09T20:26:14.939959] [DEBUG] [LOCAL     ] No optimal features file found for LNG: ./output/feature-sets/LNG.txt
[2025-12-09T20:26:14.940012] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:14.940046] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:14.940073] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:14.940130] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:14.999527] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:15.000391] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:15.000472] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:15.000505] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:15.122170] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:15.122321] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:15.122363] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:15.122396] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:15.125894] [DEBUG] [FORECASTER] LNG: Forecast T+1@11:T+2@11: DOWN (p=6.32%)
[2025-12-09T20:26:15.126169] [INFO ] [FORECASTER] Completed predict_future for LNG
[2025-12-09T20:26:15.126296] [INFO ] [sig       ] LNG: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:26:15.287708] [INFO ] [LOCAL     ] Saved forecast: LNG	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/LNG.txt
[2025-12-09T20:26:15.287853] [INFO ] [sig       ] [1958/3614] Completed LNG in 0.4s | 2.92 sym/s | Total: 11.2m | ETA: 9.5m
[2025-12-09T20:26:15.287892] [INFO ] [sig       ] [1959/3614] Forecasting LNKB...
[2025-12-09T20:26:15.287922] [INFO ] [sig       ] Generating forecast for: LNKB
[2025-12-09T20:26:15.287951] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNKB' from 'https://tdm.silogroup.org/data/derivative_storage/LNKB.csv'.
[2025-12-09T20:26:15.298522] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LNKB'.
[2025-12-09T20:26:15.298865] [INFO ] [FORECASTER] Starting predict_future for LNKB
[2025-12-09T20:26:15.299699] [DEBUG] [LOCAL     ] No optimal features file found for LNKB: ./output/feature-sets/LNKB.txt
[2025-12-09T20:26:15.299751] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:15.299784] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:15.299810] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:15.299866] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:15.357146] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:15.358004] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:15.358085] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:15.358119] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:15.472585] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:15.472735] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:15.472778] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:15.472807] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:15.476158] [DEBUG] [FORECASTER] LNKB: Forecast T+1@11:T+2@11: DOWN (p=27.67%)
[2025-12-09T20:26:15.476427] [INFO ] [FORECASTER] Completed predict_future for LNKB
[2025-12-09T20:26:15.476549] [INFO ] [sig       ] LNKB: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:26:15.620660] [INFO ] [LOCAL     ] Saved forecast: LNKB	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/LNKB.txt
[2025-12-09T20:26:15.620812] [INFO ] [sig       ] [1959/3614] Completed LNKB in 0.3s | 2.92 sym/s | Total: 11.2m | ETA: 9.5m
[2025-12-09T20:26:15.620852] [INFO ] [sig       ] [1960/3614] Forecasting LNN...
[2025-12-09T20:26:15.620882] [INFO ] [sig       ] Generating forecast for: LNN
[2025-12-09T20:26:15.620915] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNN' from 'https://tdm.silogroup.org/data/derivative_storage/LNN.csv'.
[2025-12-09T20:26:15.632109] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LNN'.
[2025-12-09T20:26:15.632384] [INFO ] [FORECASTER] Starting predict_future for LNN
[2025-12-09T20:26:15.633154] [DEBUG] [LOCAL     ] No optimal features file found for LNN: ./output/feature-sets/LNN.txt
[2025-12-09T20:26:15.633204] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:15.633235] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:15.633262] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:15.633317] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:15.689532] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:15.690226] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:15.690301] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:15.690334] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:15.812481] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:15.812639] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:15.812679] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:15.812707] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:15.815970] [DEBUG] [FORECASTER] LNN: Forecast T+1@11:T+2@11: DOWN (p=18.41%)
[2025-12-09T20:26:15.816238] [INFO ] [FORECASTER] Completed predict_future for LNN
[2025-12-09T20:26:15.816357] [INFO ] [sig       ] LNN: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:26:15.958566] [INFO ] [LOCAL     ] Saved forecast: LNN	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/LNN.txt
[2025-12-09T20:26:15.958703] [INFO ] [sig       ] [1960/3614] Completed LNN in 0.3s | 2.92 sym/s | Total: 11.2m | ETA: 9.4m
[2025-12-09T20:26:15.958740] [INFO ] [sig       ] [1961/3614] Forecasting LNTH...
[2025-12-09T20:26:15.958774] [INFO ] [sig       ] Generating forecast for: LNTH
[2025-12-09T20:26:15.958804] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNTH' from 'https://tdm.silogroup.org/data/derivative_storage/LNTH.csv'.
[2025-12-09T20:26:15.970508] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LNTH'.
[2025-12-09T20:26:15.970804] [INFO ] [FORECASTER] Starting predict_future for LNTH
[2025-12-09T20:26:15.971551] [DEBUG] [LOCAL     ] No optimal features file found for LNTH: ./output/feature-sets/LNTH.txt
[2025-12-09T20:26:15.971622] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:15.971654] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:15.971680] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:15.971735] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:16.027981] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:16.028769] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:16.028879] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:16.028914] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:16.145410] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:16.145561] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:16.145620] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:16.145650] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:16.149037] [DEBUG] [FORECASTER] LNTH: Forecast T+1@11:T+2@11: DOWN (p=10.34%)
[2025-12-09T20:26:16.149327] [INFO ] [FORECASTER] Completed predict_future for LNTH
[2025-12-09T20:26:16.149460] [INFO ] [sig       ] LNTH: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:26:16.293527] [INFO ] [LOCAL     ] Saved forecast: LNTH	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/LNTH.txt
[2025-12-09T20:26:16.293694] [INFO ] [sig       ] [1961/3614] Completed LNTH in 0.3s | 2.92 sym/s | Total: 11.2m | ETA: 9.4m
[2025-12-09T20:26:16.293734] [INFO ] [sig       ] [1962/3614] Forecasting LNZA...
[2025-12-09T20:26:16.293763] [INFO ] [sig       ] Generating forecast for: LNZA
[2025-12-09T20:26:16.293793] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNZA' from 'https://tdm.silogroup.org/data/derivative_storage/LNZA.csv'.
[2025-12-09T20:26:16.305191] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LNZA'.
[2025-12-09T20:26:16.305497] [INFO ] [FORECASTER] Starting predict_future for LNZA
[2025-12-09T20:26:16.306264] [DEBUG] [LOCAL     ] No optimal features file found for LNZA: ./output/feature-sets/LNZA.txt
[2025-12-09T20:26:16.306315] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:16.306346] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:16.306374] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:16.306468] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:16.366404] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:16.367239] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:16.367321] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:16.367355] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:16.488024] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:16.488169] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:16.488211] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:16.488240] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:16.491676] [DEBUG] [FORECASTER] LNZA: Forecast T+1@11:T+2@11: UP (p=73.08%)
[2025-12-09T20:26:16.491952] [INFO ] [FORECASTER] Completed predict_future for LNZA
[2025-12-09T20:26:16.492073] [INFO ] [sig       ] LNZA: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:26:16.638314] [INFO ] [LOCAL     ] Saved forecast: LNZA	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/LNZA.txt
[2025-12-09T20:26:16.638452] [INFO ] [sig       ] [1962/3614] Completed LNZA in 0.3s | 2.92 sym/s | Total: 11.2m | ETA: 9.4m
[2025-12-09T20:26:16.638492] [INFO ] [sig       ] [1963/3614] Forecasting LOAN...
[2025-12-09T20:26:16.638521] [INFO ] [sig       ] Generating forecast for: LOAN
[2025-12-09T20:26:16.638552] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOAN' from 'https://tdm.silogroup.org/data/derivative_storage/LOAN.csv'.
[2025-12-09T20:26:16.649110] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOAN'.
[2025-12-09T20:26:16.649433] [INFO ] [FORECASTER] Starting predict_future for LOAN
[2025-12-09T20:26:16.650204] [DEBUG] [LOCAL     ] No optimal features file found for LOAN: ./output/feature-sets/LOAN.txt
[2025-12-09T20:26:16.650255] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:16.650286] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:16.650311] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:16.650366] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:16.706279] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:16.706912] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:16.706987] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:16.707019] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:16.815466] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:16.815647] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:16.815711] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:16.815742] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:16.819139] [DEBUG] [FORECASTER] LOAN: Forecast T+1@11:T+2@11: UP (p=96.09%)
[2025-12-09T20:26:16.819413] [INFO ] [FORECASTER] Completed predict_future for LOAN
[2025-12-09T20:26:16.819538] [INFO ] [sig       ] LOAN: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:26:16.963925] [INFO ] [LOCAL     ] Saved forecast: LOAN	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/LOAN.txt
[2025-12-09T20:26:16.964077] [INFO ] [sig       ] [1963/3614] Completed LOAN in 0.3s | 2.92 sym/s | Total: 11.2m | ETA: 9.4m
[2025-12-09T20:26:16.964118] [INFO ] [sig       ] [1964/3614] Forecasting LOB...
[2025-12-09T20:26:16.964147] [INFO ] [sig       ] Generating forecast for: LOB
[2025-12-09T20:26:16.964178] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOB' from 'https://tdm.silogroup.org/data/derivative_storage/LOB.csv'.
[2025-12-09T20:26:16.975928] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOB'.
[2025-12-09T20:26:16.976273] [INFO ] [FORECASTER] Starting predict_future for LOB
[2025-12-09T20:26:16.977072] [DEBUG] [LOCAL     ] No optimal features file found for LOB: ./output/feature-sets/LOB.txt
[2025-12-09T20:26:16.977124] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:16.977157] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:16.977184] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:16.977239] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:17.035222] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:17.036089] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:17.036177] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:17.036212] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:17.161821] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:17.161969] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:17.162011] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:17.162056] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:17.165461] [DEBUG] [FORECASTER] LOB: Forecast T+1@11:T+2@11: DOWN (p=45.22%)
[2025-12-09T20:26:17.165749] [INFO ] [FORECASTER] Completed predict_future for LOB
[2025-12-09T20:26:17.165869] [INFO ] [sig       ] LOB: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:26:17.360096] [INFO ] [LOCAL     ] Saved forecast: LOB	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/LOB.txt
[2025-12-09T20:26:17.360283] [INFO ] [sig       ] [1964/3614] Completed LOB in 0.4s | 2.92 sym/s | Total: 11.2m | ETA: 9.4m
[2025-12-09T20:26:17.360340] [INFO ] [sig       ] [1965/3614] Forecasting LOCO...
[2025-12-09T20:26:17.360378] [INFO ] [sig       ] Generating forecast for: LOCO
[2025-12-09T20:26:17.360425] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOCO' from 'https://tdm.silogroup.org/data/derivative_storage/LOCO.csv'.
[2025-12-09T20:26:17.372382] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOCO'.
[2025-12-09T20:26:17.372717] [INFO ] [FORECASTER] Starting predict_future for LOCO
[2025-12-09T20:26:17.373560] [DEBUG] [LOCAL     ] No optimal features file found for LOCO: ./output/feature-sets/LOCO.txt
[2025-12-09T20:26:17.373651] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:17.373686] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:17.373717] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:17.373774] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:17.430666] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:17.431278] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:17.431354] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:17.431385] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:17.547388] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:17.547545] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:17.547600] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:17.547630] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:17.550967] [DEBUG] [FORECASTER] LOCO: Forecast T+1@11:T+2@11: UP (p=67.18%)
[2025-12-09T20:26:17.551231] [INFO ] [FORECASTER] Completed predict_future for LOCO
[2025-12-09T20:26:17.551349] [INFO ] [sig       ] LOCO: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:26:17.691459] [INFO ] [LOCAL     ] Saved forecast: LOCO	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/LOCO.txt
[2025-12-09T20:26:17.691603] [INFO ] [sig       ] [1965/3614] Completed LOCO in 0.3s | 2.92 sym/s | Total: 11.2m | ETA: 9.4m
[2025-12-09T20:26:17.691643] [INFO ] [sig       ] [1966/3614] Forecasting LOGI...
[2025-12-09T20:26:17.691671] [INFO ] [sig       ] Generating forecast for: LOGI
[2025-12-09T20:26:17.691700] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOGI' from 'https://tdm.silogroup.org/data/derivative_storage/LOGI.csv'.
[2025-12-09T20:26:17.702803] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOGI'.
[2025-12-09T20:26:17.703099] [INFO ] [FORECASTER] Starting predict_future for LOGI
[2025-12-09T20:26:17.703934] [DEBUG] [LOCAL     ] No optimal features file found for LOGI: ./output/feature-sets/LOGI.txt
[2025-12-09T20:26:17.703987] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:17.704019] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:17.704045] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:17.704100] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:17.760533] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:17.761176] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:17.761250] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:17.761294] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:17.883618] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:17.883751] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:17.883789] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:17.883817] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:17.887182] [DEBUG] [FORECASTER] LOGI: Forecast T+1@11:T+2@11: UP (p=89.83%)
[2025-12-09T20:26:17.887451] [INFO ] [FORECASTER] Completed predict_future for LOGI
[2025-12-09T20:26:17.887646] [INFO ] [sig       ] LOGI: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:26:18.025812] [INFO ] [LOCAL     ] Saved forecast: LOGI	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/LOGI.txt
[2025-12-09T20:26:18.025944] [INFO ] [sig       ] [1966/3614] Completed LOGI in 0.3s | 2.92 sym/s | Total: 11.2m | ETA: 9.4m
[2025-12-09T20:26:18.025982] [INFO ] [sig       ] [1967/3614] Forecasting LOMA...
[2025-12-09T20:26:18.026010] [INFO ] [sig       ] Generating forecast for: LOMA
[2025-12-09T20:26:18.026039] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOMA' from 'https://tdm.silogroup.org/data/derivative_storage/LOMA.csv'.
[2025-12-09T20:26:18.037045] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOMA'.
[2025-12-09T20:26:18.037323] [INFO ] [FORECASTER] Starting predict_future for LOMA
[2025-12-09T20:26:18.038142] [DEBUG] [LOCAL     ] No optimal features file found for LOMA: ./output/feature-sets/LOMA.txt
[2025-12-09T20:26:18.038193] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:18.038226] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:18.038252] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:18.038308] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:18.095767] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:18.096429] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:18.096505] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:18.096538] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:18.214704] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:18.214835] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:18.214875] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:18.214904] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:18.218305] [DEBUG] [FORECASTER] LOMA: Forecast T+1@11:T+2@11: UP (p=93.47%)
[2025-12-09T20:26:18.218615] [INFO ] [FORECASTER] Completed predict_future for LOMA
[2025-12-09T20:26:18.218743] [INFO ] [sig       ] LOMA: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:26:18.357554] [INFO ] [LOCAL     ] Saved forecast: LOMA	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/LOMA.txt
[2025-12-09T20:26:18.357688] [INFO ] [sig       ] [1967/3614] Completed LOMA in 0.3s | 2.92 sym/s | Total: 11.2m | ETA: 9.4m
[2025-12-09T20:26:18.357725] [INFO ] [sig       ] [1968/3614] Forecasting LOPE...
[2025-12-09T20:26:18.357754] [INFO ] [sig       ] Generating forecast for: LOPE
[2025-12-09T20:26:18.357782] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOPE' from 'https://tdm.silogroup.org/data/derivative_storage/LOPE.csv'.
[2025-12-09T20:26:18.369233] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOPE'.
[2025-12-09T20:26:18.369517] [INFO ] [FORECASTER] Starting predict_future for LOPE
[2025-12-09T20:26:18.370341] [DEBUG] [LOCAL     ] No optimal features file found for LOPE: ./output/feature-sets/LOPE.txt
[2025-12-09T20:26:18.370393] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:18.370459] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:18.370498] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:18.370606] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:18.427745] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:18.428373] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:18.428449] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:18.428488] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:18.549329] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:18.549472] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:18.549518] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:18.549553] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:18.553047] [DEBUG] [FORECASTER] LOPE: Forecast T+1@11:T+2@11: UP (p=98.03%)
[2025-12-09T20:26:18.553318] [INFO ] [FORECASTER] Completed predict_future for LOPE
[2025-12-09T20:26:18.553438] [INFO ] [sig       ] LOPE: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:26:18.692768] [INFO ] [LOCAL     ] Saved forecast: LOPE	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/LOPE.txt
[2025-12-09T20:26:18.692915] [INFO ] [sig       ] [1968/3614] Completed LOPE in 0.3s | 2.92 sym/s | Total: 11.2m | ETA: 9.4m
[2025-12-09T20:26:18.692955] [INFO ] [sig       ] [1969/3614] Forecasting LOVE...
[2025-12-09T20:26:18.692983] [INFO ] [sig       ] Generating forecast for: LOVE
[2025-12-09T20:26:18.693013] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOVE' from 'https://tdm.silogroup.org/data/derivative_storage/LOVE.csv'.
[2025-12-09T20:26:18.704212] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOVE'.
[2025-12-09T20:26:18.704485] [INFO ] [FORECASTER] Starting predict_future for LOVE
[2025-12-09T20:26:18.705273] [DEBUG] [LOCAL     ] No optimal features file found for LOVE: ./output/feature-sets/LOVE.txt
[2025-12-09T20:26:18.705324] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:18.705356] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:18.705382] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:18.705438] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:18.762960] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:18.763627] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:18.763702] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:18.763734] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:18.885175] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:18.885304] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:18.885343] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:18.885370] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:18.888703] [DEBUG] [FORECASTER] LOVE: Forecast T+1@11:T+2@11: UP (p=99.19%)
[2025-12-09T20:26:18.888963] [INFO ] [FORECASTER] Completed predict_future for LOVE
[2025-12-09T20:26:18.889080] [INFO ] [sig       ] LOVE: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:26:19.027227] [INFO ] [LOCAL     ] Saved forecast: LOVE	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/LOVE.txt
[2025-12-09T20:26:19.027350] [INFO ] [sig       ] [1969/3614] Completed LOVE in 0.3s | 2.92 sym/s | Total: 11.2m | ETA: 9.4m
[2025-12-09T20:26:19.027388] [INFO ] [sig       ] [1970/3614] Forecasting LPCN...
[2025-12-09T20:26:19.027416] [INFO ] [sig       ] Generating forecast for: LPCN
[2025-12-09T20:26:19.027445] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPCN' from 'https://tdm.silogroup.org/data/derivative_storage/LPCN.csv'.
[2025-12-09T20:26:19.038079] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPCN'.
[2025-12-09T20:26:19.038377] [INFO ] [FORECASTER] Starting predict_future for LPCN
[2025-12-09T20:26:19.039180] [DEBUG] [LOCAL     ] No optimal features file found for LPCN: ./output/feature-sets/LPCN.txt
[2025-12-09T20:26:19.039231] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:19.039264] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:19.039292] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:19.039347] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:19.096538] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:19.097204] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:19.097278] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:19.097309] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:19.206416] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:19.206600] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:19.206641] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:19.206668] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:19.210302] [DEBUG] [FORECASTER] LPCN: Forecast T+1@11:T+2@11: DOWN (p=43.71%)
[2025-12-09T20:26:19.210688] [INFO ] [FORECASTER] Completed predict_future for LPCN
[2025-12-09T20:26:19.210827] [INFO ] [sig       ] LPCN: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:26:19.349746] [INFO ] [LOCAL     ] Saved forecast: LPCN	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/LPCN.txt
[2025-12-09T20:26:19.349871] [INFO ] [sig       ] [1970/3614] Completed LPCN in 0.3s | 2.92 sym/s | Total: 11.3m | ETA: 9.4m
[2025-12-09T20:26:19.349910] [INFO ] [sig       ] [1971/3614] Forecasting LPG...
[2025-12-09T20:26:19.349939] [INFO ] [sig       ] Generating forecast for: LPG
[2025-12-09T20:26:19.349970] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPG' from 'https://tdm.silogroup.org/data/derivative_storage/LPG.csv'.
[2025-12-09T20:26:19.360906] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPG'.
[2025-12-09T20:26:19.361175] [INFO ] [FORECASTER] Starting predict_future for LPG
[2025-12-09T20:26:19.361965] [DEBUG] [LOCAL     ] No optimal features file found for LPG: ./output/feature-sets/LPG.txt
[2025-12-09T20:26:19.362015] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:19.362047] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:19.362074] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:19.362131] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:19.419546] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:19.420199] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:19.420275] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:19.420308] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:19.542895] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:19.543029] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:19.543069] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:19.543126] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:19.547681] [DEBUG] [FORECASTER] LPG: Forecast T+1@11:T+2@11: UP (p=76.79%)
[2025-12-09T20:26:19.547962] [INFO ] [FORECASTER] Completed predict_future for LPG
[2025-12-09T20:26:19.548086] [INFO ] [sig       ] LPG: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:26:19.687901] [INFO ] [LOCAL     ] Saved forecast: LPG	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/LPG.txt
[2025-12-09T20:26:19.688026] [INFO ] [sig       ] [1971/3614] Completed LPG in 0.3s | 2.92 sym/s | Total: 11.3m | ETA: 9.4m
[2025-12-09T20:26:19.688066] [INFO ] [sig       ] [1972/3614] Forecasting LPL...
[2025-12-09T20:26:19.688096] [INFO ] [sig       ] Generating forecast for: LPL
[2025-12-09T20:26:19.688126] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPL' from 'https://tdm.silogroup.org/data/derivative_storage/LPL.csv'.
[2025-12-09T20:26:19.699427] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPL'.
[2025-12-09T20:26:19.699738] [INFO ] [FORECASTER] Starting predict_future for LPL
[2025-12-09T20:26:19.700507] [DEBUG] [LOCAL     ] No optimal features file found for LPL: ./output/feature-sets/LPL.txt
[2025-12-09T20:26:19.700558] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:19.700614] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:19.700643] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:19.700700] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:19.758781] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:19.759434] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:19.759511] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:19.759544] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:19.876727] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:19.876854] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:19.876891] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:19.876919] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:19.880211] [DEBUG] [FORECASTER] LPL: Forecast T+1@11:T+2@11: UP (p=62.30%)
[2025-12-09T20:26:19.880472] [INFO ] [FORECASTER] Completed predict_future for LPL
[2025-12-09T20:26:19.880633] [INFO ] [sig       ] LPL: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:26:20.023831] [INFO ] [LOCAL     ] Saved forecast: LPL	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/LPL.txt
[2025-12-09T20:26:20.023977] [INFO ] [sig       ] [1972/3614] Completed LPL in 0.3s | 2.92 sym/s | Total: 11.3m | ETA: 9.4m
[2025-12-09T20:26:20.024015] [INFO ] [sig       ] [1973/3614] Forecasting LPLA...
[2025-12-09T20:26:20.024043] [INFO ] [sig       ] Generating forecast for: LPLA
[2025-12-09T20:26:20.024072] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPLA' from 'https://tdm.silogroup.org/data/derivative_storage/LPLA.csv'.
[2025-12-09T20:26:20.035277] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPLA'.
[2025-12-09T20:26:20.035558] [INFO ] [FORECASTER] Starting predict_future for LPLA
[2025-12-09T20:26:20.036383] [DEBUG] [LOCAL     ] No optimal features file found for LPLA: ./output/feature-sets/LPLA.txt
[2025-12-09T20:26:20.036435] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:20.036467] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:20.036494] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:20.036551] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:20.092555] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:20.093209] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:20.093283] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:20.093314] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:20.213223] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:20.213363] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:20.213403] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:20.213431] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:20.216704] [DEBUG] [FORECASTER] LPLA: Forecast T+1@11:T+2@11: DOWN (p=24.39%)
[2025-12-09T20:26:20.216964] [INFO ] [FORECASTER] Completed predict_future for LPLA
[2025-12-09T20:26:20.217079] [INFO ] [sig       ] LPLA: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:26:20.354412] [INFO ] [LOCAL     ] Saved forecast: LPLA	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/LPLA.txt
[2025-12-09T20:26:20.354541] [INFO ] [sig       ] [1973/3614] Completed LPLA in 0.3s | 2.92 sym/s | Total: 11.3m | ETA: 9.4m
[2025-12-09T20:26:20.354596] [INFO ] [sig       ] [1974/3614] Forecasting LPRO...
[2025-12-09T20:26:20.354626] [INFO ] [sig       ] Generating forecast for: LPRO
[2025-12-09T20:26:20.354656] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPRO' from 'https://tdm.silogroup.org/data/derivative_storage/LPRO.csv'.
[2025-12-09T20:26:20.365556] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPRO'.
[2025-12-09T20:26:20.365848] [INFO ] [FORECASTER] Starting predict_future for LPRO
[2025-12-09T20:26:20.366618] [DEBUG] [LOCAL     ] No optimal features file found for LPRO: ./output/feature-sets/LPRO.txt
[2025-12-09T20:26:20.366671] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:20.366702] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:20.366727] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:20.366781] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:20.421981] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:20.422569] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:20.422659] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:20.422690] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:20.540312] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:20.540446] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:20.540484] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:20.540512] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:20.543783] [DEBUG] [FORECASTER] LPRO: Forecast T+1@11:T+2@11: DOWN (p=44.85%)
[2025-12-09T20:26:20.544050] [INFO ] [FORECASTER] Completed predict_future for LPRO
[2025-12-09T20:26:20.544179] [INFO ] [sig       ] LPRO: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:26:20.687352] [INFO ] [LOCAL     ] Saved forecast: LPRO	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/LPRO.txt
[2025-12-09T20:26:20.687471] [INFO ] [sig       ] [1974/3614] Completed LPRO in 0.3s | 2.92 sym/s | Total: 11.3m | ETA: 9.4m
[2025-12-09T20:26:20.687529] [INFO ] [sig       ] [1975/3614] Forecasting LPSN...
[2025-12-09T20:26:20.687561] [INFO ] [sig       ] Generating forecast for: LPSN
[2025-12-09T20:26:20.687607] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPSN' from 'https://tdm.silogroup.org/data/derivative_storage/LPSN.csv'.
[2025-12-09T20:26:20.698638] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPSN'.
[2025-12-09T20:26:20.698948] [INFO ] [FORECASTER] Starting predict_future for LPSN
[2025-12-09T20:26:20.699773] [DEBUG] [LOCAL     ] No optimal features file found for LPSN: ./output/feature-sets/LPSN.txt
[2025-12-09T20:26:20.699825] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:20.699857] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:20.699884] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:20.699941] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:20.757760] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:20.758390] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:20.758468] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:20.758508] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:20.875995] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:20.876131] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:20.876169] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:20.876197] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:20.879459] [DEBUG] [FORECASTER] LPSN: Forecast T+1@11:T+2@11: DOWN (p=38.49%)
[2025-12-09T20:26:20.879743] [INFO ] [FORECASTER] Completed predict_future for LPSN
[2025-12-09T20:26:20.879865] [INFO ] [sig       ] LPSN: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:26:21.018873] [INFO ] [LOCAL     ] Saved forecast: LPSN	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/LPSN.txt
[2025-12-09T20:26:21.019030] [INFO ] [sig       ] [1975/3614] Completed LPSN in 0.3s | 2.92 sym/s | Total: 11.3m | ETA: 9.4m
[2025-12-09T20:26:21.019069] [INFO ] [sig       ] [1976/3614] Forecasting LPTH...
[2025-12-09T20:26:21.019099] [INFO ] [sig       ] Generating forecast for: LPTH
[2025-12-09T20:26:21.019128] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPTH' from 'https://tdm.silogroup.org/data/derivative_storage/LPTH.csv'.
[2025-12-09T20:26:21.030633] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPTH'.
[2025-12-09T20:26:21.031034] [INFO ] [FORECASTER] Starting predict_future for LPTH
[2025-12-09T20:26:21.031886] [DEBUG] [LOCAL     ] No optimal features file found for LPTH: ./output/feature-sets/LPTH.txt
[2025-12-09T20:26:21.031940] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:21.031972] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:21.032000] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:21.032057] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:21.090129] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:21.090970] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:21.091050] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:21.091083] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:21.208271] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:21.208408] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:21.208447] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:21.208474] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:21.211730] [DEBUG] [FORECASTER] LPTH: Forecast T+1@11:T+2@11: UP (p=61.72%)
[2025-12-09T20:26:21.211989] [INFO ] [FORECASTER] Completed predict_future for LPTH
[2025-12-09T20:26:21.212107] [INFO ] [sig       ] LPTH: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:26:21.350154] [INFO ] [LOCAL     ] Saved forecast: LPTH	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/LPTH.txt
[2025-12-09T20:26:21.350275] [INFO ] [sig       ] [1976/3614] Completed LPTH in 0.3s | 2.92 sym/s | Total: 11.3m | ETA: 9.4m
[2025-12-09T20:26:21.350314] [INFO ] [sig       ] [1977/3614] Forecasting LPX...
[2025-12-09T20:26:21.350344] [INFO ] [sig       ] Generating forecast for: LPX
[2025-12-09T20:26:21.350382] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPX' from 'https://tdm.silogroup.org/data/derivative_storage/LPX.csv'.
[2025-12-09T20:26:21.361855] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPX'.
[2025-12-09T20:26:21.362138] [INFO ] [FORECASTER] Starting predict_future for LPX
[2025-12-09T20:26:21.362969] [DEBUG] [LOCAL     ] No optimal features file found for LPX: ./output/feature-sets/LPX.txt
[2025-12-09T20:26:21.363020] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:21.363053] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:21.363079] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:21.363136] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:21.421498] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:21.422122] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:21.422197] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:21.422230] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:21.542337] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:21.542485] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:21.542524] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:21.542553] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:21.545813] [DEBUG] [FORECASTER] LPX: Forecast T+1@11:T+2@11: DOWN (p=23.23%)
[2025-12-09T20:26:21.546082] [INFO ] [FORECASTER] Completed predict_future for LPX
[2025-12-09T20:26:21.546198] [INFO ] [sig       ] LPX: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:26:21.685223] [INFO ] [LOCAL     ] Saved forecast: LPX	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/LPX.txt
[2025-12-09T20:26:21.685340] [INFO ] [sig       ] [1977/3614] Completed LPX in 0.3s | 2.92 sym/s | Total: 11.3m | ETA: 9.3m
[2025-12-09T20:26:21.685377] [INFO ] [sig       ] [1978/3614] Forecasting LQDA...
[2025-12-09T20:26:21.685405] [INFO ] [sig       ] Generating forecast for: LQDA
[2025-12-09T20:26:21.685433] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LQDA' from 'https://tdm.silogroup.org/data/derivative_storage/LQDA.csv'.
[2025-12-09T20:26:21.696524] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LQDA'.
[2025-12-09T20:26:21.696804] [INFO ] [FORECASTER] Starting predict_future for LQDA
[2025-12-09T20:26:21.697563] [DEBUG] [LOCAL     ] No optimal features file found for LQDA: ./output/feature-sets/LQDA.txt
[2025-12-09T20:26:21.697651] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:21.697685] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:21.697712] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:21.697767] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:21.753460] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:21.754072] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:21.754169] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:21.754203] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:21.874997] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:21.875126] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:21.875163] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:21.875191] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:21.878421] [DEBUG] [FORECASTER] LQDA: Forecast T+1@11:T+2@11: UP (p=67.93%)
[2025-12-09T20:26:21.878708] [INFO ] [FORECASTER] Completed predict_future for LQDA
[2025-12-09T20:26:21.878827] [INFO ] [sig       ] LQDA: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:26:22.017222] [INFO ] [LOCAL     ] Saved forecast: LQDA	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/LQDA.txt
[2025-12-09T20:26:22.017338] [INFO ] [sig       ] [1978/3614] Completed LQDA in 0.3s | 2.92 sym/s | Total: 11.3m | ETA: 9.3m
[2025-12-09T20:26:22.017375] [INFO ] [sig       ] [1979/3614] Forecasting LRCX...
[2025-12-09T20:26:22.017404] [INFO ] [sig       ] Generating forecast for: LRCX
[2025-12-09T20:26:22.017434] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LRCX' from 'https://tdm.silogroup.org/data/derivative_storage/LRCX.csv'.
[2025-12-09T20:26:22.028747] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LRCX'.
[2025-12-09T20:26:22.029047] [INFO ] [FORECASTER] Starting predict_future for LRCX
[2025-12-09T20:26:22.029851] [DEBUG] [LOCAL     ] No optimal features file found for LRCX: ./output/feature-sets/LRCX.txt
[2025-12-09T20:26:22.029903] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:22.029936] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:22.029963] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:22.030019] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:22.088393] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:22.089064] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:22.089139] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:22.089172] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:22.213415] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:22.213565] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:22.213625] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:22.213653] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:22.216997] [DEBUG] [FORECASTER] LRCX: Forecast T+1@11:T+2@11: DOWN (p=6.26%)
[2025-12-09T20:26:22.217265] [INFO ] [FORECASTER] Completed predict_future for LRCX
[2025-12-09T20:26:22.217387] [INFO ] [sig       ] LRCX: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:26:22.354964] [INFO ] [LOCAL     ] Saved forecast: LRCX	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/LRCX.txt
[2025-12-09T20:26:22.355120] [INFO ] [sig       ] [1979/3614] Completed LRCX in 0.3s | 2.92 sym/s | Total: 11.3m | ETA: 9.3m
[2025-12-09T20:26:22.355160] [INFO ] [sig       ] [1980/3614] Forecasting LRGE...
[2025-12-09T20:26:22.355189] [INFO ] [sig       ] Generating forecast for: LRGE
[2025-12-09T20:26:22.355219] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LRGE' from 'https://tdm.silogroup.org/data/derivative_storage/LRGE.csv'.
[2025-12-09T20:26:22.365756] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LRGE'.
[2025-12-09T20:26:22.366122] [INFO ] [FORECASTER] Starting predict_future for LRGE
[2025-12-09T20:26:22.366913] [DEBUG] [LOCAL     ] No optimal features file found for LRGE: ./output/feature-sets/LRGE.txt
[2025-12-09T20:26:22.366964] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:22.366996] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:22.367022] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:22.367076] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:22.423176] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:22.424044] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:22.424130] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:22.424161] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:22.536816] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:22.536963] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:22.537006] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:22.537034] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:22.543492] [DEBUG] [FORECASTER] LRGE: Forecast T+1@11:T+2@11: DOWN (p=39.57%)
[2025-12-09T20:26:22.543777] [INFO ] [FORECASTER] Completed predict_future for LRGE
[2025-12-09T20:26:22.543896] [INFO ] [sig       ] LRGE: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:26:22.683327] [INFO ] [LOCAL     ] Saved forecast: LRGE	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/LRGE.txt
[2025-12-09T20:26:22.683458] [INFO ] [sig       ] [1980/3614] Completed LRGE in 0.3s | 2.92 sym/s | Total: 11.3m | ETA: 9.3m
[2025-12-09T20:26:22.683496] [INFO ] [sig       ] [1981/3614] Forecasting LRHC...
[2025-12-09T20:26:22.683528] [INFO ] [sig       ] Generating forecast for: LRHC
[2025-12-09T20:26:22.683563] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LRHC' from 'https://tdm.silogroup.org/data/derivative_storage/LRHC.csv'.
[2025-12-09T20:26:22.695398] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LRHC'.
[2025-12-09T20:26:22.695748] [INFO ] [FORECASTER] Starting predict_future for LRHC
[2025-12-09T20:26:22.696530] [DEBUG] [LOCAL     ] No optimal features file found for LRHC: ./output/feature-sets/LRHC.txt
[2025-12-09T20:26:22.696610] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:22.696645] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:22.696671] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:22.696726] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:22.753505] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:22.754172] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:22.754250] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:22.754282] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:22.869887] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:22.870028] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:22.870068] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:22.870098] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:22.873439] [DEBUG] [FORECASTER] LRHC: Forecast T+1@11:T+2@11: DOWN (p=5.00%)
[2025-12-09T20:26:22.873736] [INFO ] [FORECASTER] Completed predict_future for LRHC
[2025-12-09T20:26:22.873860] [INFO ] [sig       ] LRHC: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:26:23.013058] [INFO ] [LOCAL     ] Saved forecast: LRHC	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/LRHC.txt
[2025-12-09T20:26:23.013243] [INFO ] [sig       ] [1981/3614] Completed LRHC in 0.3s | 2.92 sym/s | Total: 11.3m | ETA: 9.3m
[2025-12-09T20:26:23.013293] [INFO ] [sig       ] [1982/3614] Forecasting LSCC...
[2025-12-09T20:26:23.013347] [INFO ] [sig       ] Generating forecast for: LSCC
[2025-12-09T20:26:23.013388] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LSCC' from 'https://tdm.silogroup.org/data/derivative_storage/LSCC.csv'.
[2025-12-09T20:26:23.025298] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LSCC'.
[2025-12-09T20:26:23.025698] [INFO ] [FORECASTER] Starting predict_future for LSCC
[2025-12-09T20:26:23.026463] [DEBUG] [LOCAL     ] No optimal features file found for LSCC: ./output/feature-sets/LSCC.txt
[2025-12-09T20:26:23.026514] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:23.026545] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:23.026590] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:23.026649] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:23.082101] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:23.082933] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:23.083011] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:23.083043] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:23.202432] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:23.202562] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:23.202619] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:23.202648] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:23.205879] [DEBUG] [FORECASTER] LSCC: Forecast T+1@11:T+2@11: DOWN (p=2.02%)
[2025-12-09T20:26:23.206144] [INFO ] [FORECASTER] Completed predict_future for LSCC
[2025-12-09T20:26:23.206261] [INFO ] [sig       ] LSCC: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:26:23.347247] [INFO ] [LOCAL     ] Saved forecast: LSCC	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/LSCC.txt
[2025-12-09T20:26:23.347369] [INFO ] [sig       ] [1982/3614] Completed LSCC in 0.3s | 2.92 sym/s | Total: 11.3m | ETA: 9.3m
[2025-12-09T20:26:23.347408] [INFO ] [sig       ] [1983/3614] Forecasting LSPD...
[2025-12-09T20:26:23.347437] [INFO ] [sig       ] Generating forecast for: LSPD
[2025-12-09T20:26:23.347467] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LSPD' from 'https://tdm.silogroup.org/data/derivative_storage/LSPD.csv'.
[2025-12-09T20:26:23.358887] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LSPD'.
[2025-12-09T20:26:23.359175] [INFO ] [FORECASTER] Starting predict_future for LSPD
[2025-12-09T20:26:23.359973] [DEBUG] [LOCAL     ] No optimal features file found for LSPD: ./output/feature-sets/LSPD.txt
[2025-12-09T20:26:23.360026] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:23.360058] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:23.360085] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:23.360147] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:23.418289] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:23.418922] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:23.418998] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:23.419031] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:23.543172] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:23.543305] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:23.543345] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:23.543374] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:23.546702] [DEBUG] [FORECASTER] LSPD: Forecast T+1@11:T+2@11: UP (p=99.04%)
[2025-12-09T20:26:23.546970] [INFO ] [FORECASTER] Completed predict_future for LSPD
[2025-12-09T20:26:23.547092] [INFO ] [sig       ] LSPD: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:26:23.686789] [INFO ] [LOCAL     ] Saved forecast: LSPD	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/LSPD.txt
[2025-12-09T20:26:23.686910] [INFO ] [sig       ] [1983/3614] Completed LSPD in 0.3s | 2.92 sym/s | Total: 11.3m | ETA: 9.3m
[2025-12-09T20:26:23.686947] [INFO ] [sig       ] [1984/3614] Forecasting LTC...
[2025-12-09T20:26:23.686976] [INFO ] [sig       ] Generating forecast for: LTC
[2025-12-09T20:26:23.687005] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LTC' from 'https://tdm.silogroup.org/data/derivative_storage/LTC.csv'.
[2025-12-09T20:26:23.698452] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LTC'.
[2025-12-09T20:26:23.698753] [INFO ] [FORECASTER] Starting predict_future for LTC
[2025-12-09T20:26:23.699522] [DEBUG] [LOCAL     ] No optimal features file found for LTC: ./output/feature-sets/LTC.txt
[2025-12-09T20:26:23.699591] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:23.699627] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:23.699657] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:23.699718] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:23.756801] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:23.757512] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:23.757608] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:23.757644] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:23.870790] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:23.870919] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:23.870957] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:23.870985] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:23.874217] [DEBUG] [FORECASTER] LTC: Forecast T+1@11:T+2@11: UP (p=68.54%)
[2025-12-09T20:26:23.874478] [INFO ] [FORECASTER] Completed predict_future for LTC
[2025-12-09T20:26:23.874612] [INFO ] [sig       ] LTC: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:26:24.012427] [INFO ] [LOCAL     ] Saved forecast: LTC	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/LTC.txt
[2025-12-09T20:26:24.012543] [INFO ] [sig       ] [1984/3614] Completed LTC in 0.3s | 2.92 sym/s | Total: 11.3m | ETA: 9.3m
[2025-12-09T20:26:24.012603] [INFO ] [sig       ] [1985/3614] Forecasting LTH...
[2025-12-09T20:26:24.012634] [INFO ] [sig       ] Generating forecast for: LTH
[2025-12-09T20:26:24.012666] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LTH' from 'https://tdm.silogroup.org/data/derivative_storage/LTH.csv'.
[2025-12-09T20:26:24.023718] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LTH'.
[2025-12-09T20:26:24.023995] [INFO ] [FORECASTER] Starting predict_future for LTH
[2025-12-09T20:26:24.024766] [DEBUG] [LOCAL     ] No optimal features file found for LTH: ./output/feature-sets/LTH.txt
[2025-12-09T20:26:24.024815] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:24.024870] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:24.024898] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:24.024953] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:24.083004] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:24.083691] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:24.083768] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:24.083801] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:24.199018] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:24.199144] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:24.199184] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:24.199212] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:24.202479] [DEBUG] [FORECASTER] LTH: Forecast T+1@11:T+2@11: UP (p=65.07%)
[2025-12-09T20:26:24.202758] [INFO ] [FORECASTER] Completed predict_future for LTH
[2025-12-09T20:26:24.202878] [INFO ] [sig       ] LTH: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:26:24.341418] [INFO ] [LOCAL     ] Saved forecast: LTH	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/LTH.txt
[2025-12-09T20:26:24.341534] [INFO ] [sig       ] [1985/3614] Completed LTH in 0.3s | 2.92 sym/s | Total: 11.3m | ETA: 9.3m
[2025-12-09T20:26:24.341587] [INFO ] [sig       ] [1986/3614] Forecasting LTRN...
[2025-12-09T20:26:24.341619] [INFO ] [sig       ] Generating forecast for: LTRN
[2025-12-09T20:26:24.341649] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LTRN' from 'https://tdm.silogroup.org/data/derivative_storage/LTRN.csv'.
[2025-12-09T20:26:24.352932] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LTRN'.
[2025-12-09T20:26:24.353200] [INFO ] [FORECASTER] Starting predict_future for LTRN
[2025-12-09T20:26:24.353988] [DEBUG] [LOCAL     ] No optimal features file found for LTRN: ./output/feature-sets/LTRN.txt
[2025-12-09T20:26:24.354039] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:24.354071] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:24.354097] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:24.354152] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:24.411674] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:24.412289] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:24.412363] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:24.412395] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:24.526198] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:24.526315] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:24.526355] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:24.526382] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:24.529660] [DEBUG] [FORECASTER] LTRN: Forecast T+1@11:T+2@11: DOWN (p=3.57%)
[2025-12-09T20:26:24.529941] [INFO ] [FORECASTER] Completed predict_future for LTRN
[2025-12-09T20:26:24.530057] [INFO ] [sig       ] LTRN: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:26:24.673626] [INFO ] [LOCAL     ] Saved forecast: LTRN	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/LTRN.txt
[2025-12-09T20:26:24.673756] [INFO ] [sig       ] [1986/3614] Completed LTRN in 0.3s | 2.92 sym/s | Total: 11.3m | ETA: 9.3m
[2025-12-09T20:26:24.673794] [INFO ] [sig       ] [1987/3614] Forecasting LTRX...
[2025-12-09T20:26:24.673824] [INFO ] [sig       ] Generating forecast for: LTRX
[2025-12-09T20:26:24.673852] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LTRX' from 'https://tdm.silogroup.org/data/derivative_storage/LTRX.csv'.
[2025-12-09T20:26:24.685793] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LTRX'.
[2025-12-09T20:26:24.686082] [INFO ] [FORECASTER] Starting predict_future for LTRX
[2025-12-09T20:26:24.686948] [DEBUG] [LOCAL     ] No optimal features file found for LTRX: ./output/feature-sets/LTRX.txt
[2025-12-09T20:26:24.687001] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:24.687034] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:24.687061] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:24.687117] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:24.744663] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:24.745288] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:24.745363] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:24.745395] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:24.865259] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:24.865387] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:24.865425] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:24.865453] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:24.868859] [DEBUG] [FORECASTER] LTRX: Forecast T+1@11:T+2@11: UP (p=74.06%)
[2025-12-09T20:26:24.869124] [INFO ] [FORECASTER] Completed predict_future for LTRX
[2025-12-09T20:26:24.869241] [INFO ] [sig       ] LTRX: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:26:25.007945] [INFO ] [LOCAL     ] Saved forecast: LTRX	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/LTRX.txt
[2025-12-09T20:26:25.008086] [INFO ] [sig       ] [1987/3614] Completed LTRX in 0.3s | 2.92 sym/s | Total: 11.3m | ETA: 9.3m
[2025-12-09T20:26:25.008124] [INFO ] [sig       ] [1988/3614] Forecasting LUCD...
[2025-12-09T20:26:25.008154] [INFO ] [sig       ] Generating forecast for: LUCD
[2025-12-09T20:26:25.008183] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LUCD' from 'https://tdm.silogroup.org/data/derivative_storage/LUCD.csv'.
[2025-12-09T20:26:25.019943] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LUCD'.
[2025-12-09T20:26:25.020312] [INFO ] [FORECASTER] Starting predict_future for LUCD
[2025-12-09T20:26:25.021094] [DEBUG] [LOCAL     ] No optimal features file found for LUCD: ./output/feature-sets/LUCD.txt
[2025-12-09T20:26:25.021144] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:25.021174] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:25.021200] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:25.021254] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:25.078120] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:25.078798] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:25.078875] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:25.078907] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:25.195441] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:25.195595] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:25.195651] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:25.195705] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:25.199014] [DEBUG] [FORECASTER] LUCD: Forecast T+1@11:T+2@11: UP (p=84.79%)
[2025-12-09T20:26:25.199270] [INFO ] [FORECASTER] Completed predict_future for LUCD
[2025-12-09T20:26:25.199389] [INFO ] [sig       ] LUCD: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:26:25.338613] [INFO ] [LOCAL     ] Saved forecast: LUCD	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/LUCD.txt
[2025-12-09T20:26:25.338737] [INFO ] [sig       ] [1988/3614] Completed LUCD in 0.3s | 2.92 sym/s | Total: 11.4m | ETA: 9.3m
[2025-12-09T20:26:25.338773] [INFO ] [sig       ] [1989/3614] Forecasting LUCY...
[2025-12-09T20:26:25.338803] [INFO ] [sig       ] Generating forecast for: LUCY
[2025-12-09T20:26:25.338832] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LUCY' from 'https://tdm.silogroup.org/data/derivative_storage/LUCY.csv'.
[2025-12-09T20:26:25.350031] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LUCY'.
[2025-12-09T20:26:25.350317] [INFO ] [FORECASTER] Starting predict_future for LUCY
[2025-12-09T20:26:25.351084] [DEBUG] [LOCAL     ] No optimal features file found for LUCY: ./output/feature-sets/LUCY.txt
[2025-12-09T20:26:25.351135] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:25.351166] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:25.351191] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:25.351247] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:25.407465] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:25.408105] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:25.408175] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:25.408206] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:25.524442] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:25.524567] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:25.524621] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:25.524649] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:25.527962] [DEBUG] [FORECASTER] LUCY: Forecast T+1@11:T+2@11: UP (p=64.21%)
[2025-12-09T20:26:25.528222] [INFO ] [FORECASTER] Completed predict_future for LUCY
[2025-12-09T20:26:25.528341] [INFO ] [sig       ] LUCY: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:26:25.667115] [INFO ] [LOCAL     ] Saved forecast: LUCY	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/LUCY.txt
[2025-12-09T20:26:25.667262] [INFO ] [sig       ] [1989/3614] Completed LUCY in 0.3s | 2.92 sym/s | Total: 11.4m | ETA: 9.3m
[2025-12-09T20:26:25.667300] [INFO ] [sig       ] [1990/3614] Forecasting LUMN...
[2025-12-09T20:26:25.667330] [INFO ] [sig       ] Generating forecast for: LUMN
[2025-12-09T20:26:25.667359] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LUMN' from 'https://tdm.silogroup.org/data/derivative_storage/LUMN.csv'.
[2025-12-09T20:26:25.679319] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LUMN'.
[2025-12-09T20:26:25.679746] [INFO ] [FORECASTER] Starting predict_future for LUMN
[2025-12-09T20:26:25.680518] [DEBUG] [LOCAL     ] No optimal features file found for LUMN: ./output/feature-sets/LUMN.txt
[2025-12-09T20:26:25.680595] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:25.680631] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:25.680657] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:25.680724] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:25.736770] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:25.737694] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:25.737778] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:25.737810] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:25.856899] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:25.857049] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:25.857088] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:25.857117] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:25.860485] [DEBUG] [FORECASTER] LUMN: Forecast T+1@11:T+2@11: DOWN (p=9.83%)
[2025-12-09T20:26:25.860776] [INFO ] [FORECASTER] Completed predict_future for LUMN
[2025-12-09T20:26:25.860895] [INFO ] [sig       ] LUMN: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:26:25.999087] [INFO ] [LOCAL     ] Saved forecast: LUMN	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/LUMN.txt
[2025-12-09T20:26:25.999210] [INFO ] [sig       ] [1990/3614] Completed LUMN in 0.3s | 2.92 sym/s | Total: 11.4m | ETA: 9.3m
[2025-12-09T20:26:25.999247] [INFO ] [sig       ] [1991/3614] Forecasting LUNG...
[2025-12-09T20:26:25.999275] [INFO ] [sig       ] Generating forecast for: LUNG
[2025-12-09T20:26:25.999305] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LUNG' from 'https://tdm.silogroup.org/data/derivative_storage/LUNG.csv'.
[2025-12-09T20:26:26.010958] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LUNG'.
[2025-12-09T20:26:26.011262] [INFO ] [FORECASTER] Starting predict_future for LUNG
[2025-12-09T20:26:26.012058] [DEBUG] [LOCAL     ] No optimal features file found for LUNG: ./output/feature-sets/LUNG.txt
[2025-12-09T20:26:26.012109] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:26.012140] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:26.012165] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:26.012219] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:26.067848] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:26.068470] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:26.068546] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:26.068594] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:26.187067] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:26.187213] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:26.187252] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:26.187280] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:26.190627] [DEBUG] [FORECASTER] LUNG: Forecast T+1@11:T+2@11: DOWN (p=2.82%)
[2025-12-09T20:26:26.190889] [INFO ] [FORECASTER] Completed predict_future for LUNG
[2025-12-09T20:26:26.191010] [INFO ] [sig       ] LUNG: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:26:26.332838] [INFO ] [LOCAL     ] Saved forecast: LUNG	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/LUNG.txt
[2025-12-09T20:26:26.332957] [INFO ] [sig       ] [1991/3614] Completed LUNG in 0.3s | 2.92 sym/s | Total: 11.4m | ETA: 9.3m
[2025-12-09T20:26:26.332995] [INFO ] [sig       ] [1992/3614] Forecasting LVHD...
[2025-12-09T20:26:26.333023] [INFO ] [sig       ] Generating forecast for: LVHD
[2025-12-09T20:26:26.333051] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LVHD' from 'https://tdm.silogroup.org/data/derivative_storage/LVHD.csv'.
[2025-12-09T20:26:26.344844] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LVHD'.
[2025-12-09T20:26:26.345120] [INFO ] [FORECASTER] Starting predict_future for LVHD
[2025-12-09T20:26:26.345964] [DEBUG] [LOCAL     ] No optimal features file found for LVHD: ./output/feature-sets/LVHD.txt
[2025-12-09T20:26:26.346016] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:26.346059] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:26.346087] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:26.346144] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:26.403386] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:26.404028] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:26.404101] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:26.404132] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:26.522984] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:26.523114] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:26.523152] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:26.523179] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:26.526412] [DEBUG] [FORECASTER] LVHD: Forecast T+1@11:T+2@11: UP (p=93.96%)
[2025-12-09T20:26:26.526690] [INFO ] [FORECASTER] Completed predict_future for LVHD
[2025-12-09T20:26:26.526811] [INFO ] [sig       ] LVHD: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:26:26.665699] [INFO ] [LOCAL     ] Saved forecast: LVHD	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/LVHD.txt
[2025-12-09T20:26:26.665839] [INFO ] [sig       ] [1992/3614] Completed LVHD in 0.3s | 2.92 sym/s | Total: 11.4m | ETA: 9.3m
[2025-12-09T20:26:26.665877] [INFO ] [sig       ] [1993/3614] Forecasting LVO...
[2025-12-09T20:26:26.665907] [INFO ] [sig       ] Generating forecast for: LVO
[2025-12-09T20:26:26.665936] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LVO' from 'https://tdm.silogroup.org/data/derivative_storage/LVO.csv'.
[2025-12-09T20:26:26.676926] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LVO'.
[2025-12-09T20:26:26.677204] [INFO ] [FORECASTER] Starting predict_future for LVO
[2025-12-09T20:26:26.678062] [DEBUG] [LOCAL     ] No optimal features file found for LVO: ./output/feature-sets/LVO.txt
[2025-12-09T20:26:26.678114] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:26.678146] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:26.678172] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:26.678227] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:26.736101] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:26.736726] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:26.736799] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:26.736832] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:26.850796] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:26.850931] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:26.850970] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:26.850998] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:26.854295] [DEBUG] [FORECASTER] LVO: Forecast T+1@11:T+2@11: DOWN (p=35.61%)
[2025-12-09T20:26:26.854561] [INFO ] [FORECASTER] Completed predict_future for LVO
[2025-12-09T20:26:26.854703] [INFO ] [sig       ] LVO: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:26:26.992233] [INFO ] [LOCAL     ] Saved forecast: LVO	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/LVO.txt
[2025-12-09T20:26:26.992357] [INFO ] [sig       ] [1993/3614] Completed LVO in 0.3s | 2.92 sym/s | Total: 11.4m | ETA: 9.3m
[2025-12-09T20:26:26.992395] [INFO ] [sig       ] [1994/3614] Forecasting LVS...
[2025-12-09T20:26:26.992424] [INFO ] [sig       ] Generating forecast for: LVS
[2025-12-09T20:26:26.992454] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LVS' from 'https://tdm.silogroup.org/data/derivative_storage/LVS.csv'.
[2025-12-09T20:26:27.003114] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LVS'.
[2025-12-09T20:26:27.003378] [INFO ] [FORECASTER] Starting predict_future for LVS
[2025-12-09T20:26:27.004139] [DEBUG] [LOCAL     ] No optimal features file found for LVS: ./output/feature-sets/LVS.txt
[2025-12-09T20:26:27.004190] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:27.004224] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:27.004250] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:27.004305] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:27.060456] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:27.061084] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:27.061157] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:27.061188] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:27.179456] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:27.179611] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:27.179652] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:27.179681] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:27.182958] [DEBUG] [FORECASTER] LVS: Forecast T+1@11:T+2@11: DOWN (p=25.80%)
[2025-12-09T20:26:27.183218] [INFO ] [FORECASTER] Completed predict_future for LVS
[2025-12-09T20:26:27.183338] [INFO ] [sig       ] LVS: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:26:27.321839] [INFO ] [LOCAL     ] Saved forecast: LVS	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/LVS.txt
[2025-12-09T20:26:27.321958] [INFO ] [sig       ] [1994/3614] Completed LVS in 0.3s | 2.92 sym/s | Total: 11.4m | ETA: 9.2m
[2025-12-09T20:26:27.321994] [INFO ] [sig       ] [1995/3614] Forecasting LWAY...
[2025-12-09T20:26:27.322023] [INFO ] [sig       ] Generating forecast for: LWAY
[2025-12-09T20:26:27.322052] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LWAY' from 'https://tdm.silogroup.org/data/derivative_storage/LWAY.csv'.
[2025-12-09T20:26:27.332787] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LWAY'.
[2025-12-09T20:26:27.333043] [INFO ] [FORECASTER] Starting predict_future for LWAY
[2025-12-09T20:26:27.333811] [DEBUG] [LOCAL     ] No optimal features file found for LWAY: ./output/feature-sets/LWAY.txt
[2025-12-09T20:26:27.333862] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:27.333893] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:27.333920] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:27.333975] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:27.390596] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:27.391257] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:27.391373] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:27.391419] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:27.511507] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:27.511667] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:27.511708] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:27.511736] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:27.515088] [DEBUG] [FORECASTER] LWAY: Forecast T+1@11:T+2@11: UP (p=82.05%)
[2025-12-09T20:26:27.515370] [INFO ] [FORECASTER] Completed predict_future for LWAY
[2025-12-09T20:26:27.515494] [INFO ] [sig       ] LWAY: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:26:27.654661] [INFO ] [LOCAL     ] Saved forecast: LWAY	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/LWAY.txt
[2025-12-09T20:26:27.654811] [INFO ] [sig       ] [1995/3614] Completed LWAY in 0.3s | 2.92 sym/s | Total: 11.4m | ETA: 9.2m
[2025-12-09T20:26:27.654850] [INFO ] [sig       ] [1996/3614] Forecasting LWLG...
[2025-12-09T20:26:27.654885] [INFO ] [sig       ] Generating forecast for: LWLG
[2025-12-09T20:26:27.654917] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LWLG' from 'https://tdm.silogroup.org/data/derivative_storage/LWLG.csv'.
[2025-12-09T20:26:27.666657] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LWLG'.
[2025-12-09T20:26:27.667004] [INFO ] [FORECASTER] Starting predict_future for LWLG
[2025-12-09T20:26:27.667862] [DEBUG] [LOCAL     ] No optimal features file found for LWLG: ./output/feature-sets/LWLG.txt
[2025-12-09T20:26:27.667916] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:27.667947] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:27.667974] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:27.668030] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:27.727077] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:27.727943] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:27.728021] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:27.728053] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:27.852011] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:27.852154] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:27.852192] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:27.852220] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:27.855505] [DEBUG] [FORECASTER] LWLG: Forecast T+1@11:T+2@11: DOWN (p=4.34%)
[2025-12-09T20:26:27.855784] [INFO ] [FORECASTER] Completed predict_future for LWLG
[2025-12-09T20:26:27.855904] [INFO ] [sig       ] LWLG: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:26:27.994221] [INFO ] [LOCAL     ] Saved forecast: LWLG	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/LWLG.txt
[2025-12-09T20:26:27.994365] [INFO ] [sig       ] [1996/3614] Completed LWLG in 0.3s | 2.92 sym/s | Total: 11.4m | ETA: 9.2m
[2025-12-09T20:26:27.994406] [INFO ] [sig       ] [1997/3614] Forecasting LX...
[2025-12-09T20:26:27.994437] [INFO ] [sig       ] Generating forecast for: LX
[2025-12-09T20:26:27.994467] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LX' from 'https://tdm.silogroup.org/data/derivative_storage/LX.csv'.
[2025-12-09T20:26:28.005452] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LX'.
[2025-12-09T20:26:28.005769] [INFO ] [FORECASTER] Starting predict_future for LX
[2025-12-09T20:26:28.006557] [DEBUG] [LOCAL     ] No optimal features file found for LX: ./output/feature-sets/LX.txt
[2025-12-09T20:26:28.006634] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:28.006668] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:28.006695] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:28.006752] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:28.063907] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:28.064546] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:28.064641] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:28.064674] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:28.187192] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:28.187335] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:28.187374] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:28.187403] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:28.190709] [DEBUG] [FORECASTER] LX: Forecast T+1@11:T+2@11: UP (p=76.15%)
[2025-12-09T20:26:28.190978] [INFO ] [FORECASTER] Completed predict_future for LX
[2025-12-09T20:26:28.191099] [INFO ] [sig       ] LX: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:26:28.347723] [INFO ] [LOCAL     ] Saved forecast: LX	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/LX.txt
[2025-12-09T20:26:28.347881] [INFO ] [sig       ] [1997/3614] Completed LX in 0.4s | 2.92 sym/s | Total: 11.4m | ETA: 9.2m
[2025-12-09T20:26:28.347921] [INFO ] [sig       ] [1998/3614] Forecasting LXEO...
[2025-12-09T20:26:28.347950] [INFO ] [sig       ] Generating forecast for: LXEO
[2025-12-09T20:26:28.347981] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LXEO' from 'https://tdm.silogroup.org/data/derivative_storage/LXEO.csv'.
[2025-12-09T20:26:28.359561] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LXEO'.
[2025-12-09T20:26:28.359949] [INFO ] [FORECASTER] Starting predict_future for LXEO
[2025-12-09T20:26:28.360714] [DEBUG] [LOCAL     ] No optimal features file found for LXEO: ./output/feature-sets/LXEO.txt
[2025-12-09T20:26:28.360764] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:28.360795] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:28.360821] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:28.360876] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:28.419132] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:28.419951] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:28.420029] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:28.420061] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:28.542541] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:28.542720] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:28.542772] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:28.542810] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:28.546429] [DEBUG] [FORECASTER] LXEO: Forecast T+1@11:T+2@11: DOWN (p=32.24%)
[2025-12-09T20:26:28.546755] [INFO ] [FORECASTER] Completed predict_future for LXEO
[2025-12-09T20:26:28.546909] [INFO ] [sig       ] LXEO: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:26:28.694147] [INFO ] [LOCAL     ] Saved forecast: LXEO	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/LXEO.txt
[2025-12-09T20:26:28.694346] [INFO ] [sig       ] [1998/3614] Completed LXEO in 0.3s | 2.92 sym/s | Total: 11.4m | ETA: 9.2m
[2025-12-09T20:26:28.694386] [INFO ] [sig       ] [1999/3614] Forecasting LXP...
[2025-12-09T20:26:28.694416] [INFO ] [sig       ] Generating forecast for: LXP
[2025-12-09T20:26:28.694446] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LXP' from 'https://tdm.silogroup.org/data/derivative_storage/LXP.csv'.
[2025-12-09T20:26:28.705862] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LXP'.
[2025-12-09T20:26:28.706211] [INFO ] [FORECASTER] Starting predict_future for LXP
[2025-12-09T20:26:28.707162] [DEBUG] [LOCAL     ] No optimal features file found for LXP: ./output/feature-sets/LXP.txt
[2025-12-09T20:26:28.707212] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:28.707244] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:28.707270] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:28.707325] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:28.766250] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:28.767114] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:28.767197] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:28.767228] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:28.882708] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:28.882849] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:28.882889] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:28.882933] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:28.886459] [DEBUG] [FORECASTER] LXP: Forecast T+1@11:T+2@11: DOWN (p=39.28%)
[2025-12-09T20:26:28.886751] [INFO ] [FORECASTER] Completed predict_future for LXP
[2025-12-09T20:26:28.886872] [INFO ] [sig       ] LXP: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:26:29.025660] [INFO ] [LOCAL     ] Saved forecast: LXP	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/LXP.txt
[2025-12-09T20:26:29.025798] [INFO ] [sig       ] [1999/3614] Completed LXP in 0.3s | 2.92 sym/s | Total: 11.4m | ETA: 9.2m
[2025-12-09T20:26:29.025844] [INFO ] [sig       ] [2000/3614] Forecasting LYB...
[2025-12-09T20:26:29.025877] [INFO ] [sig       ] Generating forecast for: LYB
[2025-12-09T20:26:29.025907] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LYB' from 'https://tdm.silogroup.org/data/derivative_storage/LYB.csv'.
[2025-12-09T20:26:29.037071] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LYB'.
[2025-12-09T20:26:29.037359] [INFO ] [FORECASTER] Starting predict_future for LYB
[2025-12-09T20:26:29.038219] [DEBUG] [LOCAL     ] No optimal features file found for LYB: ./output/feature-sets/LYB.txt
[2025-12-09T20:26:29.038271] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:29.038304] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:29.038333] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:29.038390] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:29.098973] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:29.099705] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:29.099808] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:29.099848] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:29.216214] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:29.216364] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:29.216404] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:29.216432] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:29.219725] [DEBUG] [FORECASTER] LYB: Forecast T+1@11:T+2@11: DOWN (p=1.32%)
[2025-12-09T20:26:29.219985] [INFO ] [FORECASTER] Completed predict_future for LYB
[2025-12-09T20:26:29.220101] [INFO ] [sig       ] LYB: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:26:29.358452] [INFO ] [LOCAL     ] Saved forecast: LYB	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/LYB.txt
[2025-12-09T20:26:29.358594] [INFO ] [sig       ] [2000/3614] Completed LYB in 0.3s | 2.92 sym/s | Total: 11.4m | ETA: 9.2m
[2025-12-09T20:26:29.358636] [INFO ] [sig       ] [2001/3614] Forecasting LYEL...
[2025-12-09T20:26:29.358666] [INFO ] [sig       ] Generating forecast for: LYEL
[2025-12-09T20:26:29.358697] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LYEL' from 'https://tdm.silogroup.org/data/derivative_storage/LYEL.csv'.
[2025-12-09T20:26:29.371109] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LYEL'.
[2025-12-09T20:26:29.371479] [INFO ] [FORECASTER] Starting predict_future for LYEL
[2025-12-09T20:26:29.372338] [DEBUG] [LOCAL     ] No optimal features file found for LYEL: ./output/feature-sets/LYEL.txt
[2025-12-09T20:26:29.372391] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:29.372424] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:29.372450] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:29.372505] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:29.431748] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:29.432556] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:29.432659] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:29.432727] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:29.561305] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:29.561465] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:29.561506] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:29.561535] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:29.564977] [DEBUG] [FORECASTER] LYEL: Forecast T+1@11:T+2@11: DOWN (p=12.58%)
[2025-12-09T20:26:29.565247] [INFO ] [FORECASTER] Completed predict_future for LYEL
[2025-12-09T20:26:29.565370] [INFO ] [sig       ] LYEL: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:26:29.703687] [INFO ] [LOCAL     ] Saved forecast: LYEL	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/LYEL.txt
[2025-12-09T20:26:29.703821] [INFO ] [sig       ] [2001/3614] Completed LYEL in 0.3s | 2.92 sym/s | Total: 11.4m | ETA: 9.2m
[2025-12-09T20:26:29.703867] [INFO ] [sig       ] [2002/3614] Forecasting LYG...
[2025-12-09T20:26:29.703901] [INFO ] [sig       ] Generating forecast for: LYG
[2025-12-09T20:26:29.703928] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LYG' from 'https://tdm.silogroup.org/data/derivative_storage/LYG.csv'.
[2025-12-09T20:26:29.716019] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LYG'.
[2025-12-09T20:26:29.716340] [INFO ] [FORECASTER] Starting predict_future for LYG
[2025-12-09T20:26:29.717153] [DEBUG] [LOCAL     ] No optimal features file found for LYG: ./output/feature-sets/LYG.txt
[2025-12-09T20:26:29.717204] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:29.717263] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:29.717291] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:29.717349] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:29.775473] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:29.776123] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:29.776209] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:29.776241] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:29.898789] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:29.898931] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:29.898970] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:29.898998] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:29.902301] [DEBUG] [FORECASTER] LYG: Forecast T+1@11:T+2@11: DOWN (p=1.82%)
[2025-12-09T20:26:29.902583] [INFO ] [FORECASTER] Completed predict_future for LYG
[2025-12-09T20:26:29.902710] [INFO ] [sig       ] LYG: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:26:30.042628] [INFO ] [LOCAL     ] Saved forecast: LYG	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/LYG.txt
[2025-12-09T20:26:30.042793] [INFO ] [sig       ] [2002/3614] Completed LYG in 0.3s | 2.92 sym/s | Total: 11.4m | ETA: 9.2m
[2025-12-09T20:26:30.042832] [INFO ] [sig       ] [2003/3614] Forecasting LYRA...
[2025-12-09T20:26:30.042861] [INFO ] [sig       ] Generating forecast for: LYRA
[2025-12-09T20:26:30.042891] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LYRA' from 'https://tdm.silogroup.org/data/derivative_storage/LYRA.csv'.
[2025-12-09T20:26:30.054106] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LYRA'.
[2025-12-09T20:26:30.054391] [INFO ] [FORECASTER] Starting predict_future for LYRA
[2025-12-09T20:26:30.055202] [DEBUG] [LOCAL     ] No optimal features file found for LYRA: ./output/feature-sets/LYRA.txt
[2025-12-09T20:26:30.055254] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:30.055285] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:30.055321] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:30.055379] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:30.113327] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:30.114327] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:30.114414] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:30.114449] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:30.235037] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:30.235177] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:30.235217] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:30.235244] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:30.238555] [DEBUG] [FORECASTER] LYRA: Forecast T+1@11:T+2@11: DOWN (p=17.66%)
[2025-12-09T20:26:30.238839] [INFO ] [FORECASTER] Completed predict_future for LYRA
[2025-12-09T20:26:30.238958] [INFO ] [sig       ] LYRA: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:26:30.376428] [INFO ] [LOCAL     ] Saved forecast: LYRA	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/LYRA.txt
[2025-12-09T20:26:30.376547] [INFO ] [sig       ] [2003/3614] Completed LYRA in 0.3s | 2.92 sym/s | Total: 11.4m | ETA: 9.2m
[2025-12-09T20:26:30.376601] [INFO ] [sig       ] [2004/3614] Forecasting LYTS...
[2025-12-09T20:26:30.376631] [INFO ] [sig       ] Generating forecast for: LYTS
[2025-12-09T20:26:30.376658] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LYTS' from 'https://tdm.silogroup.org/data/derivative_storage/LYTS.csv'.
[2025-12-09T20:26:30.388216] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LYTS'.
[2025-12-09T20:26:30.388488] [INFO ] [FORECASTER] Starting predict_future for LYTS
[2025-12-09T20:26:30.389292] [DEBUG] [LOCAL     ] No optimal features file found for LYTS: ./output/feature-sets/LYTS.txt
[2025-12-09T20:26:30.389344] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:30.389376] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:30.389402] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:30.389458] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:30.446017] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:30.446631] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:30.446704] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:30.446735] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:30.563585] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:30.563733] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:30.563774] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:30.563801] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:30.567110] [DEBUG] [FORECASTER] LYTS: Forecast T+1@11:T+2@11: DOWN (p=4.22%)
[2025-12-09T20:26:30.567375] [INFO ] [FORECASTER] Completed predict_future for LYTS
[2025-12-09T20:26:30.567512] [INFO ] [sig       ] LYTS: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:26:30.707444] [INFO ] [LOCAL     ] Saved forecast: LYTS	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/LYTS.txt
[2025-12-09T20:26:30.707597] [INFO ] [sig       ] [2004/3614] Completed LYTS in 0.3s | 2.92 sym/s | Total: 11.4m | ETA: 9.2m
[2025-12-09T20:26:30.707637] [INFO ] [sig       ] [2005/3614] Forecasting LZ...
[2025-12-09T20:26:30.707666] [INFO ] [sig       ] Generating forecast for: LZ
[2025-12-09T20:26:30.707696] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LZ' from 'https://tdm.silogroup.org/data/derivative_storage/LZ.csv'.
[2025-12-09T20:26:30.719151] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LZ'.
[2025-12-09T20:26:30.719422] [INFO ] [FORECASTER] Starting predict_future for LZ
[2025-12-09T20:26:30.720259] [DEBUG] [LOCAL     ] No optimal features file found for LZ: ./output/feature-sets/LZ.txt
[2025-12-09T20:26:30.720312] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:30.720344] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:30.720371] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:30.720428] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:30.782105] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:30.782795] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:30.782871] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:30.782902] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:30.902546] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:30.902717] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:30.902760] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:30.902847] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:30.906243] [DEBUG] [FORECASTER] LZ: Forecast T+1@11:T+2@11: DOWN (p=2.33%)
[2025-12-09T20:26:30.906506] [INFO ] [FORECASTER] Completed predict_future for LZ
[2025-12-09T20:26:30.906644] [INFO ] [sig       ] LZ: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:26:31.046662] [INFO ] [LOCAL     ] Saved forecast: LZ	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/LZ.txt
[2025-12-09T20:26:31.046821] [INFO ] [sig       ] [2005/3614] Completed LZ in 0.3s | 2.92 sym/s | Total: 11.4m | ETA: 9.2m
[2025-12-09T20:26:31.046861] [INFO ] [sig       ] [2006/3614] Forecasting LZB...
[2025-12-09T20:26:31.046890] [INFO ] [sig       ] Generating forecast for: LZB
[2025-12-09T20:26:31.046918] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LZB' from 'https://tdm.silogroup.org/data/derivative_storage/LZB.csv'.
[2025-12-09T20:26:31.058338] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LZB'.
[2025-12-09T20:26:31.058723] [INFO ] [FORECASTER] Starting predict_future for LZB
[2025-12-09T20:26:31.059536] [DEBUG] [LOCAL     ] No optimal features file found for LZB: ./output/feature-sets/LZB.txt
[2025-12-09T20:26:31.059613] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:31.059649] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:31.059677] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:31.059734] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:31.116325] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:31.117145] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:31.117221] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:31.117253] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:31.240901] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:31.241038] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:31.241076] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:31.241104] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:31.244414] [DEBUG] [FORECASTER] LZB: Forecast T+1@11:T+2@11: DOWN (p=43.83%)
[2025-12-09T20:26:31.244691] [INFO ] [FORECASTER] Completed predict_future for LZB
[2025-12-09T20:26:31.244811] [INFO ] [sig       ] LZB: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:26:31.383183] [INFO ] [LOCAL     ] Saved forecast: LZB	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/LZB.txt
[2025-12-09T20:26:31.383298] [INFO ] [sig       ] [2006/3614] Completed LZB in 0.3s | 2.92 sym/s | Total: 11.5m | ETA: 9.2m
[2025-12-09T20:26:31.383336] [INFO ] [sig       ] [2007/3614] Forecasting LZM...
[2025-12-09T20:26:31.383366] [INFO ] [sig       ] Generating forecast for: LZM
[2025-12-09T20:26:31.383401] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LZM' from 'https://tdm.silogroup.org/data/derivative_storage/LZM.csv'.
[2025-12-09T20:26:31.394256] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LZM'.
[2025-12-09T20:26:31.394520] [INFO ] [FORECASTER] Starting predict_future for LZM
[2025-12-09T20:26:31.395274] [DEBUG] [LOCAL     ] No optimal features file found for LZM: ./output/feature-sets/LZM.txt
[2025-12-09T20:26:31.395325] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:31.395356] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:31.395382] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:31.395437] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:31.452539] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:31.453276] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:31.453353] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:31.453383] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:31.572805] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:31.572958] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:31.572998] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:31.573026] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:31.576449] [DEBUG] [FORECASTER] LZM: Forecast T+1@11:T+2@11: UP (p=65.24%)
[2025-12-09T20:26:31.576820] [INFO ] [FORECASTER] Completed predict_future for LZM
[2025-12-09T20:26:31.576960] [INFO ] [sig       ] LZM: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:26:31.716647] [INFO ] [LOCAL     ] Saved forecast: LZM	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/LZM.txt
[2025-12-09T20:26:31.716798] [INFO ] [sig       ] [2007/3614] Completed LZM in 0.3s | 2.92 sym/s | Total: 11.5m | ETA: 9.2m
[2025-12-09T20:26:31.716837] [INFO ] [sig       ] [2008/3614] Forecasting M...
[2025-12-09T20:26:31.716866] [INFO ] [sig       ] Generating forecast for: M
[2025-12-09T20:26:31.716897] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'M' from 'https://tdm.silogroup.org/data/derivative_storage/M.csv'.
[2025-12-09T20:26:31.728651] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'M'.
[2025-12-09T20:26:31.728977] [INFO ] [FORECASTER] Starting predict_future for M
[2025-12-09T20:26:31.729754] [DEBUG] [LOCAL     ] No optimal features file found for M: ./output/feature-sets/M.txt
[2025-12-09T20:26:31.729804] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:31.729835] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:31.729860] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:31.729914] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:31.787557] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:31.788406] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:31.788488] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:31.788522] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:31.912405] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:31.912561] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:31.912625] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:31.912656] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:31.916024] [DEBUG] [FORECASTER] M: Forecast T+1@11:T+2@11: DOWN (p=11.31%)
[2025-12-09T20:26:31.916310] [INFO ] [FORECASTER] Completed predict_future for M
[2025-12-09T20:26:31.916436] [INFO ] [sig       ] M: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:26:32.057922] [INFO ] [LOCAL     ] Saved forecast: M	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/M.txt
[2025-12-09T20:26:32.058091] [INFO ] [sig       ] [2008/3614] Completed M in 0.3s | 2.92 sym/s | Total: 11.5m | ETA: 9.2m
[2025-12-09T20:26:32.058132] [INFO ] [sig       ] [2009/3614] Forecasting MA...
[2025-12-09T20:26:32.058161] [INFO ] [sig       ] Generating forecast for: MA
[2025-12-09T20:26:32.058191] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MA' from 'https://tdm.silogroup.org/data/derivative_storage/MA.csv'.
[2025-12-09T20:26:32.069159] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MA'.
[2025-12-09T20:26:32.069435] [INFO ] [FORECASTER] Starting predict_future for MA
[2025-12-09T20:26:32.070225] [DEBUG] [LOCAL     ] No optimal features file found for MA: ./output/feature-sets/MA.txt
[2025-12-09T20:26:32.070275] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:32.070306] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:32.070331] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:32.070386] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:32.126362] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:32.127089] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:32.127168] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:32.127199] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:32.250172] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:32.250309] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:32.250348] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:32.250374] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:32.253671] [DEBUG] [FORECASTER] MA: Forecast T+1@11:T+2@11: DOWN (p=41.60%)
[2025-12-09T20:26:32.253932] [INFO ] [FORECASTER] Completed predict_future for MA
[2025-12-09T20:26:32.254049] [INFO ] [sig       ] MA: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:26:32.392602] [INFO ] [LOCAL     ] Saved forecast: MA	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/MA.txt
[2025-12-09T20:26:32.392751] [INFO ] [sig       ] [2009/3614] Completed MA in 0.3s | 2.92 sym/s | Total: 11.5m | ETA: 9.2m
[2025-12-09T20:26:32.392791] [INFO ] [sig       ] [2010/3614] Forecasting MAA...
[2025-12-09T20:26:32.392820] [INFO ] [sig       ] Generating forecast for: MAA
[2025-12-09T20:26:32.392850] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAA' from 'https://tdm.silogroup.org/data/derivative_storage/MAA.csv'.
[2025-12-09T20:26:32.405064] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAA'.
[2025-12-09T20:26:32.405364] [INFO ] [FORECASTER] Starting predict_future for MAA
[2025-12-09T20:26:32.406171] [DEBUG] [LOCAL     ] No optimal features file found for MAA: ./output/feature-sets/MAA.txt
[2025-12-09T20:26:32.406223] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:32.406254] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:32.406281] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:32.406335] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:32.462112] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:32.462797] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:32.462874] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:32.462905] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:32.583016] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:32.583162] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:32.583202] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:32.583229] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:32.586586] [DEBUG] [FORECASTER] MAA: Forecast T+1@11:T+2@11: DOWN (p=5.71%)
[2025-12-09T20:26:32.586873] [INFO ] [FORECASTER] Completed predict_future for MAA
[2025-12-09T20:26:32.586996] [INFO ] [sig       ] MAA: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:26:32.727235] [INFO ] [LOCAL     ] Saved forecast: MAA	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/MAA.txt
[2025-12-09T20:26:32.727436] [INFO ] [sig       ] [2010/3614] Completed MAA in 0.3s | 2.92 sym/s | Total: 11.5m | ETA: 9.2m
[2025-12-09T20:26:32.727479] [INFO ] [sig       ] [2011/3614] Forecasting MAC...
[2025-12-09T20:26:32.727529] [INFO ] [sig       ] Generating forecast for: MAC
[2025-12-09T20:26:32.727562] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAC' from 'https://tdm.silogroup.org/data/derivative_storage/MAC.csv'.
[2025-12-09T20:26:32.741601] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAC'.
[2025-12-09T20:26:32.741979] [INFO ] [FORECASTER] Starting predict_future for MAC
[2025-12-09T20:26:32.742966] [DEBUG] [LOCAL     ] No optimal features file found for MAC: ./output/feature-sets/MAC.txt
[2025-12-09T20:26:32.743017] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:32.743049] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:32.743073] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:32.743129] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:32.800149] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:32.800990] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:32.801080] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:32.801112] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:32.926977] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:32.927144] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:32.927186] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:32.927215] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:32.930838] [DEBUG] [FORECASTER] MAC: Forecast T+1@11:T+2@11: UP (p=91.67%)
[2025-12-09T20:26:32.931117] [INFO ] [FORECASTER] Completed predict_future for MAC
[2025-12-09T20:26:32.931245] [INFO ] [sig       ] MAC: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:26:33.068828] [INFO ] [LOCAL     ] Saved forecast: MAC	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/MAC.txt
[2025-12-09T20:26:33.068977] [INFO ] [sig       ] [2011/3614] Completed MAC in 0.3s | 2.92 sym/s | Total: 11.5m | ETA: 9.2m
[2025-12-09T20:26:33.069016] [INFO ] [sig       ] [2012/3614] Forecasting MAMA...
[2025-12-09T20:26:33.069046] [INFO ] [sig       ] Generating forecast for: MAMA
[2025-12-09T20:26:33.069074] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAMA' from 'https://tdm.silogroup.org/data/derivative_storage/MAMA.csv'.
[2025-12-09T20:26:33.080730] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAMA'.
[2025-12-09T20:26:33.081013] [INFO ] [FORECASTER] Starting predict_future for MAMA
[2025-12-09T20:26:33.081786] [DEBUG] [LOCAL     ] No optimal features file found for MAMA: ./output/feature-sets/MAMA.txt
[2025-12-09T20:26:33.081835] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:33.081866] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:33.081893] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:33.081947] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:33.136770] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:33.137393] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:33.137515] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:33.137549] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:33.258107] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:33.258261] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:33.258320] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:33.258350] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:33.261724] [DEBUG] [FORECASTER] MAMA: Forecast T+1@11:T+2@11: DOWN (p=17.23%)
[2025-12-09T20:26:33.261990] [INFO ] [FORECASTER] Completed predict_future for MAMA
[2025-12-09T20:26:33.262112] [INFO ] [sig       ] MAMA: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:26:33.398959] [INFO ] [LOCAL     ] Saved forecast: MAMA	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/MAMA.txt
[2025-12-09T20:26:33.399099] [INFO ] [sig       ] [2012/3614] Completed MAMA in 0.3s | 2.92 sym/s | Total: 11.5m | ETA: 9.1m
[2025-12-09T20:26:33.399137] [INFO ] [sig       ] [2013/3614] Forecasting MAN...
[2025-12-09T20:26:33.399167] [INFO ] [sig       ] Generating forecast for: MAN
[2025-12-09T20:26:33.399197] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAN' from 'https://tdm.silogroup.org/data/derivative_storage/MAN.csv'.
[2025-12-09T20:26:33.410550] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAN'.
[2025-12-09T20:26:33.410882] [INFO ] [FORECASTER] Starting predict_future for MAN
[2025-12-09T20:26:33.411675] [DEBUG] [LOCAL     ] No optimal features file found for MAN: ./output/feature-sets/MAN.txt
[2025-12-09T20:26:33.411725] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:33.411758] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:33.411788] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:33.411855] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:33.471127] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:33.471965] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:33.472040] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:33.472071] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:33.591662] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:33.591802] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:33.591847] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:33.591881] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:33.595224] [DEBUG] [FORECASTER] MAN: Forecast T+1@11:T+2@11: UP (p=99.74%)
[2025-12-09T20:26:33.595491] [INFO ] [FORECASTER] Completed predict_future for MAN
[2025-12-09T20:26:33.595627] [INFO ] [sig       ] MAN: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:26:33.737726] [INFO ] [LOCAL     ] Saved forecast: MAN	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/MAN.txt
[2025-12-09T20:26:33.737884] [INFO ] [sig       ] [2013/3614] Completed MAN in 0.3s | 2.92 sym/s | Total: 11.5m | ETA: 9.1m
[2025-12-09T20:26:33.737924] [INFO ] [sig       ] [2014/3614] Forecasting MANH...
[2025-12-09T20:26:33.737953] [INFO ] [sig       ] Generating forecast for: MANH
[2025-12-09T20:26:33.737982] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MANH' from 'https://tdm.silogroup.org/data/derivative_storage/MANH.csv'.
[2025-12-09T20:26:33.749905] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MANH'.
[2025-12-09T20:26:33.750216] [INFO ] [FORECASTER] Starting predict_future for MANH
[2025-12-09T20:26:33.751063] [DEBUG] [LOCAL     ] No optimal features file found for MANH: ./output/feature-sets/MANH.txt
[2025-12-09T20:26:33.751115] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:33.751147] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:33.751175] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:33.751232] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:33.807084] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:33.807814] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:33.807904] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:33.807941] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:33.930937] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:33.931086] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:33.931126] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:33.931152] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:33.934490] [DEBUG] [FORECASTER] MANH: Forecast T+1@11:T+2@11: DOWN (p=9.84%)
[2025-12-09T20:26:33.934765] [INFO ] [FORECASTER] Completed predict_future for MANH
[2025-12-09T20:26:33.934884] [INFO ] [sig       ] MANH: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:26:34.073899] [INFO ] [LOCAL     ] Saved forecast: MANH	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/MANH.txt
[2025-12-09T20:26:34.074024] [INFO ] [sig       ] [2014/3614] Completed MANH in 0.3s | 2.92 sym/s | Total: 11.5m | ETA: 9.1m
[2025-12-09T20:26:34.074062] [INFO ] [sig       ] [2015/3614] Forecasting MARA...
[2025-12-09T20:26:34.074089] [INFO ] [sig       ] Generating forecast for: MARA
[2025-12-09T20:26:34.074118] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MARA' from 'https://tdm.silogroup.org/data/derivative_storage/MARA.csv'.
[2025-12-09T20:26:34.085737] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MARA'.
[2025-12-09T20:26:34.086064] [INFO ] [FORECASTER] Starting predict_future for MARA
[2025-12-09T20:26:34.086889] [DEBUG] [LOCAL     ] No optimal features file found for MARA: ./output/feature-sets/MARA.txt
[2025-12-09T20:26:34.086940] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:34.086972] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:34.086998] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:34.087053] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:34.142924] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:34.143662] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:34.143740] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:34.143771] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:34.268362] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:34.268548] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:34.268613] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:34.268644] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:34.272095] [DEBUG] [FORECASTER] MARA: Forecast T+1@11:T+2@11: UP (p=64.32%)
[2025-12-09T20:26:34.272371] [INFO ] [FORECASTER] Completed predict_future for MARA
[2025-12-09T20:26:34.272493] [INFO ] [sig       ] MARA: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:26:34.412161] [INFO ] [LOCAL     ] Saved forecast: MARA	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/MARA.txt
[2025-12-09T20:26:34.412334] [INFO ] [sig       ] [2015/3614] Completed MARA in 0.3s | 2.92 sym/s | Total: 11.5m | ETA: 9.1m
[2025-12-09T20:26:34.412402] [INFO ] [sig       ] [2016/3614] Forecasting MAS...
[2025-12-09T20:26:34.412447] [INFO ] [sig       ] Generating forecast for: MAS
[2025-12-09T20:26:34.412488] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAS' from 'https://tdm.silogroup.org/data/derivative_storage/MAS.csv'.
[2025-12-09T20:26:34.424063] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAS'.
[2025-12-09T20:26:34.424422] [INFO ] [FORECASTER] Starting predict_future for MAS
[2025-12-09T20:26:34.425259] [DEBUG] [LOCAL     ] No optimal features file found for MAS: ./output/feature-sets/MAS.txt
[2025-12-09T20:26:34.425311] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:34.425356] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:34.425385] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:34.425440] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:34.483900] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:34.484919] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:34.484996] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:34.485028] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:34.601418] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:34.601529] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:34.601566] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:34.601627] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:34.604937] [DEBUG] [FORECASTER] MAS: Forecast T+1@11:T+2@11: DOWN (p=19.75%)
[2025-12-09T20:26:34.605206] [INFO ] [FORECASTER] Completed predict_future for MAS
[2025-12-09T20:26:34.605327] [INFO ] [sig       ] MAS: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:26:34.749031] [INFO ] [LOCAL     ] Saved forecast: MAS	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/MAS.txt
[2025-12-09T20:26:34.749148] [INFO ] [sig       ] [2016/3614] Completed MAS in 0.3s | 2.92 sym/s | Total: 11.5m | ETA: 9.1m
[2025-12-09T20:26:34.749186] [INFO ] [sig       ] [2017/3614] Forecasting MASI...
[2025-12-09T20:26:34.749213] [INFO ] [sig       ] Generating forecast for: MASI
[2025-12-09T20:26:34.749241] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MASI' from 'https://tdm.silogroup.org/data/derivative_storage/MASI.csv'.
[2025-12-09T20:26:34.760524] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MASI'.
[2025-12-09T20:26:34.760825] [INFO ] [FORECASTER] Starting predict_future for MASI
[2025-12-09T20:26:34.761666] [DEBUG] [LOCAL     ] No optimal features file found for MASI: ./output/feature-sets/MASI.txt
[2025-12-09T20:26:34.761718] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:34.761750] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:34.761778] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:34.761845] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:34.818555] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:34.819168] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:34.819243] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:34.819275] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:34.939502] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:34.939675] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:34.939724] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:34.939752] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:34.943163] [DEBUG] [FORECASTER] MASI: Forecast T+1@11:T+2@11: UP (p=53.37%)
[2025-12-09T20:26:34.943425] [INFO ] [FORECASTER] Completed predict_future for MASI
[2025-12-09T20:26:34.943551] [INFO ] [sig       ] MASI: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:26:35.086765] [INFO ] [LOCAL     ] Saved forecast: MASI	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/MASI.txt
[2025-12-09T20:26:35.086889] [INFO ] [sig       ] [2017/3614] Completed MASI in 0.3s | 2.92 sym/s | Total: 11.5m | ETA: 9.1m
[2025-12-09T20:26:35.086927] [INFO ] [sig       ] [2018/3614] Forecasting MASS...
[2025-12-09T20:26:35.086955] [INFO ] [sig       ] Generating forecast for: MASS
[2025-12-09T20:26:35.086984] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MASS' from 'https://tdm.silogroup.org/data/derivative_storage/MASS.csv'.
[2025-12-09T20:26:35.098280] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MASS'.
[2025-12-09T20:26:35.098633] [INFO ] [FORECASTER] Starting predict_future for MASS
[2025-12-09T20:26:35.099449] [DEBUG] [LOCAL     ] No optimal features file found for MASS: ./output/feature-sets/MASS.txt
[2025-12-09T20:26:35.099503] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:35.099547] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:35.099611] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:35.099699] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:35.155304] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:35.156101] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:35.156180] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:35.156213] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:35.277227] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:35.277373] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:35.277414] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:35.277444] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:35.280858] [DEBUG] [FORECASTER] MASS: Forecast T+1@11:T+2@11: UP (p=85.39%)
[2025-12-09T20:26:35.281126] [INFO ] [FORECASTER] Completed predict_future for MASS
[2025-12-09T20:26:35.281241] [INFO ] [sig       ] MASS: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:26:35.426679] [INFO ] [LOCAL     ] Saved forecast: MASS	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/MASS.txt
[2025-12-09T20:26:35.426800] [INFO ] [sig       ] [2018/3614] Completed MASS in 0.3s | 2.92 sym/s | Total: 11.5m | ETA: 9.1m
[2025-12-09T20:26:35.426837] [INFO ] [sig       ] [2019/3614] Forecasting MATX...
[2025-12-09T20:26:35.426866] [INFO ] [sig       ] Generating forecast for: MATX
[2025-12-09T20:26:35.426895] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MATX' from 'https://tdm.silogroup.org/data/derivative_storage/MATX.csv'.
[2025-12-09T20:26:35.438823] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MATX'.
[2025-12-09T20:26:35.439090] [INFO ] [FORECASTER] Starting predict_future for MATX
[2025-12-09T20:26:35.439894] [DEBUG] [LOCAL     ] No optimal features file found for MATX: ./output/feature-sets/MATX.txt
[2025-12-09T20:26:35.439956] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:35.440049] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:35.440094] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:35.440176] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:35.503278] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:35.504099] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:35.504186] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:35.504223] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:35.626169] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:35.626309] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:35.626349] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:35.626378] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:35.629818] [DEBUG] [FORECASTER] MATX: Forecast T+1@11:T+2@11: DOWN (p=16.12%)
[2025-12-09T20:26:35.630129] [INFO ] [FORECASTER] Completed predict_future for MATX
[2025-12-09T20:26:35.630249] [INFO ] [sig       ] MATX: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:26:35.773727] [INFO ] [LOCAL     ] Saved forecast: MATX	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/MATX.txt
[2025-12-09T20:26:35.773845] [INFO ] [sig       ] [2019/3614] Completed MATX in 0.3s | 2.92 sym/s | Total: 11.5m | ETA: 9.1m
[2025-12-09T20:26:35.773899] [INFO ] [sig       ] [2020/3614] Forecasting MAX...
[2025-12-09T20:26:35.773935] [INFO ] [sig       ] Generating forecast for: MAX
[2025-12-09T20:26:35.773972] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAX' from 'https://tdm.silogroup.org/data/derivative_storage/MAX.csv'.
[2025-12-09T20:26:35.785650] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAX'.
[2025-12-09T20:26:35.785958] [INFO ] [FORECASTER] Starting predict_future for MAX
[2025-12-09T20:26:35.786760] [DEBUG] [LOCAL     ] No optimal features file found for MAX: ./output/feature-sets/MAX.txt
[2025-12-09T20:26:35.786812] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:35.786844] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:35.786872] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:35.786927] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:35.843443] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:35.844077] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:35.844153] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:35.844184] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:35.957320] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:35.957432] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:35.957470] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:35.957519] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:35.960712] [DEBUG] [FORECASTER] MAX: Forecast T+1@11:T+2@11: DOWN (p=14.82%)
[2025-12-09T20:26:35.960973] [INFO ] [FORECASTER] Completed predict_future for MAX
[2025-12-09T20:26:35.961092] [INFO ] [sig       ] MAX: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:26:36.097722] [INFO ] [LOCAL     ] Saved forecast: MAX	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/MAX.txt
[2025-12-09T20:26:36.097845] [INFO ] [sig       ] [2020/3614] Completed MAX in 0.3s | 2.92 sym/s | Total: 11.5m | ETA: 9.1m
[2025-12-09T20:26:36.097883] [INFO ] [sig       ] [2021/3614] Forecasting MAXI...
[2025-12-09T20:26:36.097913] [INFO ] [sig       ] Generating forecast for: MAXI
[2025-12-09T20:26:36.097945] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAXI' from 'https://tdm.silogroup.org/data/derivative_storage/MAXI.csv'.
[2025-12-09T20:26:36.108735] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAXI'.
[2025-12-09T20:26:36.108998] [INFO ] [FORECASTER] Starting predict_future for MAXI
[2025-12-09T20:26:36.109759] [DEBUG] [LOCAL     ] No optimal features file found for MAXI: ./output/feature-sets/MAXI.txt
[2025-12-09T20:26:36.109807] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:36.109839] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:36.109865] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:36.109925] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:36.165165] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:36.165809] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:36.165894] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:36.165933] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:36.284276] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:36.284437] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:36.284484] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:36.284514] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:36.287973] [DEBUG] [FORECASTER] MAXI: Forecast T+1@11:T+2@11: UP (p=96.68%)
[2025-12-09T20:26:36.288280] [INFO ] [FORECASTER] Completed predict_future for MAXI
[2025-12-09T20:26:36.288398] [INFO ] [sig       ] MAXI: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:26:36.427240] [INFO ] [LOCAL     ] Saved forecast: MAXI	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/MAXI.txt
[2025-12-09T20:26:36.427369] [INFO ] [sig       ] [2021/3614] Completed MAXI in 0.3s | 2.92 sym/s | Total: 11.5m | ETA: 9.1m
[2025-12-09T20:26:36.427407] [INFO ] [sig       ] [2022/3614] Forecasting MAXN...
[2025-12-09T20:26:36.427436] [INFO ] [sig       ] Generating forecast for: MAXN
[2025-12-09T20:26:36.427465] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAXN' from 'https://tdm.silogroup.org/data/derivative_storage/MAXN.csv'.
[2025-12-09T20:26:36.441645] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAXN'.
[2025-12-09T20:26:36.441961] [INFO ] [FORECASTER] Starting predict_future for MAXN
[2025-12-09T20:26:36.442896] [DEBUG] [LOCAL     ] No optimal features file found for MAXN: ./output/feature-sets/MAXN.txt
[2025-12-09T20:26:36.442960] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:36.442997] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:36.443030] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:36.443106] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:36.505505] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:36.506247] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:36.506323] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:36.506354] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:36.616346] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:36.616479] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:36.616517] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:36.616588] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:36.619878] [DEBUG] [FORECASTER] MAXN: Forecast T+1@11:T+2@11: UP (p=69.20%)
[2025-12-09T20:26:36.620140] [INFO ] [FORECASTER] Completed predict_future for MAXN
[2025-12-09T20:26:36.620261] [INFO ] [sig       ] MAXN: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:26:36.756817] [INFO ] [LOCAL     ] Saved forecast: MAXN	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/MAXN.txt
[2025-12-09T20:26:36.756948] [INFO ] [sig       ] [2022/3614] Completed MAXN in 0.3s | 2.92 sym/s | Total: 11.5m | ETA: 9.1m
[2025-12-09T20:26:36.756986] [INFO ] [sig       ] [2023/3614] Forecasting MBB...
[2025-12-09T20:26:36.757015] [INFO ] [sig       ] Generating forecast for: MBB
[2025-12-09T20:26:36.757045] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBB' from 'https://tdm.silogroup.org/data/derivative_storage/MBB.csv'.
[2025-12-09T20:26:36.768039] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBB'.
[2025-12-09T20:26:36.768320] [INFO ] [FORECASTER] Starting predict_future for MBB
[2025-12-09T20:26:36.769127] [DEBUG] [LOCAL     ] No optimal features file found for MBB: ./output/feature-sets/MBB.txt
[2025-12-09T20:26:36.769180] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:36.769212] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:36.769240] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:36.769296] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:36.826444] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:36.827081] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:36.827157] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:36.827191] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:36.947863] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:36.947984] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:36.948021] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:36.948064] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:36.951270] [DEBUG] [FORECASTER] MBB: Forecast T+1@11:T+2@11: UP (p=88.85%)
[2025-12-09T20:26:36.951527] [INFO ] [FORECASTER] Completed predict_future for MBB
[2025-12-09T20:26:36.951661] [INFO ] [sig       ] MBB: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:26:37.090714] [INFO ] [LOCAL     ] Saved forecast: MBB	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/MBB.txt
[2025-12-09T20:26:37.090833] [INFO ] [sig       ] [2023/3614] Completed MBB in 0.3s | 2.92 sym/s | Total: 11.5m | ETA: 9.1m
[2025-12-09T20:26:37.090870] [INFO ] [sig       ] [2024/3614] Forecasting MBC...
[2025-12-09T20:26:37.090898] [INFO ] [sig       ] Generating forecast for: MBC
[2025-12-09T20:26:37.090932] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBC' from 'https://tdm.silogroup.org/data/derivative_storage/MBC.csv'.
[2025-12-09T20:26:37.102987] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBC'.
[2025-12-09T20:26:37.103267] [INFO ] [FORECASTER] Starting predict_future for MBC
[2025-12-09T20:26:37.104125] [DEBUG] [LOCAL     ] No optimal features file found for MBC: ./output/feature-sets/MBC.txt
[2025-12-09T20:26:37.104177] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:37.104210] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:37.104237] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:37.104294] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:37.160021] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:37.160619] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:37.160692] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:37.160724] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:37.282854] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:37.282985] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:37.283023] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:37.283053] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:37.286378] [DEBUG] [FORECASTER] MBC: Forecast T+1@11:T+2@11: DOWN (p=2.07%)
[2025-12-09T20:26:37.286654] [INFO ] [FORECASTER] Completed predict_future for MBC
[2025-12-09T20:26:37.286775] [INFO ] [sig       ] MBC: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:26:37.425413] [INFO ] [LOCAL     ] Saved forecast: MBC	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/MBC.txt
[2025-12-09T20:26:37.425529] [INFO ] [sig       ] [2024/3614] Completed MBC in 0.3s | 2.92 sym/s | Total: 11.6m | ETA: 9.1m
[2025-12-09T20:26:37.425566] [INFO ] [sig       ] [2025/3614] Forecasting MBCN...
[2025-12-09T20:26:37.425612] [INFO ] [sig       ] Generating forecast for: MBCN
[2025-12-09T20:26:37.425642] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBCN' from 'https://tdm.silogroup.org/data/derivative_storage/MBCN.csv'.
[2025-12-09T20:26:37.435110] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBCN'.
[2025-12-09T20:26:37.435347] [INFO ] [FORECASTER] Starting predict_future for MBCN
[2025-12-09T20:26:37.436120] [DEBUG] [LOCAL     ] No optimal features file found for MBCN: ./output/feature-sets/MBCN.txt
[2025-12-09T20:26:37.436169] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:37.436200] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:37.436225] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:37.436279] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:37.491745] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:37.492334] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:37.492409] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:37.492462] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:37.584765] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:37.584879] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:37.584915] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:37.584944] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:37.588207] [DEBUG] [FORECASTER] MBCN: Forecast T+1@11:T+2@11: UP (p=83.55%)
[2025-12-09T20:26:37.588469] [INFO ] [FORECASTER] Completed predict_future for MBCN
[2025-12-09T20:26:37.588606] [INFO ] [sig       ] MBCN: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:26:37.726678] [INFO ] [LOCAL     ] Saved forecast: MBCN	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/MBCN.txt
[2025-12-09T20:26:37.726791] [INFO ] [sig       ] [2025/3614] Completed MBCN in 0.3s | 2.92 sym/s | Total: 11.6m | ETA: 9.1m
[2025-12-09T20:26:37.726828] [INFO ] [sig       ] [2026/3614] Forecasting MBI...
[2025-12-09T20:26:37.726856] [INFO ] [sig       ] Generating forecast for: MBI
[2025-12-09T20:26:37.726887] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBI' from 'https://tdm.silogroup.org/data/derivative_storage/MBI.csv'.
[2025-12-09T20:26:37.738289] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBI'.
[2025-12-09T20:26:37.738563] [INFO ] [FORECASTER] Starting predict_future for MBI
[2025-12-09T20:26:37.739366] [DEBUG] [LOCAL     ] No optimal features file found for MBI: ./output/feature-sets/MBI.txt
[2025-12-09T20:26:37.739418] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:37.739451] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:37.739478] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:37.739534] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:37.794905] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:37.795507] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:37.795596] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:37.795629] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:37.913705] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:37.913850] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:37.913891] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:37.913920] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:37.917361] [DEBUG] [FORECASTER] MBI: Forecast T+1@11:T+2@11: UP (p=72.18%)
[2025-12-09T20:26:37.917672] [INFO ] [FORECASTER] Completed predict_future for MBI
[2025-12-09T20:26:37.917793] [INFO ] [sig       ] MBI: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:26:38.060427] [INFO ] [LOCAL     ] Saved forecast: MBI	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/MBI.txt
[2025-12-09T20:26:38.060563] [INFO ] [sig       ] [2026/3614] Completed MBI in 0.3s | 2.92 sym/s | Total: 11.6m | ETA: 9.1m
[2025-12-09T20:26:38.060621] [INFO ] [sig       ] [2027/3614] Forecasting MBIN...
[2025-12-09T20:26:38.060651] [INFO ] [sig       ] Generating forecast for: MBIN
[2025-12-09T20:26:38.060680] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBIN' from 'https://tdm.silogroup.org/data/derivative_storage/MBIN.csv'.
[2025-12-09T20:26:38.072305] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBIN'.
[2025-12-09T20:26:38.072609] [INFO ] [FORECASTER] Starting predict_future for MBIN
[2025-12-09T20:26:38.073369] [DEBUG] [LOCAL     ] No optimal features file found for MBIN: ./output/feature-sets/MBIN.txt
[2025-12-09T20:26:38.073420] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:38.073451] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:38.073490] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:38.073546] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:38.129928] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:38.130607] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:38.130684] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:38.130715] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:38.251361] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:38.251507] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:38.251552] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:38.251598] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:38.255454] [DEBUG] [FORECASTER] MBIN: Forecast T+1@11:T+2@11: UP (p=53.55%)
[2025-12-09T20:26:38.255796] [INFO ] [FORECASTER] Completed predict_future for MBIN
[2025-12-09T20:26:38.255938] [INFO ] [sig       ] MBIN: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:26:38.404672] [INFO ] [LOCAL     ] Saved forecast: MBIN	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/MBIN.txt
[2025-12-09T20:26:38.404839] [INFO ] [sig       ] [2027/3614] Completed MBIN in 0.3s | 2.92 sym/s | Total: 11.6m | ETA: 9.1m
[2025-12-09T20:26:38.404878] [INFO ] [sig       ] [2028/3614] Forecasting MBIO...
[2025-12-09T20:26:38.404907] [INFO ] [sig       ] Generating forecast for: MBIO
[2025-12-09T20:26:38.404938] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBIO' from 'https://tdm.silogroup.org/data/derivative_storage/MBIO.csv'.
[2025-12-09T20:26:38.416815] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBIO'.
[2025-12-09T20:26:38.417103] [INFO ] [FORECASTER] Starting predict_future for MBIO
[2025-12-09T20:26:38.417960] [DEBUG] [LOCAL     ] No optimal features file found for MBIO: ./output/feature-sets/MBIO.txt
[2025-12-09T20:26:38.418011] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:38.418041] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:38.418066] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:38.418120] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:38.474720] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:38.475313] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:38.475386] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:38.475417] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:38.595454] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:38.595621] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:38.595663] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:38.595692] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:38.599080] [DEBUG] [FORECASTER] MBIO: Forecast T+1@11:T+2@11: UP (p=69.44%)
[2025-12-09T20:26:38.599341] [INFO ] [FORECASTER] Completed predict_future for MBIO
[2025-12-09T20:26:38.599457] [INFO ] [sig       ] MBIO: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:26:38.739112] [INFO ] [LOCAL     ] Saved forecast: MBIO	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/MBIO.txt
[2025-12-09T20:26:38.739238] [INFO ] [sig       ] [2028/3614] Completed MBIO in 0.3s | 2.92 sym/s | Total: 11.6m | ETA: 9.1m
[2025-12-09T20:26:38.739275] [INFO ] [sig       ] [2029/3614] Forecasting MBLY...
[2025-12-09T20:26:38.739304] [INFO ] [sig       ] Generating forecast for: MBLY
[2025-12-09T20:26:38.739333] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBLY' from 'https://tdm.silogroup.org/data/derivative_storage/MBLY.csv'.
[2025-12-09T20:26:38.754205] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBLY'.
[2025-12-09T20:26:38.754525] [INFO ] [FORECASTER] Starting predict_future for MBLY
[2025-12-09T20:26:38.755304] [DEBUG] [LOCAL     ] No optimal features file found for MBLY: ./output/feature-sets/MBLY.txt
[2025-12-09T20:26:38.755354] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:38.755384] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:38.755412] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:38.755467] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:38.824768] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:38.825773] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:38.825913] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:38.825959] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:38.947187] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:38.947338] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:38.947380] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:38.947411] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:38.950876] [DEBUG] [FORECASTER] MBLY: Forecast T+1@11:T+2@11: UP (p=91.85%)
[2025-12-09T20:26:38.951150] [INFO ] [FORECASTER] Completed predict_future for MBLY
[2025-12-09T20:26:38.951274] [INFO ] [sig       ] MBLY: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:26:39.092755] [INFO ] [LOCAL     ] Saved forecast: MBLY	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/MBLY.txt
[2025-12-09T20:26:39.092882] [INFO ] [sig       ] [2029/3614] Completed MBLY in 0.4s | 2.92 sym/s | Total: 11.6m | ETA: 9.0m
[2025-12-09T20:26:39.092921] [INFO ] [sig       ] [2030/3614] Forecasting MBS...
[2025-12-09T20:26:39.092950] [INFO ] [sig       ] Generating forecast for: MBS
[2025-12-09T20:26:39.092980] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBS' from 'https://tdm.silogroup.org/data/derivative_storage/MBS.csv'.
[2025-12-09T20:26:39.103782] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBS'.
[2025-12-09T20:26:39.104108] [INFO ] [FORECASTER] Starting predict_future for MBS
[2025-12-09T20:26:39.104882] [DEBUG] [LOCAL     ] No optimal features file found for MBS: ./output/feature-sets/MBS.txt
[2025-12-09T20:26:39.104942] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:39.104979] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:39.105011] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:39.105079] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:39.161836] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:39.162465] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:39.162541] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:39.162589] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:39.277420] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:39.277615] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:39.277658] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:39.277687] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:39.280981] [DEBUG] [FORECASTER] MBS: Forecast T+1@11:T+2@11: UP (p=88.26%)
[2025-12-09T20:26:39.281244] [INFO ] [FORECASTER] Completed predict_future for MBS
[2025-12-09T20:26:39.281363] [INFO ] [sig       ] MBS: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:26:39.421107] [INFO ] [LOCAL     ] Saved forecast: MBS	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/MBS.txt
[2025-12-09T20:26:39.421213] [INFO ] [sig       ] [2030/3614] Completed MBS in 0.3s | 2.92 sym/s | Total: 11.6m | ETA: 9.0m
[2025-12-09T20:26:39.421250] [INFO ] [sig       ] [2031/3614] Forecasting MBWM...
[2025-12-09T20:26:39.421278] [INFO ] [sig       ] Generating forecast for: MBWM
[2025-12-09T20:26:39.421313] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBWM' from 'https://tdm.silogroup.org/data/derivative_storage/MBWM.csv'.
[2025-12-09T20:26:39.432599] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBWM'.
[2025-12-09T20:26:39.432864] [INFO ] [FORECASTER] Starting predict_future for MBWM
[2025-12-09T20:26:39.433616] [DEBUG] [LOCAL     ] No optimal features file found for MBWM: ./output/feature-sets/MBWM.txt
[2025-12-09T20:26:39.433666] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:39.433697] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:39.433723] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:39.433777] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:39.491433] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:39.492076] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:39.492152] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:39.492184] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:39.608294] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:39.608443] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:39.608484] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:39.608511] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:39.611949] [DEBUG] [FORECASTER] MBWM: Forecast T+1@11:T+2@11: DOWN (p=25.96%)
[2025-12-09T20:26:39.612277] [INFO ] [FORECASTER] Completed predict_future for MBWM
[2025-12-09T20:26:39.612410] [INFO ] [sig       ] MBWM: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:26:39.759061] [INFO ] [LOCAL     ] Saved forecast: MBWM	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/MBWM.txt
[2025-12-09T20:26:39.759193] [INFO ] [sig       ] [2031/3614] Completed MBWM in 0.3s | 2.92 sym/s | Total: 11.6m | ETA: 9.0m
[2025-12-09T20:26:39.759230] [INFO ] [sig       ] [2032/3614] Forecasting MBX...
[2025-12-09T20:26:39.759260] [INFO ] [sig       ] Generating forecast for: MBX
[2025-12-09T20:26:39.759288] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBX' from 'https://tdm.silogroup.org/data/derivative_storage/MBX.csv'.
[2025-12-09T20:26:39.770447] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBX'.
[2025-12-09T20:26:39.770731] [INFO ] [FORECASTER] Starting predict_future for MBX
[2025-12-09T20:26:39.771470] [DEBUG] [LOCAL     ] No optimal features file found for MBX: ./output/feature-sets/MBX.txt
[2025-12-09T20:26:39.771520] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:39.771551] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:39.771596] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:39.771654] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:39.828799] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:39.829645] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:39.829726] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:39.829759] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:39.951804] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:39.951949] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:39.951990] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:39.952020] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:39.955436] [DEBUG] [FORECASTER] MBX: Forecast T+1@11:T+2@11: UP (p=97.52%)
[2025-12-09T20:26:39.955724] [INFO ] [FORECASTER] Completed predict_future for MBX
[2025-12-09T20:26:39.955847] [INFO ] [sig       ] MBX: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:26:40.095505] [INFO ] [LOCAL     ] Saved forecast: MBX	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/MBX.txt
[2025-12-09T20:26:40.095668] [INFO ] [sig       ] [2032/3614] Completed MBX in 0.3s | 2.92 sym/s | Total: 11.6m | ETA: 9.0m
[2025-12-09T20:26:40.095708] [INFO ] [sig       ] [2033/3614] Forecasting MC...
[2025-12-09T20:26:40.095738] [INFO ] [sig       ] Generating forecast for: MC
[2025-12-09T20:26:40.095766] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MC' from 'https://tdm.silogroup.org/data/derivative_storage/MC.csv'.
[2025-12-09T20:26:40.106396] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MC'.
[2025-12-09T20:26:40.106668] [INFO ] [FORECASTER] Starting predict_future for MC
[2025-12-09T20:26:40.107412] [DEBUG] [LOCAL     ] No optimal features file found for MC: ./output/feature-sets/MC.txt
[2025-12-09T20:26:40.107462] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:40.107519] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:40.107547] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:40.107627] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:40.163173] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:40.163760] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:40.163834] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:40.163866] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:40.283652] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:40.283783] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:40.283820] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:40.283848] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:40.287201] [DEBUG] [FORECASTER] MC: Forecast T+1@11:T+2@11: DOWN (p=15.08%)
[2025-12-09T20:26:40.287470] [INFO ] [FORECASTER] Completed predict_future for MC
[2025-12-09T20:26:40.287634] [INFO ] [sig       ] MC: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:26:40.426735] [INFO ] [LOCAL     ] Saved forecast: MC	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/MC.txt
[2025-12-09T20:26:40.426840] [INFO ] [sig       ] [2033/3614] Completed MC in 0.3s | 2.92 sym/s | Total: 11.6m | ETA: 9.0m
[2025-12-09T20:26:40.426878] [INFO ] [sig       ] [2034/3614] Forecasting MCBS...
[2025-12-09T20:26:40.426905] [INFO ] [sig       ] Generating forecast for: MCBS
[2025-12-09T20:26:40.426935] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCBS' from 'https://tdm.silogroup.org/data/derivative_storage/MCBS.csv'.
[2025-12-09T20:26:40.437891] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCBS'.
[2025-12-09T20:26:40.438169] [INFO ] [FORECASTER] Starting predict_future for MCBS
[2025-12-09T20:26:40.438930] [DEBUG] [LOCAL     ] No optimal features file found for MCBS: ./output/feature-sets/MCBS.txt
[2025-12-09T20:26:40.438991] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:40.439028] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:40.439061] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:40.439128] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:40.501871] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:40.503126] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:40.503245] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:40.503301] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:40.637484] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:40.637682] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:40.637725] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:40.637753] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:40.641235] [DEBUG] [FORECASTER] MCBS: Forecast T+1@11:T+2@11: UP (p=55.58%)
[2025-12-09T20:26:40.641513] [INFO ] [FORECASTER] Completed predict_future for MCBS
[2025-12-09T20:26:40.641657] [INFO ] [sig       ] MCBS: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:26:40.783231] [INFO ] [LOCAL     ] Saved forecast: MCBS	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/MCBS.txt
[2025-12-09T20:26:40.783376] [INFO ] [sig       ] [2034/3614] Completed MCBS in 0.4s | 2.92 sym/s | Total: 11.6m | ETA: 9.0m
[2025-12-09T20:26:40.783439] [INFO ] [sig       ] [2035/3614] Forecasting MCHI...
[2025-12-09T20:26:40.783470] [INFO ] [sig       ] Generating forecast for: MCHI
[2025-12-09T20:26:40.783499] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCHI' from 'https://tdm.silogroup.org/data/derivative_storage/MCHI.csv'.
[2025-12-09T20:26:40.794945] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCHI'.
[2025-12-09T20:26:40.795233] [INFO ] [FORECASTER] Starting predict_future for MCHI
[2025-12-09T20:26:40.796020] [DEBUG] [LOCAL     ] No optimal features file found for MCHI: ./output/feature-sets/MCHI.txt
[2025-12-09T20:26:40.796075] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:40.796107] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:40.796134] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:40.796188] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:40.857716] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:40.858639] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:40.858721] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:40.858753] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:40.985138] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:40.985289] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:40.985329] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:40.985357] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:40.988785] [DEBUG] [FORECASTER] MCHI: Forecast T+1@11:T+2@11: UP (p=65.98%)
[2025-12-09T20:26:40.989066] [INFO ] [FORECASTER] Completed predict_future for MCHI
[2025-12-09T20:26:40.989196] [INFO ] [sig       ] MCHI: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:26:41.130564] [INFO ] [LOCAL     ] Saved forecast: MCHI	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/MCHI.txt
[2025-12-09T20:26:41.130718] [INFO ] [sig       ] [2035/3614] Completed MCHI in 0.3s | 2.92 sym/s | Total: 11.6m | ETA: 9.0m
[2025-12-09T20:26:41.130756] [INFO ] [sig       ] [2036/3614] Forecasting MCHP...
[2025-12-09T20:26:41.130784] [INFO ] [sig       ] Generating forecast for: MCHP
[2025-12-09T20:26:41.130812] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCHP' from 'https://tdm.silogroup.org/data/derivative_storage/MCHP.csv'.
[2025-12-09T20:26:41.142268] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCHP'.
[2025-12-09T20:26:41.142553] [INFO ] [FORECASTER] Starting predict_future for MCHP
[2025-12-09T20:26:41.143313] [DEBUG] [LOCAL     ] No optimal features file found for MCHP: ./output/feature-sets/MCHP.txt
[2025-12-09T20:26:41.143364] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:41.143421] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:41.143448] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:41.143503] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:41.198759] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:41.199427] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:41.199503] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:41.199534] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:41.317476] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:41.317658] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:41.317698] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:41.317725] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:41.321016] [DEBUG] [FORECASTER] MCHP: Forecast T+1@11:T+2@11: DOWN (p=21.60%)
[2025-12-09T20:26:41.321283] [INFO ] [FORECASTER] Completed predict_future for MCHP
[2025-12-09T20:26:41.321401] [INFO ] [sig       ] MCHP: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:26:41.457686] [INFO ] [LOCAL     ] Saved forecast: MCHP	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/MCHP.txt
[2025-12-09T20:26:41.457809] [INFO ] [sig       ] [2036/3614] Completed MCHP in 0.3s | 2.92 sym/s | Total: 11.6m | ETA: 9.0m
[2025-12-09T20:26:41.457847] [INFO ] [sig       ] [2037/3614] Forecasting MCHX...
[2025-12-09T20:26:41.457876] [INFO ] [sig       ] Generating forecast for: MCHX
[2025-12-09T20:26:41.457906] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCHX' from 'https://tdm.silogroup.org/data/derivative_storage/MCHX.csv'.
[2025-12-09T20:26:41.468361] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCHX'.
[2025-12-09T20:26:41.468670] [INFO ] [FORECASTER] Starting predict_future for MCHX
[2025-12-09T20:26:41.469414] [DEBUG] [LOCAL     ] No optimal features file found for MCHX: ./output/feature-sets/MCHX.txt
[2025-12-09T20:26:41.469464] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:41.469494] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:41.469520] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:41.469594] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:41.525158] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:41.525817] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:41.525893] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:41.525923] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:41.633351] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:41.633515] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:41.633560] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:41.633606] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:41.637079] [DEBUG] [FORECASTER] MCHX: Forecast T+1@11:T+2@11: DOWN (p=7.25%)
[2025-12-09T20:26:41.637382] [INFO ] [FORECASTER] Completed predict_future for MCHX
[2025-12-09T20:26:41.637530] [INFO ] [sig       ] MCHX: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:26:41.775911] [INFO ] [LOCAL     ] Saved forecast: MCHX	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/MCHX.txt
[2025-12-09T20:26:41.776044] [INFO ] [sig       ] [2037/3614] Completed MCHX in 0.3s | 2.92 sym/s | Total: 11.6m | ETA: 9.0m
[2025-12-09T20:26:41.776085] [INFO ] [sig       ] [2038/3614] Forecasting MCI...
[2025-12-09T20:26:41.776114] [INFO ] [sig       ] Generating forecast for: MCI
[2025-12-09T20:26:41.776144] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCI' from 'https://tdm.silogroup.org/data/derivative_storage/MCI.csv'.
[2025-12-09T20:26:41.787302] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCI'.
[2025-12-09T20:26:41.787630] [INFO ] [FORECASTER] Starting predict_future for MCI
[2025-12-09T20:26:41.788413] [DEBUG] [LOCAL     ] No optimal features file found for MCI: ./output/feature-sets/MCI.txt
[2025-12-09T20:26:41.788464] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:41.788496] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:41.788522] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:41.788594] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:41.844750] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:41.845372] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:41.845445] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:41.845476] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:41.958442] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:41.958606] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:41.958647] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:41.958675] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:41.961979] [DEBUG] [FORECASTER] MCI: Forecast T+1@11:T+2@11: DOWN (p=12.65%)
[2025-12-09T20:26:41.962251] [INFO ] [FORECASTER] Completed predict_future for MCI
[2025-12-09T20:26:41.962371] [INFO ] [sig       ] MCI: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:26:42.099091] [INFO ] [LOCAL     ] Saved forecast: MCI	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/MCI.txt
[2025-12-09T20:26:42.099219] [INFO ] [sig       ] [2038/3614] Completed MCI in 0.3s | 2.92 sym/s | Total: 11.6m | ETA: 9.0m
[2025-12-09T20:26:42.099258] [INFO ] [sig       ] [2039/3614] Forecasting MCK...
[2025-12-09T20:26:42.099286] [INFO ] [sig       ] Generating forecast for: MCK
[2025-12-09T20:26:42.099317] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCK' from 'https://tdm.silogroup.org/data/derivative_storage/MCK.csv'.
[2025-12-09T20:26:42.110601] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCK'.
[2025-12-09T20:26:42.110895] [INFO ] [FORECASTER] Starting predict_future for MCK
[2025-12-09T20:26:42.111659] [DEBUG] [LOCAL     ] No optimal features file found for MCK: ./output/feature-sets/MCK.txt
[2025-12-09T20:26:42.111709] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:42.111740] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:42.111766] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:42.111820] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:42.166859] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:42.167486] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:42.167599] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:42.167633] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:42.289619] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:42.289776] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:42.289822] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:42.289883] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:42.293518] [DEBUG] [FORECASTER] MCK: Forecast T+1@11:T+2@11: DOWN (p=41.70%)
[2025-12-09T20:26:42.293815] [INFO ] [FORECASTER] Completed predict_future for MCK
[2025-12-09T20:26:42.293933] [INFO ] [sig       ] MCK: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:26:42.430480] [INFO ] [LOCAL     ] Saved forecast: MCK	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/MCK.txt
[2025-12-09T20:26:42.430623] [INFO ] [sig       ] [2039/3614] Completed MCK in 0.3s | 2.92 sym/s | Total: 11.6m | ETA: 9.0m
[2025-12-09T20:26:42.430663] [INFO ] [sig       ] [2040/3614] Forecasting MCN...
[2025-12-09T20:26:42.430692] [INFO ] [sig       ] Generating forecast for: MCN
[2025-12-09T20:26:42.430721] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCN' from 'https://tdm.silogroup.org/data/derivative_storage/MCN.csv'.
[2025-12-09T20:26:42.441763] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCN'.
[2025-12-09T20:26:42.442065] [INFO ] [FORECASTER] Starting predict_future for MCN
[2025-12-09T20:26:42.442832] [DEBUG] [LOCAL     ] No optimal features file found for MCN: ./output/feature-sets/MCN.txt
[2025-12-09T20:26:42.442907] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:42.442940] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:42.442967] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:42.443022] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:42.498145] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:42.498901] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:42.498978] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:42.499010] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:42.615933] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:42.616088] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:42.616134] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:42.616168] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:42.619529] [DEBUG] [FORECASTER] MCN: Forecast T+1@11:T+2@11: DOWN (p=42.04%)
[2025-12-09T20:26:42.619813] [INFO ] [FORECASTER] Completed predict_future for MCN
[2025-12-09T20:26:42.619935] [INFO ] [sig       ] MCN: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:26:42.758921] [INFO ] [LOCAL     ] Saved forecast: MCN	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/MCN.txt
[2025-12-09T20:26:42.759064] [INFO ] [sig       ] [2040/3614] Completed MCN in 0.3s | 2.92 sym/s | Total: 11.6m | ETA: 9.0m
[2025-12-09T20:26:42.759110] [INFO ] [sig       ] [2041/3614] Forecasting MCO...
[2025-12-09T20:26:42.759145] [INFO ] [sig       ] Generating forecast for: MCO
[2025-12-09T20:26:42.759180] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCO' from 'https://tdm.silogroup.org/data/derivative_storage/MCO.csv'.
[2025-12-09T20:26:42.770652] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCO'.
[2025-12-09T20:26:42.770948] [INFO ] [FORECASTER] Starting predict_future for MCO
[2025-12-09T20:26:42.771718] [DEBUG] [LOCAL     ] No optimal features file found for MCO: ./output/feature-sets/MCO.txt
[2025-12-09T20:26:42.771768] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:42.771799] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:42.771824] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:42.771879] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:42.827960] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:42.828634] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:42.828710] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:42.828741] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:42.945915] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:42.946067] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:42.946106] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:42.946134] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:42.949451] [DEBUG] [FORECASTER] MCO: Forecast T+1@11:T+2@11: DOWN (p=39.09%)
[2025-12-09T20:26:42.949735] [INFO ] [FORECASTER] Completed predict_future for MCO
[2025-12-09T20:26:42.949855] [INFO ] [sig       ] MCO: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:26:43.091149] [INFO ] [LOCAL     ] Saved forecast: MCO	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/MCO.txt
[2025-12-09T20:26:43.091280] [INFO ] [sig       ] [2041/3614] Completed MCO in 0.3s | 2.92 sym/s | Total: 11.6m | ETA: 9.0m
[2025-12-09T20:26:43.091318] [INFO ] [sig       ] [2042/3614] Forecasting MCRB...
[2025-12-09T20:26:43.091347] [INFO ] [sig       ] Generating forecast for: MCRB
[2025-12-09T20:26:43.091377] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCRB' from 'https://tdm.silogroup.org/data/derivative_storage/MCRB.csv'.
[2025-12-09T20:26:43.104299] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCRB'.
[2025-12-09T20:26:43.104745] [INFO ] [FORECASTER] Starting predict_future for MCRB
[2025-12-09T20:26:43.105652] [DEBUG] [LOCAL     ] No optimal features file found for MCRB: ./output/feature-sets/MCRB.txt
[2025-12-09T20:26:43.105708] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:43.105741] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:43.105767] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:43.105823] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:43.163079] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:43.163993] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:43.164080] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:43.164114] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:43.279401] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:43.279584] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:43.279627] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:43.279654] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:43.283041] [DEBUG] [FORECASTER] MCRB: Forecast T+1@11:T+2@11: UP (p=56.66%)
[2025-12-09T20:26:43.283323] [INFO ] [FORECASTER] Completed predict_future for MCRB
[2025-12-09T20:26:43.283446] [INFO ] [sig       ] MCRB: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:26:43.423315] [INFO ] [LOCAL     ] Saved forecast: MCRB	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/MCRB.txt
[2025-12-09T20:26:43.423474] [INFO ] [sig       ] [2042/3614] Completed MCRB in 0.3s | 2.92 sym/s | Total: 11.7m | ETA: 9.0m
[2025-12-09T20:26:43.423513] [INFO ] [sig       ] [2043/3614] Forecasting MCRI...
[2025-12-09T20:26:43.423543] [INFO ] [sig       ] Generating forecast for: MCRI
[2025-12-09T20:26:43.423590] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCRI' from 'https://tdm.silogroup.org/data/derivative_storage/MCRI.csv'.
[2025-12-09T20:26:43.435923] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCRI'.
[2025-12-09T20:26:43.436263] [INFO ] [FORECASTER] Starting predict_future for MCRI
[2025-12-09T20:26:43.437059] [DEBUG] [LOCAL     ] No optimal features file found for MCRI: ./output/feature-sets/MCRI.txt
[2025-12-09T20:26:43.437124] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:43.437170] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:43.437210] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:43.437270] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:43.498032] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:43.498822] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:43.498907] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:43.498950] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:43.623267] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:43.623414] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:43.623458] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:43.623490] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:43.626944] [DEBUG] [FORECASTER] MCRI: Forecast T+1@11:T+2@11: UP (p=83.22%)
[2025-12-09T20:26:43.627221] [INFO ] [FORECASTER] Completed predict_future for MCRI
[2025-12-09T20:26:43.627342] [INFO ] [sig       ] MCRI: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:26:43.778255] [INFO ] [LOCAL     ] Saved forecast: MCRI	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/MCRI.txt
[2025-12-09T20:26:43.778398] [INFO ] [sig       ] [2043/3614] Completed MCRI in 0.4s | 2.92 sym/s | Total: 11.7m | ETA: 9.0m
[2025-12-09T20:26:43.778452] [INFO ] [sig       ] [2044/3614] Forecasting MCS...
[2025-12-09T20:26:43.778499] [INFO ] [sig       ] Generating forecast for: MCS
[2025-12-09T20:26:43.778545] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCS' from 'https://tdm.silogroup.org/data/derivative_storage/MCS.csv'.
[2025-12-09T20:26:43.791370] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCS'.
[2025-12-09T20:26:43.791837] [INFO ] [FORECASTER] Starting predict_future for MCS
[2025-12-09T20:26:43.792714] [DEBUG] [LOCAL     ] No optimal features file found for MCS: ./output/feature-sets/MCS.txt
[2025-12-09T20:26:43.792769] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:43.792803] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:43.792830] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:43.792888] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:43.855002] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:43.856145] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:43.856273] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:43.856310] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:43.978851] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:43.979018] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:43.979058] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:43.979091] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:43.982549] [DEBUG] [FORECASTER] MCS: Forecast T+1@11:T+2@11: DOWN (p=23.70%)
[2025-12-09T20:26:43.982883] [INFO ] [FORECASTER] Completed predict_future for MCS
[2025-12-09T20:26:43.983016] [INFO ] [sig       ] MCS: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:26:44.126058] [INFO ] [LOCAL     ] Saved forecast: MCS	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/MCS.txt
[2025-12-09T20:26:44.126216] [INFO ] [sig       ] [2044/3614] Completed MCS in 0.3s | 2.92 sym/s | Total: 11.7m | ETA: 9.0m
[2025-12-09T20:26:44.126255] [INFO ] [sig       ] [2045/3614] Forecasting MCY...
[2025-12-09T20:26:44.126285] [INFO ] [sig       ] Generating forecast for: MCY
[2025-12-09T20:26:44.126314] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCY' from 'https://tdm.silogroup.org/data/derivative_storage/MCY.csv'.
[2025-12-09T20:26:44.139073] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCY'.
[2025-12-09T20:26:44.139444] [INFO ] [FORECASTER] Starting predict_future for MCY
[2025-12-09T20:26:44.140310] [DEBUG] [LOCAL     ] No optimal features file found for MCY: ./output/feature-sets/MCY.txt
[2025-12-09T20:26:44.140362] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:44.140392] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:44.140418] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:44.140472] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:44.199471] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:44.200287] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:44.200366] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:44.200399] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:44.323702] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:44.323852] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:44.323892] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:44.323920] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:44.327348] [DEBUG] [FORECASTER] MCY: Forecast T+1@11:T+2@11: DOWN (p=22.87%)
[2025-12-09T20:26:44.327660] [INFO ] [FORECASTER] Completed predict_future for MCY
[2025-12-09T20:26:44.327825] [INFO ] [sig       ] MCY: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:26:44.474846] [INFO ] [LOCAL     ] Saved forecast: MCY	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/MCY.txt
[2025-12-09T20:26:44.474981] [INFO ] [sig       ] [2045/3614] Completed MCY in 0.3s | 2.92 sym/s | Total: 11.7m | ETA: 9.0m
[2025-12-09T20:26:44.475021] [INFO ] [sig       ] [2046/3614] Forecasting MD...
[2025-12-09T20:26:44.475051] [INFO ] [sig       ] Generating forecast for: MD
[2025-12-09T20:26:44.475082] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MD' from 'https://tdm.silogroup.org/data/derivative_storage/MD.csv'.
[2025-12-09T20:26:44.486758] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MD'.
[2025-12-09T20:26:44.487072] [INFO ] [FORECASTER] Starting predict_future for MD
[2025-12-09T20:26:44.487916] [DEBUG] [LOCAL     ] No optimal features file found for MD: ./output/feature-sets/MD.txt
[2025-12-09T20:26:44.487969] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:44.488001] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:44.488028] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:44.488083] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:44.543225] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:44.543898] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:44.544015] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:44.544061] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:44.666510] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:44.666681] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:44.666723] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:44.666750] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:44.670241] [DEBUG] [FORECASTER] MD: Forecast T+1@11:T+2@11: DOWN (p=4.41%)
[2025-12-09T20:26:44.670514] [INFO ] [FORECASTER] Completed predict_future for MD
[2025-12-09T20:26:44.670657] [INFO ] [sig       ] MD: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:26:44.816062] [INFO ] [LOCAL     ] Saved forecast: MD	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/MD.txt
[2025-12-09T20:26:44.816196] [INFO ] [sig       ] [2046/3614] Completed MD in 0.3s | 2.92 sym/s | Total: 11.7m | ETA: 8.9m
[2025-12-09T20:26:44.816233] [INFO ] [sig       ] [2047/3614] Forecasting MDAI...
[2025-12-09T20:26:44.816262] [INFO ] [sig       ] Generating forecast for: MDAI
[2025-12-09T20:26:44.816292] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDAI' from 'https://tdm.silogroup.org/data/derivative_storage/MDAI.csv'.
[2025-12-09T20:26:44.828277] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDAI'.
[2025-12-09T20:26:44.828599] [INFO ] [FORECASTER] Starting predict_future for MDAI
[2025-12-09T20:26:44.829529] [DEBUG] [LOCAL     ] No optimal features file found for MDAI: ./output/feature-sets/MDAI.txt
[2025-12-09T20:26:44.829605] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:44.829638] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:44.829665] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:44.829720] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:44.892465] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:44.893284] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:44.893556] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:44.893604] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:45.014603] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:45.014757] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:45.014814] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:45.014844] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:45.018738] [DEBUG] [FORECASTER] MDAI: Forecast T+1@11:T+2@11: DOWN (p=35.35%)
[2025-12-09T20:26:45.019003] [INFO ] [FORECASTER] Completed predict_future for MDAI
[2025-12-09T20:26:45.019136] [INFO ] [sig       ] MDAI: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:26:45.160674] [INFO ] [LOCAL     ] Saved forecast: MDAI	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/MDAI.txt
[2025-12-09T20:26:45.160802] [INFO ] [sig       ] [2047/3614] Completed MDAI in 0.3s | 2.92 sym/s | Total: 11.7m | ETA: 8.9m
[2025-12-09T20:26:45.160840] [INFO ] [sig       ] [2048/3614] Forecasting MDB...
[2025-12-09T20:26:45.160869] [INFO ] [sig       ] Generating forecast for: MDB
[2025-12-09T20:26:45.160898] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDB' from 'https://tdm.silogroup.org/data/derivative_storage/MDB.csv'.
[2025-12-09T20:26:45.172461] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDB'.
[2025-12-09T20:26:45.172796] [INFO ] [FORECASTER] Starting predict_future for MDB
[2025-12-09T20:26:45.173619] [DEBUG] [LOCAL     ] No optimal features file found for MDB: ./output/feature-sets/MDB.txt
[2025-12-09T20:26:45.173670] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:45.173702] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:45.173728] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:45.173783] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:45.229517] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:45.230259] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:45.230337] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:45.230368] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:45.355285] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:45.355431] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:45.355470] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:45.355498] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:45.358830] [DEBUG] [FORECASTER] MDB: Forecast T+1@11:T+2@11: UP (p=77.94%)
[2025-12-09T20:26:45.359094] [INFO ] [FORECASTER] Completed predict_future for MDB
[2025-12-09T20:26:45.359212] [INFO ] [sig       ] MDB: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:26:45.497489] [INFO ] [LOCAL     ] Saved forecast: MDB	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/MDB.txt
[2025-12-09T20:26:45.497663] [INFO ] [sig       ] [2048/3614] Completed MDB in 0.3s | 2.92 sym/s | Total: 11.7m | ETA: 8.9m
[2025-12-09T20:26:45.497707] [INFO ] [sig       ] [2049/3614] Forecasting MDGL...
[2025-12-09T20:26:45.497736] [INFO ] [sig       ] Generating forecast for: MDGL
[2025-12-09T20:26:45.497769] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDGL' from 'https://tdm.silogroup.org/data/derivative_storage/MDGL.csv'.
[2025-12-09T20:26:45.508779] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDGL'.
[2025-12-09T20:26:45.509091] [INFO ] [FORECASTER] Starting predict_future for MDGL
[2025-12-09T20:26:45.509899] [DEBUG] [LOCAL     ] No optimal features file found for MDGL: ./output/feature-sets/MDGL.txt
[2025-12-09T20:26:45.509948] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:45.509979] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:45.510006] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:45.510061] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:45.568766] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:45.569595] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:45.569690] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:45.569725] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:45.687083] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:45.687234] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:45.687273] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:45.687303] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:45.690700] [DEBUG] [FORECASTER] MDGL: Forecast T+1@11:T+2@11: DOWN (p=12.65%)
[2025-12-09T20:26:45.690970] [INFO ] [FORECASTER] Completed predict_future for MDGL
[2025-12-09T20:26:45.691089] [INFO ] [sig       ] MDGL: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:26:45.831161] [INFO ] [LOCAL     ] Saved forecast: MDGL	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/MDGL.txt
[2025-12-09T20:26:45.831338] [INFO ] [sig       ] [2049/3614] Completed MDGL in 0.3s | 2.92 sym/s | Total: 11.7m | ETA: 8.9m
[2025-12-09T20:26:45.831376] [INFO ] [sig       ] [2050/3614] Forecasting MDLZ...
[2025-12-09T20:26:45.831405] [INFO ] [sig       ] Generating forecast for: MDLZ
[2025-12-09T20:26:45.831433] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDLZ' from 'https://tdm.silogroup.org/data/derivative_storage/MDLZ.csv'.
[2025-12-09T20:26:45.842551] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDLZ'.
[2025-12-09T20:26:45.842861] [INFO ] [FORECASTER] Starting predict_future for MDLZ
[2025-12-09T20:26:45.843626] [DEBUG] [LOCAL     ] No optimal features file found for MDLZ: ./output/feature-sets/MDLZ.txt
[2025-12-09T20:26:45.843689] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:45.843747] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:45.843784] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:45.843860] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:45.900650] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:45.901406] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:45.901485] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:45.901517] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:46.021999] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:46.022148] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:46.022187] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:46.022216] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:46.025511] [DEBUG] [FORECASTER] MDLZ: Forecast T+1@11:T+2@11: UP (p=97.01%)
[2025-12-09T20:26:46.025791] [INFO ] [FORECASTER] Completed predict_future for MDLZ
[2025-12-09T20:26:46.025910] [INFO ] [sig       ] MDLZ: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:26:46.163730] [INFO ] [LOCAL     ] Saved forecast: MDLZ	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/MDLZ.txt
[2025-12-09T20:26:46.163858] [INFO ] [sig       ] [2050/3614] Completed MDLZ in 0.3s | 2.92 sym/s | Total: 11.7m | ETA: 8.9m
[2025-12-09T20:26:46.163896] [INFO ] [sig       ] [2051/3614] Forecasting MDWD...
[2025-12-09T20:26:46.163925] [INFO ] [sig       ] Generating forecast for: MDWD
[2025-12-09T20:26:46.163955] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDWD' from 'https://tdm.silogroup.org/data/derivative_storage/MDWD.csv'.
[2025-12-09T20:26:46.175865] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDWD'.
[2025-12-09T20:26:46.176167] [INFO ] [FORECASTER] Starting predict_future for MDWD
[2025-12-09T20:26:46.176943] [DEBUG] [LOCAL     ] No optimal features file found for MDWD: ./output/feature-sets/MDWD.txt
[2025-12-09T20:26:46.176993] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:46.177035] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:46.177063] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:46.177121] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:46.236045] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:46.236840] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:46.236915] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:46.236946] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:46.353177] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:46.353326] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:46.353367] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:46.353394] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:46.356728] [DEBUG] [FORECASTER] MDWD: Forecast T+1@11:T+2@11: DOWN (p=4.70%)
[2025-12-09T20:26:46.356989] [INFO ] [FORECASTER] Completed predict_future for MDWD
[2025-12-09T20:26:46.357113] [INFO ] [sig       ] MDWD: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:26:46.497375] [INFO ] [LOCAL     ] Saved forecast: MDWD	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/MDWD.txt
[2025-12-09T20:26:46.497516] [INFO ] [sig       ] [2051/3614] Completed MDWD in 0.3s | 2.92 sym/s | Total: 11.7m | ETA: 8.9m
[2025-12-09T20:26:46.497565] [INFO ] [sig       ] [2052/3614] Forecasting MDXG...
[2025-12-09T20:26:46.497613] [INFO ] [sig       ] Generating forecast for: MDXG
[2025-12-09T20:26:46.497644] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDXG' from 'https://tdm.silogroup.org/data/derivative_storage/MDXG.csv'.
[2025-12-09T20:26:46.508985] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDXG'.
[2025-12-09T20:26:46.509266] [INFO ] [FORECASTER] Starting predict_future for MDXG
[2025-12-09T20:26:46.510037] [DEBUG] [LOCAL     ] No optimal features file found for MDXG: ./output/feature-sets/MDXG.txt
[2025-12-09T20:26:46.510087] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:46.510120] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:46.510152] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:46.510219] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:46.565754] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:46.566410] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:46.566483] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:46.566514] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:46.684139] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:46.684290] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:46.684331] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:46.684362] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:46.687829] [DEBUG] [FORECASTER] MDXG: Forecast T+1@11:T+2@11: UP (p=66.91%)
[2025-12-09T20:26:46.688102] [INFO ] [FORECASTER] Completed predict_future for MDXG
[2025-12-09T20:26:46.688222] [INFO ] [sig       ] MDXG: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:26:46.825090] [INFO ] [LOCAL     ] Saved forecast: MDXG	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/MDXG.txt
[2025-12-09T20:26:46.825217] [INFO ] [sig       ] [2052/3614] Completed MDXG in 0.3s | 2.92 sym/s | Total: 11.7m | ETA: 8.9m
[2025-12-09T20:26:46.825255] [INFO ] [sig       ] [2053/3614] Forecasting MDXH...
[2025-12-09T20:26:46.825283] [INFO ] [sig       ] Generating forecast for: MDXH
[2025-12-09T20:26:46.825312] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDXH' from 'https://tdm.silogroup.org/data/derivative_storage/MDXH.csv'.
[2025-12-09T20:26:46.836090] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDXH'.
[2025-12-09T20:26:46.836405] [INFO ] [FORECASTER] Starting predict_future for MDXH
[2025-12-09T20:26:46.837175] [DEBUG] [LOCAL     ] No optimal features file found for MDXH: ./output/feature-sets/MDXH.txt
[2025-12-09T20:26:46.837226] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:46.837281] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:46.837309] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:46.837365] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:46.896248] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:46.897093] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:46.897169] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:46.897200] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:47.009610] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:47.009745] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:47.009784] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:47.009811] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:47.013080] [DEBUG] [FORECASTER] MDXH: Forecast T+1@11:T+2@11: UP (p=97.90%)
[2025-12-09T20:26:47.013349] [INFO ] [FORECASTER] Completed predict_future for MDXH
[2025-12-09T20:26:47.013470] [INFO ] [sig       ] MDXH: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:26:47.152149] [INFO ] [LOCAL     ] Saved forecast: MDXH	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/MDXH.txt
[2025-12-09T20:26:47.152299] [INFO ] [sig       ] [2053/3614] Completed MDXH in 0.3s | 2.92 sym/s | Total: 11.7m | ETA: 8.9m
[2025-12-09T20:26:47.152341] [INFO ] [sig       ] [2054/3614] Forecasting MEC...
[2025-12-09T20:26:47.152369] [INFO ] [sig       ] Generating forecast for: MEC
[2025-12-09T20:26:47.152399] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEC' from 'https://tdm.silogroup.org/data/derivative_storage/MEC.csv'.
[2025-12-09T20:26:47.164029] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEC'.
[2025-12-09T20:26:47.164328] [INFO ] [FORECASTER] Starting predict_future for MEC
[2025-12-09T20:26:47.165115] [DEBUG] [LOCAL     ] No optimal features file found for MEC: ./output/feature-sets/MEC.txt
[2025-12-09T20:26:47.165165] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:47.165196] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:47.165222] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:47.165277] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:47.221452] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:47.222102] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:47.222177] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:47.222208] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:47.339903] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:47.340049] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:47.340090] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:47.340118] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:47.343416] [DEBUG] [FORECASTER] MEC: Forecast T+1@11:T+2@11: DOWN (p=24.99%)
[2025-12-09T20:26:47.343715] [INFO ] [FORECASTER] Completed predict_future for MEC
[2025-12-09T20:26:47.343839] [INFO ] [sig       ] MEC: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:26:47.481553] [INFO ] [LOCAL     ] Saved forecast: MEC	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/MEC.txt
[2025-12-09T20:26:47.481703] [INFO ] [sig       ] [2054/3614] Completed MEC in 0.3s | 2.92 sym/s | Total: 11.7m | ETA: 8.9m
[2025-12-09T20:26:47.481741] [INFO ] [sig       ] [2055/3614] Forecasting MED...
[2025-12-09T20:26:47.481786] [INFO ] [sig       ] Generating forecast for: MED
[2025-12-09T20:26:47.481818] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MED' from 'https://tdm.silogroup.org/data/derivative_storage/MED.csv'.
[2025-12-09T20:26:47.492955] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MED'.
[2025-12-09T20:26:47.493252] [INFO ] [FORECASTER] Starting predict_future for MED
[2025-12-09T20:26:47.494022] [DEBUG] [LOCAL     ] No optimal features file found for MED: ./output/feature-sets/MED.txt
[2025-12-09T20:26:47.494073] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:47.494104] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:47.494131] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:47.494185] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:47.549618] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:47.550317] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:47.550395] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:47.550427] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:47.674263] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:47.674429] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:47.674479] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:47.674509] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:47.678012] [DEBUG] [FORECASTER] MED: Forecast T+1@11:T+2@11: UP (p=95.71%)
[2025-12-09T20:26:47.678331] [INFO ] [FORECASTER] Completed predict_future for MED
[2025-12-09T20:26:47.678455] [INFO ] [sig       ] MED: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:26:47.817419] [INFO ] [LOCAL     ] Saved forecast: MED	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/MED.txt
[2025-12-09T20:26:47.817693] [INFO ] [sig       ] [2055/3614] Completed MED in 0.3s | 2.92 sym/s | Total: 11.7m | ETA: 8.9m
[2025-12-09T20:26:47.817752] [INFO ] [sig       ] [2056/3614] Forecasting MEDP...
[2025-12-09T20:26:47.817785] [INFO ] [sig       ] Generating forecast for: MEDP
[2025-12-09T20:26:47.817813] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEDP' from 'https://tdm.silogroup.org/data/derivative_storage/MEDP.csv'.
[2025-12-09T20:26:47.829603] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEDP'.
[2025-12-09T20:26:47.829897] [INFO ] [FORECASTER] Starting predict_future for MEDP
[2025-12-09T20:26:47.830668] [DEBUG] [LOCAL     ] No optimal features file found for MEDP: ./output/feature-sets/MEDP.txt
[2025-12-09T20:26:47.830718] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:47.830749] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:47.830775] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:47.830830] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:47.886806] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:47.887588] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:47.887670] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:47.887700] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:48.008395] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:48.008541] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:48.008600] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:48.008662] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:48.012224] [DEBUG] [FORECASTER] MEDP: Forecast T+1@11:T+2@11: DOWN (p=5.57%)
[2025-12-09T20:26:48.012504] [INFO ] [FORECASTER] Completed predict_future for MEDP
[2025-12-09T20:26:48.012652] [INFO ] [sig       ] MEDP: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:26:48.156930] [INFO ] [LOCAL     ] Saved forecast: MEDP	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/MEDP.txt
[2025-12-09T20:26:48.157063] [INFO ] [sig       ] [2056/3614] Completed MEDP in 0.3s | 2.92 sym/s | Total: 11.7m | ETA: 8.9m
[2025-12-09T20:26:48.157103] [INFO ] [sig       ] [2057/3614] Forecasting MEG...
[2025-12-09T20:26:48.157133] [INFO ] [sig       ] Generating forecast for: MEG
[2025-12-09T20:26:48.157165] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEG' from 'https://tdm.silogroup.org/data/derivative_storage/MEG.csv'.
[2025-12-09T20:26:48.168976] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEG'.
[2025-12-09T20:26:48.169276] [INFO ] [FORECASTER] Starting predict_future for MEG
[2025-12-09T20:26:48.170088] [DEBUG] [LOCAL     ] No optimal features file found for MEG: ./output/feature-sets/MEG.txt
[2025-12-09T20:26:48.170142] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:48.170175] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:48.170202] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:48.170261] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:48.228337] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:48.229037] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:48.229115] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:48.229148] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:48.357059] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:48.357206] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:48.357247] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:48.357277] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:48.360871] [DEBUG] [FORECASTER] MEG: Forecast T+1@11:T+2@11: UP (p=95.16%)
[2025-12-09T20:26:48.361190] [INFO ] [FORECASTER] Completed predict_future for MEG
[2025-12-09T20:26:48.361336] [INFO ] [sig       ] MEG: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:26:48.504010] [INFO ] [LOCAL     ] Saved forecast: MEG	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/MEG.txt
[2025-12-09T20:26:48.504181] [INFO ] [sig       ] [2057/3614] Completed MEG in 0.3s | 2.92 sym/s | Total: 11.7m | ETA: 8.9m
[2025-12-09T20:26:48.504229] [INFO ] [sig       ] [2058/3614] Forecasting MEGI...
[2025-12-09T20:26:48.504259] [INFO ] [sig       ] Generating forecast for: MEGI
[2025-12-09T20:26:48.504289] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEGI' from 'https://tdm.silogroup.org/data/derivative_storage/MEGI.csv'.
[2025-12-09T20:26:48.515426] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEGI'.
[2025-12-09T20:26:48.515748] [INFO ] [FORECASTER] Starting predict_future for MEGI
[2025-12-09T20:26:48.516522] [DEBUG] [LOCAL     ] No optimal features file found for MEGI: ./output/feature-sets/MEGI.txt
[2025-12-09T20:26:48.516592] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:48.516627] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:48.516655] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:48.516713] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:48.575310] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:48.575978] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:48.576053] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:48.576084] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:48.694656] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:48.694801] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:48.694842] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:48.694911] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:48.698258] [DEBUG] [FORECASTER] MEGI: Forecast T+1@11:T+2@11: DOWN (p=25.27%)
[2025-12-09T20:26:48.698530] [INFO ] [FORECASTER] Completed predict_future for MEGI
[2025-12-09T20:26:48.698667] [INFO ] [sig       ] MEGI: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:26:48.835373] [INFO ] [LOCAL     ] Saved forecast: MEGI	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/MEGI.txt
[2025-12-09T20:26:48.835495] [INFO ] [sig       ] [2058/3614] Completed MEGI in 0.3s | 2.92 sym/s | Total: 11.7m | ETA: 8.9m
[2025-12-09T20:26:48.835532] [INFO ] [sig       ] [2059/3614] Forecasting MEGL...
[2025-12-09T20:26:48.835561] [INFO ] [sig       ] Generating forecast for: MEGL
[2025-12-09T20:26:48.835609] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEGL' from 'https://tdm.silogroup.org/data/derivative_storage/MEGL.csv'.
[2025-12-09T20:26:48.846206] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEGL'.
[2025-12-09T20:26:48.846486] [INFO ] [FORECASTER] Starting predict_future for MEGL
[2025-12-09T20:26:48.847250] [DEBUG] [LOCAL     ] No optimal features file found for MEGL: ./output/feature-sets/MEGL.txt
[2025-12-09T20:26:48.847300] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:48.847330] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:48.847356] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:48.847410] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:48.903589] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:48.904264] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:48.904340] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:48.904371] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:49.012011] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:49.012149] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:49.012189] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:49.012217] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:49.015526] [DEBUG] [FORECASTER] MEGL: Forecast T+1@11:T+2@11: UP (p=73.68%)
[2025-12-09T20:26:49.015812] [INFO ] [FORECASTER] Completed predict_future for MEGL
[2025-12-09T20:26:49.015933] [INFO ] [sig       ] MEGL: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:26:49.154886] [INFO ] [LOCAL     ] Saved forecast: MEGL	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/MEGL.txt
[2025-12-09T20:26:49.155011] [INFO ] [sig       ] [2059/3614] Completed MEGL in 0.3s | 2.92 sym/s | Total: 11.7m | ETA: 8.9m
[2025-12-09T20:26:49.155050] [INFO ] [sig       ] [2060/3614] Forecasting MEI...
[2025-12-09T20:26:49.155079] [INFO ] [sig       ] Generating forecast for: MEI
[2025-12-09T20:26:49.155108] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEI' from 'https://tdm.silogroup.org/data/derivative_storage/MEI.csv'.
[2025-12-09T20:26:49.166498] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEI'.
[2025-12-09T20:26:49.166797] [INFO ] [FORECASTER] Starting predict_future for MEI
[2025-12-09T20:26:49.167593] [DEBUG] [LOCAL     ] No optimal features file found for MEI: ./output/feature-sets/MEI.txt
[2025-12-09T20:26:49.167644] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:49.167676] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:49.167702] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:49.167757] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:49.223845] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:49.224472] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:49.224545] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:49.224609] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:49.346902] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:49.347058] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:49.347100] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:49.347128] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:49.350567] [DEBUG] [FORECASTER] MEI: Forecast T+1@11:T+2@11: DOWN (p=32.33%)
[2025-12-09T20:26:49.350862] [INFO ] [FORECASTER] Completed predict_future for MEI
[2025-12-09T20:26:49.350983] [INFO ] [sig       ] MEI: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:26:49.489430] [INFO ] [LOCAL     ] Saved forecast: MEI	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/MEI.txt
[2025-12-09T20:26:49.489544] [INFO ] [sig       ] [2060/3614] Completed MEI in 0.3s | 2.92 sym/s | Total: 11.8m | ETA: 8.9m
[2025-12-09T20:26:49.489599] [INFO ] [sig       ] [2061/3614] Forecasting MELI...
[2025-12-09T20:26:49.489629] [INFO ] [sig       ] Generating forecast for: MELI
[2025-12-09T20:26:49.489656] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MELI' from 'https://tdm.silogroup.org/data/derivative_storage/MELI.csv'.
[2025-12-09T20:26:49.500921] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MELI'.
[2025-12-09T20:26:49.501178] [INFO ] [FORECASTER] Starting predict_future for MELI
[2025-12-09T20:26:49.501968] [DEBUG] [LOCAL     ] No optimal features file found for MELI: ./output/feature-sets/MELI.txt
[2025-12-09T20:26:49.502018] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:49.502049] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:49.502075] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:49.502129] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:49.562491] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:49.563441] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:49.563540] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:49.563590] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:49.683069] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:49.683215] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:49.683255] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:49.683282] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:49.686660] [DEBUG] [FORECASTER] MELI: Forecast T+1@11:T+2@11: UP (p=72.98%)
[2025-12-09T20:26:49.686930] [INFO ] [FORECASTER] Completed predict_future for MELI
[2025-12-09T20:26:49.687053] [INFO ] [sig       ] MELI: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:26:49.826235] [INFO ] [LOCAL     ] Saved forecast: MELI	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/MELI.txt
[2025-12-09T20:26:49.826355] [INFO ] [sig       ] [2061/3614] Completed MELI in 0.3s | 2.92 sym/s | Total: 11.8m | ETA: 8.9m
[2025-12-09T20:26:49.826394] [INFO ] [sig       ] [2062/3614] Forecasting MEOH...
[2025-12-09T20:26:49.826424] [INFO ] [sig       ] Generating forecast for: MEOH
[2025-12-09T20:26:49.826452] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEOH' from 'https://tdm.silogroup.org/data/derivative_storage/MEOH.csv'.
[2025-12-09T20:26:49.837644] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEOH'.
[2025-12-09T20:26:49.837908] [INFO ] [FORECASTER] Starting predict_future for MEOH
[2025-12-09T20:26:49.838716] [DEBUG] [LOCAL     ] No optimal features file found for MEOH: ./output/feature-sets/MEOH.txt
[2025-12-09T20:26:49.838767] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:49.838797] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:49.838823] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:49.838899] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:49.895640] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:49.896299] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:49.896376] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:49.896407] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:50.015684] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:50.015839] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:50.015877] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:50.015904] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:50.019239] [DEBUG] [FORECASTER] MEOH: Forecast T+1@11:T+2@11: DOWN (p=2.68%)
[2025-12-09T20:26:50.019520] [INFO ] [FORECASTER] Completed predict_future for MEOH
[2025-12-09T20:26:50.019658] [INFO ] [sig       ] MEOH: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:26:50.158380] [INFO ] [LOCAL     ] Saved forecast: MEOH	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/MEOH.txt
[2025-12-09T20:26:50.158643] [INFO ] [sig       ] [2062/3614] Completed MEOH in 0.3s | 2.92 sym/s | Total: 11.8m | ETA: 8.9m
[2025-12-09T20:26:50.158687] [INFO ] [sig       ] [2063/3614] Forecasting MERC...
[2025-12-09T20:26:50.158719] [INFO ] [sig       ] Generating forecast for: MERC
[2025-12-09T20:26:50.158752] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MERC' from 'https://tdm.silogroup.org/data/derivative_storage/MERC.csv'.
[2025-12-09T20:26:50.171941] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MERC'.
[2025-12-09T20:26:50.172365] [INFO ] [FORECASTER] Starting predict_future for MERC
[2025-12-09T20:26:50.173185] [DEBUG] [LOCAL     ] No optimal features file found for MERC: ./output/feature-sets/MERC.txt
[2025-12-09T20:26:50.173241] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:50.173276] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:50.173304] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:50.173361] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:50.239841] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:50.240873] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:50.241001] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:50.241035] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:50.362970] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:50.363153] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:50.363227] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:50.363281] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:50.366890] [DEBUG] [FORECASTER] MERC: Forecast T+1@11:T+2@11: UP (p=85.62%)
[2025-12-09T20:26:50.367194] [INFO ] [FORECASTER] Completed predict_future for MERC
[2025-12-09T20:26:50.367355] [INFO ] [sig       ] MERC: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:26:50.517194] [INFO ] [LOCAL     ] Saved forecast: MERC	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/MERC.txt
[2025-12-09T20:26:50.517349] [INFO ] [sig       ] [2063/3614] Completed MERC in 0.4s | 2.92 sym/s | Total: 11.8m | ETA: 8.9m
[2025-12-09T20:26:50.517388] [INFO ] [sig       ] [2064/3614] Forecasting META...
[2025-12-09T20:26:50.517418] [INFO ] [sig       ] Generating forecast for: META
[2025-12-09T20:26:50.517447] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'META' from 'https://tdm.silogroup.org/data/derivative_storage/META.csv'.
[2025-12-09T20:26:50.528796] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'META'.
[2025-12-09T20:26:50.529138] [INFO ] [FORECASTER] Starting predict_future for META
[2025-12-09T20:26:50.529918] [DEBUG] [LOCAL     ] No optimal features file found for META: ./output/feature-sets/META.txt
[2025-12-09T20:26:50.529980] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:50.530012] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:50.530038] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:50.530094] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:50.586447] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:50.587060] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:50.587132] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:50.587163] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:50.711162] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:50.711313] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:50.711359] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:50.711393] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:50.714703] [DEBUG] [FORECASTER] META: Forecast T+1@11:T+2@11: DOWN (p=6.90%)
[2025-12-09T20:26:50.714960] [INFO ] [FORECASTER] Completed predict_future for META
[2025-12-09T20:26:50.715077] [INFO ] [sig       ] META: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:26:50.854261] [INFO ] [LOCAL     ] Saved forecast: META	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/META.txt
[2025-12-09T20:26:50.854383] [INFO ] [sig       ] [2064/3614] Completed META in 0.3s | 2.92 sym/s | Total: 11.8m | ETA: 8.8m
[2025-12-09T20:26:50.854421] [INFO ] [sig       ] [2065/3614] Forecasting METC...
[2025-12-09T20:26:50.854449] [INFO ] [sig       ] Generating forecast for: METC
[2025-12-09T20:26:50.854479] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'METC' from 'https://tdm.silogroup.org/data/derivative_storage/METC.csv'.
[2025-12-09T20:26:50.865825] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'METC'.
[2025-12-09T20:26:50.866093] [INFO ] [FORECASTER] Starting predict_future for METC
[2025-12-09T20:26:50.866861] [DEBUG] [LOCAL     ] No optimal features file found for METC: ./output/feature-sets/METC.txt
[2025-12-09T20:26:50.866912] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:50.866943] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:50.866969] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:50.867024] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:50.924678] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:50.925274] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:50.925347] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:50.925378] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:51.038666] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:51.038820] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:51.038862] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:51.038891] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:51.042362] [DEBUG] [FORECASTER] METC: Forecast T+1@11:T+2@11: UP (p=77.00%)
[2025-12-09T20:26:51.042762] [INFO ] [FORECASTER] Completed predict_future for METC
[2025-12-09T20:26:51.042904] [INFO ] [sig       ] METC: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:26:51.182558] [INFO ] [LOCAL     ] Saved forecast: METC	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/METC.txt
[2025-12-09T20:26:51.182699] [INFO ] [sig       ] [2065/3614] Completed METC in 0.3s | 2.92 sym/s | Total: 11.8m | ETA: 8.8m
[2025-12-09T20:26:51.182741] [INFO ] [sig       ] [2066/3614] Forecasting METCB...
[2025-12-09T20:26:51.182769] [INFO ] [sig       ] Generating forecast for: METCB
[2025-12-09T20:26:51.182805] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'METCB' from 'https://tdm.silogroup.org/data/derivative_storage/METCB.csv'.
[2025-12-09T20:26:51.194210] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'METCB'.
[2025-12-09T20:26:51.194458] [INFO ] [FORECASTER] Starting predict_future for METCB
[2025-12-09T20:26:51.195213] [DEBUG] [LOCAL     ] No optimal features file found for METCB: ./output/feature-sets/METCB.txt
[2025-12-09T20:26:51.195263] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:51.195294] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:51.195324] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:51.195379] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:51.251198] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:51.251811] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:51.251883] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:51.251914] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:51.374730] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:51.374879] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:51.374920] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:51.374949] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:51.378417] [DEBUG] [FORECASTER] METCB: Forecast T+1@11:T+2@11: UP (p=72.79%)
[2025-12-09T20:26:51.378707] [INFO ] [FORECASTER] Completed predict_future for METCB
[2025-12-09T20:26:51.378829] [INFO ] [sig       ] METCB: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:26:51.517889] [INFO ] [LOCAL     ] Saved forecast: METCB	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/METCB.txt
[2025-12-09T20:26:51.518064] [INFO ] [sig       ] [2066/3614] Completed METCB in 0.3s | 2.92 sym/s | Total: 11.8m | ETA: 8.8m
[2025-12-09T20:26:51.518103] [INFO ] [sig       ] [2067/3614] Forecasting METD...
[2025-12-09T20:26:51.518133] [INFO ] [sig       ] Generating forecast for: METD
[2025-12-09T20:26:51.518163] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'METD' from 'https://tdm.silogroup.org/data/derivative_storage/METD.csv'.
[2025-12-09T20:26:51.529514] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'METD'.
[2025-12-09T20:26:51.529796] [INFO ] [FORECASTER] Starting predict_future for METD
[2025-12-09T20:26:51.530537] [DEBUG] [LOCAL     ] No optimal features file found for METD: ./output/feature-sets/METD.txt
[2025-12-09T20:26:51.530605] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:51.530637] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:51.530664] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:51.530719] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:51.587797] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:51.588476] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:51.588552] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:51.588601] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:51.708742] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:51.708885] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:51.708925] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:51.708953] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:51.712300] [DEBUG] [FORECASTER] METD: Forecast T+1@11:T+2@11: DOWN (p=35.80%)
[2025-12-09T20:26:51.712566] [INFO ] [FORECASTER] Completed predict_future for METD
[2025-12-09T20:26:51.712715] [INFO ] [sig       ] METD: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:26:51.859180] [INFO ] [LOCAL     ] Saved forecast: METD	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/METD.txt
[2025-12-09T20:26:51.859318] [INFO ] [sig       ] [2067/3614] Completed METD in 0.3s | 2.92 sym/s | Total: 11.8m | ETA: 8.8m
[2025-12-09T20:26:51.859360] [INFO ] [sig       ] [2068/3614] Forecasting MFA...
[2025-12-09T20:26:51.859389] [INFO ] [sig       ] Generating forecast for: MFA
[2025-12-09T20:26:51.859420] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFA' from 'https://tdm.silogroup.org/data/derivative_storage/MFA.csv'.
[2025-12-09T20:26:51.871594] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFA'.
[2025-12-09T20:26:51.871957] [INFO ] [FORECASTER] Starting predict_future for MFA
[2025-12-09T20:26:51.872770] [DEBUG] [LOCAL     ] No optimal features file found for MFA: ./output/feature-sets/MFA.txt
[2025-12-09T20:26:51.872821] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:51.872852] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:51.872878] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:51.872933] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:51.929595] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:51.930509] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:51.930613] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:51.930649] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:52.057968] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:52.058137] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:52.058184] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:52.058215] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:52.061889] [DEBUG] [FORECASTER] MFA: Forecast T+1@11:T+2@11: DOWN (p=28.25%)
[2025-12-09T20:26:52.062183] [INFO ] [FORECASTER] Completed predict_future for MFA
[2025-12-09T20:26:52.062322] [INFO ] [sig       ] MFA: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:26:52.206600] [INFO ] [LOCAL     ] Saved forecast: MFA	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/MFA.txt
[2025-12-09T20:26:52.206757] [INFO ] [sig       ] [2068/3614] Completed MFA in 0.3s | 2.92 sym/s | Total: 11.8m | ETA: 8.8m
[2025-12-09T20:26:52.206797] [INFO ] [sig       ] [2069/3614] Forecasting MFC...
[2025-12-09T20:26:52.206826] [INFO ] [sig       ] Generating forecast for: MFC
[2025-12-09T20:26:52.206857] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFC' from 'https://tdm.silogroup.org/data/derivative_storage/MFC.csv'.
[2025-12-09T20:26:52.218523] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFC'.
[2025-12-09T20:26:52.218854] [INFO ] [FORECASTER] Starting predict_future for MFC
[2025-12-09T20:26:52.219825] [DEBUG] [LOCAL     ] No optimal features file found for MFC: ./output/feature-sets/MFC.txt
[2025-12-09T20:26:52.219886] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:52.219924] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:52.219954] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:52.220009] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:52.277687] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:52.278319] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:52.278396] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:52.278428] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:52.403533] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:52.403701] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:52.403742] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:52.403772] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:52.407267] [DEBUG] [FORECASTER] MFC: Forecast T+1@11:T+2@11: UP (p=87.33%)
[2025-12-09T20:26:52.407623] [INFO ] [FORECASTER] Completed predict_future for MFC
[2025-12-09T20:26:52.407759] [INFO ] [sig       ] MFC: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:26:52.557680] [INFO ] [LOCAL     ] Saved forecast: MFC	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/MFC.txt
[2025-12-09T20:26:52.557842] [INFO ] [sig       ] [2069/3614] Completed MFC in 0.4s | 2.92 sym/s | Total: 11.8m | ETA: 8.8m
[2025-12-09T20:26:52.557884] [INFO ] [sig       ] [2070/3614] Forecasting MFG...
[2025-12-09T20:26:52.557913] [INFO ] [sig       ] Generating forecast for: MFG
[2025-12-09T20:26:52.557944] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFG' from 'https://tdm.silogroup.org/data/derivative_storage/MFG.csv'.
[2025-12-09T20:26:52.569622] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFG'.
[2025-12-09T20:26:52.569945] [INFO ] [FORECASTER] Starting predict_future for MFG
[2025-12-09T20:26:52.570748] [DEBUG] [LOCAL     ] No optimal features file found for MFG: ./output/feature-sets/MFG.txt
[2025-12-09T20:26:52.570799] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:52.570858] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:52.570885] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:52.570941] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:52.626764] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:52.627446] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:52.627540] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:52.627588] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:52.751627] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:52.751779] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:52.751820] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:52.751848] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:52.755209] [DEBUG] [FORECASTER] MFG: Forecast T+1@11:T+2@11: DOWN (p=38.83%)
[2025-12-09T20:26:52.755502] [INFO ] [FORECASTER] Completed predict_future for MFG
[2025-12-09T20:26:52.755642] [INFO ] [sig       ] MFG: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:26:52.893048] [INFO ] [LOCAL     ] Saved forecast: MFG	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/MFG.txt
[2025-12-09T20:26:52.893186] [INFO ] [sig       ] [2070/3614] Completed MFG in 0.3s | 2.92 sym/s | Total: 11.8m | ETA: 8.8m
[2025-12-09T20:26:52.893230] [INFO ] [sig       ] [2071/3614] Forecasting MFI...
[2025-12-09T20:26:52.893267] [INFO ] [sig       ] Generating forecast for: MFI
[2025-12-09T20:26:52.893304] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFI' from 'https://tdm.silogroup.org/data/derivative_storage/MFI.csv'.
[2025-12-09T20:26:52.904117] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFI'.
[2025-12-09T20:26:52.904483] [INFO ] [FORECASTER] Starting predict_future for MFI
[2025-12-09T20:26:52.905286] [DEBUG] [LOCAL     ] No optimal features file found for MFI: ./output/feature-sets/MFI.txt
[2025-12-09T20:26:52.905338] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:52.905393] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:52.905421] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:52.905477] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:52.966457] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:52.967227] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:52.967308] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:52.967343] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:53.085503] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:53.085678] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:53.085723] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:53.085752] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:53.089294] [DEBUG] [FORECASTER] MFI: Forecast T+1@11:T+2@11: UP (p=81.70%)
[2025-12-09T20:26:53.089563] [INFO ] [FORECASTER] Completed predict_future for MFI
[2025-12-09T20:26:53.089703] [INFO ] [sig       ] MFI: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:26:53.225992] [INFO ] [LOCAL     ] Saved forecast: MFI	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/MFI.txt
[2025-12-09T20:26:53.226125] [INFO ] [sig       ] [2071/3614] Completed MFI in 0.3s | 2.92 sym/s | Total: 11.8m | ETA: 8.8m
[2025-12-09T20:26:53.226163] [INFO ] [sig       ] [2072/3614] Forecasting MFIC...
[2025-12-09T20:26:53.226192] [INFO ] [sig       ] Generating forecast for: MFIC
[2025-12-09T20:26:53.226221] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFIC' from 'https://tdm.silogroup.org/data/derivative_storage/MFIC.csv'.
[2025-12-09T20:26:53.238356] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFIC'.
[2025-12-09T20:26:53.238759] [INFO ] [FORECASTER] Starting predict_future for MFIC
[2025-12-09T20:26:53.239592] [DEBUG] [LOCAL     ] No optimal features file found for MFIC: ./output/feature-sets/MFIC.txt
[2025-12-09T20:26:53.239648] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:53.239682] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:53.239711] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:53.239767] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:53.299011] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:53.299881] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:53.299963] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:53.299996] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:53.423766] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:53.423938] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:53.423979] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:53.424006] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:53.427368] [DEBUG] [FORECASTER] MFIC: Forecast T+1@11:T+2@11: DOWN (p=45.85%)
[2025-12-09T20:26:53.427678] [INFO ] [FORECASTER] Completed predict_future for MFIC
[2025-12-09T20:26:53.427803] [INFO ] [sig       ] MFIC: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:26:53.572883] [INFO ] [LOCAL     ] Saved forecast: MFIC	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/MFIC.txt
[2025-12-09T20:26:53.573045] [INFO ] [sig       ] [2072/3614] Completed MFIC in 0.3s | 2.92 sym/s | Total: 11.8m | ETA: 8.8m
[2025-12-09T20:26:53.573083] [INFO ] [sig       ] [2073/3614] Forecasting MFIN...
[2025-12-09T20:26:53.573112] [INFO ] [sig       ] Generating forecast for: MFIN
[2025-12-09T20:26:53.573144] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFIN' from 'https://tdm.silogroup.org/data/derivative_storage/MFIN.csv'.
[2025-12-09T20:26:53.584057] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFIN'.
[2025-12-09T20:26:53.584336] [INFO ] [FORECASTER] Starting predict_future for MFIN
[2025-12-09T20:26:53.585106] [DEBUG] [LOCAL     ] No optimal features file found for MFIN: ./output/feature-sets/MFIN.txt
[2025-12-09T20:26:53.585156] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:53.585186] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:53.585211] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:53.585265] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:53.643831] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:53.644485] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:53.644567] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:53.644616] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:53.760138] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:53.760257] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:53.760294] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:53.760351] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:53.763589] [DEBUG] [FORECASTER] MFIN: Forecast T+1@11:T+2@11: DOWN (p=25.20%)
[2025-12-09T20:26:53.763849] [INFO ] [FORECASTER] Completed predict_future for MFIN
[2025-12-09T20:26:53.763968] [INFO ] [sig       ] MFIN: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:26:53.902191] [INFO ] [LOCAL     ] Saved forecast: MFIN	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/MFIN.txt
[2025-12-09T20:26:53.902305] [INFO ] [sig       ] [2073/3614] Completed MFIN in 0.3s | 2.92 sym/s | Total: 11.8m | ETA: 8.8m
[2025-12-09T20:26:53.902347] [INFO ] [sig       ] [2074/3614] Forecasting MFM...
[2025-12-09T20:26:53.902375] [INFO ] [sig       ] Generating forecast for: MFM
[2025-12-09T20:26:53.902404] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFM' from 'https://tdm.silogroup.org/data/derivative_storage/MFM.csv'.
[2025-12-09T20:26:53.913204] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFM'.
[2025-12-09T20:26:53.913498] [INFO ] [FORECASTER] Starting predict_future for MFM
[2025-12-09T20:26:53.914426] [DEBUG] [LOCAL     ] No optimal features file found for MFM: ./output/feature-sets/MFM.txt
[2025-12-09T20:26:53.914477] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:53.914507] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:53.914533] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:53.914604] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:53.971350] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:53.971987] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:53.972061] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:53.972091] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:54.088888] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:54.089042] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:54.089083] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:54.089113] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:54.092425] [DEBUG] [FORECASTER] MFM: Forecast T+1@11:T+2@11: DOWN (p=8.28%)
[2025-12-09T20:26:54.092704] [INFO ] [FORECASTER] Completed predict_future for MFM
[2025-12-09T20:26:54.092822] [INFO ] [sig       ] MFM: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:26:54.232107] [INFO ] [LOCAL     ] Saved forecast: MFM	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/MFM.txt
[2025-12-09T20:26:54.232240] [INFO ] [sig       ] [2074/3614] Completed MFM in 0.3s | 2.92 sym/s | Total: 11.8m | ETA: 8.8m
[2025-12-09T20:26:54.232282] [INFO ] [sig       ] [2075/3614] Forecasting MG...
[2025-12-09T20:26:54.232311] [INFO ] [sig       ] Generating forecast for: MG
[2025-12-09T20:26:54.232342] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MG' from 'https://tdm.silogroup.org/data/derivative_storage/MG.csv'.
[2025-12-09T20:26:54.243972] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MG'.
[2025-12-09T20:26:54.244258] [INFO ] [FORECASTER] Starting predict_future for MG
[2025-12-09T20:26:54.245052] [DEBUG] [LOCAL     ] No optimal features file found for MG: ./output/feature-sets/MG.txt
[2025-12-09T20:26:54.245107] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:54.245164] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:54.245199] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:54.245257] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:54.302981] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:54.303605] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:54.303689] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:54.303725] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:54.418049] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:54.418198] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:54.418237] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:54.418273] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:54.421567] [DEBUG] [FORECASTER] MG: Forecast T+1@11:T+2@11: UP (p=71.39%)
[2025-12-09T20:26:54.421844] [INFO ] [FORECASTER] Completed predict_future for MG
[2025-12-09T20:26:54.421963] [INFO ] [sig       ] MG: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:26:54.559528] [INFO ] [LOCAL     ] Saved forecast: MG	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/MG.txt
[2025-12-09T20:26:54.559665] [INFO ] [sig       ] [2075/3614] Completed MG in 0.3s | 2.92 sym/s | Total: 11.8m | ETA: 8.8m
[2025-12-09T20:26:54.559704] [INFO ] [sig       ] [2076/3614] Forecasting MGA...
[2025-12-09T20:26:54.559733] [INFO ] [sig       ] Generating forecast for: MGA
[2025-12-09T20:26:54.559763] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGA' from 'https://tdm.silogroup.org/data/derivative_storage/MGA.csv'.
[2025-12-09T20:26:54.572122] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGA'.
[2025-12-09T20:26:54.572502] [INFO ] [FORECASTER] Starting predict_future for MGA
[2025-12-09T20:26:54.573350] [DEBUG] [LOCAL     ] No optimal features file found for MGA: ./output/feature-sets/MGA.txt
[2025-12-09T20:26:54.573407] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:54.573441] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:54.573470] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:54.573527] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:54.632218] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:54.632964] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:54.633043] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:54.633076] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:54.761398] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:54.761551] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:54.761611] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:54.761642] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:54.765031] [DEBUG] [FORECASTER] MGA: Forecast T+1@11:T+2@11: UP (p=78.01%)
[2025-12-09T20:26:54.765307] [INFO ] [FORECASTER] Completed predict_future for MGA
[2025-12-09T20:26:54.765435] [INFO ] [sig       ] MGA: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:26:54.904155] [INFO ] [LOCAL     ] Saved forecast: MGA	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/MGA.txt
[2025-12-09T20:26:54.904282] [INFO ] [sig       ] [2076/3614] Completed MGA in 0.3s | 2.92 sym/s | Total: 11.8m | ETA: 8.8m
[2025-12-09T20:26:54.904320] [INFO ] [sig       ] [2077/3614] Forecasting MGEE...
[2025-12-09T20:26:54.904351] [INFO ] [sig       ] Generating forecast for: MGEE
[2025-12-09T20:26:54.904382] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGEE' from 'https://tdm.silogroup.org/data/derivative_storage/MGEE.csv'.
[2025-12-09T20:26:54.915798] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGEE'.
[2025-12-09T20:26:54.916106] [INFO ] [FORECASTER] Starting predict_future for MGEE
[2025-12-09T20:26:54.916891] [DEBUG] [LOCAL     ] No optimal features file found for MGEE: ./output/feature-sets/MGEE.txt
[2025-12-09T20:26:54.916941] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:54.916972] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:54.916998] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:54.917053] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:54.971991] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:54.972612] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:54.972689] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:54.972720] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:55.090294] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:55.090444] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:55.090485] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:55.090513] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:55.093833] [DEBUG] [FORECASTER] MGEE: Forecast T+1@11:T+2@11: UP (p=52.85%)
[2025-12-09T20:26:55.094105] [INFO ] [FORECASTER] Completed predict_future for MGEE
[2025-12-09T20:26:55.094224] [INFO ] [sig       ] MGEE: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:26:55.230370] [INFO ] [LOCAL     ] Saved forecast: MGEE	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/MGEE.txt
[2025-12-09T20:26:55.230497] [INFO ] [sig       ] [2077/3614] Completed MGEE in 0.3s | 2.92 sym/s | Total: 11.9m | ETA: 8.8m
[2025-12-09T20:26:55.230536] [INFO ] [sig       ] [2078/3614] Forecasting MGIC...
[2025-12-09T20:26:55.230565] [INFO ] [sig       ] Generating forecast for: MGIC
[2025-12-09T20:26:55.230614] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGIC' from 'https://tdm.silogroup.org/data/derivative_storage/MGIC.csv'.
[2025-12-09T20:26:55.241762] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGIC'.
[2025-12-09T20:26:55.242052] [INFO ] [FORECASTER] Starting predict_future for MGIC
[2025-12-09T20:26:55.242823] [DEBUG] [LOCAL     ] No optimal features file found for MGIC: ./output/feature-sets/MGIC.txt
[2025-12-09T20:26:55.242873] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:55.242903] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:55.242929] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:55.242985] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:55.297911] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:55.298565] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:55.298658] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:55.298689] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:55.418311] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:55.418464] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:55.418505] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:55.418532] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:55.421869] [DEBUG] [FORECASTER] MGIC: Forecast T+1@11:T+2@11: UP (p=64.31%)
[2025-12-09T20:26:55.422132] [INFO ] [FORECASTER] Completed predict_future for MGIC
[2025-12-09T20:26:55.422251] [INFO ] [sig       ] MGIC: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:26:55.562208] [INFO ] [LOCAL     ] Saved forecast: MGIC	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/MGIC.txt
[2025-12-09T20:26:55.562336] [INFO ] [sig       ] [2078/3614] Completed MGIC in 0.3s | 2.92 sym/s | Total: 11.9m | ETA: 8.8m
[2025-12-09T20:26:55.562390] [INFO ] [sig       ] [2079/3614] Forecasting MGM...
[2025-12-09T20:26:55.562421] [INFO ] [sig       ] Generating forecast for: MGM
[2025-12-09T20:26:55.562450] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGM' from 'https://tdm.silogroup.org/data/derivative_storage/MGM.csv'.
[2025-12-09T20:26:55.576387] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGM'.
[2025-12-09T20:26:55.576857] [INFO ] [FORECASTER] Starting predict_future for MGM
[2025-12-09T20:26:55.577848] [DEBUG] [LOCAL     ] No optimal features file found for MGM: ./output/feature-sets/MGM.txt
[2025-12-09T20:26:55.577904] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:55.577938] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:55.577964] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:55.578022] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:55.636435] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:55.637652] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:55.637756] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:55.637791] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:55.763036] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:55.763254] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:55.763302] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:55.763332] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:55.767225] [DEBUG] [FORECASTER] MGM: Forecast T+1@11:T+2@11: DOWN (p=5.78%)
[2025-12-09T20:26:55.767560] [INFO ] [FORECASTER] Completed predict_future for MGM
[2025-12-09T20:26:55.767722] [INFO ] [sig       ] MGM: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:26:55.910506] [INFO ] [LOCAL     ] Saved forecast: MGM	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/MGM.txt
[2025-12-09T20:26:55.910724] [INFO ] [sig       ] [2079/3614] Completed MGM in 0.3s | 2.92 sym/s | Total: 11.9m | ETA: 8.8m
[2025-12-09T20:26:55.910766] [INFO ] [sig       ] [2080/3614] Forecasting MGNI...
[2025-12-09T20:26:55.910796] [INFO ] [sig       ] Generating forecast for: MGNI
[2025-12-09T20:26:55.910826] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGNI' from 'https://tdm.silogroup.org/data/derivative_storage/MGNI.csv'.
[2025-12-09T20:26:55.924335] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGNI'.
[2025-12-09T20:26:55.924792] [INFO ] [FORECASTER] Starting predict_future for MGNI
[2025-12-09T20:26:55.925617] [DEBUG] [LOCAL     ] No optimal features file found for MGNI: ./output/feature-sets/MGNI.txt
[2025-12-09T20:26:55.925668] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:55.925700] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:55.925727] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:55.925781] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:55.980486] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:55.981132] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:55.981244] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:55.981276] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:56.101826] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:56.101986] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:56.102028] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:56.102055] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:56.105393] [DEBUG] [FORECASTER] MGNI: Forecast T+1@11:T+2@11: UP (p=69.01%)
[2025-12-09T20:26:56.105677] [INFO ] [FORECASTER] Completed predict_future for MGNI
[2025-12-09T20:26:56.105818] [INFO ] [sig       ] MGNI: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:26:56.242127] [INFO ] [LOCAL     ] Saved forecast: MGNI	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/MGNI.txt
[2025-12-09T20:26:56.242266] [INFO ] [sig       ] [2080/3614] Completed MGNI in 0.3s | 2.92 sym/s | Total: 11.9m | ETA: 8.8m
[2025-12-09T20:26:56.242304] [INFO ] [sig       ] [2081/3614] Forecasting MGNX...
[2025-12-09T20:26:56.242332] [INFO ] [sig       ] Generating forecast for: MGNX
[2025-12-09T20:26:56.242361] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGNX' from 'https://tdm.silogroup.org/data/derivative_storage/MGNX.csv'.
[2025-12-09T20:26:56.255946] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGNX'.
[2025-12-09T20:26:56.256517] [INFO ] [FORECASTER] Starting predict_future for MGNX
[2025-12-09T20:26:56.257456] [DEBUG] [LOCAL     ] No optimal features file found for MGNX: ./output/feature-sets/MGNX.txt
[2025-12-09T20:26:56.257543] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:56.257594] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:56.257624] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:56.257681] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:56.314336] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:56.315491] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:56.315604] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:56.315640] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:56.433391] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:56.433643] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:56.433694] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:56.433724] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:56.437606] [DEBUG] [FORECASTER] MGNX: Forecast T+1@11:T+2@11: UP (p=63.95%)
[2025-12-09T20:26:56.437923] [INFO ] [FORECASTER] Completed predict_future for MGNX
[2025-12-09T20:26:56.438057] [INFO ] [sig       ] MGNX: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:26:56.580948] [INFO ] [LOCAL     ] Saved forecast: MGNX	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/MGNX.txt
[2025-12-09T20:26:56.581109] [INFO ] [sig       ] [2081/3614] Completed MGNX in 0.3s | 2.92 sym/s | Total: 11.9m | ETA: 8.7m
[2025-12-09T20:26:56.581150] [INFO ] [sig       ] [2082/3614] Forecasting MGPI...
[2025-12-09T20:26:56.581180] [INFO ] [sig       ] Generating forecast for: MGPI
[2025-12-09T20:26:56.581213] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGPI' from 'https://tdm.silogroup.org/data/derivative_storage/MGPI.csv'.
[2025-12-09T20:26:56.594359] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGPI'.
[2025-12-09T20:26:56.594770] [INFO ] [FORECASTER] Starting predict_future for MGPI
[2025-12-09T20:26:56.595613] [DEBUG] [LOCAL     ] No optimal features file found for MGPI: ./output/feature-sets/MGPI.txt
[2025-12-09T20:26:56.595665] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:56.595697] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:56.595723] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:56.595778] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:56.650678] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:56.651376] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:56.651463] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:56.651494] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:56.768520] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:56.768698] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:56.768785] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:56.768816] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:56.772194] [DEBUG] [FORECASTER] MGPI: Forecast T+1@11:T+2@11: DOWN (p=5.97%)
[2025-12-09T20:26:56.772463] [INFO ] [FORECASTER] Completed predict_future for MGPI
[2025-12-09T20:26:56.772601] [INFO ] [sig       ] MGPI: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:26:56.909780] [INFO ] [LOCAL     ] Saved forecast: MGPI	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/MGPI.txt
[2025-12-09T20:26:56.909913] [INFO ] [sig       ] [2082/3614] Completed MGPI in 0.3s | 2.92 sym/s | Total: 11.9m | ETA: 8.7m
[2025-12-09T20:26:56.909952] [INFO ] [sig       ] [2083/3614] Forecasting MGRC...
[2025-12-09T20:26:56.909980] [INFO ] [sig       ] Generating forecast for: MGRC
[2025-12-09T20:26:56.910009] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGRC' from 'https://tdm.silogroup.org/data/derivative_storage/MGRC.csv'.
[2025-12-09T20:26:56.923630] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGRC'.
[2025-12-09T20:26:56.924142] [INFO ] [FORECASTER] Starting predict_future for MGRC
[2025-12-09T20:26:56.925057] [DEBUG] [LOCAL     ] No optimal features file found for MGRC: ./output/feature-sets/MGRC.txt
[2025-12-09T20:26:56.925110] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:56.925143] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:56.925169] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:56.925227] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:56.980824] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:56.981809] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:56.981897] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:56.981930] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:57.098738] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:57.098953] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:57.098999] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:57.099030] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:57.102697] [DEBUG] [FORECASTER] MGRC: Forecast T+1@11:T+2@11: UP (p=59.64%)
[2025-12-09T20:26:57.102999] [INFO ] [FORECASTER] Completed predict_future for MGRC
[2025-12-09T20:26:57.103129] [INFO ] [sig       ] MGRC: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:26:57.242665] [INFO ] [LOCAL     ] Saved forecast: MGRC	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/MGRC.txt
[2025-12-09T20:26:57.242868] [INFO ] [sig       ] [2083/3614] Completed MGRC in 0.3s | 2.92 sym/s | Total: 11.9m | ETA: 8.7m
[2025-12-09T20:26:57.242910] [INFO ] [sig       ] [2084/3614] Forecasting MGTX...
[2025-12-09T20:26:57.242940] [INFO ] [sig       ] Generating forecast for: MGTX
[2025-12-09T20:26:57.242972] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGTX' from 'https://tdm.silogroup.org/data/derivative_storage/MGTX.csv'.
[2025-12-09T20:26:57.255303] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGTX'.
[2025-12-09T20:26:57.255693] [INFO ] [FORECASTER] Starting predict_future for MGTX
[2025-12-09T20:26:57.256537] [DEBUG] [LOCAL     ] No optimal features file found for MGTX: ./output/feature-sets/MGTX.txt
[2025-12-09T20:26:57.256608] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:57.256642] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:57.256670] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:57.256732] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:57.312476] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:57.313410] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:57.313524] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:57.313556] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:57.429005] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:57.429221] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:57.429266] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:57.429295] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:57.433113] [DEBUG] [FORECASTER] MGTX: Forecast T+1@11:T+2@11: DOWN (p=41.66%)
[2025-12-09T20:26:57.433417] [INFO ] [FORECASTER] Completed predict_future for MGTX
[2025-12-09T20:26:57.433544] [INFO ] [sig       ] MGTX: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:26:57.577111] [INFO ] [LOCAL     ] Saved forecast: MGTX	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/MGTX.txt
[2025-12-09T20:26:57.577272] [INFO ] [sig       ] [2084/3614] Completed MGTX in 0.3s | 2.92 sym/s | Total: 11.9m | ETA: 8.7m
[2025-12-09T20:26:57.577313] [INFO ] [sig       ] [2085/3614] Forecasting MGX...
[2025-12-09T20:26:57.577341] [INFO ] [sig       ] Generating forecast for: MGX
[2025-12-09T20:26:57.577372] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGX' from 'https://tdm.silogroup.org/data/derivative_storage/MGX.csv'.
[2025-12-09T20:26:57.589139] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGX'.
[2025-12-09T20:26:57.589452] [INFO ] [FORECASTER] Starting predict_future for MGX
[2025-12-09T20:26:57.590252] [DEBUG] [LOCAL     ] No optimal features file found for MGX: ./output/feature-sets/MGX.txt
[2025-12-09T20:26:57.590303] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:57.590334] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:57.590366] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:57.590433] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:57.646305] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:57.647018] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:57.647096] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:57.647127] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:57.764749] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:57.764902] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:57.764942] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:57.764970] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:57.768303] [DEBUG] [FORECASTER] MGX: Forecast T+1@11:T+2@11: UP (p=56.03%)
[2025-12-09T20:26:57.768569] [INFO ] [FORECASTER] Completed predict_future for MGX
[2025-12-09T20:26:57.768705] [INFO ] [sig       ] MGX: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:26:57.907214] [INFO ] [LOCAL     ] Saved forecast: MGX	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/MGX.txt
[2025-12-09T20:26:57.907339] [INFO ] [sig       ] [2085/3614] Completed MGX in 0.3s | 2.92 sym/s | Total: 11.9m | ETA: 8.7m
[2025-12-09T20:26:57.907385] [INFO ] [sig       ] [2086/3614] Forecasting MGY...
[2025-12-09T20:26:57.907419] [INFO ] [sig       ] Generating forecast for: MGY
[2025-12-09T20:26:57.907455] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGY' from 'https://tdm.silogroup.org/data/derivative_storage/MGY.csv'.
[2025-12-09T20:26:57.918816] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGY'.
[2025-12-09T20:26:57.919094] [INFO ] [FORECASTER] Starting predict_future for MGY
[2025-12-09T20:26:57.919865] [DEBUG] [LOCAL     ] No optimal features file found for MGY: ./output/feature-sets/MGY.txt
[2025-12-09T20:26:57.919914] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:57.919956] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:57.919983] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:57.920038] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:57.976736] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:57.977708] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:57.977792] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:57.977823] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:58.095931] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:58.096123] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:58.096165] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:58.096194] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:58.099566] [DEBUG] [FORECASTER] MGY: Forecast T+1@11:T+2@11: UP (p=93.82%)
[2025-12-09T20:26:58.099862] [INFO ] [FORECASTER] Completed predict_future for MGY
[2025-12-09T20:26:58.099987] [INFO ] [sig       ] MGY: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:26:58.239027] [INFO ] [LOCAL     ] Saved forecast: MGY	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/MGY.txt
[2025-12-09T20:26:58.239176] [INFO ] [sig       ] [2086/3614] Completed MGY in 0.3s | 2.92 sym/s | Total: 11.9m | ETA: 8.7m
[2025-12-09T20:26:58.239216] [INFO ] [sig       ] [2087/3614] Forecasting MHD...
[2025-12-09T20:26:58.239244] [INFO ] [sig       ] Generating forecast for: MHD
[2025-12-09T20:26:58.239274] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHD' from 'https://tdm.silogroup.org/data/derivative_storage/MHD.csv'.
[2025-12-09T20:26:58.253411] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MHD'.
[2025-12-09T20:26:58.254140] [INFO ] [FORECASTER] Starting predict_future for MHD
[2025-12-09T20:26:58.255041] [DEBUG] [LOCAL     ] No optimal features file found for MHD: ./output/feature-sets/MHD.txt
[2025-12-09T20:26:58.255093] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:58.255158] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:58.255185] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:58.255244] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:58.313159] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:58.314008] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:58.314091] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:58.314124] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:58.430367] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:58.430529] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:58.430587] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:58.430619] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:58.434054] [DEBUG] [FORECASTER] MHD: Forecast T+1@11:T+2@11: DOWN (p=13.26%)
[2025-12-09T20:26:58.434328] [INFO ] [FORECASTER] Completed predict_future for MHD
[2025-12-09T20:26:58.434454] [INFO ] [sig       ] MHD: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:26:58.578461] [INFO ] [LOCAL     ] Saved forecast: MHD	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/MHD.txt
[2025-12-09T20:26:58.578609] [INFO ] [sig       ] [2087/3614] Completed MHD in 0.3s | 2.92 sym/s | Total: 11.9m | ETA: 8.7m
[2025-12-09T20:26:58.578651] [INFO ] [sig       ] [2088/3614] Forecasting MHF...
[2025-12-09T20:26:58.578686] [INFO ] [sig       ] Generating forecast for: MHF
[2025-12-09T20:26:58.578715] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHF' from 'https://tdm.silogroup.org/data/derivative_storage/MHF.csv'.
[2025-12-09T20:26:58.589552] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MHF'.
[2025-12-09T20:26:58.589896] [INFO ] [FORECASTER] Starting predict_future for MHF
[2025-12-09T20:26:58.590707] [DEBUG] [LOCAL     ] No optimal features file found for MHF: ./output/feature-sets/MHF.txt
[2025-12-09T20:26:58.590759] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:58.590790] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:58.590816] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:58.590872] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:58.648004] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:58.648683] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:58.648759] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:58.648792] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:58.765521] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:58.765688] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:58.765730] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:58.765758] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:58.769149] [DEBUG] [FORECASTER] MHF: Forecast T+1@11:T+2@11: UP (p=59.98%)
[2025-12-09T20:26:58.769428] [INFO ] [FORECASTER] Completed predict_future for MHF
[2025-12-09T20:26:58.769551] [INFO ] [sig       ] MHF: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:26:58.915278] [INFO ] [LOCAL     ] Saved forecast: MHF	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/MHF.txt
[2025-12-09T20:26:58.915412] [INFO ] [sig       ] [2088/3614] Completed MHF in 0.3s | 2.92 sym/s | Total: 11.9m | ETA: 8.7m
[2025-12-09T20:26:58.915453] [INFO ] [sig       ] [2089/3614] Forecasting MHK...
[2025-12-09T20:26:58.915485] [INFO ] [sig       ] Generating forecast for: MHK
[2025-12-09T20:26:58.915514] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHK' from 'https://tdm.silogroup.org/data/derivative_storage/MHK.csv'.
[2025-12-09T20:26:58.926988] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MHK'.
[2025-12-09T20:26:58.927265] [INFO ] [FORECASTER] Starting predict_future for MHK
[2025-12-09T20:26:58.928103] [DEBUG] [LOCAL     ] No optimal features file found for MHK: ./output/feature-sets/MHK.txt
[2025-12-09T20:26:58.928155] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:58.928188] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:58.928214] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:58.928274] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:58.985338] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:58.986004] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:58.986080] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:58.986114] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:59.104887] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:59.105035] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:59.105074] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:59.105102] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:59.108431] [DEBUG] [FORECASTER] MHK: Forecast T+1@11:T+2@11: DOWN (p=36.81%)
[2025-12-09T20:26:59.108747] [INFO ] [FORECASTER] Completed predict_future for MHK
[2025-12-09T20:26:59.108871] [INFO ] [sig       ] MHK: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:26:59.250186] [INFO ] [LOCAL     ] Saved forecast: MHK	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/MHK.txt
[2025-12-09T20:26:59.250321] [INFO ] [sig       ] [2089/3614] Completed MHK in 0.3s | 2.92 sym/s | Total: 11.9m | ETA: 8.7m
[2025-12-09T20:26:59.250359] [INFO ] [sig       ] [2090/3614] Forecasting MHN...
[2025-12-09T20:26:59.250387] [INFO ] [sig       ] Generating forecast for: MHN
[2025-12-09T20:26:59.250424] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHN' from 'https://tdm.silogroup.org/data/derivative_storage/MHN.csv'.
[2025-12-09T20:26:59.260767] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MHN'.
[2025-12-09T20:26:59.261061] [INFO ] [FORECASTER] Starting predict_future for MHN
[2025-12-09T20:26:59.261818] [DEBUG] [LOCAL     ] No optimal features file found for MHN: ./output/feature-sets/MHN.txt
[2025-12-09T20:26:59.261869] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:59.261900] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:59.261927] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:59.261982] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:59.317143] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:59.317776] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:59.317850] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:59.317880] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:59.428932] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:59.429078] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:59.429116] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:59.429144] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:59.432454] [DEBUG] [FORECASTER] MHN: Forecast T+1@11:T+2@11: DOWN (p=0.84%)
[2025-12-09T20:26:59.432734] [INFO ] [FORECASTER] Completed predict_future for MHN
[2025-12-09T20:26:59.432853] [INFO ] [sig       ] MHN: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:26:59.572950] [INFO ] [LOCAL     ] Saved forecast: MHN	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/MHN.txt
[2025-12-09T20:26:59.573081] [INFO ] [sig       ] [2090/3614] Completed MHN in 0.3s | 2.92 sym/s | Total: 11.9m | ETA: 8.7m
[2025-12-09T20:26:59.573120] [INFO ] [sig       ] [2091/3614] Forecasting MHO...
[2025-12-09T20:26:59.573150] [INFO ] [sig       ] Generating forecast for: MHO
[2025-12-09T20:26:59.573181] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHO' from 'https://tdm.silogroup.org/data/derivative_storage/MHO.csv'.
[2025-12-09T20:26:59.584808] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MHO'.
[2025-12-09T20:26:59.585070] [INFO ] [FORECASTER] Starting predict_future for MHO
[2025-12-09T20:26:59.585833] [DEBUG] [LOCAL     ] No optimal features file found for MHO: ./output/feature-sets/MHO.txt
[2025-12-09T20:26:59.585882] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:59.585913] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:59.585945] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:59.586001] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:59.642135] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:59.642774] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:59.642852] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:59.642883] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:26:59.761328] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:26:59.761466] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:26:59.761508] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:26:59.761536] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:26:59.764876] [DEBUG] [FORECASTER] MHO: Forecast T+1@11:T+2@11: UP (p=50.64%)
[2025-12-09T20:26:59.765150] [INFO ] [FORECASTER] Completed predict_future for MHO
[2025-12-09T20:26:59.765271] [INFO ] [sig       ] MHO: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:26:59.908834] [INFO ] [LOCAL     ] Saved forecast: MHO	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/MHO.txt
[2025-12-09T20:26:59.908965] [INFO ] [sig       ] [2091/3614] Completed MHO in 0.3s | 2.92 sym/s | Total: 11.9m | ETA: 8.7m
[2025-12-09T20:26:59.909004] [INFO ] [sig       ] [2092/3614] Forecasting MIDD...
[2025-12-09T20:26:59.909034] [INFO ] [sig       ] Generating forecast for: MIDD
[2025-12-09T20:26:59.909062] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIDD' from 'https://tdm.silogroup.org/data/derivative_storage/MIDD.csv'.
[2025-12-09T20:26:59.920333] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MIDD'.
[2025-12-09T20:26:59.920741] [INFO ] [FORECASTER] Starting predict_future for MIDD
[2025-12-09T20:26:59.921599] [DEBUG] [LOCAL     ] No optimal features file found for MIDD: ./output/feature-sets/MIDD.txt
[2025-12-09T20:26:59.921657] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:26:59.921691] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:26:59.921719] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:26:59.921775] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:26:59.979164] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:26:59.980083] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:26:59.980167] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:26:59.980204] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:00.111907] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:00.112057] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:00.112098] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:00.112126] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:00.115452] [DEBUG] [FORECASTER] MIDD: Forecast T+1@11:T+2@11: UP (p=62.07%)
[2025-12-09T20:27:00.115737] [INFO ] [FORECASTER] Completed predict_future for MIDD
[2025-12-09T20:27:00.115857] [INFO ] [sig       ] MIDD: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:27:00.252366] [INFO ] [LOCAL     ] Saved forecast: MIDD	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/MIDD.txt
[2025-12-09T20:27:00.252484] [INFO ] [sig       ] [2092/3614] Completed MIDD in 0.3s | 2.92 sym/s | Total: 11.9m | ETA: 8.7m
[2025-12-09T20:27:00.252522] [INFO ] [sig       ] [2093/3614] Forecasting MIGI...
[2025-12-09T20:27:00.252551] [INFO ] [sig       ] Generating forecast for: MIGI
[2025-12-09T20:27:00.252596] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIGI' from 'https://tdm.silogroup.org/data/derivative_storage/MIGI.csv'.
[2025-12-09T20:27:00.263956] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MIGI'.
[2025-12-09T20:27:00.264239] [INFO ] [FORECASTER] Starting predict_future for MIGI
[2025-12-09T20:27:00.265089] [DEBUG] [LOCAL     ] No optimal features file found for MIGI: ./output/feature-sets/MIGI.txt
[2025-12-09T20:27:00.265141] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:00.265174] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:00.265200] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:00.265256] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:00.324824] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:00.325504] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:00.325598] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:00.325635] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:00.443323] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:00.443474] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:00.443516] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:00.443543] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:00.446878] [DEBUG] [FORECASTER] MIGI: Forecast T+1@11:T+2@11: UP (p=72.79%)
[2025-12-09T20:27:00.447139] [INFO ] [FORECASTER] Completed predict_future for MIGI
[2025-12-09T20:27:00.447259] [INFO ] [sig       ] MIGI: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:27:00.595396] [INFO ] [LOCAL     ] Saved forecast: MIGI	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/MIGI.txt
[2025-12-09T20:27:00.595544] [INFO ] [sig       ] [2093/3614] Completed MIGI in 0.3s | 2.92 sym/s | Total: 11.9m | ETA: 8.7m
[2025-12-09T20:27:00.595607] [INFO ] [sig       ] [2094/3614] Forecasting MILN...
[2025-12-09T20:27:00.595637] [INFO ] [sig       ] Generating forecast for: MILN
[2025-12-09T20:27:00.595666] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MILN' from 'https://tdm.silogroup.org/data/derivative_storage/MILN.csv'.
[2025-12-09T20:27:00.611066] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MILN'.
[2025-12-09T20:27:00.611402] [INFO ] [FORECASTER] Starting predict_future for MILN
[2025-12-09T20:27:00.612185] [DEBUG] [LOCAL     ] No optimal features file found for MILN: ./output/feature-sets/MILN.txt
[2025-12-09T20:27:00.612235] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:00.612267] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:00.612293] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:00.612348] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:00.669458] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:00.670362] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:00.670441] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:00.670474] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:00.777387] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:00.777595] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:00.777640] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:00.777670] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:00.781193] [DEBUG] [FORECASTER] MILN: Forecast T+1@11:T+2@11: UP (p=82.99%)
[2025-12-09T20:27:00.781498] [INFO ] [FORECASTER] Completed predict_future for MILN
[2025-12-09T20:27:00.781663] [INFO ] [sig       ] MILN: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:27:00.923062] [INFO ] [LOCAL     ] Saved forecast: MILN	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/MILN.txt
[2025-12-09T20:27:00.923215] [INFO ] [sig       ] [2094/3614] Completed MILN in 0.3s | 2.92 sym/s | Total: 11.9m | ETA: 8.7m
[2025-12-09T20:27:00.923264] [INFO ] [sig       ] [2095/3614] Forecasting MIND...
[2025-12-09T20:27:00.923298] [INFO ] [sig       ] Generating forecast for: MIND
[2025-12-09T20:27:00.923329] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIND' from 'https://tdm.silogroup.org/data/derivative_storage/MIND.csv'.
[2025-12-09T20:27:00.934947] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MIND'.
[2025-12-09T20:27:00.935225] [INFO ] [FORECASTER] Starting predict_future for MIND
[2025-12-09T20:27:00.935999] [DEBUG] [LOCAL     ] No optimal features file found for MIND: ./output/feature-sets/MIND.txt
[2025-12-09T20:27:00.936050] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:00.936081] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:00.936108] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:00.936162] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:00.993345] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:00.994065] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:00.994144] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:00.994178] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:01.114785] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:01.114944] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:01.114985] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:01.115015] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:01.118507] [DEBUG] [FORECASTER] MIND: Forecast T+1@11:T+2@11: DOWN (p=8.98%)
[2025-12-09T20:27:01.118851] [INFO ] [FORECASTER] Completed predict_future for MIND
[2025-12-09T20:27:01.118985] [INFO ] [sig       ] MIND: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:27:01.308345] [INFO ] [LOCAL     ] Saved forecast: MIND	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/MIND.txt
[2025-12-09T20:27:01.308481] [INFO ] [sig       ] [2095/3614] Completed MIND in 0.4s | 2.92 sym/s | Total: 12.0m | ETA: 8.7m
[2025-12-09T20:27:01.308520] [INFO ] [sig       ] [2096/3614] Forecasting MIRA...
[2025-12-09T20:27:01.308549] [INFO ] [sig       ] Generating forecast for: MIRA
[2025-12-09T20:27:01.308596] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIRA' from 'https://tdm.silogroup.org/data/derivative_storage/MIRA.csv'.
[2025-12-09T20:27:01.319842] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MIRA'.
[2025-12-09T20:27:01.320107] [INFO ] [FORECASTER] Starting predict_future for MIRA
[2025-12-09T20:27:01.320877] [DEBUG] [LOCAL     ] No optimal features file found for MIRA: ./output/feature-sets/MIRA.txt
[2025-12-09T20:27:01.320926] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:01.320957] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:01.320984] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:01.321038] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:01.376781] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:01.377386] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:01.377459] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:01.377512] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:01.496587] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:01.496738] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:01.496777] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:01.496804] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:01.500156] [DEBUG] [FORECASTER] MIRA: Forecast T+1@11:T+2@11: DOWN (p=9.55%)
[2025-12-09T20:27:01.500423] [INFO ] [FORECASTER] Completed predict_future for MIRA
[2025-12-09T20:27:01.500543] [INFO ] [sig       ] MIRA: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:27:01.639113] [INFO ] [LOCAL     ] Saved forecast: MIRA	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/MIRA.txt
[2025-12-09T20:27:01.639242] [INFO ] [sig       ] [2096/3614] Completed MIRA in 0.3s | 2.92 sym/s | Total: 12.0m | ETA: 8.7m
[2025-12-09T20:27:01.639282] [INFO ] [sig       ] [2097/3614] Forecasting MIRM...
[2025-12-09T20:27:01.639311] [INFO ] [sig       ] Generating forecast for: MIRM
[2025-12-09T20:27:01.639341] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIRM' from 'https://tdm.silogroup.org/data/derivative_storage/MIRM.csv'.
[2025-12-09T20:27:01.651521] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MIRM'.
[2025-12-09T20:27:01.651925] [INFO ] [FORECASTER] Starting predict_future for MIRM
[2025-12-09T20:27:01.652693] [DEBUG] [LOCAL     ] No optimal features file found for MIRM: ./output/feature-sets/MIRM.txt
[2025-12-09T20:27:01.652743] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:01.652774] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:01.652802] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:01.652873] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:01.709241] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:01.709930] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:01.710032] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:01.710065] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:01.826614] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:01.826779] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:01.826829] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:01.826858] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:01.830377] [DEBUG] [FORECASTER] MIRM: Forecast T+1@11:T+2@11: UP (p=80.63%)
[2025-12-09T20:27:01.830735] [INFO ] [FORECASTER] Completed predict_future for MIRM
[2025-12-09T20:27:01.830878] [INFO ] [sig       ] MIRM: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:27:01.971268] [INFO ] [LOCAL     ] Saved forecast: MIRM	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/MIRM.txt
[2025-12-09T20:27:01.971401] [INFO ] [sig       ] [2097/3614] Completed MIRM in 0.3s | 2.92 sym/s | Total: 12.0m | ETA: 8.7m
[2025-12-09T20:27:01.971440] [INFO ] [sig       ] [2098/3614] Forecasting MITK...
[2025-12-09T20:27:01.971470] [INFO ] [sig       ] Generating forecast for: MITK
[2025-12-09T20:27:01.971500] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MITK' from 'https://tdm.silogroup.org/data/derivative_storage/MITK.csv'.
[2025-12-09T20:27:01.983206] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MITK'.
[2025-12-09T20:27:01.983480] [INFO ] [FORECASTER] Starting predict_future for MITK
[2025-12-09T20:27:01.984237] [DEBUG] [LOCAL     ] No optimal features file found for MITK: ./output/feature-sets/MITK.txt
[2025-12-09T20:27:01.984288] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:01.984318] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:01.984344] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:01.984404] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:02.039602] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:02.040222] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:02.040297] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:02.040328] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:02.160770] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:02.160907] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:02.160944] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:02.160972] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:02.164236] [DEBUG] [FORECASTER] MITK: Forecast T+1@11:T+2@11: UP (p=61.16%)
[2025-12-09T20:27:02.164495] [INFO ] [FORECASTER] Completed predict_future for MITK
[2025-12-09T20:27:02.164631] [INFO ] [sig       ] MITK: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:27:02.305238] [INFO ] [LOCAL     ] Saved forecast: MITK	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/MITK.txt
[2025-12-09T20:27:02.305403] [INFO ] [sig       ] [2098/3614] Completed MITK in 0.3s | 2.92 sym/s | Total: 12.0m | ETA: 8.6m
[2025-12-09T20:27:02.305443] [INFO ] [sig       ] [2099/3614] Forecasting MIY...
[2025-12-09T20:27:02.305470] [INFO ] [sig       ] Generating forecast for: MIY
[2025-12-09T20:27:02.305499] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIY' from 'https://tdm.silogroup.org/data/derivative_storage/MIY.csv'.
[2025-12-09T20:27:02.317239] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MIY'.
[2025-12-09T20:27:02.317674] [INFO ] [FORECASTER] Starting predict_future for MIY
[2025-12-09T20:27:02.318447] [DEBUG] [LOCAL     ] No optimal features file found for MIY: ./output/feature-sets/MIY.txt
[2025-12-09T20:27:02.318514] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:02.318545] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:02.318592] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:02.318651] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:02.375451] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:02.376324] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:02.376410] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:02.376442] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:02.493708] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:02.493858] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:02.493897] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:02.493925] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:02.497450] [DEBUG] [FORECASTER] MIY: Forecast T+1@11:T+2@11: UP (p=96.75%)
[2025-12-09T20:27:02.497767] [INFO ] [FORECASTER] Completed predict_future for MIY
[2025-12-09T20:27:02.497897] [INFO ] [sig       ] MIY: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:27:02.634516] [INFO ] [LOCAL     ] Saved forecast: MIY	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/MIY.txt
[2025-12-09T20:27:02.634662] [INFO ] [sig       ] [2099/3614] Completed MIY in 0.3s | 2.92 sym/s | Total: 12.0m | ETA: 8.6m
[2025-12-09T20:27:02.634701] [INFO ] [sig       ] [2100/3614] Forecasting MKC...
[2025-12-09T20:27:02.634731] [INFO ] [sig       ] Generating forecast for: MKC
[2025-12-09T20:27:02.634760] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MKC' from 'https://tdm.silogroup.org/data/derivative_storage/MKC.csv'.
[2025-12-09T20:27:02.645869] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MKC'.
[2025-12-09T20:27:02.646135] [INFO ] [FORECASTER] Starting predict_future for MKC
[2025-12-09T20:27:02.646910] [DEBUG] [LOCAL     ] No optimal features file found for MKC: ./output/feature-sets/MKC.txt
[2025-12-09T20:27:02.646960] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:02.646992] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:02.647019] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:02.647074] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:02.701795] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:02.702733] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:02.702816] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:02.702849] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:02.821262] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:02.821420] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:02.821461] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:02.821489] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:02.824984] [DEBUG] [FORECASTER] MKC: Forecast T+1@11:T+2@11: UP (p=93.99%)
[2025-12-09T20:27:02.825295] [INFO ] [FORECASTER] Completed predict_future for MKC
[2025-12-09T20:27:02.825428] [INFO ] [sig       ] MKC: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:27:02.992852] [INFO ] [LOCAL     ] Saved forecast: MKC	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/MKC.txt
[2025-12-09T20:27:02.993080] [INFO ] [sig       ] [2100/3614] Completed MKC in 0.4s | 2.92 sym/s | Total: 12.0m | ETA: 8.6m
[2025-12-09T20:27:02.993133] [INFO ] [sig       ] [2101/3614] Forecasting MKL...
[2025-12-09T20:27:02.993170] [INFO ] [sig       ] Generating forecast for: MKL
[2025-12-09T20:27:02.993205] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MKL' from 'https://tdm.silogroup.org/data/derivative_storage/MKL.csv'.
[2025-12-09T20:27:03.010092] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MKL'.
[2025-12-09T20:27:03.010528] [INFO ] [FORECASTER] Starting predict_future for MKL
[2025-12-09T20:27:03.011401] [DEBUG] [LOCAL     ] No optimal features file found for MKL: ./output/feature-sets/MKL.txt
[2025-12-09T20:27:03.011455] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:03.011490] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:03.011520] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:03.011622] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:03.095643] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:03.096875] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:03.096988] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:03.097042] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:03.264772] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:03.264971] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:03.265039] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:03.265081] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:03.270757] [DEBUG] [FORECASTER] MKL: Forecast T+1@11:T+2@11: UP (p=59.12%)
[2025-12-09T20:27:03.271325] [INFO ] [FORECASTER] Completed predict_future for MKL
[2025-12-09T20:27:03.271544] [INFO ] [sig       ] MKL: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:27:03.493426] [INFO ] [LOCAL     ] Saved forecast: MKL	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/MKL.txt
[2025-12-09T20:27:03.493670] [INFO ] [sig       ] [2101/3614] Completed MKL in 0.5s | 2.92 sym/s | Total: 12.0m | ETA: 8.6m
[2025-12-09T20:27:03.493729] [INFO ] [sig       ] [2102/3614] Forecasting MKSI...
[2025-12-09T20:27:03.493773] [INFO ] [sig       ] Generating forecast for: MKSI
[2025-12-09T20:27:03.493819] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MKSI' from 'https://tdm.silogroup.org/data/derivative_storage/MKSI.csv'.
[2025-12-09T20:27:03.520233] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MKSI'.
[2025-12-09T20:27:03.520739] [INFO ] [FORECASTER] Starting predict_future for MKSI
[2025-12-09T20:27:03.522012] [DEBUG] [LOCAL     ] No optimal features file found for MKSI: ./output/feature-sets/MKSI.txt
[2025-12-09T20:27:03.522096] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:03.522135] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:03.522164] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:03.522221] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:03.597078] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:03.598096] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:03.598192] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:03.598225] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:03.759797] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:03.760376] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:03.760499] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:03.760555] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:03.767833] [DEBUG] [FORECASTER] MKSI: Forecast T+1@11:T+2@11: UP (p=93.08%)
[2025-12-09T20:27:03.768376] [INFO ] [FORECASTER] Completed predict_future for MKSI
[2025-12-09T20:27:03.768608] [INFO ] [sig       ] MKSI: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:27:03.916472] [INFO ] [LOCAL     ] Saved forecast: MKSI	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/MKSI.txt
[2025-12-09T20:27:03.916652] [INFO ] [sig       ] [2102/3614] Completed MKSI in 0.4s | 2.92 sym/s | Total: 12.0m | ETA: 8.6m
[2025-12-09T20:27:03.916727] [INFO ] [sig       ] [2103/3614] Forecasting MKTX...
[2025-12-09T20:27:03.916760] [INFO ] [sig       ] Generating forecast for: MKTX
[2025-12-09T20:27:03.916790] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MKTX' from 'https://tdm.silogroup.org/data/derivative_storage/MKTX.csv'.
[2025-12-09T20:27:03.931879] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MKTX'.
[2025-12-09T20:27:03.932337] [INFO ] [FORECASTER] Starting predict_future for MKTX
[2025-12-09T20:27:03.933397] [DEBUG] [LOCAL     ] No optimal features file found for MKTX: ./output/feature-sets/MKTX.txt
[2025-12-09T20:27:03.933463] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:03.933505] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:03.933539] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:03.933640] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:04.001301] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:04.002312] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:04.002408] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:04.002442] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:04.120203] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:04.120350] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:04.120392] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:04.120421] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:04.123883] [DEBUG] [FORECASTER] MKTX: Forecast T+1@11:T+2@11: DOWN (p=41.34%)
[2025-12-09T20:27:04.124177] [INFO ] [FORECASTER] Completed predict_future for MKTX
[2025-12-09T20:27:04.124305] [INFO ] [sig       ] MKTX: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:27:04.265148] [INFO ] [LOCAL     ] Saved forecast: MKTX	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/MKTX.txt
[2025-12-09T20:27:04.265292] [INFO ] [sig       ] [2103/3614] Completed MKTX in 0.3s | 2.92 sym/s | Total: 12.0m | ETA: 8.6m
[2025-12-09T20:27:04.265332] [INFO ] [sig       ] [2104/3614] Forecasting MLAB...
[2025-12-09T20:27:04.265360] [INFO ] [sig       ] Generating forecast for: MLAB
[2025-12-09T20:27:04.265389] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLAB' from 'https://tdm.silogroup.org/data/derivative_storage/MLAB.csv'.
[2025-12-09T20:27:04.276616] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLAB'.
[2025-12-09T20:27:04.276889] [INFO ] [FORECASTER] Starting predict_future for MLAB
[2025-12-09T20:27:04.277762] [DEBUG] [LOCAL     ] No optimal features file found for MLAB: ./output/feature-sets/MLAB.txt
[2025-12-09T20:27:04.277814] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:04.277880] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:04.277908] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:04.277975] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:04.336790] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:04.337512] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:04.337616] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:04.337651] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:04.455871] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:04.455996] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:04.456034] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:04.456066] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:04.459385] [DEBUG] [FORECASTER] MLAB: Forecast T+1@11:T+2@11: UP (p=91.76%)
[2025-12-09T20:27:04.459716] [INFO ] [FORECASTER] Completed predict_future for MLAB
[2025-12-09T20:27:04.459835] [INFO ] [sig       ] MLAB: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:27:04.598758] [INFO ] [LOCAL     ] Saved forecast: MLAB	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/MLAB.txt
[2025-12-09T20:27:04.598883] [INFO ] [sig       ] [2104/3614] Completed MLAB in 0.3s | 2.92 sym/s | Total: 12.0m | ETA: 8.6m
[2025-12-09T20:27:04.598921] [INFO ] [sig       ] [2105/3614] Forecasting MLCO...
[2025-12-09T20:27:04.598949] [INFO ] [sig       ] Generating forecast for: MLCO
[2025-12-09T20:27:04.598979] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLCO' from 'https://tdm.silogroup.org/data/derivative_storage/MLCO.csv'.
[2025-12-09T20:27:04.610730] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLCO'.
[2025-12-09T20:27:04.611022] [INFO ] [FORECASTER] Starting predict_future for MLCO
[2025-12-09T20:27:04.611854] [DEBUG] [LOCAL     ] No optimal features file found for MLCO: ./output/feature-sets/MLCO.txt
[2025-12-09T20:27:04.611906] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:04.611939] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:04.611966] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:04.612022] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:04.670469] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:04.671137] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:04.671211] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:04.671246] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:04.795290] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:04.795412] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:04.795450] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:04.795478] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:04.798750] [DEBUG] [FORECASTER] MLCO: Forecast T+1@11:T+2@11: UP (p=73.61%)
[2025-12-09T20:27:04.799013] [INFO ] [FORECASTER] Completed predict_future for MLCO
[2025-12-09T20:27:04.799131] [INFO ] [sig       ] MLCO: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:27:04.938240] [INFO ] [LOCAL     ] Saved forecast: MLCO	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/MLCO.txt
[2025-12-09T20:27:04.938357] [INFO ] [sig       ] [2105/3614] Completed MLCO in 0.3s | 2.92 sym/s | Total: 12.0m | ETA: 8.6m
[2025-12-09T20:27:04.938395] [INFO ] [sig       ] [2106/3614] Forecasting MLGO...
[2025-12-09T20:27:04.938422] [INFO ] [sig       ] Generating forecast for: MLGO
[2025-12-09T20:27:04.938451] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLGO' from 'https://tdm.silogroup.org/data/derivative_storage/MLGO.csv'.
[2025-12-09T20:27:04.949283] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLGO'.
[2025-12-09T20:27:04.949614] [INFO ] [FORECASTER] Starting predict_future for MLGO
[2025-12-09T20:27:04.950428] [DEBUG] [LOCAL     ] No optimal features file found for MLGO: ./output/feature-sets/MLGO.txt
[2025-12-09T20:27:04.950481] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:04.950513] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:04.950539] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:04.950620] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:05.009030] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:05.009663] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:05.009740] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:05.009773] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:05.125839] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:05.125956] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:05.126010] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:05.126039] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:05.129266] [DEBUG] [FORECASTER] MLGO: Forecast T+1@11:T+2@11: DOWN (p=11.96%)
[2025-12-09T20:27:05.129535] [INFO ] [FORECASTER] Completed predict_future for MLGO
[2025-12-09T20:27:05.129680] [INFO ] [sig       ] MLGO: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:27:05.266868] [INFO ] [LOCAL     ] Saved forecast: MLGO	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/MLGO.txt
[2025-12-09T20:27:05.266980] [INFO ] [sig       ] [2106/3614] Completed MLGO in 0.3s | 2.92 sym/s | Total: 12.0m | ETA: 8.6m
[2025-12-09T20:27:05.267017] [INFO ] [sig       ] [2107/3614] Forecasting MLI...
[2025-12-09T20:27:05.267046] [INFO ] [sig       ] Generating forecast for: MLI
[2025-12-09T20:27:05.267077] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLI' from 'https://tdm.silogroup.org/data/derivative_storage/MLI.csv'.
[2025-12-09T20:27:05.278443] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLI'.
[2025-12-09T20:27:05.278746] [INFO ] [FORECASTER] Starting predict_future for MLI
[2025-12-09T20:27:05.279556] [DEBUG] [LOCAL     ] No optimal features file found for MLI: ./output/feature-sets/MLI.txt
[2025-12-09T20:27:05.279658] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:05.279693] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:05.279720] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:05.279775] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:05.336813] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:05.337416] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:05.337510] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:05.337545] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:05.461484] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:05.461634] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:05.461675] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:05.461731] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:05.466278] [DEBUG] [FORECASTER] MLI: Forecast T+1@11:T+2@11: UP (p=71.20%)
[2025-12-09T20:27:05.466559] [INFO ] [FORECASTER] Completed predict_future for MLI
[2025-12-09T20:27:05.466723] [INFO ] [sig       ] MLI: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:27:05.606213] [INFO ] [LOCAL     ] Saved forecast: MLI	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/MLI.txt
[2025-12-09T20:27:05.606328] [INFO ] [sig       ] [2107/3614] Completed MLI in 0.3s | 2.92 sym/s | Total: 12.0m | ETA: 8.6m
[2025-12-09T20:27:05.606366] [INFO ] [sig       ] [2108/3614] Forecasting MLKN...
[2025-12-09T20:27:05.606394] [INFO ] [sig       ] Generating forecast for: MLKN
[2025-12-09T20:27:05.606423] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLKN' from 'https://tdm.silogroup.org/data/derivative_storage/MLKN.csv'.
[2025-12-09T20:27:05.617457] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLKN'.
[2025-12-09T20:27:05.617775] [INFO ] [FORECASTER] Starting predict_future for MLKN
[2025-12-09T20:27:05.618519] [DEBUG] [LOCAL     ] No optimal features file found for MLKN: ./output/feature-sets/MLKN.txt
[2025-12-09T20:27:05.618569] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:05.618623] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:05.618653] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:05.618707] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:05.675043] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:05.675936] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:05.676018] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:05.676050] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:05.799544] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:05.799730] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:05.799769] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:05.799798] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:05.803107] [DEBUG] [FORECASTER] MLKN: Forecast T+1@11:T+2@11: UP (p=50.09%)
[2025-12-09T20:27:05.803373] [INFO ] [FORECASTER] Completed predict_future for MLKN
[2025-12-09T20:27:05.803492] [INFO ] [sig       ] MLKN: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:27:05.943964] [INFO ] [LOCAL     ] Saved forecast: MLKN	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/MLKN.txt
[2025-12-09T20:27:05.944111] [INFO ] [sig       ] [2108/3614] Completed MLKN in 0.3s | 2.92 sym/s | Total: 12.0m | ETA: 8.6m
[2025-12-09T20:27:05.944150] [INFO ] [sig       ] [2109/3614] Forecasting MLM...
[2025-12-09T20:27:05.944179] [INFO ] [sig       ] Generating forecast for: MLM
[2025-12-09T20:27:05.944208] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLM' from 'https://tdm.silogroup.org/data/derivative_storage/MLM.csv'.
[2025-12-09T20:27:05.955728] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLM'.
[2025-12-09T20:27:05.956008] [INFO ] [FORECASTER] Starting predict_future for MLM
[2025-12-09T20:27:05.956829] [DEBUG] [LOCAL     ] No optimal features file found for MLM: ./output/feature-sets/MLM.txt
[2025-12-09T20:27:05.956878] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:05.956909] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:05.956935] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:05.956990] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:06.013785] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:06.014517] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:06.014611] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:06.014645] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:06.142501] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:06.142666] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:06.142707] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:06.142736] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:06.146322] [DEBUG] [FORECASTER] MLM: Forecast T+1@11:T+2@11: DOWN (p=3.36%)
[2025-12-09T20:27:06.146602] [INFO ] [FORECASTER] Completed predict_future for MLM
[2025-12-09T20:27:06.146721] [INFO ] [sig       ] MLM: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:27:06.296436] [INFO ] [LOCAL     ] Saved forecast: MLM	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/MLM.txt
[2025-12-09T20:27:06.296601] [INFO ] [sig       ] [2109/3614] Completed MLM in 0.4s | 2.92 sym/s | Total: 12.0m | ETA: 8.6m
[2025-12-09T20:27:06.296642] [INFO ] [sig       ] [2110/3614] Forecasting MLP...
[2025-12-09T20:27:06.296671] [INFO ] [sig       ] Generating forecast for: MLP
[2025-12-09T20:27:06.296700] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLP' from 'https://tdm.silogroup.org/data/derivative_storage/MLP.csv'.
[2025-12-09T20:27:06.308257] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLP'.
[2025-12-09T20:27:06.308724] [INFO ] [FORECASTER] Starting predict_future for MLP
[2025-12-09T20:27:06.309614] [DEBUG] [LOCAL     ] No optimal features file found for MLP: ./output/feature-sets/MLP.txt
[2025-12-09T20:27:06.309676] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:06.309724] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:06.309751] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:06.309808] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:06.367832] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:06.368763] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:06.368845] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:06.368891] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:06.474077] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:06.474227] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:06.474280] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:06.474311] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:06.477846] [DEBUG] [FORECASTER] MLP: Forecast T+1@11:T+2@11: UP (p=95.68%)
[2025-12-09T20:27:06.478125] [INFO ] [FORECASTER] Completed predict_future for MLP
[2025-12-09T20:27:06.478248] [INFO ] [sig       ] MLP: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:27:06.617761] [INFO ] [LOCAL     ] Saved forecast: MLP	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/MLP.txt
[2025-12-09T20:27:06.617905] [INFO ] [sig       ] [2110/3614] Completed MLP in 0.3s | 2.92 sym/s | Total: 12.0m | ETA: 8.6m
[2025-12-09T20:27:06.617944] [INFO ] [sig       ] [2111/3614] Forecasting MLTX...
[2025-12-09T20:27:06.617973] [INFO ] [sig       ] Generating forecast for: MLTX
[2025-12-09T20:27:06.618002] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLTX' from 'https://tdm.silogroup.org/data/derivative_storage/MLTX.csv'.
[2025-12-09T20:27:06.629455] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLTX'.
[2025-12-09T20:27:06.629788] [INFO ] [FORECASTER] Starting predict_future for MLTX
[2025-12-09T20:27:06.630543] [DEBUG] [LOCAL     ] No optimal features file found for MLTX: ./output/feature-sets/MLTX.txt
[2025-12-09T20:27:06.630611] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:06.630645] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:06.630671] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:06.630726] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:06.685783] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:06.686495] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:06.686590] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:06.686625] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:06.804891] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:06.805032] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:06.805071] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:06.805099] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:06.808451] [DEBUG] [FORECASTER] MLTX: Forecast T+1@11:T+2@11: DOWN (p=4.78%)
[2025-12-09T20:27:06.808733] [INFO ] [FORECASTER] Completed predict_future for MLTX
[2025-12-09T20:27:06.808853] [INFO ] [sig       ] MLTX: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:27:06.945020] [INFO ] [LOCAL     ] Saved forecast: MLTX	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/MLTX.txt
[2025-12-09T20:27:06.945157] [INFO ] [sig       ] [2111/3614] Completed MLTX in 0.3s | 2.92 sym/s | Total: 12.0m | ETA: 8.6m
[2025-12-09T20:27:06.945197] [INFO ] [sig       ] [2112/3614] Forecasting MLYS...
[2025-12-09T20:27:06.945226] [INFO ] [sig       ] Generating forecast for: MLYS
[2025-12-09T20:27:06.945256] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLYS' from 'https://tdm.silogroup.org/data/derivative_storage/MLYS.csv'.
[2025-12-09T20:27:06.956486] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLYS'.
[2025-12-09T20:27:06.956811] [INFO ] [FORECASTER] Starting predict_future for MLYS
[2025-12-09T20:27:06.957602] [DEBUG] [LOCAL     ] No optimal features file found for MLYS: ./output/feature-sets/MLYS.txt
[2025-12-09T20:27:06.957653] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:06.957684] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:06.957709] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:06.957763] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:07.013375] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:07.014131] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:07.014210] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:07.014241] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:07.123413] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:07.123552] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:07.123608] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:07.123637] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:07.126912] [DEBUG] [FORECASTER] MLYS: Forecast T+1@11:T+2@11: DOWN (p=28.09%)
[2025-12-09T20:27:07.127173] [INFO ] [FORECASTER] Completed predict_future for MLYS
[2025-12-09T20:27:07.127290] [INFO ] [sig       ] MLYS: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:27:07.266788] [INFO ] [LOCAL     ] Saved forecast: MLYS	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/MLYS.txt
[2025-12-09T20:27:07.266914] [INFO ] [sig       ] [2112/3614] Completed MLYS in 0.3s | 2.92 sym/s | Total: 12.1m | ETA: 8.6m
[2025-12-09T20:27:07.266953] [INFO ] [sig       ] [2113/3614] Forecasting MMC...
[2025-12-09T20:27:07.266981] [INFO ] [sig       ] Generating forecast for: MMC
[2025-12-09T20:27:07.267011] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMC' from 'https://tdm.silogroup.org/data/derivative_storage/MMC.csv'.
[2025-12-09T20:27:07.278043] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MMC'.
[2025-12-09T20:27:07.278341] [INFO ] [FORECASTER] Starting predict_future for MMC
[2025-12-09T20:27:07.279104] [DEBUG] [LOCAL     ] No optimal features file found for MMC: ./output/feature-sets/MMC.txt
[2025-12-09T20:27:07.279154] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:07.279185] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:07.279211] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:07.279266] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:07.336987] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:07.337690] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:07.337764] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:07.337796] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:07.459290] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:07.459428] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:07.459468] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:07.459496] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:07.462886] [DEBUG] [FORECASTER] MMC: Forecast T+1@11:T+2@11: DOWN (p=7.52%)
[2025-12-09T20:27:07.463147] [INFO ] [FORECASTER] Completed predict_future for MMC
[2025-12-09T20:27:07.463268] [INFO ] [sig       ] MMC: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:27:07.604839] [INFO ] [LOCAL     ] Saved forecast: MMC	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/MMC.txt
[2025-12-09T20:27:07.604993] [INFO ] [sig       ] [2113/3614] Completed MMC in 0.3s | 2.92 sym/s | Total: 12.1m | ETA: 8.6m
[2025-12-09T20:27:07.605032] [INFO ] [sig       ] [2114/3614] Forecasting MMD...
[2025-12-09T20:27:07.605069] [INFO ] [sig       ] Generating forecast for: MMD
[2025-12-09T20:27:07.605099] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMD' from 'https://tdm.silogroup.org/data/derivative_storage/MMD.csv'.
[2025-12-09T20:27:07.616160] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MMD'.
[2025-12-09T20:27:07.616439] [INFO ] [FORECASTER] Starting predict_future for MMD
[2025-12-09T20:27:07.617209] [DEBUG] [LOCAL     ] No optimal features file found for MMD: ./output/feature-sets/MMD.txt
[2025-12-09T20:27:07.617259] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:07.617290] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:07.617316] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:07.617372] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:07.673054] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:07.673742] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:07.673842] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:07.673874] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:07.791697] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:07.791841] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:07.791881] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:07.791909] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:07.795183] [DEBUG] [FORECASTER] MMD: Forecast T+1@11:T+2@11: UP (p=93.45%)
[2025-12-09T20:27:07.795446] [INFO ] [FORECASTER] Completed predict_future for MMD
[2025-12-09T20:27:07.795565] [INFO ] [sig       ] MMD: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:27:07.932967] [INFO ] [LOCAL     ] Saved forecast: MMD	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/MMD.txt
[2025-12-09T20:27:07.933085] [INFO ] [sig       ] [2114/3614] Completed MMD in 0.3s | 2.92 sym/s | Total: 12.1m | ETA: 8.6m
[2025-12-09T20:27:07.933122] [INFO ] [sig       ] [2115/3614] Forecasting MMLP...
[2025-12-09T20:27:07.933150] [INFO ] [sig       ] Generating forecast for: MMLP
[2025-12-09T20:27:07.933180] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMLP' from 'https://tdm.silogroup.org/data/derivative_storage/MMLP.csv'.
[2025-12-09T20:27:07.943368] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MMLP'.
[2025-12-09T20:27:07.943680] [INFO ] [FORECASTER] Starting predict_future for MMLP
[2025-12-09T20:27:07.944411] [DEBUG] [LOCAL     ] No optimal features file found for MMLP: ./output/feature-sets/MMLP.txt
[2025-12-09T20:27:07.944461] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:07.944492] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:07.944518] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:07.944592] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:07.999872] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:08.000704] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:08.000781] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:08.000813] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:08.109809] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:08.109959] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:08.109998] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:08.110026] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:08.113422] [DEBUG] [FORECASTER] MMLP: Forecast T+1@11:T+2@11: UP (p=93.51%)
[2025-12-09T20:27:08.113760] [INFO ] [FORECASTER] Completed predict_future for MMLP
[2025-12-09T20:27:08.113891] [INFO ] [sig       ] MMLP: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:27:08.272490] [INFO ] [LOCAL     ] Saved forecast: MMLP	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/MMLP.txt
[2025-12-09T20:27:08.272671] [INFO ] [sig       ] [2115/3614] Completed MMLP in 0.3s | 2.92 sym/s | Total: 12.1m | ETA: 8.6m
[2025-12-09T20:27:08.272715] [INFO ] [sig       ] [2116/3614] Forecasting MMS...
[2025-12-09T20:27:08.272748] [INFO ] [sig       ] Generating forecast for: MMS
[2025-12-09T20:27:08.272778] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMS' from 'https://tdm.silogroup.org/data/derivative_storage/MMS.csv'.
[2025-12-09T20:27:08.284410] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MMS'.
[2025-12-09T20:27:08.284754] [INFO ] [FORECASTER] Starting predict_future for MMS
[2025-12-09T20:27:08.285558] [DEBUG] [LOCAL     ] No optimal features file found for MMS: ./output/feature-sets/MMS.txt
[2025-12-09T20:27:08.285629] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:08.285674] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:08.285712] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:08.285780] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:08.346455] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:08.347352] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:08.347432] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:08.347464] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:08.467552] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:08.467760] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:08.467808] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:08.467837] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:08.472108] [DEBUG] [FORECASTER] MMS: Forecast T+1@11:T+2@11: DOWN (p=3.07%)
[2025-12-09T20:27:08.472380] [INFO ] [FORECASTER] Completed predict_future for MMS
[2025-12-09T20:27:08.472515] [INFO ] [sig       ] MMS: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:27:08.612540] [INFO ] [LOCAL     ] Saved forecast: MMS	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/MMS.txt
[2025-12-09T20:27:08.612684] [INFO ] [sig       ] [2116/3614] Completed MMS in 0.3s | 2.92 sym/s | Total: 12.1m | ETA: 8.5m
[2025-12-09T20:27:08.612723] [INFO ] [sig       ] [2117/3614] Forecasting MMSI...
[2025-12-09T20:27:08.612752] [INFO ] [sig       ] Generating forecast for: MMSI
[2025-12-09T20:27:08.612780] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMSI' from 'https://tdm.silogroup.org/data/derivative_storage/MMSI.csv'.
[2025-12-09T20:27:08.624779] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MMSI'.
[2025-12-09T20:27:08.625101] [INFO ] [FORECASTER] Starting predict_future for MMSI
[2025-12-09T20:27:08.625906] [DEBUG] [LOCAL     ] No optimal features file found for MMSI: ./output/feature-sets/MMSI.txt
[2025-12-09T20:27:08.625956] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:08.625987] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:08.626013] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:08.626067] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:08.683590] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:08.684427] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:08.684520] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:08.684595] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:08.805299] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:08.805452] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:08.805494] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:08.805541] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:08.809036] [DEBUG] [FORECASTER] MMSI: Forecast T+1@11:T+2@11: DOWN (p=37.35%)
[2025-12-09T20:27:08.809344] [INFO ] [FORECASTER] Completed predict_future for MMSI
[2025-12-09T20:27:08.809476] [INFO ] [sig       ] MMSI: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:27:08.958071] [INFO ] [LOCAL     ] Saved forecast: MMSI	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/MMSI.txt
[2025-12-09T20:27:08.958246] [INFO ] [sig       ] [2117/3614] Completed MMSI in 0.3s | 2.92 sym/s | Total: 12.1m | ETA: 8.5m
[2025-12-09T20:27:08.958286] [INFO ] [sig       ] [2118/3614] Forecasting MNDO...
[2025-12-09T20:27:08.958316] [INFO ] [sig       ] Generating forecast for: MNDO
[2025-12-09T20:27:08.958346] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNDO' from 'https://tdm.silogroup.org/data/derivative_storage/MNDO.csv'.
[2025-12-09T20:27:08.968712] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNDO'.
[2025-12-09T20:27:08.969005] [INFO ] [FORECASTER] Starting predict_future for MNDO
[2025-12-09T20:27:08.969771] [DEBUG] [LOCAL     ] No optimal features file found for MNDO: ./output/feature-sets/MNDO.txt
[2025-12-09T20:27:08.969821] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:08.969852] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:08.969878] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:08.969933] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:09.034073] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:09.034920] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:09.035001] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:09.035034] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:09.150696] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:09.150841] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:09.150882] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:09.150910] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:09.154196] [DEBUG] [FORECASTER] MNDO: Forecast T+1@11:T+2@11: DOWN (p=0.97%)
[2025-12-09T20:27:09.154462] [INFO ] [FORECASTER] Completed predict_future for MNDO
[2025-12-09T20:27:09.154601] [INFO ] [sig       ] MNDO: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:27:09.309695] [INFO ] [LOCAL     ] Saved forecast: MNDO	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/MNDO.txt
[2025-12-09T20:27:09.309827] [INFO ] [sig       ] [2118/3614] Completed MNDO in 0.4s | 2.92 sym/s | Total: 12.1m | ETA: 8.5m
[2025-12-09T20:27:09.309865] [INFO ] [sig       ] [2119/3614] Forecasting MNDY...
[2025-12-09T20:27:09.309894] [INFO ] [sig       ] Generating forecast for: MNDY
[2025-12-09T20:27:09.309924] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNDY' from 'https://tdm.silogroup.org/data/derivative_storage/MNDY.csv'.
[2025-12-09T20:27:09.321834] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNDY'.
[2025-12-09T20:27:09.322137] [INFO ] [FORECASTER] Starting predict_future for MNDY
[2025-12-09T20:27:09.322925] [DEBUG] [LOCAL     ] No optimal features file found for MNDY: ./output/feature-sets/MNDY.txt
[2025-12-09T20:27:09.322976] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:09.323008] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:09.323035] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:09.323090] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:09.378927] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:09.379519] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:09.379622] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:09.379659] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:09.499514] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:09.499650] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:09.499693] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:09.499721] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:09.502988] [DEBUG] [FORECASTER] MNDY: Forecast T+1@11:T+2@11: DOWN (p=42.10%)
[2025-12-09T20:27:09.503248] [INFO ] [FORECASTER] Completed predict_future for MNDY
[2025-12-09T20:27:09.503366] [INFO ] [sig       ] MNDY: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:27:09.642357] [INFO ] [LOCAL     ] Saved forecast: MNDY	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/MNDY.txt
[2025-12-09T20:27:09.642474] [INFO ] [sig       ] [2119/3614] Completed MNDY in 0.3s | 2.92 sym/s | Total: 12.1m | ETA: 8.5m
[2025-12-09T20:27:09.642512] [INFO ] [sig       ] [2120/3614] Forecasting MNKD...
[2025-12-09T20:27:09.642542] [INFO ] [sig       ] Generating forecast for: MNKD
[2025-12-09T20:27:09.642586] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNKD' from 'https://tdm.silogroup.org/data/derivative_storage/MNKD.csv'.
[2025-12-09T20:27:09.654194] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNKD'.
[2025-12-09T20:27:09.654466] [INFO ] [FORECASTER] Starting predict_future for MNKD
[2025-12-09T20:27:09.655247] [DEBUG] [LOCAL     ] No optimal features file found for MNKD: ./output/feature-sets/MNKD.txt
[2025-12-09T20:27:09.655297] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:09.655328] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:09.655354] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:09.655408] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:09.713924] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:09.714649] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:09.714735] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:09.714768] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:09.839260] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:09.839403] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:09.839442] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:09.839471] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:09.842883] [DEBUG] [FORECASTER] MNKD: Forecast T+1@11:T+2@11: DOWN (p=40.42%)
[2025-12-09T20:27:09.843155] [INFO ] [FORECASTER] Completed predict_future for MNKD
[2025-12-09T20:27:09.843276] [INFO ] [sig       ] MNKD: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:27:09.980138] [INFO ] [LOCAL     ] Saved forecast: MNKD	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/MNKD.txt
[2025-12-09T20:27:09.980273] [INFO ] [sig       ] [2120/3614] Completed MNKD in 0.3s | 2.92 sym/s | Total: 12.1m | ETA: 8.5m
[2025-12-09T20:27:09.980312] [INFO ] [sig       ] [2121/3614] Forecasting MNMD...
[2025-12-09T20:27:09.980340] [INFO ] [sig       ] Generating forecast for: MNMD
[2025-12-09T20:27:09.980368] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNMD' from 'https://tdm.silogroup.org/data/derivative_storage/MNMD.csv'.
[2025-12-09T20:27:09.991790] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNMD'.
[2025-12-09T20:27:09.992119] [INFO ] [FORECASTER] Starting predict_future for MNMD
[2025-12-09T20:27:09.992915] [DEBUG] [LOCAL     ] No optimal features file found for MNMD: ./output/feature-sets/MNMD.txt
[2025-12-09T20:27:09.992967] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:09.993021] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:09.993065] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:09.993124] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:10.050190] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:10.051018] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:10.051115] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:10.051163] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:10.183653] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:10.183806] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:10.183849] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:10.183879] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:10.188123] [DEBUG] [FORECASTER] MNMD: Forecast T+1@11:T+2@11: UP (p=96.79%)
[2025-12-09T20:27:10.188471] [INFO ] [FORECASTER] Completed predict_future for MNMD
[2025-12-09T20:27:10.188646] [INFO ] [sig       ] MNMD: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:27:10.339933] [INFO ] [LOCAL     ] Saved forecast: MNMD	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/MNMD.txt
[2025-12-09T20:27:10.340056] [INFO ] [sig       ] [2121/3614] Completed MNMD in 0.4s | 2.92 sym/s | Total: 12.1m | ETA: 8.5m
[2025-12-09T20:27:10.340094] [INFO ] [sig       ] [2122/3614] Forecasting MNRO...
[2025-12-09T20:27:10.340124] [INFO ] [sig       ] Generating forecast for: MNRO
[2025-12-09T20:27:10.340153] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNRO' from 'https://tdm.silogroup.org/data/derivative_storage/MNRO.csv'.
[2025-12-09T20:27:10.351698] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNRO'.
[2025-12-09T20:27:10.351965] [INFO ] [FORECASTER] Starting predict_future for MNRO
[2025-12-09T20:27:10.352726] [DEBUG] [LOCAL     ] No optimal features file found for MNRO: ./output/feature-sets/MNRO.txt
[2025-12-09T20:27:10.352777] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:10.352807] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:10.352834] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:10.352889] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:10.408908] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:10.409473] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:10.409548] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:10.409597] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:10.530763] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:10.530882] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:10.530926] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:10.530955] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:10.534257] [DEBUG] [FORECASTER] MNRO: Forecast T+1@11:T+2@11: DOWN (p=7.09%)
[2025-12-09T20:27:10.534530] [INFO ] [FORECASTER] Completed predict_future for MNRO
[2025-12-09T20:27:10.534684] [INFO ] [sig       ] MNRO: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:27:10.672906] [INFO ] [LOCAL     ] Saved forecast: MNRO	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/MNRO.txt
[2025-12-09T20:27:10.673014] [INFO ] [sig       ] [2122/3614] Completed MNRO in 0.3s | 2.92 sym/s | Total: 12.1m | ETA: 8.5m
[2025-12-09T20:27:10.673050] [INFO ] [sig       ] [2123/3614] Forecasting MNSO...
[2025-12-09T20:27:10.673079] [INFO ] [sig       ] Generating forecast for: MNSO
[2025-12-09T20:27:10.673107] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNSO' from 'https://tdm.silogroup.org/data/derivative_storage/MNSO.csv'.
[2025-12-09T20:27:10.684485] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNSO'.
[2025-12-09T20:27:10.684756] [INFO ] [FORECASTER] Starting predict_future for MNSO
[2025-12-09T20:27:10.685501] [DEBUG] [LOCAL     ] No optimal features file found for MNSO: ./output/feature-sets/MNSO.txt
[2025-12-09T20:27:10.685551] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:10.685608] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:10.685637] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:10.685691] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:10.741910] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:10.742513] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:10.742604] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:10.742640] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:10.859593] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:10.859706] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:10.859743] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:10.859771] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:10.862912] [DEBUG] [FORECASTER] MNSO: Forecast T+1@11:T+2@11: UP (p=57.32%)
[2025-12-09T20:27:10.863168] [INFO ] [FORECASTER] Completed predict_future for MNSO
[2025-12-09T20:27:10.863284] [INFO ] [sig       ] MNSO: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:27:11.001200] [INFO ] [LOCAL     ] Saved forecast: MNSO	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/MNSO.txt
[2025-12-09T20:27:11.001305] [INFO ] [sig       ] [2123/3614] Completed MNSO in 0.3s | 2.92 sym/s | Total: 12.1m | ETA: 8.5m
[2025-12-09T20:27:11.001342] [INFO ] [sig       ] [2124/3614] Forecasting MNTK...
[2025-12-09T20:27:11.001372] [INFO ] [sig       ] Generating forecast for: MNTK
[2025-12-09T20:27:11.001401] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNTK' from 'https://tdm.silogroup.org/data/derivative_storage/MNTK.csv'.
[2025-12-09T20:27:11.012857] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNTK'.
[2025-12-09T20:27:11.013137] [INFO ] [FORECASTER] Starting predict_future for MNTK
[2025-12-09T20:27:11.013896] [DEBUG] [LOCAL     ] No optimal features file found for MNTK: ./output/feature-sets/MNTK.txt
[2025-12-09T20:27:11.013946] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:11.013977] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:11.014003] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:11.014057] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:11.069991] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:11.070557] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:11.070647] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:11.070679] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:11.184427] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:11.184596] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:11.184639] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:11.184699] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:11.188012] [DEBUG] [FORECASTER] MNTK: Forecast T+1@11:T+2@11: UP (p=82.64%)
[2025-12-09T20:27:11.188276] [INFO ] [FORECASTER] Completed predict_future for MNTK
[2025-12-09T20:27:11.188394] [INFO ] [sig       ] MNTK: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:27:11.330336] [INFO ] [LOCAL     ] Saved forecast: MNTK	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/MNTK.txt
[2025-12-09T20:27:11.330468] [INFO ] [sig       ] [2124/3614] Completed MNTK in 0.3s | 2.92 sym/s | Total: 12.1m | ETA: 8.5m
[2025-12-09T20:27:11.330506] [INFO ] [sig       ] [2125/3614] Forecasting MNY...
[2025-12-09T20:27:11.330536] [INFO ] [sig       ] Generating forecast for: MNY
[2025-12-09T20:27:11.330588] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNY' from 'https://tdm.silogroup.org/data/derivative_storage/MNY.csv'.
[2025-12-09T20:27:11.341270] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNY'.
[2025-12-09T20:27:11.341538] [INFO ] [FORECASTER] Starting predict_future for MNY
[2025-12-09T20:27:11.342299] [DEBUG] [LOCAL     ] No optimal features file found for MNY: ./output/feature-sets/MNY.txt
[2025-12-09T20:27:11.342349] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:11.342381] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:11.342406] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:11.342461] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:11.398008] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:11.398681] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:11.398774] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:11.398806] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:11.513246] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:11.513385] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:11.513424] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:11.513453] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:11.516726] [DEBUG] [FORECASTER] MNY: Forecast T+1@11:T+2@11: DOWN (p=0.25%)
[2025-12-09T20:27:11.516988] [INFO ] [FORECASTER] Completed predict_future for MNY
[2025-12-09T20:27:11.517106] [INFO ] [sig       ] MNY: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:27:11.656459] [INFO ] [LOCAL     ] Saved forecast: MNY	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/MNY.txt
[2025-12-09T20:27:11.656588] [INFO ] [sig       ] [2125/3614] Completed MNY in 0.3s | 2.92 sym/s | Total: 12.1m | ETA: 8.5m
[2025-12-09T20:27:11.656628] [INFO ] [sig       ] [2126/3614] Forecasting MOD...
[2025-12-09T20:27:11.656657] [INFO ] [sig       ] Generating forecast for: MOD
[2025-12-09T20:27:11.656685] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOD' from 'https://tdm.silogroup.org/data/derivative_storage/MOD.csv'.
[2025-12-09T20:27:11.668659] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOD'.
[2025-12-09T20:27:11.668912] [INFO ] [FORECASTER] Starting predict_future for MOD
[2025-12-09T20:27:11.669678] [DEBUG] [LOCAL     ] No optimal features file found for MOD: ./output/feature-sets/MOD.txt
[2025-12-09T20:27:11.669728] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:11.669757] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:11.669783] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:11.669838] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:11.726268] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:11.726942] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:11.727016] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:11.727049] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:11.849180] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:11.849324] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:11.849364] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:11.849392] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:11.852680] [DEBUG] [FORECASTER] MOD: Forecast T+1@11:T+2@11: UP (p=62.00%)
[2025-12-09T20:27:11.852940] [INFO ] [FORECASTER] Completed predict_future for MOD
[2025-12-09T20:27:11.853059] [INFO ] [sig       ] MOD: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:27:11.993659] [INFO ] [LOCAL     ] Saved forecast: MOD	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/MOD.txt
[2025-12-09T20:27:11.993803] [INFO ] [sig       ] [2126/3614] Completed MOD in 0.3s | 2.92 sym/s | Total: 12.1m | ETA: 8.5m
[2025-12-09T20:27:11.993843] [INFO ] [sig       ] [2127/3614] Forecasting MODG...
[2025-12-09T20:27:11.993873] [INFO ] [sig       ] Generating forecast for: MODG
[2025-12-09T20:27:11.993902] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MODG' from 'https://tdm.silogroup.org/data/derivative_storage/MODG.csv'.
[2025-12-09T20:27:12.005474] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MODG'.
[2025-12-09T20:27:12.005752] [INFO ] [FORECASTER] Starting predict_future for MODG
[2025-12-09T20:27:12.006509] [DEBUG] [LOCAL     ] No optimal features file found for MODG: ./output/feature-sets/MODG.txt
[2025-12-09T20:27:12.006559] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:12.006609] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:12.006636] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:12.006691] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:12.061930] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:12.062522] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:12.062618] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:12.062651] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:12.178904] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:12.179053] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:12.179092] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:12.179121] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:12.182397] [DEBUG] [FORECASTER] MODG: Forecast T+1@11:T+2@11: DOWN (p=11.53%)
[2025-12-09T20:27:12.182673] [INFO ] [FORECASTER] Completed predict_future for MODG
[2025-12-09T20:27:12.182792] [INFO ] [sig       ] MODG: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:27:12.321155] [INFO ] [LOCAL     ] Saved forecast: MODG	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/MODG.txt
[2025-12-09T20:27:12.321308] [INFO ] [sig       ] [2127/3614] Completed MODG in 0.3s | 2.92 sym/s | Total: 12.1m | ETA: 8.5m
[2025-12-09T20:27:12.321348] [INFO ] [sig       ] [2128/3614] Forecasting MODL...
[2025-12-09T20:27:12.321387] [INFO ] [sig       ] Generating forecast for: MODL
[2025-12-09T20:27:12.321417] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MODL' from 'https://tdm.silogroup.org/data/derivative_storage/MODL.csv'.
[2025-12-09T20:27:12.333340] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MODL'.
[2025-12-09T20:27:12.333794] [INFO ] [FORECASTER] Starting predict_future for MODL
[2025-12-09T20:27:12.334670] [DEBUG] [LOCAL     ] No optimal features file found for MODL: ./output/feature-sets/MODL.txt
[2025-12-09T20:27:12.334725] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:12.334758] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:12.334784] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:12.334840] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:12.400441] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:12.401341] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:12.401428] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:12.401460] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:12.537269] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:12.537430] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:12.537473] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:12.537544] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:12.541126] [DEBUG] [FORECASTER] MODL: Forecast T+1@11:T+2@11: UP (p=84.97%)
[2025-12-09T20:27:12.541405] [INFO ] [FORECASTER] Completed predict_future for MODL
[2025-12-09T20:27:12.541532] [INFO ] [sig       ] MODL: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:27:12.684141] [INFO ] [LOCAL     ] Saved forecast: MODL	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/MODL.txt
[2025-12-09T20:27:12.684293] [INFO ] [sig       ] [2128/3614] Completed MODL in 0.4s | 2.92 sym/s | Total: 12.1m | ETA: 8.5m
[2025-12-09T20:27:12.684333] [INFO ] [sig       ] [2129/3614] Forecasting MOFG...
[2025-12-09T20:27:12.684363] [INFO ] [sig       ] Generating forecast for: MOFG
[2025-12-09T20:27:12.684391] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOFG' from 'https://tdm.silogroup.org/data/derivative_storage/MOFG.csv'.
[2025-12-09T20:27:12.699202] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOFG'.
[2025-12-09T20:27:12.699624] [INFO ] [FORECASTER] Starting predict_future for MOFG
[2025-12-09T20:27:12.700409] [DEBUG] [LOCAL     ] No optimal features file found for MOFG: ./output/feature-sets/MOFG.txt
[2025-12-09T20:27:12.700461] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:12.700493] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:12.700520] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:12.700594] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:12.756558] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:12.757428] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:12.757534] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:12.757567] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:12.873928] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:12.874071] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:12.874111] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:12.874143] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:12.877541] [DEBUG] [FORECASTER] MOFG: Forecast T+1@11:T+2@11: DOWN (p=46.04%)
[2025-12-09T20:27:12.877826] [INFO ] [FORECASTER] Completed predict_future for MOFG
[2025-12-09T20:27:12.877951] [INFO ] [sig       ] MOFG: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:27:13.019585] [INFO ] [LOCAL     ] Saved forecast: MOFG	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/MOFG.txt
[2025-12-09T20:27:13.019714] [INFO ] [sig       ] [2129/3614] Completed MOFG in 0.3s | 2.92 sym/s | Total: 12.1m | ETA: 8.5m
[2025-12-09T20:27:13.019754] [INFO ] [sig       ] [2130/3614] Forecasting MOGO...
[2025-12-09T20:27:13.019784] [INFO ] [sig       ] Generating forecast for: MOGO
[2025-12-09T20:27:13.019813] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOGO' from 'https://tdm.silogroup.org/data/derivative_storage/MOGO.csv'.
[2025-12-09T20:27:13.032148] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOGO'.
[2025-12-09T20:27:13.032557] [INFO ] [FORECASTER] Starting predict_future for MOGO
[2025-12-09T20:27:13.033388] [DEBUG] [LOCAL     ] No optimal features file found for MOGO: ./output/feature-sets/MOGO.txt
[2025-12-09T20:27:13.033440] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:13.033473] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:13.033500] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:13.033555] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:13.091169] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:13.092052] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:13.092154] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:13.092189] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:13.208195] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:13.208341] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:13.208380] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:13.208407] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:13.211723] [DEBUG] [FORECASTER] MOGO: Forecast T+1@11:T+2@11: UP (p=91.76%)
[2025-12-09T20:27:13.211987] [INFO ] [FORECASTER] Completed predict_future for MOGO
[2025-12-09T20:27:13.212106] [INFO ] [sig       ] MOGO: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:27:13.349484] [INFO ] [LOCAL     ] Saved forecast: MOGO	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/MOGO.txt
[2025-12-09T20:27:13.349624] [INFO ] [sig       ] [2130/3614] Completed MOGO in 0.3s | 2.92 sym/s | Total: 12.2m | ETA: 8.5m
[2025-12-09T20:27:13.349664] [INFO ] [sig       ] [2131/3614] Forecasting MOH...
[2025-12-09T20:27:13.349693] [INFO ] [sig       ] Generating forecast for: MOH
[2025-12-09T20:27:13.349722] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOH' from 'https://tdm.silogroup.org/data/derivative_storage/MOH.csv'.
[2025-12-09T20:27:13.363809] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOH'.
[2025-12-09T20:27:13.364398] [INFO ] [FORECASTER] Starting predict_future for MOH
[2025-12-09T20:27:13.365426] [DEBUG] [LOCAL     ] No optimal features file found for MOH: ./output/feature-sets/MOH.txt
[2025-12-09T20:27:13.365499] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:13.365533] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:13.365565] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:13.365664] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:13.422941] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:13.424176] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:13.424385] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:13.424420] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:13.543651] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:13.543880] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:13.543929] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:13.543960] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:13.547905] [DEBUG] [FORECASTER] MOH: Forecast T+1@11:T+2@11: DOWN (p=33.01%)
[2025-12-09T20:27:13.548209] [INFO ] [FORECASTER] Completed predict_future for MOH
[2025-12-09T20:27:13.548344] [INFO ] [sig       ] MOH: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:27:13.689356] [INFO ] [LOCAL     ] Saved forecast: MOH	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/MOH.txt
[2025-12-09T20:27:13.689524] [INFO ] [sig       ] [2131/3614] Completed MOH in 0.3s | 2.92 sym/s | Total: 12.2m | ETA: 8.5m
[2025-12-09T20:27:13.689566] [INFO ] [sig       ] [2132/3614] Forecasting MOMO...
[2025-12-09T20:27:13.689617] [INFO ] [sig       ] Generating forecast for: MOMO
[2025-12-09T20:27:13.689647] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOMO' from 'https://tdm.silogroup.org/data/derivative_storage/MOMO.csv'.
[2025-12-09T20:27:13.703007] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOMO'.
[2025-12-09T20:27:13.703388] [INFO ] [FORECASTER] Starting predict_future for MOMO
[2025-12-09T20:27:13.704228] [DEBUG] [LOCAL     ] No optimal features file found for MOMO: ./output/feature-sets/MOMO.txt
[2025-12-09T20:27:13.704280] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:13.704311] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:13.704336] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:13.704404] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:13.760083] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:13.760757] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:13.760838] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:13.760869] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:13.880743] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:13.880907] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:13.880947] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:13.880975] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:13.884361] [DEBUG] [FORECASTER] MOMO: Forecast T+1@11:T+2@11: UP (p=97.18%)
[2025-12-09T20:27:13.884647] [INFO ] [FORECASTER] Completed predict_future for MOMO
[2025-12-09T20:27:13.884777] [INFO ] [sig       ] MOMO: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:27:14.021767] [INFO ] [LOCAL     ] Saved forecast: MOMO	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/MOMO.txt
[2025-12-09T20:27:14.021899] [INFO ] [sig       ] [2132/3614] Completed MOMO in 0.3s | 2.92 sym/s | Total: 12.2m | ETA: 8.5m
[2025-12-09T20:27:14.021938] [INFO ] [sig       ] [2133/3614] Forecasting MORN...
[2025-12-09T20:27:14.021969] [INFO ] [sig       ] Generating forecast for: MORN
[2025-12-09T20:27:14.021997] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MORN' from 'https://tdm.silogroup.org/data/derivative_storage/MORN.csv'.
[2025-12-09T20:27:14.036499] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MORN'.
[2025-12-09T20:27:14.036832] [INFO ] [FORECASTER] Starting predict_future for MORN
[2025-12-09T20:27:14.037625] [DEBUG] [LOCAL     ] No optimal features file found for MORN: ./output/feature-sets/MORN.txt
[2025-12-09T20:27:14.037675] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:14.037706] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:14.037732] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:14.037786] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:14.093270] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:14.093871] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:14.093944] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:14.093976] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:14.212256] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:14.212417] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:14.212463] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:14.212492] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:14.216617] [DEBUG] [FORECASTER] MORN: Forecast T+1@11:T+2@11: UP (p=93.74%)
[2025-12-09T20:27:14.216921] [INFO ] [FORECASTER] Completed predict_future for MORN
[2025-12-09T20:27:14.217078] [INFO ] [sig       ] MORN: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:27:14.356418] [INFO ] [LOCAL     ] Saved forecast: MORN	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/MORN.txt
[2025-12-09T20:27:14.356592] [INFO ] [sig       ] [2133/3614] Completed MORN in 0.3s | 2.92 sym/s | Total: 12.2m | ETA: 8.4m
[2025-12-09T20:27:14.356635] [INFO ] [sig       ] [2134/3614] Forecasting MOS...
[2025-12-09T20:27:14.356666] [INFO ] [sig       ] Generating forecast for: MOS
[2025-12-09T20:27:14.356695] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOS' from 'https://tdm.silogroup.org/data/derivative_storage/MOS.csv'.
[2025-12-09T20:27:14.368486] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOS'.
[2025-12-09T20:27:14.368889] [INFO ] [FORECASTER] Starting predict_future for MOS
[2025-12-09T20:27:14.369671] [DEBUG] [LOCAL     ] No optimal features file found for MOS: ./output/feature-sets/MOS.txt
[2025-12-09T20:27:14.369734] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:14.369766] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:14.369793] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:14.369848] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:14.426361] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:14.427185] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:14.427262] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:14.427294] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:14.545960] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:14.546087] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:14.546124] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:14.546153] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:14.549362] [DEBUG] [FORECASTER] MOS: Forecast T+1@11:T+2@11: UP (p=81.56%)
[2025-12-09T20:27:14.549639] [INFO ] [FORECASTER] Completed predict_future for MOS
[2025-12-09T20:27:14.549758] [INFO ] [sig       ] MOS: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:27:14.686584] [INFO ] [LOCAL     ] Saved forecast: MOS	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/MOS.txt
[2025-12-09T20:27:14.686715] [INFO ] [sig       ] [2134/3614] Completed MOS in 0.3s | 2.92 sym/s | Total: 12.2m | ETA: 8.4m
[2025-12-09T20:27:14.686753] [INFO ] [sig       ] [2135/3614] Forecasting MP...
[2025-12-09T20:27:14.686782] [INFO ] [sig       ] Generating forecast for: MP
[2025-12-09T20:27:14.686811] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MP' from 'https://tdm.silogroup.org/data/derivative_storage/MP.csv'.
[2025-12-09T20:27:14.698374] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MP'.
[2025-12-09T20:27:14.698651] [INFO ] [FORECASTER] Starting predict_future for MP
[2025-12-09T20:27:14.699390] [DEBUG] [LOCAL     ] No optimal features file found for MP: ./output/feature-sets/MP.txt
[2025-12-09T20:27:14.699441] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:14.699472] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:14.699498] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:14.699553] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:14.755701] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:14.756311] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:14.756384] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:14.756415] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:14.876801] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:14.876942] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:14.876981] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:14.877008] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:14.880395] [DEBUG] [FORECASTER] MP: Forecast T+1@11:T+2@11: DOWN (p=36.41%)
[2025-12-09T20:27:14.880671] [INFO ] [FORECASTER] Completed predict_future for MP
[2025-12-09T20:27:14.880797] [INFO ] [sig       ] MP: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:27:15.020124] [INFO ] [LOCAL     ] Saved forecast: MP	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/MP.txt
[2025-12-09T20:27:15.020281] [INFO ] [sig       ] [2135/3614] Completed MP in 0.3s | 2.92 sym/s | Total: 12.2m | ETA: 8.4m
[2025-12-09T20:27:15.020320] [INFO ] [sig       ] [2136/3614] Forecasting MPA...
[2025-12-09T20:27:15.020350] [INFO ] [sig       ] Generating forecast for: MPA
[2025-12-09T20:27:15.020381] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPA' from 'https://tdm.silogroup.org/data/derivative_storage/MPA.csv'.
[2025-12-09T20:27:15.034282] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MPA'.
[2025-12-09T20:27:15.034877] [INFO ] [FORECASTER] Starting predict_future for MPA
[2025-12-09T20:27:15.035832] [DEBUG] [LOCAL     ] No optimal features file found for MPA: ./output/feature-sets/MPA.txt
[2025-12-09T20:27:15.035887] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:15.035920] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:15.035946] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:15.036015] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:15.095141] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:15.096363] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:15.096458] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:15.096493] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:15.206378] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:15.206623] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:15.206671] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:15.206700] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:15.210450] [DEBUG] [FORECASTER] MPA: Forecast T+1@11:T+2@11: DOWN (p=38.87%)
[2025-12-09T20:27:15.210805] [INFO ] [FORECASTER] Completed predict_future for MPA
[2025-12-09T20:27:15.210945] [INFO ] [sig       ] MPA: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:27:15.366612] [INFO ] [LOCAL     ] Saved forecast: MPA	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/MPA.txt
[2025-12-09T20:27:15.366839] [INFO ] [sig       ] [2136/3614] Completed MPA in 0.3s | 2.92 sym/s | Total: 12.2m | ETA: 8.4m
[2025-12-09T20:27:15.366882] [INFO ] [sig       ] [2137/3614] Forecasting MPAA...
[2025-12-09T20:27:15.366981] [INFO ] [sig       ] Generating forecast for: MPAA
[2025-12-09T20:27:15.367015] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPAA' from 'https://tdm.silogroup.org/data/derivative_storage/MPAA.csv'.
[2025-12-09T20:27:15.380981] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MPAA'.
[2025-12-09T20:27:15.381546] [INFO ] [FORECASTER] Starting predict_future for MPAA
[2025-12-09T20:27:15.382507] [DEBUG] [LOCAL     ] No optimal features file found for MPAA: ./output/feature-sets/MPAA.txt
[2025-12-09T20:27:15.382561] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:15.382614] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:15.382642] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:15.382701] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:15.442841] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:15.443995] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:15.444088] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:15.444123] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:15.568051] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:15.568270] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:15.568316] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:15.568346] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:15.572149] [DEBUG] [FORECASTER] MPAA: Forecast T+1@11:T+2@11: DOWN (p=17.58%)
[2025-12-09T20:27:15.572448] [INFO ] [FORECASTER] Completed predict_future for MPAA
[2025-12-09T20:27:15.572601] [INFO ] [sig       ] MPAA: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:27:15.711945] [INFO ] [LOCAL     ] Saved forecast: MPAA	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/MPAA.txt
[2025-12-09T20:27:15.712109] [INFO ] [sig       ] [2137/3614] Completed MPAA in 0.3s | 2.92 sym/s | Total: 12.2m | ETA: 8.4m
[2025-12-09T20:27:15.712158] [INFO ] [sig       ] [2138/3614] Forecasting MPB...
[2025-12-09T20:27:15.712188] [INFO ] [sig       ] Generating forecast for: MPB
[2025-12-09T20:27:15.712221] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPB' from 'https://tdm.silogroup.org/data/derivative_storage/MPB.csv'.
[2025-12-09T20:27:15.725673] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MPB'.
[2025-12-09T20:27:15.726073] [INFO ] [FORECASTER] Starting predict_future for MPB
[2025-12-09T20:27:15.726896] [DEBUG] [LOCAL     ] No optimal features file found for MPB: ./output/feature-sets/MPB.txt
[2025-12-09T20:27:15.726948] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:15.727011] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:15.727039] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:15.727095] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:15.783643] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:15.784348] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:15.784428] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:15.784459] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:15.900293] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:15.900446] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:15.900488] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:15.900515] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:15.903920] [DEBUG] [FORECASTER] MPB: Forecast T+1@11:T+2@11: UP (p=96.50%)
[2025-12-09T20:27:15.904187] [INFO ] [FORECASTER] Completed predict_future for MPB
[2025-12-09T20:27:15.904310] [INFO ] [sig       ] MPB: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:27:16.041885] [INFO ] [LOCAL     ] Saved forecast: MPB	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/MPB.txt
[2025-12-09T20:27:16.042012] [INFO ] [sig       ] [2138/3614] Completed MPB in 0.3s | 2.92 sym/s | Total: 12.2m | ETA: 8.4m
[2025-12-09T20:27:16.042050] [INFO ] [sig       ] [2139/3614] Forecasting MPC...
[2025-12-09T20:27:16.042079] [INFO ] [sig       ] Generating forecast for: MPC
[2025-12-09T20:27:16.042108] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPC' from 'https://tdm.silogroup.org/data/derivative_storage/MPC.csv'.
[2025-12-09T20:27:16.053747] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MPC'.
[2025-12-09T20:27:16.054032] [INFO ] [FORECASTER] Starting predict_future for MPC
[2025-12-09T20:27:16.054808] [DEBUG] [LOCAL     ] No optimal features file found for MPC: ./output/feature-sets/MPC.txt
[2025-12-09T20:27:16.054857] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:16.054888] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:16.054913] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:16.054967] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:16.110827] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:16.111430] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:16.111505] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:16.111536] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:16.228673] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:16.228819] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:16.228863] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:16.228892] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:16.232193] [DEBUG] [FORECASTER] MPC: Forecast T+1@11:T+2@11: UP (p=97.35%)
[2025-12-09T20:27:16.232479] [INFO ] [FORECASTER] Completed predict_future for MPC
[2025-12-09T20:27:16.232632] [INFO ] [sig       ] MPC: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:27:16.369247] [INFO ] [LOCAL     ] Saved forecast: MPC	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/MPC.txt
[2025-12-09T20:27:16.369411] [INFO ] [sig       ] [2139/3614] Completed MPC in 0.3s | 2.92 sym/s | Total: 12.2m | ETA: 8.4m
[2025-12-09T20:27:16.369450] [INFO ] [sig       ] [2140/3614] Forecasting MPX...
[2025-12-09T20:27:16.369481] [INFO ] [sig       ] Generating forecast for: MPX
[2025-12-09T20:27:16.369511] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPX' from 'https://tdm.silogroup.org/data/derivative_storage/MPX.csv'.
[2025-12-09T20:27:16.383099] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MPX'.
[2025-12-09T20:27:16.383754] [INFO ] [FORECASTER] Starting predict_future for MPX
[2025-12-09T20:27:16.384758] [DEBUG] [LOCAL     ] No optimal features file found for MPX: ./output/feature-sets/MPX.txt
[2025-12-09T20:27:16.384818] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:16.384853] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:16.384882] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:16.384941] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:16.444488] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:16.445710] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:16.445804] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:16.445838] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:16.558693] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:16.558856] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:16.558901] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:16.558929] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:16.562537] [DEBUG] [FORECASTER] MPX: Forecast T+1@11:T+2@11: UP (p=63.51%)
[2025-12-09T20:27:16.562911] [INFO ] [FORECASTER] Completed predict_future for MPX
[2025-12-09T20:27:16.563062] [INFO ] [sig       ] MPX: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:27:16.709756] [INFO ] [LOCAL     ] Saved forecast: MPX	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/MPX.txt
[2025-12-09T20:27:16.709920] [INFO ] [sig       ] [2140/3614] Completed MPX in 0.3s | 2.92 sym/s | Total: 12.2m | ETA: 8.4m
[2025-12-09T20:27:16.709959] [INFO ] [sig       ] [2141/3614] Forecasting MQ...
[2025-12-09T20:27:16.709988] [INFO ] [sig       ] Generating forecast for: MQ
[2025-12-09T20:27:16.710020] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MQ' from 'https://tdm.silogroup.org/data/derivative_storage/MQ.csv'.
[2025-12-09T20:27:16.722134] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MQ'.
[2025-12-09T20:27:16.722465] [INFO ] [FORECASTER] Starting predict_future for MQ
[2025-12-09T20:27:16.723259] [DEBUG] [LOCAL     ] No optimal features file found for MQ: ./output/feature-sets/MQ.txt
[2025-12-09T20:27:16.723310] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:16.723341] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:16.723367] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:16.723421] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:16.779554] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:16.780340] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:16.780423] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:16.780462] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:16.897040] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:16.897197] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:16.897265] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:16.897298] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:16.900906] [DEBUG] [FORECASTER] MQ: Forecast T+1@11:T+2@11: UP (p=73.30%)
[2025-12-09T20:27:16.901182] [INFO ] [FORECASTER] Completed predict_future for MQ
[2025-12-09T20:27:16.901307] [INFO ] [sig       ] MQ: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:27:17.038841] [INFO ] [LOCAL     ] Saved forecast: MQ	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/MQ.txt
[2025-12-09T20:27:17.038977] [INFO ] [sig       ] [2141/3614] Completed MQ in 0.3s | 2.92 sym/s | Total: 12.2m | ETA: 8.4m
[2025-12-09T20:27:17.039019] [INFO ] [sig       ] [2142/3614] Forecasting MQY...
[2025-12-09T20:27:17.039049] [INFO ] [sig       ] Generating forecast for: MQY
[2025-12-09T20:27:17.039081] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MQY' from 'https://tdm.silogroup.org/data/derivative_storage/MQY.csv'.
[2025-12-09T20:27:17.050419] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MQY'.
[2025-12-09T20:27:17.050722] [INFO ] [FORECASTER] Starting predict_future for MQY
[2025-12-09T20:27:17.051496] [DEBUG] [LOCAL     ] No optimal features file found for MQY: ./output/feature-sets/MQY.txt
[2025-12-09T20:27:17.051549] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:17.051602] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:17.051633] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:17.051689] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:17.108734] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:17.109479] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:17.109558] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:17.109611] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:17.227752] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:17.227885] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:17.227924] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:17.227951] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:17.231172] [DEBUG] [FORECASTER] MQY: Forecast T+1@11:T+2@11: DOWN (p=35.32%)
[2025-12-09T20:27:17.231434] [INFO ] [FORECASTER] Completed predict_future for MQY
[2025-12-09T20:27:17.231550] [INFO ] [sig       ] MQY: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:27:17.378189] [INFO ] [LOCAL     ] Saved forecast: MQY	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/MQY.txt
[2025-12-09T20:27:17.378345] [INFO ] [sig       ] [2142/3614] Completed MQY in 0.3s | 2.92 sym/s | Total: 12.2m | ETA: 8.4m
[2025-12-09T20:27:17.378383] [INFO ] [sig       ] [2143/3614] Forecasting MRAM...
[2025-12-09T20:27:17.378412] [INFO ] [sig       ] Generating forecast for: MRAM
[2025-12-09T20:27:17.378440] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRAM' from 'https://tdm.silogroup.org/data/derivative_storage/MRAM.csv'.
[2025-12-09T20:27:17.390117] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRAM'.
[2025-12-09T20:27:17.390501] [INFO ] [FORECASTER] Starting predict_future for MRAM
[2025-12-09T20:27:17.391304] [DEBUG] [LOCAL     ] No optimal features file found for MRAM: ./output/feature-sets/MRAM.txt
[2025-12-09T20:27:17.391355] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:17.391386] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:17.391412] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:17.391467] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:17.448241] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:17.449150] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:17.449248] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:17.449282] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:17.566637] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:17.566791] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:17.566832] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:17.566858] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:17.570243] [DEBUG] [FORECASTER] MRAM: Forecast T+1@11:T+2@11: DOWN (p=16.29%)
[2025-12-09T20:27:17.570531] [INFO ] [FORECASTER] Completed predict_future for MRAM
[2025-12-09T20:27:17.570678] [INFO ] [sig       ] MRAM: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:27:17.707060] [INFO ] [LOCAL     ] Saved forecast: MRAM	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/MRAM.txt
[2025-12-09T20:27:17.707186] [INFO ] [sig       ] [2143/3614] Completed MRAM in 0.3s | 2.92 sym/s | Total: 12.2m | ETA: 8.4m
[2025-12-09T20:27:17.707224] [INFO ] [sig       ] [2144/3614] Forecasting MRBK...
[2025-12-09T20:27:17.707252] [INFO ] [sig       ] Generating forecast for: MRBK
[2025-12-09T20:27:17.707282] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRBK' from 'https://tdm.silogroup.org/data/derivative_storage/MRBK.csv'.
[2025-12-09T20:27:17.718747] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'MRBK'.
[2025-12-09T20:27:17.719094] [INFO ] [FORECASTER] Starting predict_future for MRBK
[2025-12-09T20:27:17.719981] [DEBUG] [LOCAL     ] No optimal features file found for MRBK: ./output/feature-sets/MRBK.txt
[2025-12-09T20:27:17.720032] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:17.720062] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:17.720088] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:17.720143] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:17.775194] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:17.775811] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:17.775888] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:17.775920] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:17.889324] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:17.889474] [INFO ] [FORECASTER] Trained on 296 historical samples with 26 features
[2025-12-09T20:27:17.889514] [INFO ] [FORECASTER] Stored all 298 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:17.889543] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:17.892856] [DEBUG] [FORECASTER] MRBK: Forecast T+1@11:T+2@11: UP (p=80.53%)
[2025-12-09T20:27:17.893116] [INFO ] [FORECASTER] Completed predict_future for MRBK
[2025-12-09T20:27:17.893235] [INFO ] [sig       ] MRBK: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:27:18.030386] [INFO ] [LOCAL     ] Saved forecast: MRBK	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/MRBK.txt
[2025-12-09T20:27:18.030516] [INFO ] [sig       ] [2144/3614] Completed MRBK in 0.3s | 2.92 sym/s | Total: 12.2m | ETA: 8.4m
[2025-12-09T20:27:18.030555] [INFO ] [sig       ] [2145/3614] Forecasting MRCC...
[2025-12-09T20:27:18.030601] [INFO ] [sig       ] Generating forecast for: MRCC
[2025-12-09T20:27:18.030632] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRCC' from 'https://tdm.silogroup.org/data/derivative_storage/MRCC.csv'.
[2025-12-09T20:27:18.041953] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRCC'.
[2025-12-09T20:27:18.042230] [INFO ] [FORECASTER] Starting predict_future for MRCC
[2025-12-09T20:27:18.043035] [DEBUG] [LOCAL     ] No optimal features file found for MRCC: ./output/feature-sets/MRCC.txt
[2025-12-09T20:27:18.043088] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:18.043131] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:18.043161] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:18.043218] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:18.102739] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:18.103511] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:18.103602] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:18.103636] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:18.225389] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:18.225539] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:18.225596] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:18.225628] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:18.228948] [DEBUG] [FORECASTER] MRCC: Forecast T+1@11:T+2@11: UP (p=60.51%)
[2025-12-09T20:27:18.229233] [INFO ] [FORECASTER] Completed predict_future for MRCC
[2025-12-09T20:27:18.229356] [INFO ] [sig       ] MRCC: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:27:18.369950] [INFO ] [LOCAL     ] Saved forecast: MRCC	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/MRCC.txt
[2025-12-09T20:27:18.370081] [INFO ] [sig       ] [2145/3614] Completed MRCC in 0.3s | 2.92 sym/s | Total: 12.2m | ETA: 8.4m
[2025-12-09T20:27:18.370119] [INFO ] [sig       ] [2146/3614] Forecasting MRCY...
[2025-12-09T20:27:18.370149] [INFO ] [sig       ] Generating forecast for: MRCY
[2025-12-09T20:27:18.370178] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRCY' from 'https://tdm.silogroup.org/data/derivative_storage/MRCY.csv'.
[2025-12-09T20:27:18.382375] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRCY'.
[2025-12-09T20:27:18.382681] [INFO ] [FORECASTER] Starting predict_future for MRCY
[2025-12-09T20:27:18.383471] [DEBUG] [LOCAL     ] No optimal features file found for MRCY: ./output/feature-sets/MRCY.txt
[2025-12-09T20:27:18.383524] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:18.383556] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:18.383663] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:18.383725] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:18.441382] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:18.442023] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:18.442099] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:18.442133] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:18.567388] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:18.567551] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:18.567610] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:18.567642] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:18.571032] [DEBUG] [FORECASTER] MRCY: Forecast T+1@11:T+2@11: DOWN (p=21.71%)
[2025-12-09T20:27:18.571303] [INFO ] [FORECASTER] Completed predict_future for MRCY
[2025-12-09T20:27:18.571426] [INFO ] [sig       ] MRCY: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:27:18.709338] [INFO ] [LOCAL     ] Saved forecast: MRCY	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/MRCY.txt
[2025-12-09T20:27:18.709459] [INFO ] [sig       ] [2146/3614] Completed MRCY in 0.3s | 2.92 sym/s | Total: 12.2m | ETA: 8.4m
[2025-12-09T20:27:18.709496] [INFO ] [sig       ] [2147/3614] Forecasting MREO...
[2025-12-09T20:27:18.709525] [INFO ] [sig       ] Generating forecast for: MREO
[2025-12-09T20:27:18.709554] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MREO' from 'https://tdm.silogroup.org/data/derivative_storage/MREO.csv'.
[2025-12-09T20:27:18.722894] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MREO'.
[2025-12-09T20:27:18.723453] [INFO ] [FORECASTER] Starting predict_future for MREO
[2025-12-09T20:27:18.724392] [DEBUG] [LOCAL     ] No optimal features file found for MREO: ./output/feature-sets/MREO.txt
[2025-12-09T20:27:18.724447] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:18.724480] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:18.724505] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:18.724561] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:18.785093] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:18.786378] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:18.786473] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:18.786509] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:18.912056] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:18.912281] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:18.912327] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:18.912356] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:18.916261] [DEBUG] [FORECASTER] MREO: Forecast T+1@11:T+2@11: DOWN (p=5.32%)
[2025-12-09T20:27:18.916593] [INFO ] [FORECASTER] Completed predict_future for MREO
[2025-12-09T20:27:18.916728] [INFO ] [sig       ] MREO: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:27:19.063705] [INFO ] [LOCAL     ] Saved forecast: MREO	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/MREO.txt
[2025-12-09T20:27:19.063851] [INFO ] [sig       ] [2147/3614] Completed MREO in 0.4s | 2.92 sym/s | Total: 12.2m | ETA: 8.4m
[2025-12-09T20:27:19.063891] [INFO ] [sig       ] [2148/3614] Forecasting MRK...
[2025-12-09T20:27:19.063920] [INFO ] [sig       ] Generating forecast for: MRK
[2025-12-09T20:27:19.063951] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRK' from 'https://tdm.silogroup.org/data/derivative_storage/MRK.csv'.
[2025-12-09T20:27:19.075238] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRK'.
[2025-12-09T20:27:19.075526] [INFO ] [FORECASTER] Starting predict_future for MRK
[2025-12-09T20:27:19.076368] [DEBUG] [LOCAL     ] No optimal features file found for MRK: ./output/feature-sets/MRK.txt
[2025-12-09T20:27:19.076419] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:19.076449] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:19.076476] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:19.076530] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:19.132484] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:19.133198] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:19.133301] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:19.133334] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:19.256018] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:19.256167] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:19.256210] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:19.256238] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:19.259691] [DEBUG] [FORECASTER] MRK: Forecast T+1@11:T+2@11: UP (p=76.38%)
[2025-12-09T20:27:19.259978] [INFO ] [FORECASTER] Completed predict_future for MRK
[2025-12-09T20:27:19.260103] [INFO ] [sig       ] MRK: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:27:19.403773] [INFO ] [LOCAL     ] Saved forecast: MRK	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/MRK.txt
[2025-12-09T20:27:19.403941] [INFO ] [sig       ] [2148/3614] Completed MRK in 0.3s | 2.92 sym/s | Total: 12.3m | ETA: 8.4m
[2025-12-09T20:27:19.403983] [INFO ] [sig       ] [2149/3614] Forecasting MRM...
[2025-12-09T20:27:19.404020] [INFO ] [sig       ] Generating forecast for: MRM
[2025-12-09T20:27:19.404052] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRM' from 'https://tdm.silogroup.org/data/derivative_storage/MRM.csv'.
[2025-12-09T20:27:19.418806] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRM'.
[2025-12-09T20:27:19.419192] [INFO ] [FORECASTER] Starting predict_future for MRM
[2025-12-09T20:27:19.420046] [DEBUG] [LOCAL     ] No optimal features file found for MRM: ./output/feature-sets/MRM.txt
[2025-12-09T20:27:19.420098] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:19.420130] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:19.420156] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:19.420212] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:19.478860] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:19.479687] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:19.479768] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:19.479800] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:19.599855] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:19.600005] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:19.600046] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:19.600074] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:19.603773] [DEBUG] [FORECASTER] MRM: Forecast T+1@11:T+2@11: DOWN (p=2.87%)
[2025-12-09T20:27:19.604061] [INFO ] [FORECASTER] Completed predict_future for MRM
[2025-12-09T20:27:19.604195] [INFO ] [sig       ] MRM: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:27:19.752035] [INFO ] [LOCAL     ] Saved forecast: MRM	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/MRM.txt
[2025-12-09T20:27:19.752182] [INFO ] [sig       ] [2149/3614] Completed MRM in 0.3s | 2.92 sym/s | Total: 12.3m | ETA: 8.4m
[2025-12-09T20:27:19.752222] [INFO ] [sig       ] [2150/3614] Forecasting MRNA...
[2025-12-09T20:27:19.752252] [INFO ] [sig       ] Generating forecast for: MRNA
[2025-12-09T20:27:19.752283] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRNA' from 'https://tdm.silogroup.org/data/derivative_storage/MRNA.csv'.
[2025-12-09T20:27:19.764147] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRNA'.
[2025-12-09T20:27:19.764468] [INFO ] [FORECASTER] Starting predict_future for MRNA
[2025-12-09T20:27:19.765262] [DEBUG] [LOCAL     ] No optimal features file found for MRNA: ./output/feature-sets/MRNA.txt
[2025-12-09T20:27:19.765313] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:19.765343] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:19.765369] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:19.765424] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:19.821218] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:19.822068] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:19.822148] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:19.822178] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:19.937348] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:19.937520] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:19.937564] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:19.937609] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:19.940932] [DEBUG] [FORECASTER] MRNA: Forecast T+1@11:T+2@11: UP (p=98.73%)
[2025-12-09T20:27:19.941190] [INFO ] [FORECASTER] Completed predict_future for MRNA
[2025-12-09T20:27:19.941311] [INFO ] [sig       ] MRNA: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:27:20.077012] [INFO ] [LOCAL     ] Saved forecast: MRNA	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/MRNA.txt
[2025-12-09T20:27:20.077123] [INFO ] [sig       ] [2150/3614] Completed MRNA in 0.3s | 2.92 sym/s | Total: 12.3m | ETA: 8.4m
[2025-12-09T20:27:20.077160] [INFO ] [sig       ] [2151/3614] Forecasting MRSN...
[2025-12-09T20:27:20.077188] [INFO ] [sig       ] Generating forecast for: MRSN
[2025-12-09T20:27:20.077216] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRSN' from 'https://tdm.silogroup.org/data/derivative_storage/MRSN.csv'.
[2025-12-09T20:27:20.088203] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRSN'.
[2025-12-09T20:27:20.088499] [INFO ] [FORECASTER] Starting predict_future for MRSN
[2025-12-09T20:27:20.089295] [DEBUG] [LOCAL     ] No optimal features file found for MRSN: ./output/feature-sets/MRSN.txt
[2025-12-09T20:27:20.089348] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:20.089380] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:20.089406] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:20.089462] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:20.147352] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:20.148006] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:20.148081] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:20.148114] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:20.264881] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:20.265011] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:20.265050] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:20.265079] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:20.268539] [DEBUG] [FORECASTER] MRSN: Forecast T+1@11:T+2@11: UP (p=77.89%)
[2025-12-09T20:27:20.268829] [INFO ] [FORECASTER] Completed predict_future for MRSN
[2025-12-09T20:27:20.268955] [INFO ] [sig       ] MRSN: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:27:20.405640] [INFO ] [LOCAL     ] Saved forecast: MRSN	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/MRSN.txt
[2025-12-09T20:27:20.405775] [INFO ] [sig       ] [2151/3614] Completed MRSN in 0.3s | 2.92 sym/s | Total: 12.3m | ETA: 8.3m
[2025-12-09T20:27:20.405814] [INFO ] [sig       ] [2152/3614] Forecasting MRTN...
[2025-12-09T20:27:20.405843] [INFO ] [sig       ] Generating forecast for: MRTN
[2025-12-09T20:27:20.405873] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRTN' from 'https://tdm.silogroup.org/data/derivative_storage/MRTN.csv'.
[2025-12-09T20:27:20.417180] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRTN'.
[2025-12-09T20:27:20.417443] [INFO ] [FORECASTER] Starting predict_future for MRTN
[2025-12-09T20:27:20.418242] [DEBUG] [LOCAL     ] No optimal features file found for MRTN: ./output/feature-sets/MRTN.txt
[2025-12-09T20:27:20.418292] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:20.418323] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:20.418350] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:20.418404] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:20.475684] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:20.476320] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:20.476393] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:20.476426] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:20.591948] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:20.592094] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:20.592132] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:20.592176] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:20.595457] [DEBUG] [FORECASTER] MRTN: Forecast T+1@11:T+2@11: DOWN (p=1.29%)
[2025-12-09T20:27:20.595751] [INFO ] [FORECASTER] Completed predict_future for MRTN
[2025-12-09T20:27:20.595873] [INFO ] [sig       ] MRTN: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:27:20.737027] [INFO ] [LOCAL     ] Saved forecast: MRTN	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/MRTN.txt
[2025-12-09T20:27:20.737169] [INFO ] [sig       ] [2152/3614] Completed MRTN in 0.3s | 2.92 sym/s | Total: 12.3m | ETA: 8.3m
[2025-12-09T20:27:20.737209] [INFO ] [sig       ] [2153/3614] Forecasting MRUS...
[2025-12-09T20:27:20.737239] [INFO ] [sig       ] Generating forecast for: MRUS
[2025-12-09T20:27:20.737269] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRUS' from 'https://tdm.silogroup.org/data/derivative_storage/MRUS.csv'.
[2025-12-09T20:27:20.748613] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRUS'.
[2025-12-09T20:27:20.748880] [INFO ] [FORECASTER] Starting predict_future for MRUS
[2025-12-09T20:27:20.749678] [DEBUG] [LOCAL     ] No optimal features file found for MRUS: ./output/feature-sets/MRUS.txt
[2025-12-09T20:27:20.749728] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:20.749759] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:20.749785] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:20.749840] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:20.804653] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:20.805287] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:20.805363] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:20.805394] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:20.917748] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:20.917902] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:20.917941] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:20.917968] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:20.921359] [DEBUG] [FORECASTER] MRUS: Forecast T+1@11:T+2@11: UP (p=90.87%)
[2025-12-09T20:27:20.921639] [INFO ] [FORECASTER] Completed predict_future for MRUS
[2025-12-09T20:27:20.921761] [INFO ] [sig       ] MRUS: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:27:21.059246] [INFO ] [LOCAL     ] Saved forecast: MRUS	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/MRUS.txt
[2025-12-09T20:27:21.059412] [INFO ] [sig       ] [2153/3614] Completed MRUS in 0.3s | 2.92 sym/s | Total: 12.3m | ETA: 8.3m
[2025-12-09T20:27:21.059451] [INFO ] [sig       ] [2154/3614] Forecasting MRVI...
[2025-12-09T20:27:21.059480] [INFO ] [sig       ] Generating forecast for: MRVI
[2025-12-09T20:27:21.059510] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRVI' from 'https://tdm.silogroup.org/data/derivative_storage/MRVI.csv'.
[2025-12-09T20:27:21.070875] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRVI'.
[2025-12-09T20:27:21.071174] [INFO ] [FORECASTER] Starting predict_future for MRVI
[2025-12-09T20:27:21.071997] [DEBUG] [LOCAL     ] No optimal features file found for MRVI: ./output/feature-sets/MRVI.txt
[2025-12-09T20:27:21.072047] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:21.072079] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:21.072106] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:21.072161] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:21.127760] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:21.128365] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:21.128438] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:21.128482] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:21.248076] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:21.248229] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:21.248268] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:21.248297] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:21.251608] [DEBUG] [FORECASTER] MRVI: Forecast T+1@11:T+2@11: UP (p=76.68%)
[2025-12-09T20:27:21.251873] [INFO ] [FORECASTER] Completed predict_future for MRVI
[2025-12-09T20:27:21.251993] [INFO ] [sig       ] MRVI: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:27:21.388184] [INFO ] [LOCAL     ] Saved forecast: MRVI	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/MRVI.txt
[2025-12-09T20:27:21.388305] [INFO ] [sig       ] [2154/3614] Completed MRVI in 0.3s | 2.92 sym/s | Total: 12.3m | ETA: 8.3m
[2025-12-09T20:27:21.388342] [INFO ] [sig       ] [2155/3614] Forecasting MRVL...
[2025-12-09T20:27:21.388371] [INFO ] [sig       ] Generating forecast for: MRVL
[2025-12-09T20:27:21.388399] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRVL' from 'https://tdm.silogroup.org/data/derivative_storage/MRVL.csv'.
[2025-12-09T20:27:21.399792] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRVL'.
[2025-12-09T20:27:21.400089] [INFO ] [FORECASTER] Starting predict_future for MRVL
[2025-12-09T20:27:21.400895] [DEBUG] [LOCAL     ] No optimal features file found for MRVL: ./output/feature-sets/MRVL.txt
[2025-12-09T20:27:21.400947] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:21.401005] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:21.401034] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:21.401091] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:21.457422] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:21.458230] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:21.458310] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:21.458343] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:21.575159] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:21.575309] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:21.575349] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:21.575376] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:21.578724] [DEBUG] [FORECASTER] MRVL: Forecast T+1@11:T+2@11: UP (p=60.79%)
[2025-12-09T20:27:21.578999] [INFO ] [FORECASTER] Completed predict_future for MRVL
[2025-12-09T20:27:21.579131] [INFO ] [sig       ] MRVL: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:27:21.715442] [INFO ] [LOCAL     ] Saved forecast: MRVL	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/MRVL.txt
[2025-12-09T20:27:21.715564] [INFO ] [sig       ] [2155/3614] Completed MRVL in 0.3s | 2.92 sym/s | Total: 12.3m | ETA: 8.3m
[2025-12-09T20:27:21.715621] [INFO ] [sig       ] [2156/3614] Forecasting MRX...
[2025-12-09T20:27:21.715649] [INFO ] [sig       ] Generating forecast for: MRX
[2025-12-09T20:27:21.715679] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRX' from 'https://tdm.silogroup.org/data/derivative_storage/MRX.csv'.
[2025-12-09T20:27:21.726818] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRX'.
[2025-12-09T20:27:21.727074] [INFO ] [FORECASTER] Starting predict_future for MRX
[2025-12-09T20:27:21.728001] [DEBUG] [LOCAL     ] No optimal features file found for MRX: ./output/feature-sets/MRX.txt
[2025-12-09T20:27:21.728056] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:21.728087] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:21.728123] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:21.728178] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:21.785603] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:21.786219] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:21.786292] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:21.786323] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:21.906125] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:21.906273] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:21.906314] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:21.906343] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:21.909809] [DEBUG] [FORECASTER] MRX: Forecast T+1@11:T+2@11: DOWN (p=41.01%)
[2025-12-09T20:27:21.910082] [INFO ] [FORECASTER] Completed predict_future for MRX
[2025-12-09T20:27:21.910201] [INFO ] [sig       ] MRX: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:27:22.052717] [INFO ] [LOCAL     ] Saved forecast: MRX	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/MRX.txt
[2025-12-09T20:27:22.052850] [INFO ] [sig       ] [2156/3614] Completed MRX in 0.3s | 2.92 sym/s | Total: 12.3m | ETA: 8.3m
[2025-12-09T20:27:22.052888] [INFO ] [sig       ] [2157/3614] Forecasting MS...
[2025-12-09T20:27:22.052920] [INFO ] [sig       ] Generating forecast for: MS
[2025-12-09T20:27:22.052957] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MS' from 'https://tdm.silogroup.org/data/derivative_storage/MS.csv'.
[2025-12-09T20:27:22.065381] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MS'.
[2025-12-09T20:27:22.065730] [INFO ] [FORECASTER] Starting predict_future for MS
[2025-12-09T20:27:22.066702] [DEBUG] [LOCAL     ] No optimal features file found for MS: ./output/feature-sets/MS.txt
[2025-12-09T20:27:22.066762] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:22.066804] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:22.066841] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:22.066917] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:22.126214] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:22.126876] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:22.126951] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:22.126983] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:22.247050] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:22.247190] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:22.247229] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:22.247258] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:22.250545] [DEBUG] [FORECASTER] MS: Forecast T+1@11:T+2@11: UP (p=67.96%)
[2025-12-09T20:27:22.250823] [INFO ] [FORECASTER] Completed predict_future for MS
[2025-12-09T20:27:22.250940] [INFO ] [sig       ] MS: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:27:22.390036] [INFO ] [LOCAL     ] Saved forecast: MS	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/MS.txt
[2025-12-09T20:27:22.390157] [INFO ] [sig       ] [2157/3614] Completed MS in 0.3s | 2.92 sym/s | Total: 12.3m | ETA: 8.3m
[2025-12-09T20:27:22.390195] [INFO ] [sig       ] [2158/3614] Forecasting MSA...
[2025-12-09T20:27:22.390223] [INFO ] [sig       ] Generating forecast for: MSA
[2025-12-09T20:27:22.390255] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSA' from 'https://tdm.silogroup.org/data/derivative_storage/MSA.csv'.
[2025-12-09T20:27:22.401825] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSA'.
[2025-12-09T20:27:22.402102] [INFO ] [FORECASTER] Starting predict_future for MSA
[2025-12-09T20:27:22.402905] [DEBUG] [LOCAL     ] No optimal features file found for MSA: ./output/feature-sets/MSA.txt
[2025-12-09T20:27:22.402967] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:22.403000] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:22.403027] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:22.403083] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:22.461622] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:22.462277] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:22.462355] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:22.462388] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:22.579850] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:22.579978] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:22.580016] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:22.580042] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:22.583324] [DEBUG] [FORECASTER] MSA: Forecast T+1@11:T+2@11: UP (p=87.19%)
[2025-12-09T20:27:22.583603] [INFO ] [FORECASTER] Completed predict_future for MSA
[2025-12-09T20:27:22.583722] [INFO ] [sig       ] MSA: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:27:22.721784] [INFO ] [LOCAL     ] Saved forecast: MSA	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/MSA.txt
[2025-12-09T20:27:22.721906] [INFO ] [sig       ] [2158/3614] Completed MSA in 0.3s | 2.92 sym/s | Total: 12.3m | ETA: 8.3m
[2025-12-09T20:27:22.721943] [INFO ] [sig       ] [2159/3614] Forecasting MSB...
[2025-12-09T20:27:22.721972] [INFO ] [sig       ] Generating forecast for: MSB
[2025-12-09T20:27:22.722000] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSB' from 'https://tdm.silogroup.org/data/derivative_storage/MSB.csv'.
[2025-12-09T20:27:22.732553] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSB'.
[2025-12-09T20:27:22.732843] [INFO ] [FORECASTER] Starting predict_future for MSB
[2025-12-09T20:27:22.733625] [DEBUG] [LOCAL     ] No optimal features file found for MSB: ./output/feature-sets/MSB.txt
[2025-12-09T20:27:22.733675] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:22.733706] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:22.733732] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:22.733787] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:22.789638] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:22.790230] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:22.790304] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:22.790339] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:22.912104] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:22.912251] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:22.912291] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:22.912320] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:22.915865] [DEBUG] [FORECASTER] MSB: Forecast T+1@11:T+2@11: UP (p=65.33%)
[2025-12-09T20:27:22.916142] [INFO ] [FORECASTER] Completed predict_future for MSB
[2025-12-09T20:27:22.916264] [INFO ] [sig       ] MSB: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:27:23.057693] [INFO ] [LOCAL     ] Saved forecast: MSB	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/MSB.txt
[2025-12-09T20:27:23.057812] [INFO ] [sig       ] [2159/3614] Completed MSB in 0.3s | 2.92 sym/s | Total: 12.3m | ETA: 8.3m
[2025-12-09T20:27:23.057857] [INFO ] [sig       ] [2160/3614] Forecasting MSBI...
[2025-12-09T20:27:23.057887] [INFO ] [sig       ] Generating forecast for: MSBI
[2025-12-09T20:27:23.057916] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSBI' from 'https://tdm.silogroup.org/data/derivative_storage/MSBI.csv'.
[2025-12-09T20:27:23.068746] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSBI'.
[2025-12-09T20:27:23.069005] [INFO ] [FORECASTER] Starting predict_future for MSBI
[2025-12-09T20:27:23.069764] [DEBUG] [LOCAL     ] No optimal features file found for MSBI: ./output/feature-sets/MSBI.txt
[2025-12-09T20:27:23.069814] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:23.069844] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:23.069870] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:23.069924] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:23.125093] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:23.125698] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:23.125770] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:23.125800] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:23.245853] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:23.245977] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:23.246014] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:23.246042] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:23.249300] [DEBUG] [FORECASTER] MSBI: Forecast T+1@11:T+2@11: DOWN (p=47.83%)
[2025-12-09T20:27:23.249563] [INFO ] [FORECASTER] Completed predict_future for MSBI
[2025-12-09T20:27:23.249699] [INFO ] [sig       ] MSBI: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:27:23.387974] [INFO ] [LOCAL     ] Saved forecast: MSBI	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/MSBI.txt
[2025-12-09T20:27:23.388108] [INFO ] [sig       ] [2160/3614] Completed MSBI in 0.3s | 2.92 sym/s | Total: 12.3m | ETA: 8.3m
[2025-12-09T20:27:23.388153] [INFO ] [sig       ] [2161/3614] Forecasting MSCI...
[2025-12-09T20:27:23.388188] [INFO ] [sig       ] Generating forecast for: MSCI
[2025-12-09T20:27:23.388218] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSCI' from 'https://tdm.silogroup.org/data/derivative_storage/MSCI.csv'.
[2025-12-09T20:27:23.399541] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSCI'.
[2025-12-09T20:27:23.399828] [INFO ] [FORECASTER] Starting predict_future for MSCI
[2025-12-09T20:27:23.400629] [DEBUG] [LOCAL     ] No optimal features file found for MSCI: ./output/feature-sets/MSCI.txt
[2025-12-09T20:27:23.400679] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:23.400709] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:23.400735] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:23.400789] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:23.457040] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:23.457652] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:23.457725] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:23.457756] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:23.575322] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:23.575457] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:23.575495] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:23.575522] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:23.578842] [DEBUG] [FORECASTER] MSCI: Forecast T+1@11:T+2@11: UP (p=97.14%)
[2025-12-09T20:27:23.579134] [INFO ] [FORECASTER] Completed predict_future for MSCI
[2025-12-09T20:27:23.579262] [INFO ] [sig       ] MSCI: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:27:23.722691] [INFO ] [LOCAL     ] Saved forecast: MSCI	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/MSCI.txt
[2025-12-09T20:27:23.722823] [INFO ] [sig       ] [2161/3614] Completed MSCI in 0.3s | 2.92 sym/s | Total: 12.3m | ETA: 8.3m
[2025-12-09T20:27:23.722864] [INFO ] [sig       ] [2162/3614] Forecasting MSD...
[2025-12-09T20:27:23.722892] [INFO ] [sig       ] Generating forecast for: MSD
[2025-12-09T20:27:23.722921] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSD' from 'https://tdm.silogroup.org/data/derivative_storage/MSD.csv'.
[2025-12-09T20:27:23.734069] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSD'.
[2025-12-09T20:27:23.734351] [INFO ] [FORECASTER] Starting predict_future for MSD
[2025-12-09T20:27:23.735183] [DEBUG] [LOCAL     ] No optimal features file found for MSD: ./output/feature-sets/MSD.txt
[2025-12-09T20:27:23.735234] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:23.735266] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:23.735292] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:23.735346] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:23.792222] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:23.792907] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:23.792990] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:23.793029] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:23.909281] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:23.909397] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:23.909435] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:23.909464] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:23.912684] [DEBUG] [FORECASTER] MSD: Forecast T+1@11:T+2@11: DOWN (p=6.69%)
[2025-12-09T20:27:23.912955] [INFO ] [FORECASTER] Completed predict_future for MSD
[2025-12-09T20:27:23.913083] [INFO ] [sig       ] MSD: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:27:24.052626] [INFO ] [LOCAL     ] Saved forecast: MSD	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/MSD.txt
[2025-12-09T20:27:24.052755] [INFO ] [sig       ] [2162/3614] Completed MSD in 0.3s | 2.92 sym/s | Total: 12.3m | ETA: 8.3m
[2025-12-09T20:27:24.052792] [INFO ] [sig       ] [2163/3614] Forecasting MSEX...
[2025-12-09T20:27:24.052821] [INFO ] [sig       ] Generating forecast for: MSEX
[2025-12-09T20:27:24.052850] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSEX' from 'https://tdm.silogroup.org/data/derivative_storage/MSEX.csv'.
[2025-12-09T20:27:24.064523] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSEX'.
[2025-12-09T20:27:24.064805] [INFO ] [FORECASTER] Starting predict_future for MSEX
[2025-12-09T20:27:24.065553] [DEBUG] [LOCAL     ] No optimal features file found for MSEX: ./output/feature-sets/MSEX.txt
[2025-12-09T20:27:24.065620] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:24.065652] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:24.065678] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:24.065731] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:24.122544] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:24.123160] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:24.123235] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:24.123266] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:24.241759] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:24.241889] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:24.241927] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:24.241955] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:24.245220] [DEBUG] [FORECASTER] MSEX: Forecast T+1@11:T+2@11: DOWN (p=21.96%)
[2025-12-09T20:27:24.245497] [INFO ] [FORECASTER] Completed predict_future for MSEX
[2025-12-09T20:27:24.245654] [INFO ] [sig       ] MSEX: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:27:24.383760] [INFO ] [LOCAL     ] Saved forecast: MSEX	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/MSEX.txt
[2025-12-09T20:27:24.383874] [INFO ] [sig       ] [2163/3614] Completed MSEX in 0.3s | 2.92 sym/s | Total: 12.3m | ETA: 8.3m
[2025-12-09T20:27:24.383912] [INFO ] [sig       ] [2164/3614] Forecasting MSFD...
[2025-12-09T20:27:24.383941] [INFO ] [sig       ] Generating forecast for: MSFD
[2025-12-09T20:27:24.383969] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSFD' from 'https://tdm.silogroup.org/data/derivative_storage/MSFD.csv'.
[2025-12-09T20:27:24.395422] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSFD'.
[2025-12-09T20:27:24.395732] [INFO ] [FORECASTER] Starting predict_future for MSFD
[2025-12-09T20:27:24.396597] [DEBUG] [LOCAL     ] No optimal features file found for MSFD: ./output/feature-sets/MSFD.txt
[2025-12-09T20:27:24.396654] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:24.396686] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:24.396713] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:24.396769] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:24.454208] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:24.454825] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:24.454898] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:24.454930] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:24.574078] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:24.574223] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:24.574261] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:24.574288] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:24.577641] [DEBUG] [FORECASTER] MSFD: Forecast T+1@11:T+2@11: DOWN (p=13.06%)
[2025-12-09T20:27:24.577913] [INFO ] [FORECASTER] Completed predict_future for MSFD
[2025-12-09T20:27:24.578032] [INFO ] [sig       ] MSFD: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:27:24.716184] [INFO ] [LOCAL     ] Saved forecast: MSFD	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/MSFD.txt
[2025-12-09T20:27:24.716297] [INFO ] [sig       ] [2164/3614] Completed MSFD in 0.3s | 2.92 sym/s | Total: 12.3m | ETA: 8.3m
[2025-12-09T20:27:24.716334] [INFO ] [sig       ] [2165/3614] Forecasting MSFL...
[2025-12-09T20:27:24.716363] [INFO ] [sig       ] Generating forecast for: MSFL
[2025-12-09T20:27:24.716392] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSFL' from 'https://tdm.silogroup.org/data/derivative_storage/MSFL.csv'.
[2025-12-09T20:27:24.728614] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSFL'.
[2025-12-09T20:27:24.728969] [INFO ] [FORECASTER] Starting predict_future for MSFL
[2025-12-09T20:27:24.729959] [DEBUG] [LOCAL     ] No optimal features file found for MSFL: ./output/feature-sets/MSFL.txt
[2025-12-09T20:27:24.730023] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:24.730065] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:24.730102] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:24.730183] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:24.800899] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:24.801843] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:24.801954] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:24.801989] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:24.923131] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:24.923297] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:24.923338] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:24.923367] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:24.927299] [DEBUG] [FORECASTER] MSFL: Forecast T+1@11:T+2@11: DOWN (p=2.78%)
[2025-12-09T20:27:24.927786] [INFO ] [FORECASTER] Completed predict_future for MSFL
[2025-12-09T20:27:24.927938] [INFO ] [sig       ] MSFL: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:27:25.070687] [INFO ] [LOCAL     ] Saved forecast: MSFL	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/MSFL.txt
[2025-12-09T20:27:25.070838] [INFO ] [sig       ] [2165/3614] Completed MSFL in 0.4s | 2.92 sym/s | Total: 12.3m | ETA: 8.3m
[2025-12-09T20:27:25.070877] [INFO ] [sig       ] [2166/3614] Forecasting MSGE...
[2025-12-09T20:27:25.070906] [INFO ] [sig       ] Generating forecast for: MSGE
[2025-12-09T20:27:25.070936] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSGE' from 'https://tdm.silogroup.org/data/derivative_storage/MSGE.csv'.
[2025-12-09T20:27:25.082132] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSGE'.
[2025-12-09T20:27:25.082522] [INFO ] [FORECASTER] Starting predict_future for MSGE
[2025-12-09T20:27:25.083404] [DEBUG] [LOCAL     ] No optimal features file found for MSGE: ./output/feature-sets/MSGE.txt
[2025-12-09T20:27:25.083456] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:25.083488] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:25.083515] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:25.083598] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:25.141006] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:25.141851] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:25.141934] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:25.141967] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:25.268388] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:25.268529] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:25.268584] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:25.268616] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:25.271929] [DEBUG] [FORECASTER] MSGE: Forecast T+1@11:T+2@11: UP (p=51.74%)
[2025-12-09T20:27:25.272190] [INFO ] [FORECASTER] Completed predict_future for MSGE
[2025-12-09T20:27:25.272312] [INFO ] [sig       ] MSGE: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:27:25.412212] [INFO ] [LOCAL     ] Saved forecast: MSGE	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/MSGE.txt
[2025-12-09T20:27:25.412327] [INFO ] [sig       ] [2166/3614] Completed MSGE in 0.3s | 2.92 sym/s | Total: 12.4m | ETA: 8.3m
[2025-12-09T20:27:25.412366] [INFO ] [sig       ] [2167/3614] Forecasting MSGM...
[2025-12-09T20:27:25.412394] [INFO ] [sig       ] Generating forecast for: MSGM
[2025-12-09T20:27:25.412423] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSGM' from 'https://tdm.silogroup.org/data/derivative_storage/MSGM.csv'.
[2025-12-09T20:27:25.422641] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSGM'.
[2025-12-09T20:27:25.422998] [INFO ] [FORECASTER] Starting predict_future for MSGM
[2025-12-09T20:27:25.423803] [DEBUG] [LOCAL     ] No optimal features file found for MSGM: ./output/feature-sets/MSGM.txt
[2025-12-09T20:27:25.423856] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:25.423887] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:25.423913] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:25.423972] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:25.480391] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:25.481210] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:25.481291] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:25.481324] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:25.596065] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:25.596328] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:25.596370] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:25.596399] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:25.599889] [DEBUG] [FORECASTER] MSGM: Forecast T+1@11:T+2@11: UP (p=72.51%)
[2025-12-09T20:27:25.600164] [INFO ] [FORECASTER] Completed predict_future for MSGM
[2025-12-09T20:27:25.600284] [INFO ] [sig       ] MSGM: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:27:25.739416] [INFO ] [LOCAL     ] Saved forecast: MSGM	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/MSGM.txt
[2025-12-09T20:27:25.739538] [INFO ] [sig       ] [2167/3614] Completed MSGM in 0.3s | 2.92 sym/s | Total: 12.4m | ETA: 8.3m
[2025-12-09T20:27:25.739592] [INFO ] [sig       ] [2168/3614] Forecasting MSGS...
[2025-12-09T20:27:25.739624] [INFO ] [sig       ] Generating forecast for: MSGS
[2025-12-09T20:27:25.739653] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSGS' from 'https://tdm.silogroup.org/data/derivative_storage/MSGS.csv'.
[2025-12-09T20:27:25.750558] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSGS'.
[2025-12-09T20:27:25.750840] [INFO ] [FORECASTER] Starting predict_future for MSGS
[2025-12-09T20:27:25.751614] [DEBUG] [LOCAL     ] No optimal features file found for MSGS: ./output/feature-sets/MSGS.txt
[2025-12-09T20:27:25.751664] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:25.751696] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:25.751722] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:25.751777] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:25.808557] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:25.809213] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:25.809288] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:25.809320] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:25.925066] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:25.925200] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:25.925238] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:25.925267] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:25.928708] [DEBUG] [FORECASTER] MSGS: Forecast T+1@11:T+2@11: UP (p=54.50%)
[2025-12-09T20:27:25.929000] [INFO ] [FORECASTER] Completed predict_future for MSGS
[2025-12-09T20:27:25.929151] [INFO ] [sig       ] MSGS: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:27:26.067637] [INFO ] [LOCAL     ] Saved forecast: MSGS	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/MSGS.txt
[2025-12-09T20:27:26.067797] [INFO ] [sig       ] [2168/3614] Completed MSGS in 0.3s | 2.92 sym/s | Total: 12.4m | ETA: 8.2m
[2025-12-09T20:27:26.067837] [INFO ] [sig       ] [2169/3614] Forecasting MSI...
[2025-12-09T20:27:26.067866] [INFO ] [sig       ] Generating forecast for: MSI
[2025-12-09T20:27:26.067895] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSI' from 'https://tdm.silogroup.org/data/derivative_storage/MSI.csv'.
[2025-12-09T20:27:26.079699] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSI'.
[2025-12-09T20:27:26.079978] [INFO ] [FORECASTER] Starting predict_future for MSI
[2025-12-09T20:27:26.080770] [DEBUG] [LOCAL     ] No optimal features file found for MSI: ./output/feature-sets/MSI.txt
[2025-12-09T20:27:26.080831] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:26.080864] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:26.080891] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:26.080946] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:26.137341] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:26.138039] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:26.138127] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:26.138165] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:26.260318] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:26.260464] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:26.260504] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:26.260534] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:26.264069] [DEBUG] [FORECASTER] MSI: Forecast T+1@11:T+2@11: UP (p=81.97%)
[2025-12-09T20:27:26.264346] [INFO ] [FORECASTER] Completed predict_future for MSI
[2025-12-09T20:27:26.264470] [INFO ] [sig       ] MSI: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:27:26.406044] [INFO ] [LOCAL     ] Saved forecast: MSI	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/MSI.txt
[2025-12-09T20:27:26.406160] [INFO ] [sig       ] [2169/3614] Completed MSI in 0.3s | 2.92 sym/s | Total: 12.4m | ETA: 8.2m
[2025-12-09T20:27:26.406197] [INFO ] [sig       ] [2170/3614] Forecasting MSM...
[2025-12-09T20:27:26.406226] [INFO ] [sig       ] Generating forecast for: MSM
[2025-12-09T20:27:26.406255] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSM' from 'https://tdm.silogroup.org/data/derivative_storage/MSM.csv'.
[2025-12-09T20:27:26.417223] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSM'.
[2025-12-09T20:27:26.417490] [INFO ] [FORECASTER] Starting predict_future for MSM
[2025-12-09T20:27:26.418284] [DEBUG] [LOCAL     ] No optimal features file found for MSM: ./output/feature-sets/MSM.txt
[2025-12-09T20:27:26.418334] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:26.418364] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:26.418390] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:26.418444] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:26.475554] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:26.476208] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:26.476283] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:26.476314] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:26.594158] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:26.594311] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:26.594350] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:26.594378] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:26.597680] [DEBUG] [FORECASTER] MSM: Forecast T+1@11:T+2@11: UP (p=92.09%)
[2025-12-09T20:27:26.597943] [INFO ] [FORECASTER] Completed predict_future for MSM
[2025-12-09T20:27:26.598061] [INFO ] [sig       ] MSM: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:27:26.734899] [INFO ] [LOCAL     ] Saved forecast: MSM	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/MSM.txt
[2025-12-09T20:27:26.735036] [INFO ] [sig       ] [2170/3614] Completed MSM in 0.3s | 2.92 sym/s | Total: 12.4m | ETA: 8.2m
[2025-12-09T20:27:26.735074] [INFO ] [sig       ] [2171/3614] Forecasting MSTX...
[2025-12-09T20:27:26.735103] [INFO ] [sig       ] Generating forecast for: MSTX
[2025-12-09T20:27:26.735133] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSTX' from 'https://tdm.silogroup.org/data/derivative_storage/MSTX.csv'.
[2025-12-09T20:27:26.746288] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSTX'.
[2025-12-09T20:27:26.746855] [INFO ] [FORECASTER] Starting predict_future for MSTX
[2025-12-09T20:27:26.747703] [DEBUG] [LOCAL     ] No optimal features file found for MSTX: ./output/feature-sets/MSTX.txt
[2025-12-09T20:27:26.747757] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:26.747789] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:26.747815] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:26.747870] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:26.805741] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:26.806480] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:26.806561] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:26.806613] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:26.928506] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:26.928713] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:26.928764] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:26.928801] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:26.933628] [DEBUG] [FORECASTER] MSTX: Forecast T+1@11:T+2@11: DOWN (p=13.59%)
[2025-12-09T20:27:26.934058] [INFO ] [FORECASTER] Completed predict_future for MSTX
[2025-12-09T20:27:26.934237] [INFO ] [sig       ] MSTX: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:27:27.086778] [INFO ] [LOCAL     ] Saved forecast: MSTX	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/MSTX.txt
[2025-12-09T20:27:27.086921] [INFO ] [sig       ] [2171/3614] Completed MSTX in 0.4s | 2.92 sym/s | Total: 12.4m | ETA: 8.2m
[2025-12-09T20:27:27.086961] [INFO ] [sig       ] [2172/3614] Forecasting MTB...
[2025-12-09T20:27:27.086992] [INFO ] [sig       ] Generating forecast for: MTB
[2025-12-09T20:27:27.087021] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTB' from 'https://tdm.silogroup.org/data/derivative_storage/MTB.csv'.
[2025-12-09T20:27:27.099503] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTB'.
[2025-12-09T20:27:27.099943] [INFO ] [FORECASTER] Starting predict_future for MTB
[2025-12-09T20:27:27.100772] [DEBUG] [LOCAL     ] No optimal features file found for MTB: ./output/feature-sets/MTB.txt
[2025-12-09T20:27:27.100823] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:27.100885] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:27.100912] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:27.100972] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:27.158713] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:27.159612] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:27.159699] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:27.159732] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:27.285949] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:27.286095] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:27.286137] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:27.286166] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:27.289536] [DEBUG] [FORECASTER] MTB: Forecast T+1@11:T+2@11: DOWN (p=32.93%)
[2025-12-09T20:27:27.289830] [INFO ] [FORECASTER] Completed predict_future for MTB
[2025-12-09T20:27:27.289958] [INFO ] [sig       ] MTB: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:27:27.427102] [INFO ] [LOCAL     ] Saved forecast: MTB	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/MTB.txt
[2025-12-09T20:27:27.427225] [INFO ] [sig       ] [2172/3614] Completed MTB in 0.3s | 2.92 sym/s | Total: 12.4m | ETA: 8.2m
[2025-12-09T20:27:27.427269] [INFO ] [sig       ] [2173/3614] Forecasting MTCH...
[2025-12-09T20:27:27.427299] [INFO ] [sig       ] Generating forecast for: MTCH
[2025-12-09T20:27:27.427328] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTCH' from 'https://tdm.silogroup.org/data/derivative_storage/MTCH.csv'.
[2025-12-09T20:27:27.438324] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTCH'.
[2025-12-09T20:27:27.438628] [INFO ] [FORECASTER] Starting predict_future for MTCH
[2025-12-09T20:27:27.439456] [DEBUG] [LOCAL     ] No optimal features file found for MTCH: ./output/feature-sets/MTCH.txt
[2025-12-09T20:27:27.439508] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:27.439540] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:27.439567] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:27.439645] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:27.496416] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:27.497036] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:27.497122] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:27.497162] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:27.618827] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:27.618967] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:27.619006] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:27.619035] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:27.622422] [DEBUG] [FORECASTER] MTCH: Forecast T+1@11:T+2@11: UP (p=87.84%)
[2025-12-09T20:27:27.622705] [INFO ] [FORECASTER] Completed predict_future for MTCH
[2025-12-09T20:27:27.622824] [INFO ] [sig       ] MTCH: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:27:27.762383] [INFO ] [LOCAL     ] Saved forecast: MTCH	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/MTCH.txt
[2025-12-09T20:27:27.762493] [INFO ] [sig       ] [2173/3614] Completed MTCH in 0.3s | 2.92 sym/s | Total: 12.4m | ETA: 8.2m
[2025-12-09T20:27:27.762530] [INFO ] [sig       ] [2174/3614] Forecasting MTD...
[2025-12-09T20:27:27.762558] [INFO ] [sig       ] Generating forecast for: MTD
[2025-12-09T20:27:27.762606] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTD' from 'https://tdm.silogroup.org/data/derivative_storage/MTD.csv'.
[2025-12-09T20:27:27.773666] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTD'.
[2025-12-09T20:27:27.773935] [INFO ] [FORECASTER] Starting predict_future for MTD
[2025-12-09T20:27:27.774711] [DEBUG] [LOCAL     ] No optimal features file found for MTD: ./output/feature-sets/MTD.txt
[2025-12-09T20:27:27.774760] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:27.774792] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:27.774818] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:27.774877] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:27.831374] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:27.832015] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:27.832087] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:27.832118] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:27.955017] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:27.955171] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:27.955210] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:27.955237] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:27.958557] [DEBUG] [FORECASTER] MTD: Forecast T+1@11:T+2@11: DOWN (p=17.72%)
[2025-12-09T20:27:27.958839] [INFO ] [FORECASTER] Completed predict_future for MTD
[2025-12-09T20:27:27.958973] [INFO ] [sig       ] MTD: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:27:28.095957] [INFO ] [LOCAL     ] Saved forecast: MTD	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/MTD.txt
[2025-12-09T20:27:28.096068] [INFO ] [sig       ] [2174/3614] Completed MTD in 0.3s | 2.92 sym/s | Total: 12.4m | ETA: 8.2m
[2025-12-09T20:27:28.096105] [INFO ] [sig       ] [2175/3614] Forecasting MTEN...
[2025-12-09T20:27:28.096133] [INFO ] [sig       ] Generating forecast for: MTEN
[2025-12-09T20:27:28.096163] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTEN' from 'https://tdm.silogroup.org/data/derivative_storage/MTEN.csv'.
[2025-12-09T20:27:28.106864] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTEN'.
[2025-12-09T20:27:28.107135] [INFO ] [FORECASTER] Starting predict_future for MTEN
[2025-12-09T20:27:28.107921] [DEBUG] [LOCAL     ] No optimal features file found for MTEN: ./output/feature-sets/MTEN.txt
[2025-12-09T20:27:28.107971] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:28.108002] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:28.108028] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:28.108082] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:28.163862] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:28.164463] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:28.164538] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:28.164587] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:28.290182] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:28.290323] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:28.290364] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:28.290427] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:28.293809] [DEBUG] [FORECASTER] MTEN: Forecast T+1@11:T+2@11: DOWN (p=8.55%)
[2025-12-09T20:27:28.294078] [INFO ] [FORECASTER] Completed predict_future for MTEN
[2025-12-09T20:27:28.294205] [INFO ] [sig       ] MTEN: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:27:28.433148] [INFO ] [LOCAL     ] Saved forecast: MTEN	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/MTEN.txt
[2025-12-09T20:27:28.433282] [INFO ] [sig       ] [2175/3614] Completed MTEN in 0.3s | 2.92 sym/s | Total: 12.4m | ETA: 8.2m
[2025-12-09T20:27:28.433320] [INFO ] [sig       ] [2176/3614] Forecasting MTG...
[2025-12-09T20:27:28.433349] [INFO ] [sig       ] Generating forecast for: MTG
[2025-12-09T20:27:28.433378] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTG' from 'https://tdm.silogroup.org/data/derivative_storage/MTG.csv'.
[2025-12-09T20:27:28.444395] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTG'.
[2025-12-09T20:27:28.444686] [INFO ] [FORECASTER] Starting predict_future for MTG
[2025-12-09T20:27:28.445451] [DEBUG] [LOCAL     ] No optimal features file found for MTG: ./output/feature-sets/MTG.txt
[2025-12-09T20:27:28.445503] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:28.445535] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:28.445562] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:28.445646] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:28.502818] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:28.503468] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:28.503545] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:28.503594] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:28.620112] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:28.620228] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:28.620280] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:28.620309] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:28.623554] [DEBUG] [FORECASTER] MTG: Forecast T+1@11:T+2@11: DOWN (p=2.22%)
[2025-12-09T20:27:28.623830] [INFO ] [FORECASTER] Completed predict_future for MTG
[2025-12-09T20:27:28.623947] [INFO ] [sig       ] MTG: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:27:28.767185] [INFO ] [LOCAL     ] Saved forecast: MTG	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/MTG.txt
[2025-12-09T20:27:28.767304] [INFO ] [sig       ] [2176/3614] Completed MTG in 0.3s | 2.92 sym/s | Total: 12.4m | ETA: 8.2m
[2025-12-09T20:27:28.767341] [INFO ] [sig       ] [2177/3614] Forecasting MTH...
[2025-12-09T20:27:28.767371] [INFO ] [sig       ] Generating forecast for: MTH
[2025-12-09T20:27:28.767399] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTH' from 'https://tdm.silogroup.org/data/derivative_storage/MTH.csv'.
[2025-12-09T20:27:28.778370] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTH'.
[2025-12-09T20:27:28.778654] [INFO ] [FORECASTER] Starting predict_future for MTH
[2025-12-09T20:27:28.779415] [DEBUG] [LOCAL     ] No optimal features file found for MTH: ./output/feature-sets/MTH.txt
[2025-12-09T20:27:28.779465] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:28.779497] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:28.779524] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:28.779599] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:28.836917] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:28.837488] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:28.837595] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:28.837630] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:28.955021] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:28.955164] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:28.955202] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:28.955231] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:28.958529] [DEBUG] [FORECASTER] MTH: Forecast T+1@11:T+2@11: DOWN (p=19.07%)
[2025-12-09T20:27:28.958807] [INFO ] [FORECASTER] Completed predict_future for MTH
[2025-12-09T20:27:28.958927] [INFO ] [sig       ] MTH: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:27:29.098371] [INFO ] [LOCAL     ] Saved forecast: MTH	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/MTH.txt
[2025-12-09T20:27:29.098489] [INFO ] [sig       ] [2177/3614] Completed MTH in 0.3s | 2.92 sym/s | Total: 12.4m | ETA: 8.2m
[2025-12-09T20:27:29.098527] [INFO ] [sig       ] [2178/3614] Forecasting MTLS...
[2025-12-09T20:27:29.098558] [INFO ] [sig       ] Generating forecast for: MTLS
[2025-12-09T20:27:29.098606] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTLS' from 'https://tdm.silogroup.org/data/derivative_storage/MTLS.csv'.
[2025-12-09T20:27:29.109459] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTLS'.
[2025-12-09T20:27:29.109755] [INFO ] [FORECASTER] Starting predict_future for MTLS
[2025-12-09T20:27:29.110501] [DEBUG] [LOCAL     ] No optimal features file found for MTLS: ./output/feature-sets/MTLS.txt
[2025-12-09T20:27:29.110551] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:29.110604] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:29.110636] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:29.110691] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:29.167328] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:29.167979] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:29.168074] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:29.168114] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:29.282961] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:29.283077] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:29.283114] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:29.283141] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:29.286296] [DEBUG] [FORECASTER] MTLS: Forecast T+1@11:T+2@11: DOWN (p=44.36%)
[2025-12-09T20:27:29.286550] [INFO ] [FORECASTER] Completed predict_future for MTLS
[2025-12-09T20:27:29.286684] [INFO ] [sig       ] MTLS: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:27:29.424202] [INFO ] [LOCAL     ] Saved forecast: MTLS	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/MTLS.txt
[2025-12-09T20:27:29.424323] [INFO ] [sig       ] [2178/3614] Completed MTLS in 0.3s | 2.92 sym/s | Total: 12.4m | ETA: 8.2m
[2025-12-09T20:27:29.424362] [INFO ] [sig       ] [2179/3614] Forecasting MTN...
[2025-12-09T20:27:29.424392] [INFO ] [sig       ] Generating forecast for: MTN
[2025-12-09T20:27:29.424422] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTN' from 'https://tdm.silogroup.org/data/derivative_storage/MTN.csv'.
[2025-12-09T20:27:29.435814] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTN'.
[2025-12-09T20:27:29.436107] [INFO ] [FORECASTER] Starting predict_future for MTN
[2025-12-09T20:27:29.436938] [DEBUG] [LOCAL     ] No optimal features file found for MTN: ./output/feature-sets/MTN.txt
[2025-12-09T20:27:29.436990] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:29.437023] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:29.437051] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:29.437108] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:29.494667] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:29.495287] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:29.495363] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:29.495396] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:29.614374] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:29.614497] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:29.614534] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:29.614563] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:29.617823] [DEBUG] [FORECASTER] MTN: Forecast T+1@11:T+2@11: UP (p=98.79%)
[2025-12-09T20:27:29.618083] [INFO ] [FORECASTER] Completed predict_future for MTN
[2025-12-09T20:27:29.618201] [INFO ] [sig       ] MTN: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:27:29.758491] [INFO ] [LOCAL     ] Saved forecast: MTN	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/MTN.txt
[2025-12-09T20:27:29.758627] [INFO ] [sig       ] [2179/3614] Completed MTN in 0.3s | 2.92 sym/s | Total: 12.4m | ETA: 8.2m
[2025-12-09T20:27:29.758667] [INFO ] [sig       ] [2180/3614] Forecasting MTRN...
[2025-12-09T20:27:29.758696] [INFO ] [sig       ] Generating forecast for: MTRN
[2025-12-09T20:27:29.758725] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTRN' from 'https://tdm.silogroup.org/data/derivative_storage/MTRN.csv'.
[2025-12-09T20:27:29.769563] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTRN'.
[2025-12-09T20:27:29.769859] [INFO ] [FORECASTER] Starting predict_future for MTRN
[2025-12-09T20:27:29.770624] [DEBUG] [LOCAL     ] No optimal features file found for MTRN: ./output/feature-sets/MTRN.txt
[2025-12-09T20:27:29.770676] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:29.770717] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:29.770744] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:29.770800] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:29.828488] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:29.829102] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:29.829176] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:29.829209] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:29.950392] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:29.950537] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:29.950591] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:29.950622] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:29.953892] [DEBUG] [FORECASTER] MTRN: Forecast T+1@11:T+2@11: UP (p=71.24%)
[2025-12-09T20:27:29.954153] [INFO ] [FORECASTER] Completed predict_future for MTRN
[2025-12-09T20:27:29.954271] [INFO ] [sig       ] MTRN: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:27:30.095120] [INFO ] [LOCAL     ] Saved forecast: MTRN	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/MTRN.txt
[2025-12-09T20:27:30.095248] [INFO ] [sig       ] [2180/3614] Completed MTRN in 0.3s | 2.92 sym/s | Total: 12.4m | ETA: 8.2m
[2025-12-09T20:27:30.095285] [INFO ] [sig       ] [2181/3614] Forecasting MTRX...
[2025-12-09T20:27:30.095313] [INFO ] [sig       ] Generating forecast for: MTRX
[2025-12-09T20:27:30.095342] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTRX' from 'https://tdm.silogroup.org/data/derivative_storage/MTRX.csv'.
[2025-12-09T20:27:30.106613] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTRX'.
[2025-12-09T20:27:30.106884] [INFO ] [FORECASTER] Starting predict_future for MTRX
[2025-12-09T20:27:30.107691] [DEBUG] [LOCAL     ] No optimal features file found for MTRX: ./output/feature-sets/MTRX.txt
[2025-12-09T20:27:30.107740] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:30.107771] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:30.107795] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:30.107849] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:30.163327] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:30.163988] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:30.164062] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:30.164093] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:30.280545] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:30.280696] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:30.280736] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:30.280764] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:30.284028] [DEBUG] [FORECASTER] MTRX: Forecast T+1@11:T+2@11: DOWN (p=17.16%)
[2025-12-09T20:27:30.284290] [INFO ] [FORECASTER] Completed predict_future for MTRX
[2025-12-09T20:27:30.284411] [INFO ] [sig       ] MTRX: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:27:30.424101] [INFO ] [LOCAL     ] Saved forecast: MTRX	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/MTRX.txt
[2025-12-09T20:27:30.424218] [INFO ] [sig       ] [2181/3614] Completed MTRX in 0.3s | 2.92 sym/s | Total: 12.4m | ETA: 8.2m
[2025-12-09T20:27:30.424258] [INFO ] [sig       ] [2182/3614] Forecasting MTSI...
[2025-12-09T20:27:30.424290] [INFO ] [sig       ] Generating forecast for: MTSI
[2025-12-09T20:27:30.424318] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTSI' from 'https://tdm.silogroup.org/data/derivative_storage/MTSI.csv'.
[2025-12-09T20:27:30.435483] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTSI'.
[2025-12-09T20:27:30.435791] [INFO ] [FORECASTER] Starting predict_future for MTSI
[2025-12-09T20:27:30.436600] [DEBUG] [LOCAL     ] No optimal features file found for MTSI: ./output/feature-sets/MTSI.txt
[2025-12-09T20:27:30.436651] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:30.436687] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:30.436714] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:30.436770] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:30.493662] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:30.494308] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:30.494408] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:30.494441] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:30.613835] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:30.613975] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:30.614015] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:30.614043] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:30.617318] [DEBUG] [FORECASTER] MTSI: Forecast T+1@11:T+2@11: UP (p=83.09%)
[2025-12-09T20:27:30.617614] [INFO ] [FORECASTER] Completed predict_future for MTSI
[2025-12-09T20:27:30.617732] [INFO ] [sig       ] MTSI: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:27:30.758338] [INFO ] [LOCAL     ] Saved forecast: MTSI	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/MTSI.txt
[2025-12-09T20:27:30.758452] [INFO ] [sig       ] [2182/3614] Completed MTSI in 0.3s | 2.92 sym/s | Total: 12.4m | ETA: 8.2m
[2025-12-09T20:27:30.758489] [INFO ] [sig       ] [2183/3614] Forecasting MTX...
[2025-12-09T20:27:30.758518] [INFO ] [sig       ] Generating forecast for: MTX
[2025-12-09T20:27:30.758548] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTX' from 'https://tdm.silogroup.org/data/derivative_storage/MTX.csv'.
[2025-12-09T20:27:30.769409] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTX'.
[2025-12-09T20:27:30.769691] [INFO ] [FORECASTER] Starting predict_future for MTX
[2025-12-09T20:27:30.770429] [DEBUG] [LOCAL     ] No optimal features file found for MTX: ./output/feature-sets/MTX.txt
[2025-12-09T20:27:30.770479] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:30.770510] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:30.770536] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:30.770609] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:30.826473] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:30.827116] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:30.827195] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:30.827226] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:30.943225] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:30.943368] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:30.943409] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:30.943437] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:30.946776] [DEBUG] [FORECASTER] MTX: Forecast T+1@11:T+2@11: DOWN (p=24.28%)
[2025-12-09T20:27:30.947038] [INFO ] [FORECASTER] Completed predict_future for MTX
[2025-12-09T20:27:30.947156] [INFO ] [sig       ] MTX: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:27:31.084805] [INFO ] [LOCAL     ] Saved forecast: MTX	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/MTX.txt
[2025-12-09T20:27:31.084930] [INFO ] [sig       ] [2183/3614] Completed MTX in 0.3s | 2.92 sym/s | Total: 12.4m | ETA: 8.2m
[2025-12-09T20:27:31.084967] [INFO ] [sig       ] [2184/3614] Forecasting MTZ...
[2025-12-09T20:27:31.085002] [INFO ] [sig       ] Generating forecast for: MTZ
[2025-12-09T20:27:31.085032] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTZ' from 'https://tdm.silogroup.org/data/derivative_storage/MTZ.csv'.
[2025-12-09T20:27:31.095897] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTZ'.
[2025-12-09T20:27:31.096186] [INFO ] [FORECASTER] Starting predict_future for MTZ
[2025-12-09T20:27:31.096956] [DEBUG] [LOCAL     ] No optimal features file found for MTZ: ./output/feature-sets/MTZ.txt
[2025-12-09T20:27:31.097006] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:31.097037] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:31.097063] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:31.097117] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:31.152963] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:31.153680] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:31.153757] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:31.153788] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:31.279835] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:31.280023] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:31.280068] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:31.280097] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:31.283534] [DEBUG] [FORECASTER] MTZ: Forecast T+1@11:T+2@11: DOWN (p=6.82%)
[2025-12-09T20:27:31.283831] [INFO ] [FORECASTER] Completed predict_future for MTZ
[2025-12-09T20:27:31.283964] [INFO ] [sig       ] MTZ: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:27:31.422979] [INFO ] [LOCAL     ] Saved forecast: MTZ	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/MTZ.txt
[2025-12-09T20:27:31.423115] [INFO ] [sig       ] [2184/3614] Completed MTZ in 0.3s | 2.92 sym/s | Total: 12.5m | ETA: 8.2m
[2025-12-09T20:27:31.423159] [INFO ] [sig       ] [2185/3614] Forecasting MUA...
[2025-12-09T20:27:31.423195] [INFO ] [sig       ] Generating forecast for: MUA
[2025-12-09T20:27:31.423230] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUA' from 'https://tdm.silogroup.org/data/derivative_storage/MUA.csv'.
[2025-12-09T20:27:31.437790] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUA'.
[2025-12-09T20:27:31.438247] [INFO ] [FORECASTER] Starting predict_future for MUA
[2025-12-09T20:27:31.439351] [DEBUG] [LOCAL     ] No optimal features file found for MUA: ./output/feature-sets/MUA.txt
[2025-12-09T20:27:31.439409] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:31.439453] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:31.439485] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:31.439542] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:31.510074] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:31.510948] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:31.511040] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:31.511073] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:31.632103] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:31.632252] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:31.632293] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:31.632323] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:31.635697] [DEBUG] [FORECASTER] MUA: Forecast T+1@11:T+2@11: DOWN (p=22.28%)
[2025-12-09T20:27:31.635968] [INFO ] [FORECASTER] Completed predict_future for MUA
[2025-12-09T20:27:31.636089] [INFO ] [sig       ] MUA: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:27:31.773701] [INFO ] [LOCAL     ] Saved forecast: MUA	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/MUA.txt
[2025-12-09T20:27:31.773872] [INFO ] [sig       ] [2185/3614] Completed MUA in 0.4s | 2.92 sym/s | Total: 12.5m | ETA: 8.1m
[2025-12-09T20:27:31.773912] [INFO ] [sig       ] [2186/3614] Forecasting MUC...
[2025-12-09T20:27:31.773942] [INFO ] [sig       ] Generating forecast for: MUC
[2025-12-09T20:27:31.773971] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUC' from 'https://tdm.silogroup.org/data/derivative_storage/MUC.csv'.
[2025-12-09T20:27:31.785083] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUC'.
[2025-12-09T20:27:31.785417] [INFO ] [FORECASTER] Starting predict_future for MUC
[2025-12-09T20:27:31.786191] [DEBUG] [LOCAL     ] No optimal features file found for MUC: ./output/feature-sets/MUC.txt
[2025-12-09T20:27:31.786246] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:31.786276] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:31.786301] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:31.786355] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:31.842302] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:31.843117] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:31.843209] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:31.843247] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:31.963351] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:31.963490] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:31.963529] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:31.963557] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:31.966859] [DEBUG] [FORECASTER] MUC: Forecast T+1@11:T+2@11: UP (p=91.77%)
[2025-12-09T20:27:31.967118] [INFO ] [FORECASTER] Completed predict_future for MUC
[2025-12-09T20:27:31.967239] [INFO ] [sig       ] MUC: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:27:32.107679] [INFO ] [LOCAL     ] Saved forecast: MUC	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/MUC.txt
[2025-12-09T20:27:32.107809] [INFO ] [sig       ] [2186/3614] Completed MUC in 0.3s | 2.92 sym/s | Total: 12.5m | ETA: 8.1m
[2025-12-09T20:27:32.107848] [INFO ] [sig       ] [2187/3614] Forecasting MUE...
[2025-12-09T20:27:32.107878] [INFO ] [sig       ] Generating forecast for: MUE
[2025-12-09T20:27:32.107907] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUE' from 'https://tdm.silogroup.org/data/derivative_storage/MUE.csv'.
[2025-12-09T20:27:32.118284] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUE'.
[2025-12-09T20:27:32.118632] [INFO ] [FORECASTER] Starting predict_future for MUE
[2025-12-09T20:27:32.119380] [DEBUG] [LOCAL     ] No optimal features file found for MUE: ./output/feature-sets/MUE.txt
[2025-12-09T20:27:32.119429] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:32.119460] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:32.119487] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:32.119541] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:32.174887] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:32.175507] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:32.175598] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:32.175632] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:32.290027] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:32.290166] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:32.290205] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:32.290248] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:32.293545] [DEBUG] [FORECASTER] MUE: Forecast T+1@11:T+2@11: DOWN (p=42.48%)
[2025-12-09T20:27:32.293826] [INFO ] [FORECASTER] Completed predict_future for MUE
[2025-12-09T20:27:32.293946] [INFO ] [sig       ] MUE: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:27:32.431659] [INFO ] [LOCAL     ] Saved forecast: MUE	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/MUE.txt
[2025-12-09T20:27:32.431781] [INFO ] [sig       ] [2187/3614] Completed MUE in 0.3s | 2.92 sym/s | Total: 12.5m | ETA: 8.1m
[2025-12-09T20:27:32.431822] [INFO ] [sig       ] [2188/3614] Forecasting MUFG...
[2025-12-09T20:27:32.431854] [INFO ] [sig       ] Generating forecast for: MUFG
[2025-12-09T20:27:32.431882] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUFG' from 'https://tdm.silogroup.org/data/derivative_storage/MUFG.csv'.
[2025-12-09T20:27:32.442788] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUFG'.
[2025-12-09T20:27:32.443066] [INFO ] [FORECASTER] Starting predict_future for MUFG
[2025-12-09T20:27:32.443847] [DEBUG] [LOCAL     ] No optimal features file found for MUFG: ./output/feature-sets/MUFG.txt
[2025-12-09T20:27:32.443897] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:32.443928] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:32.443955] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:32.444009] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:32.500202] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:32.500924] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:32.501001] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:32.501033] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:32.620695] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:32.620840] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:32.620878] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:32.620906] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:32.624226] [DEBUG] [FORECASTER] MUFG: Forecast T+1@11:T+2@11: DOWN (p=49.20%)
[2025-12-09T20:27:32.624486] [INFO ] [FORECASTER] Completed predict_future for MUFG
[2025-12-09T20:27:32.624622] [INFO ] [sig       ] MUFG: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:27:32.765591] [INFO ] [LOCAL     ] Saved forecast: MUFG	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/MUFG.txt
[2025-12-09T20:27:32.765760] [INFO ] [sig       ] [2188/3614] Completed MUFG in 0.3s | 2.92 sym/s | Total: 12.5m | ETA: 8.1m
[2025-12-09T20:27:32.765800] [INFO ] [sig       ] [2189/3614] Forecasting MUJ...
[2025-12-09T20:27:32.765830] [INFO ] [sig       ] Generating forecast for: MUJ
[2025-12-09T20:27:32.765861] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUJ' from 'https://tdm.silogroup.org/data/derivative_storage/MUJ.csv'.
[2025-12-09T20:27:32.780910] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUJ'.
[2025-12-09T20:27:32.781298] [INFO ] [FORECASTER] Starting predict_future for MUJ
[2025-12-09T20:27:32.782379] [DEBUG] [LOCAL     ] No optimal features file found for MUJ: ./output/feature-sets/MUJ.txt
[2025-12-09T20:27:32.782445] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:32.782526] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:32.782592] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:32.782683] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:32.851059] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:32.851928] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:32.852007] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:32.852039] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:32.969928] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:32.970074] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:32.970113] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:32.970142] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:32.973512] [DEBUG] [FORECASTER] MUJ: Forecast T+1@11:T+2@11: UP (p=54.09%)
[2025-12-09T20:27:32.973793] [INFO ] [FORECASTER] Completed predict_future for MUJ
[2025-12-09T20:27:32.973913] [INFO ] [sig       ] MUJ: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:27:33.115421] [INFO ] [LOCAL     ] Saved forecast: MUJ	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/MUJ.txt
[2025-12-09T20:27:33.115588] [INFO ] [sig       ] [2189/3614] Completed MUJ in 0.3s | 2.92 sym/s | Total: 12.5m | ETA: 8.1m
[2025-12-09T20:27:33.115630] [INFO ] [sig       ] [2190/3614] Forecasting MUSA...
[2025-12-09T20:27:33.115661] [INFO ] [sig       ] Generating forecast for: MUSA
[2025-12-09T20:27:33.115690] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUSA' from 'https://tdm.silogroup.org/data/derivative_storage/MUSA.csv'.
[2025-12-09T20:27:33.126966] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUSA'.
[2025-12-09T20:27:33.127288] [INFO ] [FORECASTER] Starting predict_future for MUSA
[2025-12-09T20:27:33.128291] [DEBUG] [LOCAL     ] No optimal features file found for MUSA: ./output/feature-sets/MUSA.txt
[2025-12-09T20:27:33.128341] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:33.128372] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:33.128398] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:33.128452] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:33.184894] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:33.185607] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:33.185683] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:33.185714] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:33.305414] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:33.305564] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:33.305625] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:33.305654] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:33.309077] [DEBUG] [FORECASTER] MUSA: Forecast T+1@11:T+2@11: UP (p=98.26%)
[2025-12-09T20:27:33.309347] [INFO ] [FORECASTER] Completed predict_future for MUSA
[2025-12-09T20:27:33.309475] [INFO ] [sig       ] MUSA: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:27:33.445202] [INFO ] [LOCAL     ] Saved forecast: MUSA	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/MUSA.txt
[2025-12-09T20:27:33.445321] [INFO ] [sig       ] [2190/3614] Completed MUSA in 0.3s | 2.92 sym/s | Total: 12.5m | ETA: 8.1m
[2025-12-09T20:27:33.445359] [INFO ] [sig       ] [2191/3614] Forecasting MUX...
[2025-12-09T20:27:33.445388] [INFO ] [sig       ] Generating forecast for: MUX
[2025-12-09T20:27:33.445418] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUX' from 'https://tdm.silogroup.org/data/derivative_storage/MUX.csv'.
[2025-12-09T20:27:33.456825] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUX'.
[2025-12-09T20:27:33.457162] [INFO ] [FORECASTER] Starting predict_future for MUX
[2025-12-09T20:27:33.457972] [DEBUG] [LOCAL     ] No optimal features file found for MUX: ./output/feature-sets/MUX.txt
[2025-12-09T20:27:33.458023] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:33.458054] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:33.458081] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:33.458147] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:33.519396] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:33.520239] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:33.520315] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:33.520346] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:33.641768] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:33.641904] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:33.641941] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:33.641969] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:33.645235] [DEBUG] [FORECASTER] MUX: Forecast T+1@11:T+2@11: UP (p=93.48%)
[2025-12-09T20:27:33.645493] [INFO ] [FORECASTER] Completed predict_future for MUX
[2025-12-09T20:27:33.645630] [INFO ] [sig       ] MUX: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:27:33.786199] [INFO ] [LOCAL     ] Saved forecast: MUX	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/MUX.txt
[2025-12-09T20:27:33.786325] [INFO ] [sig       ] [2191/3614] Completed MUX in 0.3s | 2.92 sym/s | Total: 12.5m | ETA: 8.1m
[2025-12-09T20:27:33.786362] [INFO ] [sig       ] [2192/3614] Forecasting MVBF...
[2025-12-09T20:27:33.786392] [INFO ] [sig       ] Generating forecast for: MVBF
[2025-12-09T20:27:33.786421] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MVBF' from 'https://tdm.silogroup.org/data/derivative_storage/MVBF.csv'.
[2025-12-09T20:27:33.797088] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MVBF'.
[2025-12-09T20:27:33.797383] [INFO ] [FORECASTER] Starting predict_future for MVBF
[2025-12-09T20:27:33.798196] [DEBUG] [LOCAL     ] No optimal features file found for MVBF: ./output/feature-sets/MVBF.txt
[2025-12-09T20:27:33.798248] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:33.798280] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:33.798306] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:33.798361] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:33.854148] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:33.854812] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:33.854888] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:33.854919] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:33.970475] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:33.970629] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:33.970669] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:33.970725] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:33.974038] [DEBUG] [FORECASTER] MVBF: Forecast T+1@11:T+2@11: UP (p=58.17%)
[2025-12-09T20:27:33.974306] [INFO ] [FORECASTER] Completed predict_future for MVBF
[2025-12-09T20:27:33.974425] [INFO ] [sig       ] MVBF: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:27:34.111558] [INFO ] [LOCAL     ] Saved forecast: MVBF	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/MVBF.txt
[2025-12-09T20:27:34.111705] [INFO ] [sig       ] [2192/3614] Completed MVBF in 0.3s | 2.92 sym/s | Total: 12.5m | ETA: 8.1m
[2025-12-09T20:27:34.111743] [INFO ] [sig       ] [2193/3614] Forecasting MVF...
[2025-12-09T20:27:34.111771] [INFO ] [sig       ] Generating forecast for: MVF
[2025-12-09T20:27:34.111801] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MVF' from 'https://tdm.silogroup.org/data/derivative_storage/MVF.csv'.
[2025-12-09T20:27:34.123219] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MVF'.
[2025-12-09T20:27:34.123618] [INFO ] [FORECASTER] Starting predict_future for MVF
[2025-12-09T20:27:34.124409] [DEBUG] [LOCAL     ] No optimal features file found for MVF: ./output/feature-sets/MVF.txt
[2025-12-09T20:27:34.124475] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:34.124508] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:34.124534] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:34.124608] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:34.181890] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:34.182569] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:34.182663] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:34.182697] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:34.304559] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:34.304723] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:34.304764] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:34.304792] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:34.308094] [DEBUG] [FORECASTER] MVF: Forecast T+1@11:T+2@11: UP (p=96.40%)
[2025-12-09T20:27:34.308359] [INFO ] [FORECASTER] Completed predict_future for MVF
[2025-12-09T20:27:34.308479] [INFO ] [sig       ] MVF: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:27:34.445684] [INFO ] [LOCAL     ] Saved forecast: MVF	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/MVF.txt
[2025-12-09T20:27:34.445811] [INFO ] [sig       ] [2193/3614] Completed MVF in 0.3s | 2.92 sym/s | Total: 12.5m | ETA: 8.1m
[2025-12-09T20:27:34.445850] [INFO ] [sig       ] [2194/3614] Forecasting MVO...
[2025-12-09T20:27:34.445879] [INFO ] [sig       ] Generating forecast for: MVO
[2025-12-09T20:27:34.445908] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MVO' from 'https://tdm.silogroup.org/data/derivative_storage/MVO.csv'.
[2025-12-09T20:27:34.457044] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MVO'.
[2025-12-09T20:27:34.457296] [INFO ] [FORECASTER] Starting predict_future for MVO
[2025-12-09T20:27:34.458071] [DEBUG] [LOCAL     ] No optimal features file found for MVO: ./output/feature-sets/MVO.txt
[2025-12-09T20:27:34.458123] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:34.458153] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:34.458178] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:34.458233] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:34.513250] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:34.513867] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:34.513939] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:34.513970] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:34.634751] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:34.634910] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:34.634959] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:34.634994] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:34.638463] [DEBUG] [FORECASTER] MVO: Forecast T+1@11:T+2@11: DOWN (p=13.60%)
[2025-12-09T20:27:34.638739] [INFO ] [FORECASTER] Completed predict_future for MVO
[2025-12-09T20:27:34.638859] [INFO ] [sig       ] MVO: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:27:34.776348] [INFO ] [LOCAL     ] Saved forecast: MVO	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/MVO.txt
[2025-12-09T20:27:34.776472] [INFO ] [sig       ] [2194/3614] Completed MVO in 0.3s | 2.92 sym/s | Total: 12.5m | ETA: 8.1m
[2025-12-09T20:27:34.776510] [INFO ] [sig       ] [2195/3614] Forecasting MWA...
[2025-12-09T20:27:34.776538] [INFO ] [sig       ] Generating forecast for: MWA
[2025-12-09T20:27:34.776586] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MWA' from 'https://tdm.silogroup.org/data/derivative_storage/MWA.csv'.
[2025-12-09T20:27:34.788637] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MWA'.
[2025-12-09T20:27:34.788986] [INFO ] [FORECASTER] Starting predict_future for MWA
[2025-12-09T20:27:34.789834] [DEBUG] [LOCAL     ] No optimal features file found for MWA: ./output/feature-sets/MWA.txt
[2025-12-09T20:27:34.789887] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:34.789918] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:34.789945] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:34.790000] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:34.847023] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:34.847886] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:34.847974] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:34.848007] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:34.971240] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:34.971389] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:34.971429] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:34.971457] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:34.974806] [DEBUG] [FORECASTER] MWA: Forecast T+1@11:T+2@11: UP (p=58.89%)
[2025-12-09T20:27:34.975075] [INFO ] [FORECASTER] Completed predict_future for MWA
[2025-12-09T20:27:34.975198] [INFO ] [sig       ] MWA: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:27:35.114353] [INFO ] [LOCAL     ] Saved forecast: MWA	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/MWA.txt
[2025-12-09T20:27:35.114477] [INFO ] [sig       ] [2195/3614] Completed MWA in 0.3s | 2.92 sym/s | Total: 12.5m | ETA: 8.1m
[2025-12-09T20:27:35.114515] [INFO ] [sig       ] [2196/3614] Forecasting MX...
[2025-12-09T20:27:35.114544] [INFO ] [sig       ] Generating forecast for: MX
[2025-12-09T20:27:35.114588] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MX' from 'https://tdm.silogroup.org/data/derivative_storage/MX.csv'.
[2025-12-09T20:27:35.126194] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MX'.
[2025-12-09T20:27:35.126504] [INFO ] [FORECASTER] Starting predict_future for MX
[2025-12-09T20:27:35.127318] [DEBUG] [LOCAL     ] No optimal features file found for MX: ./output/feature-sets/MX.txt
[2025-12-09T20:27:35.127370] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:35.127403] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:35.127429] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:35.127485] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:35.184833] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:35.185492] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:35.185570] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:35.185635] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:35.304685] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:35.304837] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:35.304878] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:35.304906] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:35.308258] [DEBUG] [FORECASTER] MX: Forecast T+1@11:T+2@11: DOWN (p=22.55%)
[2025-12-09T20:27:35.308559] [INFO ] [FORECASTER] Completed predict_future for MX
[2025-12-09T20:27:35.308696] [INFO ] [sig       ] MX: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:27:35.445387] [INFO ] [LOCAL     ] Saved forecast: MX	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/MX.txt
[2025-12-09T20:27:35.445506] [INFO ] [sig       ] [2196/3614] Completed MX in 0.3s | 2.92 sym/s | Total: 12.5m | ETA: 8.1m
[2025-12-09T20:27:35.445550] [INFO ] [sig       ] [2197/3614] Forecasting MXF...
[2025-12-09T20:27:35.445599] [INFO ] [sig       ] Generating forecast for: MXF
[2025-12-09T20:27:35.445629] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MXF' from 'https://tdm.silogroup.org/data/derivative_storage/MXF.csv'.
[2025-12-09T20:27:35.456918] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MXF'.
[2025-12-09T20:27:35.457199] [INFO ] [FORECASTER] Starting predict_future for MXF
[2025-12-09T20:27:35.457980] [DEBUG] [LOCAL     ] No optimal features file found for MXF: ./output/feature-sets/MXF.txt
[2025-12-09T20:27:35.458031] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:35.458061] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:35.458086] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:35.458141] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:35.515006] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:35.515954] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:35.516037] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:35.516068] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:35.634745] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:35.634901] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:35.634941] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:35.634969] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:35.638538] [DEBUG] [FORECASTER] MXF: Forecast T+1@11:T+2@11: UP (p=92.51%)
[2025-12-09T20:27:35.638832] [INFO ] [FORECASTER] Completed predict_future for MXF
[2025-12-09T20:27:35.638957] [INFO ] [sig       ] MXF: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:27:35.780557] [INFO ] [LOCAL     ] Saved forecast: MXF	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/MXF.txt
[2025-12-09T20:27:35.780711] [INFO ] [sig       ] [2197/3614] Completed MXF in 0.3s | 2.92 sym/s | Total: 12.5m | ETA: 8.1m
[2025-12-09T20:27:35.780750] [INFO ] [sig       ] [2198/3614] Forecasting MXL...
[2025-12-09T20:27:35.780780] [INFO ] [sig       ] Generating forecast for: MXL
[2025-12-09T20:27:35.780809] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MXL' from 'https://tdm.silogroup.org/data/derivative_storage/MXL.csv'.
[2025-12-09T20:27:35.792267] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MXL'.
[2025-12-09T20:27:35.792542] [INFO ] [FORECASTER] Starting predict_future for MXL
[2025-12-09T20:27:35.793337] [DEBUG] [LOCAL     ] No optimal features file found for MXL: ./output/feature-sets/MXL.txt
[2025-12-09T20:27:35.793397] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:35.793433] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:35.793459] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:35.793513] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:35.851629] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:35.852266] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:35.852358] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:35.852396] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:35.971986] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:35.972128] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:35.972169] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:35.972198] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:35.975551] [DEBUG] [FORECASTER] MXL: Forecast T+1@11:T+2@11: DOWN (p=19.59%)
[2025-12-09T20:27:35.975840] [INFO ] [FORECASTER] Completed predict_future for MXL
[2025-12-09T20:27:35.975980] [INFO ] [sig       ] MXL: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:27:36.114972] [INFO ] [LOCAL     ] Saved forecast: MXL	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/MXL.txt
[2025-12-09T20:27:36.115098] [INFO ] [sig       ] [2198/3614] Completed MXL in 0.3s | 2.92 sym/s | Total: 12.5m | ETA: 8.1m
[2025-12-09T20:27:36.115136] [INFO ] [sig       ] [2199/3614] Forecasting MYE...
[2025-12-09T20:27:36.115165] [INFO ] [sig       ] Generating forecast for: MYE
[2025-12-09T20:27:36.115193] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MYE' from 'https://tdm.silogroup.org/data/derivative_storage/MYE.csv'.
[2025-12-09T20:27:36.126664] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MYE'.
[2025-12-09T20:27:36.126969] [INFO ] [FORECASTER] Starting predict_future for MYE
[2025-12-09T20:27:36.127803] [DEBUG] [LOCAL     ] No optimal features file found for MYE: ./output/feature-sets/MYE.txt
[2025-12-09T20:27:36.127858] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:36.127891] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:36.127919] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:36.127976] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:36.186255] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:36.187056] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:36.187133] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:36.187193] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:36.307281] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:36.307424] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:36.307463] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:36.307504] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:36.310834] [DEBUG] [FORECASTER] MYE: Forecast T+1@11:T+2@11: UP (p=79.10%)
[2025-12-09T20:27:36.311099] [INFO ] [FORECASTER] Completed predict_future for MYE
[2025-12-09T20:27:36.311216] [INFO ] [sig       ] MYE: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:27:36.449287] [INFO ] [LOCAL     ] Saved forecast: MYE	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/MYE.txt
[2025-12-09T20:27:36.449418] [INFO ] [sig       ] [2199/3614] Completed MYE in 0.3s | 2.92 sym/s | Total: 12.5m | ETA: 8.1m
[2025-12-09T20:27:36.449459] [INFO ] [sig       ] [2200/3614] Forecasting MYGN...
[2025-12-09T20:27:36.449491] [INFO ] [sig       ] Generating forecast for: MYGN
[2025-12-09T20:27:36.449522] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MYGN' from 'https://tdm.silogroup.org/data/derivative_storage/MYGN.csv'.
[2025-12-09T20:27:36.460853] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MYGN'.
[2025-12-09T20:27:36.461135] [INFO ] [FORECASTER] Starting predict_future for MYGN
[2025-12-09T20:27:36.461929] [DEBUG] [LOCAL     ] No optimal features file found for MYGN: ./output/feature-sets/MYGN.txt
[2025-12-09T20:27:36.461983] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:36.462014] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:36.462039] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:36.462095] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:36.519937] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:36.520753] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:36.520830] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:36.520861] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:36.635743] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:36.635894] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:36.635971] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:36.636001] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:36.639308] [DEBUG] [FORECASTER] MYGN: Forecast T+1@11:T+2@11: DOWN (p=23.37%)
[2025-12-09T20:27:36.639566] [INFO ] [FORECASTER] Completed predict_future for MYGN
[2025-12-09T20:27:36.639702] [INFO ] [sig       ] MYGN: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:27:36.780589] [INFO ] [LOCAL     ] Saved forecast: MYGN	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/MYGN.txt
[2025-12-09T20:27:36.780739] [INFO ] [sig       ] [2200/3614] Completed MYGN in 0.3s | 2.92 sym/s | Total: 12.5m | ETA: 8.1m
[2025-12-09T20:27:36.780777] [INFO ] [sig       ] [2201/3614] Forecasting MYI...
[2025-12-09T20:27:36.780807] [INFO ] [sig       ] Generating forecast for: MYI
[2025-12-09T20:27:36.780836] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MYI' from 'https://tdm.silogroup.org/data/derivative_storage/MYI.csv'.
[2025-12-09T20:27:36.792319] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MYI'.
[2025-12-09T20:27:36.792622] [INFO ] [FORECASTER] Starting predict_future for MYI
[2025-12-09T20:27:36.793360] [DEBUG] [LOCAL     ] No optimal features file found for MYI: ./output/feature-sets/MYI.txt
[2025-12-09T20:27:36.793410] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:36.793440] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:36.793466] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:36.793520] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:36.850845] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:36.851837] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:36.851923] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:36.851957] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:36.973503] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:36.973675] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:36.973721] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:36.973749] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:36.977226] [DEBUG] [FORECASTER] MYI: Forecast T+1@11:T+2@11: DOWN (p=2.08%)
[2025-12-09T20:27:36.977530] [INFO ] [FORECASTER] Completed predict_future for MYI
[2025-12-09T20:27:36.977679] [INFO ] [sig       ] MYI: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:27:37.119941] [INFO ] [LOCAL     ] Saved forecast: MYI	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/MYI.txt
[2025-12-09T20:27:37.120072] [INFO ] [sig       ] [2201/3614] Completed MYI in 0.3s | 2.92 sym/s | Total: 12.5m | ETA: 8.1m
[2025-12-09T20:27:37.120111] [INFO ] [sig       ] [2202/3614] Forecasting MYN...
[2025-12-09T20:27:37.120140] [INFO ] [sig       ] Generating forecast for: MYN
[2025-12-09T20:27:37.120170] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MYN' from 'https://tdm.silogroup.org/data/derivative_storage/MYN.csv'.
[2025-12-09T20:27:37.130639] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MYN'.
[2025-12-09T20:27:37.130928] [INFO ] [FORECASTER] Starting predict_future for MYN
[2025-12-09T20:27:37.131711] [DEBUG] [LOCAL     ] No optimal features file found for MYN: ./output/feature-sets/MYN.txt
[2025-12-09T20:27:37.131762] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:37.131792] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:37.131819] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:37.131874] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:37.189538] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:37.190260] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:37.190365] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:37.190399] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:37.311420] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:37.311594] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:37.311641] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:37.311695] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:37.315294] [DEBUG] [FORECASTER] MYN: Forecast T+1@11:T+2@11: UP (p=86.62%)
[2025-12-09T20:27:37.315565] [INFO ] [FORECASTER] Completed predict_future for MYN
[2025-12-09T20:27:37.315708] [INFO ] [sig       ] MYN: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:27:37.453210] [INFO ] [LOCAL     ] Saved forecast: MYN	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/MYN.txt
[2025-12-09T20:27:37.453357] [INFO ] [sig       ] [2202/3614] Completed MYN in 0.3s | 2.92 sym/s | Total: 12.6m | ETA: 8.1m
[2025-12-09T20:27:37.453396] [INFO ] [sig       ] [2203/3614] Forecasting MYRG...
[2025-12-09T20:27:37.453425] [INFO ] [sig       ] Generating forecast for: MYRG
[2025-12-09T20:27:37.453456] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MYRG' from 'https://tdm.silogroup.org/data/derivative_storage/MYRG.csv'.
[2025-12-09T20:27:37.464787] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MYRG'.
[2025-12-09T20:27:37.465064] [INFO ] [FORECASTER] Starting predict_future for MYRG
[2025-12-09T20:27:37.465830] [DEBUG] [LOCAL     ] No optimal features file found for MYRG: ./output/feature-sets/MYRG.txt
[2025-12-09T20:27:37.465879] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:37.465911] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:37.465938] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:37.465992] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:37.521435] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:37.522254] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:37.522328] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:37.522358] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:37.638783] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:37.638910] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:37.638948] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:37.638976] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:37.642187] [DEBUG] [FORECASTER] MYRG: Forecast T+1@11:T+2@11: UP (p=50.14%)
[2025-12-09T20:27:37.642445] [INFO ] [FORECASTER] Completed predict_future for MYRG
[2025-12-09T20:27:37.642565] [INFO ] [sig       ] MYRG: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:27:37.779536] [INFO ] [LOCAL     ] Saved forecast: MYRG	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/MYRG.txt
[2025-12-09T20:27:37.779679] [INFO ] [sig       ] [2203/3614] Completed MYRG in 0.3s | 2.92 sym/s | Total: 12.6m | ETA: 8.0m
[2025-12-09T20:27:37.779717] [INFO ] [sig       ] [2204/3614] Forecasting NA...
[2025-12-09T20:27:37.779746] [INFO ] [sig       ] Generating forecast for: NA
[2025-12-09T20:27:37.779783] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NA' from 'https://tdm.silogroup.org/data/derivative_storage/NA.csv'.
[2025-12-09T20:27:37.789920] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NA'.
[2025-12-09T20:27:37.790216] [INFO ] [FORECASTER] Starting predict_future for NA
[2025-12-09T20:27:37.790986] [DEBUG] [LOCAL     ] No optimal features file found for NA: ./output/feature-sets/NA.txt
[2025-12-09T20:27:37.791035] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:37.791077] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:37.791105] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:37.791161] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:37.847263] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:37.847995] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:37.848070] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:37.848101] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:37.965358] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:37.965506] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:37.965544] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:37.965589] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:37.968914] [DEBUG] [FORECASTER] NA: Forecast T+1@11:T+2@11: DOWN (p=3.56%)
[2025-12-09T20:27:37.969176] [INFO ] [FORECASTER] Completed predict_future for NA
[2025-12-09T20:27:37.969293] [INFO ] [sig       ] NA: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:27:38.106711] [INFO ] [LOCAL     ] Saved forecast: NA	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/NA.txt
[2025-12-09T20:27:38.106827] [INFO ] [sig       ] [2204/3614] Completed NA in 0.3s | 2.92 sym/s | Total: 12.6m | ETA: 8.0m
[2025-12-09T20:27:38.106864] [INFO ] [sig       ] [2205/3614] Forecasting NAAS...
[2025-12-09T20:27:38.106892] [INFO ] [sig       ] Generating forecast for: NAAS
[2025-12-09T20:27:38.106921] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAAS' from 'https://tdm.silogroup.org/data/derivative_storage/NAAS.csv'.
[2025-12-09T20:27:38.117546] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NAAS'.
[2025-12-09T20:27:38.117875] [INFO ] [FORECASTER] Starting predict_future for NAAS
[2025-12-09T20:27:38.118646] [DEBUG] [LOCAL     ] No optimal features file found for NAAS: ./output/feature-sets/NAAS.txt
[2025-12-09T20:27:38.118696] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:38.118728] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:38.118755] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:38.118811] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:38.176123] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:38.177030] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:38.177125] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:38.177166] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:38.301000] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:38.301144] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:38.301184] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:38.301213] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:38.304594] [DEBUG] [FORECASTER] NAAS: Forecast T+1@11:T+2@11: UP (p=90.45%)
[2025-12-09T20:27:38.304860] [INFO ] [FORECASTER] Completed predict_future for NAAS
[2025-12-09T20:27:38.304977] [INFO ] [sig       ] NAAS: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:27:38.444919] [INFO ] [LOCAL     ] Saved forecast: NAAS	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/NAAS.txt
[2025-12-09T20:27:38.445054] [INFO ] [sig       ] [2205/3614] Completed NAAS in 0.3s | 2.92 sym/s | Total: 12.6m | ETA: 8.0m
[2025-12-09T20:27:38.445093] [INFO ] [sig       ] [2206/3614] Forecasting NABL...
[2025-12-09T20:27:38.445122] [INFO ] [sig       ] Generating forecast for: NABL
[2025-12-09T20:27:38.445153] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NABL' from 'https://tdm.silogroup.org/data/derivative_storage/NABL.csv'.
[2025-12-09T20:27:38.455846] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NABL'.
[2025-12-09T20:27:38.456173] [INFO ] [FORECASTER] Starting predict_future for NABL
[2025-12-09T20:27:38.456950] [DEBUG] [LOCAL     ] No optimal features file found for NABL: ./output/feature-sets/NABL.txt
[2025-12-09T20:27:38.456999] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:38.457056] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:38.457084] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:38.457140] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:38.512460] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:38.513250] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:38.513325] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:38.513357] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:38.627299] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:38.627445] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:38.627485] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:38.627533] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:38.630887] [DEBUG] [FORECASTER] NABL: Forecast T+1@11:T+2@11: UP (p=98.28%)
[2025-12-09T20:27:38.631164] [INFO ] [FORECASTER] Completed predict_future for NABL
[2025-12-09T20:27:38.631287] [INFO ] [sig       ] NABL: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:27:38.769299] [INFO ] [LOCAL     ] Saved forecast: NABL	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/NABL.txt
[2025-12-09T20:27:38.769451] [INFO ] [sig       ] [2206/3614] Completed NABL in 0.3s | 2.92 sym/s | Total: 12.6m | ETA: 8.0m
[2025-12-09T20:27:38.769498] [INFO ] [sig       ] [2207/3614] Forecasting NAC...
[2025-12-09T20:27:38.769533] [INFO ] [sig       ] Generating forecast for: NAC
[2025-12-09T20:27:38.769588] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAC' from 'https://tdm.silogroup.org/data/derivative_storage/NAC.csv'.
[2025-12-09T20:27:38.780925] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NAC'.
[2025-12-09T20:27:38.781191] [INFO ] [FORECASTER] Starting predict_future for NAC
[2025-12-09T20:27:38.781964] [DEBUG] [LOCAL     ] No optimal features file found for NAC: ./output/feature-sets/NAC.txt
[2025-12-09T20:27:38.782014] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:38.782046] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:38.782073] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:38.782128] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:38.838328] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:38.838943] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:38.839017] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:38.839051] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:38.955958] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:38.956099] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:38.956138] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:38.956166] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:38.959593] [DEBUG] [FORECASTER] NAC: Forecast T+1@11:T+2@11: UP (p=76.01%)
[2025-12-09T20:27:38.959861] [INFO ] [FORECASTER] Completed predict_future for NAC
[2025-12-09T20:27:38.959982] [INFO ] [sig       ] NAC: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:27:39.098777] [INFO ] [LOCAL     ] Saved forecast: NAC	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/NAC.txt
[2025-12-09T20:27:39.098890] [INFO ] [sig       ] [2207/3614] Completed NAC in 0.3s | 2.92 sym/s | Total: 12.6m | ETA: 8.0m
[2025-12-09T20:27:39.098928] [INFO ] [sig       ] [2208/3614] Forecasting NAD...
[2025-12-09T20:27:39.098956] [INFO ] [sig       ] Generating forecast for: NAD
[2025-12-09T20:27:39.098991] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAD' from 'https://tdm.silogroup.org/data/derivative_storage/NAD.csv'.
[2025-12-09T20:27:39.110118] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NAD'.
[2025-12-09T20:27:39.110387] [INFO ] [FORECASTER] Starting predict_future for NAD
[2025-12-09T20:27:39.111154] [DEBUG] [LOCAL     ] No optimal features file found for NAD: ./output/feature-sets/NAD.txt
[2025-12-09T20:27:39.111204] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:39.111235] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:39.111261] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:39.111316] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:39.169395] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:39.170001] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:39.170076] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:39.170107] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:39.289172] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:39.289288] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:39.289323] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:39.289351] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:39.292538] [DEBUG] [FORECASTER] NAD: Forecast T+1@11:T+2@11: UP (p=87.99%)
[2025-12-09T20:27:39.292813] [INFO ] [FORECASTER] Completed predict_future for NAD
[2025-12-09T20:27:39.292928] [INFO ] [sig       ] NAD: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:27:39.431371] [INFO ] [LOCAL     ] Saved forecast: NAD	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/NAD.txt
[2025-12-09T20:27:39.431484] [INFO ] [sig       ] [2208/3614] Completed NAD in 0.3s | 2.92 sym/s | Total: 12.6m | ETA: 8.0m
[2025-12-09T20:27:39.431521] [INFO ] [sig       ] [2209/3614] Forecasting NAMS...
[2025-12-09T20:27:39.431549] [INFO ] [sig       ] Generating forecast for: NAMS
[2025-12-09T20:27:39.431598] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAMS' from 'https://tdm.silogroup.org/data/derivative_storage/NAMS.csv'.
[2025-12-09T20:27:39.443866] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NAMS'.
[2025-12-09T20:27:39.444295] [INFO ] [FORECASTER] Starting predict_future for NAMS
[2025-12-09T20:27:39.445115] [DEBUG] [LOCAL     ] No optimal features file found for NAMS: ./output/feature-sets/NAMS.txt
[2025-12-09T20:27:39.445167] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:39.445198] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:39.445223] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:39.445278] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:39.504503] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:39.505506] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:39.505621] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:39.505659] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:39.629017] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:39.629165] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:39.629210] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:39.629270] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:39.632997] [DEBUG] [FORECASTER] NAMS: Forecast T+1@11:T+2@11: UP (p=64.52%)
[2025-12-09T20:27:39.633330] [INFO ] [FORECASTER] Completed predict_future for NAMS
[2025-12-09T20:27:39.633479] [INFO ] [sig       ] NAMS: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:27:39.777426] [INFO ] [LOCAL     ] Saved forecast: NAMS	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/NAMS.txt
[2025-12-09T20:27:39.777621] [INFO ] [sig       ] [2209/3614] Completed NAMS in 0.3s | 2.92 sym/s | Total: 12.6m | ETA: 8.0m
[2025-12-09T20:27:39.777667] [INFO ] [sig       ] [2210/3614] Forecasting NATH...
[2025-12-09T20:27:39.777697] [INFO ] [sig       ] Generating forecast for: NATH
[2025-12-09T20:27:39.777728] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NATH' from 'https://tdm.silogroup.org/data/derivative_storage/NATH.csv'.
[2025-12-09T20:27:39.789471] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NATH'.
[2025-12-09T20:27:39.789844] [INFO ] [FORECASTER] Starting predict_future for NATH
[2025-12-09T20:27:39.790696] [DEBUG] [LOCAL     ] No optimal features file found for NATH: ./output/feature-sets/NATH.txt
[2025-12-09T20:27:39.790748] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:39.790780] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:39.790806] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:39.790861] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:39.850435] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:39.851269] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:39.851361] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:39.851413] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:39.964186] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:39.964335] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:39.964378] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:39.964412] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:39.967884] [DEBUG] [FORECASTER] NATH: Forecast T+1@11:T+2@11: UP (p=76.43%)
[2025-12-09T20:27:39.968150] [INFO ] [FORECASTER] Completed predict_future for NATH
[2025-12-09T20:27:39.968269] [INFO ] [sig       ] NATH: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:27:40.109503] [INFO ] [LOCAL     ] Saved forecast: NATH	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/NATH.txt
[2025-12-09T20:27:40.109677] [INFO ] [sig       ] [2210/3614] Completed NATH in 0.3s | 2.92 sym/s | Total: 12.6m | ETA: 8.0m
[2025-12-09T20:27:40.109723] [INFO ] [sig       ] [2211/3614] Forecasting NATL...
[2025-12-09T20:27:40.109752] [INFO ] [sig       ] Generating forecast for: NATL
[2025-12-09T20:27:40.109783] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NATL' from 'https://tdm.silogroup.org/data/derivative_storage/NATL.csv'.
[2025-12-09T20:27:40.120906] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NATL'.
[2025-12-09T20:27:40.121253] [INFO ] [FORECASTER] Starting predict_future for NATL
[2025-12-09T20:27:40.122038] [DEBUG] [LOCAL     ] No optimal features file found for NATL: ./output/feature-sets/NATL.txt
[2025-12-09T20:27:40.122089] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:40.122119] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:40.122145] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:40.122199] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:40.178448] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:40.179303] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:40.179391] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:40.179423] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:40.301907] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:40.302057] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:40.302100] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:40.302147] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:40.305634] [DEBUG] [FORECASTER] NATL: Forecast T+1@11:T+2@11: UP (p=81.17%)
[2025-12-09T20:27:40.305912] [INFO ] [FORECASTER] Completed predict_future for NATL
[2025-12-09T20:27:40.306035] [INFO ] [sig       ] NATL: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:27:40.445384] [INFO ] [LOCAL     ] Saved forecast: NATL	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/NATL.txt
[2025-12-09T20:27:40.445538] [INFO ] [sig       ] [2211/3614] Completed NATL in 0.3s | 2.92 sym/s | Total: 12.6m | ETA: 8.0m
[2025-12-09T20:27:40.445598] [INFO ] [sig       ] [2212/3614] Forecasting NAVI...
[2025-12-09T20:27:40.445631] [INFO ] [sig       ] Generating forecast for: NAVI
[2025-12-09T20:27:40.445662] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAVI' from 'https://tdm.silogroup.org/data/derivative_storage/NAVI.csv'.
[2025-12-09T20:27:40.458005] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NAVI'.
[2025-12-09T20:27:40.458349] [INFO ] [FORECASTER] Starting predict_future for NAVI
[2025-12-09T20:27:40.459125] [DEBUG] [LOCAL     ] No optimal features file found for NAVI: ./output/feature-sets/NAVI.txt
[2025-12-09T20:27:40.459176] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:40.459208] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:40.459234] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:40.459289] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:40.515083] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:40.515739] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:40.515820] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:40.515852] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:40.635784] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:40.635913] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:40.635950] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:40.635977] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:40.639200] [DEBUG] [FORECASTER] NAVI: Forecast T+1@11:T+2@11: DOWN (p=6.39%)
[2025-12-09T20:27:40.639486] [INFO ] [FORECASTER] Completed predict_future for NAVI
[2025-12-09T20:27:40.639659] [INFO ] [sig       ] NAVI: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:27:40.778175] [INFO ] [LOCAL     ] Saved forecast: NAVI	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/NAVI.txt
[2025-12-09T20:27:40.778298] [INFO ] [sig       ] [2212/3614] Completed NAVI in 0.3s | 2.92 sym/s | Total: 12.6m | ETA: 8.0m
[2025-12-09T20:27:40.778336] [INFO ] [sig       ] [2213/3614] Forecasting NAZ...
[2025-12-09T20:27:40.778365] [INFO ] [sig       ] Generating forecast for: NAZ
[2025-12-09T20:27:40.778394] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAZ' from 'https://tdm.silogroup.org/data/derivative_storage/NAZ.csv'.
[2025-12-09T20:27:40.789366] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NAZ'.
[2025-12-09T20:27:40.789742] [INFO ] [FORECASTER] Starting predict_future for NAZ
[2025-12-09T20:27:40.790506] [DEBUG] [LOCAL     ] No optimal features file found for NAZ: ./output/feature-sets/NAZ.txt
[2025-12-09T20:27:40.790556] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:40.790614] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:40.790642] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:40.790697] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:40.846697] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:40.847304] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:40.847377] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:40.847411] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:40.949535] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:40.949708] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:40.949747] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:40.949775] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:40.953158] [DEBUG] [FORECASTER] NAZ: Forecast T+1@11:T+2@11: DOWN (p=30.75%)
[2025-12-09T20:27:40.953443] [INFO ] [FORECASTER] Completed predict_future for NAZ
[2025-12-09T20:27:40.953600] [INFO ] [sig       ] NAZ: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:27:41.089802] [INFO ] [LOCAL     ] Saved forecast: NAZ	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/NAZ.txt
[2025-12-09T20:27:41.089952] [INFO ] [sig       ] [2213/3614] Completed NAZ in 0.3s | 2.92 sym/s | Total: 12.6m | ETA: 8.0m
[2025-12-09T20:27:41.089991] [INFO ] [sig       ] [2214/3614] Forecasting NB...
[2025-12-09T20:27:41.090019] [INFO ] [sig       ] Generating forecast for: NB
[2025-12-09T20:27:41.090048] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NB' from 'https://tdm.silogroup.org/data/derivative_storage/NB.csv'.
[2025-12-09T20:27:41.101955] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NB'.
[2025-12-09T20:27:41.102304] [INFO ] [FORECASTER] Starting predict_future for NB
[2025-12-09T20:27:41.103079] [DEBUG] [LOCAL     ] No optimal features file found for NB: ./output/feature-sets/NB.txt
[2025-12-09T20:27:41.103130] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:41.103161] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:41.103187] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:41.103241] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:41.159327] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:41.160068] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:41.160161] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:41.160193] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:41.275441] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:41.275605] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:41.275647] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:41.275675] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:41.279055] [DEBUG] [FORECASTER] NB: Forecast T+1@11:T+2@11: UP (p=86.34%)
[2025-12-09T20:27:41.279319] [INFO ] [FORECASTER] Completed predict_future for NB
[2025-12-09T20:27:41.279438] [INFO ] [sig       ] NB: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:27:41.422843] [INFO ] [LOCAL     ] Saved forecast: NB	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/NB.txt
[2025-12-09T20:27:41.423011] [INFO ] [sig       ] [2214/3614] Completed NB in 0.3s | 2.92 sym/s | Total: 12.6m | ETA: 8.0m
[2025-12-09T20:27:41.423052] [INFO ] [sig       ] [2215/3614] Forecasting NBB...
[2025-12-09T20:27:41.423083] [INFO ] [sig       ] Generating forecast for: NBB
[2025-12-09T20:27:41.423114] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBB' from 'https://tdm.silogroup.org/data/derivative_storage/NBB.csv'.
[2025-12-09T20:27:41.435620] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBB'.
[2025-12-09T20:27:41.436005] [INFO ] [FORECASTER] Starting predict_future for NBB
[2025-12-09T20:27:41.436819] [DEBUG] [LOCAL     ] No optimal features file found for NBB: ./output/feature-sets/NBB.txt
[2025-12-09T20:27:41.436880] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:41.436914] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:41.436940] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:41.436996] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:41.497729] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:41.498620] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:41.498704] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:41.498736] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:41.621597] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:41.621744] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:41.621784] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:41.621814] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:41.625229] [DEBUG] [FORECASTER] NBB: Forecast T+1@11:T+2@11: DOWN (p=43.75%)
[2025-12-09T20:27:41.625501] [INFO ] [FORECASTER] Completed predict_future for NBB
[2025-12-09T20:27:41.625643] [INFO ] [sig       ] NBB: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:27:41.766633] [INFO ] [LOCAL     ] Saved forecast: NBB	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/NBB.txt
[2025-12-09T20:27:41.766769] [INFO ] [sig       ] [2215/3614] Completed NBB in 0.3s | 2.92 sym/s | Total: 12.6m | ETA: 8.0m
[2025-12-09T20:27:41.766807] [INFO ] [sig       ] [2216/3614] Forecasting NBBK...
[2025-12-09T20:27:41.766835] [INFO ] [sig       ] Generating forecast for: NBBK
[2025-12-09T20:27:41.766863] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBBK' from 'https://tdm.silogroup.org/data/derivative_storage/NBBK.csv'.
[2025-12-09T20:27:41.778731] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBBK'.
[2025-12-09T20:27:41.779069] [INFO ] [FORECASTER] Starting predict_future for NBBK
[2025-12-09T20:27:41.779864] [DEBUG] [LOCAL     ] No optimal features file found for NBBK: ./output/feature-sets/NBBK.txt
[2025-12-09T20:27:41.779916] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:41.779946] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:41.779974] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:41.780029] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:41.837557] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:41.838538] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:41.838637] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:41.838705] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:41.958075] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:41.958237] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:41.958279] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:41.958308] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:41.961845] [DEBUG] [FORECASTER] NBBK: Forecast T+1@11:T+2@11: DOWN (p=44.74%)
[2025-12-09T20:27:41.962129] [INFO ] [FORECASTER] Completed predict_future for NBBK
[2025-12-09T20:27:41.962254] [INFO ] [sig       ] NBBK: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:27:42.103754] [INFO ] [LOCAL     ] Saved forecast: NBBK	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/NBBK.txt
[2025-12-09T20:27:42.103883] [INFO ] [sig       ] [2216/3614] Completed NBBK in 0.3s | 2.92 sym/s | Total: 12.6m | ETA: 8.0m
[2025-12-09T20:27:42.103922] [INFO ] [sig       ] [2217/3614] Forecasting NBHC...
[2025-12-09T20:27:42.103951] [INFO ] [sig       ] Generating forecast for: NBHC
[2025-12-09T20:27:42.103980] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBHC' from 'https://tdm.silogroup.org/data/derivative_storage/NBHC.csv'.
[2025-12-09T20:27:42.115714] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBHC'.
[2025-12-09T20:27:42.116063] [INFO ] [FORECASTER] Starting predict_future for NBHC
[2025-12-09T20:27:42.116852] [DEBUG] [LOCAL     ] No optimal features file found for NBHC: ./output/feature-sets/NBHC.txt
[2025-12-09T20:27:42.116914] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:42.116946] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:42.116972] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:42.117041] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:42.174173] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:42.174849] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:42.174929] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:42.174962] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:42.288985] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:42.289130] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:42.289172] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:42.289200] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:42.292531] [DEBUG] [FORECASTER] NBHC: Forecast T+1@11:T+2@11: UP (p=95.66%)
[2025-12-09T20:27:42.292814] [INFO ] [FORECASTER] Completed predict_future for NBHC
[2025-12-09T20:27:42.292936] [INFO ] [sig       ] NBHC: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:27:42.430954] [INFO ] [LOCAL     ] Saved forecast: NBHC	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/NBHC.txt
[2025-12-09T20:27:42.431076] [INFO ] [sig       ] [2217/3614] Completed NBHC in 0.3s | 2.92 sym/s | Total: 12.6m | ETA: 8.0m
[2025-12-09T20:27:42.431113] [INFO ] [sig       ] [2218/3614] Forecasting NBIX...
[2025-12-09T20:27:42.431142] [INFO ] [sig       ] Generating forecast for: NBIX
[2025-12-09T20:27:42.431171] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBIX' from 'https://tdm.silogroup.org/data/derivative_storage/NBIX.csv'.
[2025-12-09T20:27:42.442070] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBIX'.
[2025-12-09T20:27:42.442351] [INFO ] [FORECASTER] Starting predict_future for NBIX
[2025-12-09T20:27:42.443123] [DEBUG] [LOCAL     ] No optimal features file found for NBIX: ./output/feature-sets/NBIX.txt
[2025-12-09T20:27:42.443173] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:42.443204] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:42.443230] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:42.443284] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:42.498648] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:42.499230] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:42.499304] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:42.499335] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:42.617598] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:42.617744] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:42.617783] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:42.617811] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:42.621127] [DEBUG] [FORECASTER] NBIX: Forecast T+1@11:T+2@11: UP (p=92.31%)
[2025-12-09T20:27:42.621392] [INFO ] [FORECASTER] Completed predict_future for NBIX
[2025-12-09T20:27:42.621514] [INFO ] [sig       ] NBIX: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:27:42.758938] [INFO ] [LOCAL     ] Saved forecast: NBIX	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/NBIX.txt
[2025-12-09T20:27:42.759056] [INFO ] [sig       ] [2218/3614] Completed NBIX in 0.3s | 2.92 sym/s | Total: 12.6m | ETA: 8.0m
[2025-12-09T20:27:42.759114] [INFO ] [sig       ] [2219/3614] Forecasting NBN...
[2025-12-09T20:27:42.759144] [INFO ] [sig       ] Generating forecast for: NBN
[2025-12-09T20:27:42.759173] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBN' from 'https://tdm.silogroup.org/data/derivative_storage/NBN.csv'.
[2025-12-09T20:27:42.770710] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBN'.
[2025-12-09T20:27:42.771034] [INFO ] [FORECASTER] Starting predict_future for NBN
[2025-12-09T20:27:42.771820] [DEBUG] [LOCAL     ] No optimal features file found for NBN: ./output/feature-sets/NBN.txt
[2025-12-09T20:27:42.771871] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:42.771901] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:42.771927] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:42.771981] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:42.828160] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:42.828825] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:42.828904] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:42.828936] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:42.947363] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:42.947529] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:42.947585] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:42.947617] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:42.950916] [DEBUG] [FORECASTER] NBN: Forecast T+1@11:T+2@11: UP (p=63.84%)
[2025-12-09T20:27:42.951184] [INFO ] [FORECASTER] Completed predict_future for NBN
[2025-12-09T20:27:42.951302] [INFO ] [sig       ] NBN: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:27:43.091625] [INFO ] [LOCAL     ] Saved forecast: NBN	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/NBN.txt
[2025-12-09T20:27:43.091775] [INFO ] [sig       ] [2219/3614] Completed NBN in 0.3s | 2.92 sym/s | Total: 12.6m | ETA: 8.0m
[2025-12-09T20:27:43.091814] [INFO ] [sig       ] [2220/3614] Forecasting NBTB...
[2025-12-09T20:27:43.091843] [INFO ] [sig       ] Generating forecast for: NBTB
[2025-12-09T20:27:43.091873] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBTB' from 'https://tdm.silogroup.org/data/derivative_storage/NBTB.csv'.
[2025-12-09T20:27:43.102644] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBTB'.
[2025-12-09T20:27:43.102918] [INFO ] [FORECASTER] Starting predict_future for NBTB
[2025-12-09T20:27:43.103671] [DEBUG] [LOCAL     ] No optimal features file found for NBTB: ./output/feature-sets/NBTB.txt
[2025-12-09T20:27:43.103720] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:43.103752] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:43.103778] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:43.103832] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:43.161038] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:43.161783] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:43.161863] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:43.161897] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:43.279981] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:43.280136] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:43.280176] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:43.280205] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:43.283648] [DEBUG] [FORECASTER] NBTB: Forecast T+1@11:T+2@11: DOWN (p=46.70%)
[2025-12-09T20:27:43.283919] [INFO ] [FORECASTER] Completed predict_future for NBTB
[2025-12-09T20:27:43.284037] [INFO ] [sig       ] NBTB: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:27:43.426037] [INFO ] [LOCAL     ] Saved forecast: NBTB	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/NBTB.txt
[2025-12-09T20:27:43.426161] [INFO ] [sig       ] [2220/3614] Completed NBTB in 0.3s | 2.92 sym/s | Total: 12.7m | ETA: 7.9m
[2025-12-09T20:27:43.426206] [INFO ] [sig       ] [2221/3614] Forecasting NBXG...
[2025-12-09T20:27:43.426235] [INFO ] [sig       ] Generating forecast for: NBXG
[2025-12-09T20:27:43.426265] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBXG' from 'https://tdm.silogroup.org/data/derivative_storage/NBXG.csv'.
[2025-12-09T20:27:43.437592] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBXG'.
[2025-12-09T20:27:43.437878] [INFO ] [FORECASTER] Starting predict_future for NBXG
[2025-12-09T20:27:43.438665] [DEBUG] [LOCAL     ] No optimal features file found for NBXG: ./output/feature-sets/NBXG.txt
[2025-12-09T20:27:43.438715] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:43.438745] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:43.438771] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:43.438826] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:43.494633] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:43.495252] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:43.495325] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:43.495355] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:43.613937] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:43.614087] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:43.614127] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:43.614154] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:43.617469] [DEBUG] [FORECASTER] NBXG: Forecast T+1@11:T+2@11: UP (p=73.81%)
[2025-12-09T20:27:43.617774] [INFO ] [FORECASTER] Completed predict_future for NBXG
[2025-12-09T20:27:43.617896] [INFO ] [sig       ] NBXG: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:27:43.757259] [INFO ] [LOCAL     ] Saved forecast: NBXG	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/NBXG.txt
[2025-12-09T20:27:43.757411] [INFO ] [sig       ] [2221/3614] Completed NBXG in 0.3s | 2.92 sym/s | Total: 12.7m | ETA: 7.9m
[2025-12-09T20:27:43.757450] [INFO ] [sig       ] [2222/3614] Forecasting NC...
[2025-12-09T20:27:43.757479] [INFO ] [sig       ] Generating forecast for: NC
[2025-12-09T20:27:43.757526] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NC' from 'https://tdm.silogroup.org/data/derivative_storage/NC.csv'.
[2025-12-09T20:27:43.768357] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NC'.
[2025-12-09T20:27:43.768737] [INFO ] [FORECASTER] Starting predict_future for NC
[2025-12-09T20:27:43.769489] [DEBUG] [LOCAL     ] No optimal features file found for NC: ./output/feature-sets/NC.txt
[2025-12-09T20:27:43.769540] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:43.769594] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:43.769624] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:43.769680] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:43.825338] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:43.826156] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:43.826235] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:43.826268] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:43.926217] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:43.926338] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:43.926375] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:43.926404] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:43.929615] [DEBUG] [FORECASTER] NC: Forecast T+1@11:T+2@11: DOWN (p=34.06%)
[2025-12-09T20:27:43.929890] [INFO ] [FORECASTER] Completed predict_future for NC
[2025-12-09T20:27:43.930007] [INFO ] [sig       ] NC: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:27:44.067685] [INFO ] [LOCAL     ] Saved forecast: NC	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/NC.txt
[2025-12-09T20:27:44.067805] [INFO ] [sig       ] [2222/3614] Completed NC in 0.3s | 2.92 sym/s | Total: 12.7m | ETA: 7.9m
[2025-12-09T20:27:44.067842] [INFO ] [sig       ] [2223/3614] Forecasting NCA...
[2025-12-09T20:27:44.067870] [INFO ] [sig       ] Generating forecast for: NCA
[2025-12-09T20:27:44.067900] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCA' from 'https://tdm.silogroup.org/data/derivative_storage/NCA.csv'.
[2025-12-09T20:27:44.078324] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCA'.
[2025-12-09T20:27:44.078636] [INFO ] [FORECASTER] Starting predict_future for NCA
[2025-12-09T20:27:44.079373] [DEBUG] [LOCAL     ] No optimal features file found for NCA: ./output/feature-sets/NCA.txt
[2025-12-09T20:27:44.079424] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:44.079481] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:44.079509] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:44.079565] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:44.135141] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:44.135765] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:44.135838] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:44.135869] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:44.253839] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:44.253977] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:44.254015] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:44.254044] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:44.257312] [DEBUG] [FORECASTER] NCA: Forecast T+1@11:T+2@11: DOWN (p=20.83%)
[2025-12-09T20:27:44.257614] [INFO ] [FORECASTER] Completed predict_future for NCA
[2025-12-09T20:27:44.257733] [INFO ] [sig       ] NCA: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:27:44.399094] [INFO ] [LOCAL     ] Saved forecast: NCA	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/NCA.txt
[2025-12-09T20:27:44.399213] [INFO ] [sig       ] [2223/3614] Completed NCA in 0.3s | 2.92 sym/s | Total: 12.7m | ETA: 7.9m
[2025-12-09T20:27:44.399250] [INFO ] [sig       ] [2224/3614] Forecasting NCLH...
[2025-12-09T20:27:44.399279] [INFO ] [sig       ] Generating forecast for: NCLH
[2025-12-09T20:27:44.399308] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCLH' from 'https://tdm.silogroup.org/data/derivative_storage/NCLH.csv'.
[2025-12-09T20:27:44.410256] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCLH'.
[2025-12-09T20:27:44.410521] [INFO ] [FORECASTER] Starting predict_future for NCLH
[2025-12-09T20:27:44.411267] [DEBUG] [LOCAL     ] No optimal features file found for NCLH: ./output/feature-sets/NCLH.txt
[2025-12-09T20:27:44.411317] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:44.411348] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:44.411374] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:44.411428] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:44.467203] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:44.467812] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:44.467884] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:44.467916] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:44.585055] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:44.585189] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:44.585249] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:44.585278] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:44.588547] [DEBUG] [FORECASTER] NCLH: Forecast T+1@11:T+2@11: UP (p=93.65%)
[2025-12-09T20:27:44.588824] [INFO ] [FORECASTER] Completed predict_future for NCLH
[2025-12-09T20:27:44.588942] [INFO ] [sig       ] NCLH: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:27:44.729763] [INFO ] [LOCAL     ] Saved forecast: NCLH	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/NCLH.txt
[2025-12-09T20:27:44.729913] [INFO ] [sig       ] [2224/3614] Completed NCLH in 0.3s | 2.92 sym/s | Total: 12.7m | ETA: 7.9m
[2025-12-09T20:27:44.729952] [INFO ] [sig       ] [2225/3614] Forecasting NCMI...
[2025-12-09T20:27:44.729979] [INFO ] [sig       ] Generating forecast for: NCMI
[2025-12-09T20:27:44.730008] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCMI' from 'https://tdm.silogroup.org/data/derivative_storage/NCMI.csv'.
[2025-12-09T20:27:44.740958] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCMI'.
[2025-12-09T20:27:44.741244] [INFO ] [FORECASTER] Starting predict_future for NCMI
[2025-12-09T20:27:44.742007] [DEBUG] [LOCAL     ] No optimal features file found for NCMI: ./output/feature-sets/NCMI.txt
[2025-12-09T20:27:44.742058] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:44.742090] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:44.742115] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:44.742170] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:44.798205] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:44.799073] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:44.799152] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:44.799185] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:44.917781] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:44.917930] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:44.917968] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:44.917996] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:44.921264] [DEBUG] [FORECASTER] NCMI: Forecast T+1@11:T+2@11: DOWN (p=46.31%)
[2025-12-09T20:27:44.921533] [INFO ] [FORECASTER] Completed predict_future for NCMI
[2025-12-09T20:27:44.921667] [INFO ] [sig       ] NCMI: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:27:45.059780] [INFO ] [LOCAL     ] Saved forecast: NCMI	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/NCMI.txt
[2025-12-09T20:27:45.059889] [INFO ] [sig       ] [2225/3614] Completed NCMI in 0.3s | 2.92 sym/s | Total: 12.7m | ETA: 7.9m
[2025-12-09T20:27:45.059927] [INFO ] [sig       ] [2226/3614] Forecasting NCNA...
[2025-12-09T20:27:45.059955] [INFO ] [sig       ] Generating forecast for: NCNA
[2025-12-09T20:27:45.059985] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCNA' from 'https://tdm.silogroup.org/data/derivative_storage/NCNA.csv'.
[2025-12-09T20:27:45.071020] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCNA'.
[2025-12-09T20:27:45.071276] [INFO ] [FORECASTER] Starting predict_future for NCNA
[2025-12-09T20:27:45.072029] [DEBUG] [LOCAL     ] No optimal features file found for NCNA: ./output/feature-sets/NCNA.txt
[2025-12-09T20:27:45.072079] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:45.072109] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:45.072135] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:45.072189] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:45.128336] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:45.129177] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:45.129255] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:45.129287] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:45.240011] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:45.240152] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:45.240191] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:45.240251] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:45.243543] [DEBUG] [FORECASTER] NCNA: Forecast T+1@11:T+2@11: DOWN (p=4.50%)
[2025-12-09T20:27:45.243828] [INFO ] [FORECASTER] Completed predict_future for NCNA
[2025-12-09T20:27:45.243946] [INFO ] [sig       ] NCNA: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:27:45.426658] [INFO ] [LOCAL     ] Saved forecast: NCNA	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/NCNA.txt
[2025-12-09T20:27:45.426791] [INFO ] [sig       ] [2226/3614] Completed NCNA in 0.4s | 2.92 sym/s | Total: 12.7m | ETA: 7.9m
[2025-12-09T20:27:45.426829] [INFO ] [sig       ] [2227/3614] Forecasting NCNO...
[2025-12-09T20:27:45.426858] [INFO ] [sig       ] Generating forecast for: NCNO
[2025-12-09T20:27:45.426888] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCNO' from 'https://tdm.silogroup.org/data/derivative_storage/NCNO.csv'.
[2025-12-09T20:27:45.437938] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCNO'.
[2025-12-09T20:27:45.438192] [INFO ] [FORECASTER] Starting predict_future for NCNO
[2025-12-09T20:27:45.438957] [DEBUG] [LOCAL     ] No optimal features file found for NCNO: ./output/feature-sets/NCNO.txt
[2025-12-09T20:27:45.439007] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:45.439038] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:45.439064] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:45.439119] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:45.495497] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:45.496108] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:45.496182] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:45.496214] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:45.615966] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:45.616103] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:45.616142] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:45.616171] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:45.619614] [DEBUG] [FORECASTER] NCNO: Forecast T+1@11:T+2@11: UP (p=79.58%)
[2025-12-09T20:27:45.619884] [INFO ] [FORECASTER] Completed predict_future for NCNO
[2025-12-09T20:27:45.620007] [INFO ] [sig       ] NCNO: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:27:45.765495] [INFO ] [LOCAL     ] Saved forecast: NCNO	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/NCNO.txt
[2025-12-09T20:27:45.765665] [INFO ] [sig       ] [2227/3614] Completed NCNO in 0.3s | 2.92 sym/s | Total: 12.7m | ETA: 7.9m
[2025-12-09T20:27:45.765706] [INFO ] [sig       ] [2228/3614] Forecasting NCTY...
[2025-12-09T20:27:45.765734] [INFO ] [sig       ] Generating forecast for: NCTY
[2025-12-09T20:27:45.765764] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCTY' from 'https://tdm.silogroup.org/data/derivative_storage/NCTY.csv'.
[2025-12-09T20:27:45.777453] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCTY'.
[2025-12-09T20:27:45.777878] [INFO ] [FORECASTER] Starting predict_future for NCTY
[2025-12-09T20:27:45.778693] [DEBUG] [LOCAL     ] No optimal features file found for NCTY: ./output/feature-sets/NCTY.txt
[2025-12-09T20:27:45.778745] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:45.778791] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:45.778819] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:45.778876] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:45.836066] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:45.836762] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:45.836839] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:45.836871] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:45.959624] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:45.959794] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:45.959836] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:45.959866] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:45.963172] [DEBUG] [FORECASTER] NCTY: Forecast T+1@11:T+2@11: UP (p=66.96%)
[2025-12-09T20:27:45.963443] [INFO ] [FORECASTER] Completed predict_future for NCTY
[2025-12-09T20:27:45.963566] [INFO ] [sig       ] NCTY: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:27:46.107833] [INFO ] [LOCAL     ] Saved forecast: NCTY	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/NCTY.txt
[2025-12-09T20:27:46.107957] [INFO ] [sig       ] [2228/3614] Completed NCTY in 0.3s | 2.92 sym/s | Total: 12.7m | ETA: 7.9m
[2025-12-09T20:27:46.107994] [INFO ] [sig       ] [2229/3614] Forecasting NCZ...
[2025-12-09T20:27:46.108023] [INFO ] [sig       ] Generating forecast for: NCZ
[2025-12-09T20:27:46.108054] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCZ' from 'https://tdm.silogroup.org/data/derivative_storage/NCZ.csv'.
[2025-12-09T20:27:46.120171] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCZ'.
[2025-12-09T20:27:46.120475] [INFO ] [FORECASTER] Starting predict_future for NCZ
[2025-12-09T20:27:46.121252] [DEBUG] [LOCAL     ] No optimal features file found for NCZ: ./output/feature-sets/NCZ.txt
[2025-12-09T20:27:46.121303] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:46.121334] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:46.121360] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:46.121415] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:46.177359] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:46.178035] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:46.178113] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:46.178145] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:46.297529] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:46.297699] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:46.297741] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:46.297769] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:46.301110] [DEBUG] [FORECASTER] NCZ: Forecast T+1@11:T+2@11: DOWN (p=22.95%)
[2025-12-09T20:27:46.301375] [INFO ] [FORECASTER] Completed predict_future for NCZ
[2025-12-09T20:27:46.301494] [INFO ] [sig       ] NCZ: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:27:46.438167] [INFO ] [LOCAL     ] Saved forecast: NCZ	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/NCZ.txt
[2025-12-09T20:27:46.438300] [INFO ] [sig       ] [2229/3614] Completed NCZ in 0.3s | 2.92 sym/s | Total: 12.7m | ETA: 7.9m
[2025-12-09T20:27:46.438339] [INFO ] [sig       ] [2230/3614] Forecasting NDAQ...
[2025-12-09T20:27:46.438367] [INFO ] [sig       ] Generating forecast for: NDAQ
[2025-12-09T20:27:46.438398] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NDAQ' from 'https://tdm.silogroup.org/data/derivative_storage/NDAQ.csv'.
[2025-12-09T20:27:46.449898] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NDAQ'.
[2025-12-09T20:27:46.450210] [INFO ] [FORECASTER] Starting predict_future for NDAQ
[2025-12-09T20:27:46.450988] [DEBUG] [LOCAL     ] No optimal features file found for NDAQ: ./output/feature-sets/NDAQ.txt
[2025-12-09T20:27:46.451038] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:46.451069] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:46.451096] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:46.451151] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:46.508356] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:46.509031] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:46.509107] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:46.509140] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:46.630262] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:46.630410] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:46.630450] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:46.630478] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:46.633793] [DEBUG] [FORECASTER] NDAQ: Forecast T+1@11:T+2@11: UP (p=76.94%)
[2025-12-09T20:27:46.634058] [INFO ] [FORECASTER] Completed predict_future for NDAQ
[2025-12-09T20:27:46.634178] [INFO ] [sig       ] NDAQ: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:27:46.778884] [INFO ] [LOCAL     ] Saved forecast: NDAQ	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/NDAQ.txt
[2025-12-09T20:27:46.779031] [INFO ] [sig       ] [2230/3614] Completed NDAQ in 0.3s | 2.92 sym/s | Total: 12.7m | ETA: 7.9m
[2025-12-09T20:27:46.779072] [INFO ] [sig       ] [2231/3614] Forecasting NDMO...
[2025-12-09T20:27:46.779101] [INFO ] [sig       ] Generating forecast for: NDMO
[2025-12-09T20:27:46.779131] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NDMO' from 'https://tdm.silogroup.org/data/derivative_storage/NDMO.csv'.
[2025-12-09T20:27:46.791087] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NDMO'.
[2025-12-09T20:27:46.791448] [INFO ] [FORECASTER] Starting predict_future for NDMO
[2025-12-09T20:27:46.792266] [DEBUG] [LOCAL     ] No optimal features file found for NDMO: ./output/feature-sets/NDMO.txt
[2025-12-09T20:27:46.792318] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:46.792349] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:46.792375] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:46.792429] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:46.849899] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:46.850719] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:46.850799] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:46.850833] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:46.971131] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:46.971280] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:46.971321] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:46.971349] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:46.974702] [DEBUG] [FORECASTER] NDMO: Forecast T+1@11:T+2@11: DOWN (p=23.84%)
[2025-12-09T20:27:46.974972] [INFO ] [FORECASTER] Completed predict_future for NDMO
[2025-12-09T20:27:46.975092] [INFO ] [sig       ] NDMO: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:27:47.114628] [INFO ] [LOCAL     ] Saved forecast: NDMO	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/NDMO.txt
[2025-12-09T20:27:47.114827] [INFO ] [sig       ] [2231/3614] Completed NDMO in 0.3s | 2.92 sym/s | Total: 12.7m | ETA: 7.9m
[2025-12-09T20:27:47.114882] [INFO ] [sig       ] [2232/3614] Forecasting NDRA...
[2025-12-09T20:27:47.114916] [INFO ] [sig       ] Generating forecast for: NDRA
[2025-12-09T20:27:47.114952] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NDRA' from 'https://tdm.silogroup.org/data/derivative_storage/NDRA.csv'.
[2025-12-09T20:27:47.126054] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NDRA'.
[2025-12-09T20:27:47.126342] [INFO ] [FORECASTER] Starting predict_future for NDRA
[2025-12-09T20:27:47.127119] [DEBUG] [LOCAL     ] No optimal features file found for NDRA: ./output/feature-sets/NDRA.txt
[2025-12-09T20:27:47.127170] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:47.127201] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:47.127228] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:47.127283] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:47.183413] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:47.184053] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:47.184128] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:47.184159] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:47.303340] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:47.303475] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:47.303515] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:47.303544] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:47.306899] [DEBUG] [FORECASTER] NDRA: Forecast T+1@11:T+2@11: UP (p=90.51%)
[2025-12-09T20:27:47.307181] [INFO ] [FORECASTER] Completed predict_future for NDRA
[2025-12-09T20:27:47.307306] [INFO ] [sig       ] NDRA: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:27:47.447295] [INFO ] [LOCAL     ] Saved forecast: NDRA	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/NDRA.txt
[2025-12-09T20:27:47.447420] [INFO ] [sig       ] [2232/3614] Completed NDRA in 0.3s | 2.92 sym/s | Total: 12.7m | ETA: 7.9m
[2025-12-09T20:27:47.447459] [INFO ] [sig       ] [2233/3614] Forecasting NDSN...
[2025-12-09T20:27:47.447488] [INFO ] [sig       ] Generating forecast for: NDSN
[2025-12-09T20:27:47.447540] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NDSN' from 'https://tdm.silogroup.org/data/derivative_storage/NDSN.csv'.
[2025-12-09T20:27:47.458362] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NDSN'.
[2025-12-09T20:27:47.458704] [INFO ] [FORECASTER] Starting predict_future for NDSN
[2025-12-09T20:27:47.459449] [DEBUG] [LOCAL     ] No optimal features file found for NDSN: ./output/feature-sets/NDSN.txt
[2025-12-09T20:27:47.459499] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:47.459535] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:47.459569] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:47.459664] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:47.515731] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:47.516386] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:47.516489] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:47.516524] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:47.639949] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:47.640089] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:47.640128] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:47.640155] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:47.643427] [DEBUG] [FORECASTER] NDSN: Forecast T+1@11:T+2@11: DOWN (p=4.05%)
[2025-12-09T20:27:47.643711] [INFO ] [FORECASTER] Completed predict_future for NDSN
[2025-12-09T20:27:47.643845] [INFO ] [sig       ] NDSN: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:27:47.781030] [INFO ] [LOCAL     ] Saved forecast: NDSN	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/NDSN.txt
[2025-12-09T20:27:47.781161] [INFO ] [sig       ] [2233/3614] Completed NDSN in 0.3s | 2.92 sym/s | Total: 12.7m | ETA: 7.9m
[2025-12-09T20:27:47.781200] [INFO ] [sig       ] [2234/3614] Forecasting NE...
[2025-12-09T20:27:47.781230] [INFO ] [sig       ] Generating forecast for: NE
[2025-12-09T20:27:47.781261] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NE' from 'https://tdm.silogroup.org/data/derivative_storage/NE.csv'.
[2025-12-09T20:27:47.793271] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NE'.
[2025-12-09T20:27:47.793640] [INFO ] [FORECASTER] Starting predict_future for NE
[2025-12-09T20:27:47.794409] [DEBUG] [LOCAL     ] No optimal features file found for NE: ./output/feature-sets/NE.txt
[2025-12-09T20:27:47.794460] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:47.794493] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:47.794520] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:47.794600] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:47.851126] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:47.851790] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:47.851876] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:47.851909] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:47.971070] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:47.971215] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:47.971254] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:47.971283] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:47.974591] [DEBUG] [FORECASTER] NE: Forecast T+1@11:T+2@11: DOWN (p=3.17%)
[2025-12-09T20:27:47.974862] [INFO ] [FORECASTER] Completed predict_future for NE
[2025-12-09T20:27:47.974981] [INFO ] [sig       ] NE: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:27:48.114275] [INFO ] [LOCAL     ] Saved forecast: NE	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/NE.txt
[2025-12-09T20:27:48.114398] [INFO ] [sig       ] [2234/3614] Completed NE in 0.3s | 2.92 sym/s | Total: 12.7m | ETA: 7.9m
[2025-12-09T20:27:48.114435] [INFO ] [sig       ] [2235/3614] Forecasting NEA...
[2025-12-09T20:27:48.114463] [INFO ] [sig       ] Generating forecast for: NEA
[2025-12-09T20:27:48.114493] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEA' from 'https://tdm.silogroup.org/data/derivative_storage/NEA.csv'.
[2025-12-09T20:27:48.126554] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEA'.
[2025-12-09T20:27:48.126843] [INFO ] [FORECASTER] Starting predict_future for NEA
[2025-12-09T20:27:48.127645] [DEBUG] [LOCAL     ] No optimal features file found for NEA: ./output/feature-sets/NEA.txt
[2025-12-09T20:27:48.127696] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:48.127726] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:48.127752] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:48.127808] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:48.184870] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:48.185665] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:48.185743] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:48.185776] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:48.313584] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:48.313726] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:48.313767] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:48.313810] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:48.317070] [DEBUG] [FORECASTER] NEA: Forecast T+1@11:T+2@11: DOWN (p=6.76%)
[2025-12-09T20:27:48.317331] [INFO ] [FORECASTER] Completed predict_future for NEA
[2025-12-09T20:27:48.317448] [INFO ] [sig       ] NEA: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:27:48.453336] [INFO ] [LOCAL     ] Saved forecast: NEA	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/NEA.txt
[2025-12-09T20:27:48.453448] [INFO ] [sig       ] [2235/3614] Completed NEA in 0.3s | 2.92 sym/s | Total: 12.7m | ETA: 7.9m
[2025-12-09T20:27:48.453485] [INFO ] [sig       ] [2236/3614] Forecasting NECB...
[2025-12-09T20:27:48.453513] [INFO ] [sig       ] Generating forecast for: NECB
[2025-12-09T20:27:48.453542] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NECB' from 'https://tdm.silogroup.org/data/derivative_storage/NECB.csv'.
[2025-12-09T20:27:48.464413] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NECB'.
[2025-12-09T20:27:48.464721] [INFO ] [FORECASTER] Starting predict_future for NECB
[2025-12-09T20:27:48.465456] [DEBUG] [LOCAL     ] No optimal features file found for NECB: ./output/feature-sets/NECB.txt
[2025-12-09T20:27:48.465506] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:48.465536] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:48.465562] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:48.465649] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:48.521237] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:48.521903] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:48.521978] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:48.522008] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:48.639216] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:48.639365] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:48.639405] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:48.639434] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:48.642885] [DEBUG] [FORECASTER] NECB: Forecast T+1@11:T+2@11: UP (p=89.60%)
[2025-12-09T20:27:48.643174] [INFO ] [FORECASTER] Completed predict_future for NECB
[2025-12-09T20:27:48.643299] [INFO ] [sig       ] NECB: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:27:48.784554] [INFO ] [LOCAL     ] Saved forecast: NECB	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/NECB.txt
[2025-12-09T20:27:48.784720] [INFO ] [sig       ] [2236/3614] Completed NECB in 0.3s | 2.92 sym/s | Total: 12.7m | ETA: 7.9m
[2025-12-09T20:27:48.784759] [INFO ] [sig       ] [2237/3614] Forecasting NEE...
[2025-12-09T20:27:48.784788] [INFO ] [sig       ] Generating forecast for: NEE
[2025-12-09T20:27:48.784817] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEE' from 'https://tdm.silogroup.org/data/derivative_storage/NEE.csv'.
[2025-12-09T20:27:48.798408] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEE'.
[2025-12-09T20:27:48.798824] [INFO ] [FORECASTER] Starting predict_future for NEE
[2025-12-09T20:27:48.799634] [DEBUG] [LOCAL     ] No optimal features file found for NEE: ./output/feature-sets/NEE.txt
[2025-12-09T20:27:48.799685] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:48.799717] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:48.799743] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:48.799798] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:48.855984] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:48.856902] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:48.856983] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:48.857035] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:48.972434] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:48.972604] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:48.972653] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:48.972681] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:48.976071] [DEBUG] [FORECASTER] NEE: Forecast T+1@11:T+2@11: DOWN (p=20.59%)
[2025-12-09T20:27:48.976341] [INFO ] [FORECASTER] Completed predict_future for NEE
[2025-12-09T20:27:48.976459] [INFO ] [sig       ] NEE: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:27:49.115624] [INFO ] [LOCAL     ] Saved forecast: NEE	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/NEE.txt
[2025-12-09T20:27:49.115821] [INFO ] [sig       ] [2237/3614] Completed NEE in 0.3s | 2.92 sym/s | Total: 12.7m | ETA: 7.8m
[2025-12-09T20:27:49.115867] [INFO ] [sig       ] [2238/3614] Forecasting NEGG...
[2025-12-09T20:27:49.115898] [INFO ] [sig       ] Generating forecast for: NEGG
[2025-12-09T20:27:49.115927] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEGG' from 'https://tdm.silogroup.org/data/derivative_storage/NEGG.csv'.
[2025-12-09T20:27:49.128691] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEGG'.
[2025-12-09T20:27:49.129025] [INFO ] [FORECASTER] Starting predict_future for NEGG
[2025-12-09T20:27:49.129816] [DEBUG] [LOCAL     ] No optimal features file found for NEGG: ./output/feature-sets/NEGG.txt
[2025-12-09T20:27:49.129867] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:49.129897] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:49.129923] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:49.129977] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:49.185096] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:49.185752] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:49.185829] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:49.185860] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:49.299122] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:49.299283] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:49.299324] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:49.299351] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:49.302753] [DEBUG] [FORECASTER] NEGG: Forecast T+1@11:T+2@11: DOWN (p=7.79%)
[2025-12-09T20:27:49.303029] [INFO ] [FORECASTER] Completed predict_future for NEGG
[2025-12-09T20:27:49.303151] [INFO ] [sig       ] NEGG: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:27:49.440013] [INFO ] [LOCAL     ] Saved forecast: NEGG	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/NEGG.txt
[2025-12-09T20:27:49.440159] [INFO ] [sig       ] [2238/3614] Completed NEGG in 0.3s | 2.92 sym/s | Total: 12.8m | ETA: 7.8m
[2025-12-09T20:27:49.440199] [INFO ] [sig       ] [2239/3614] Forecasting NEM...
[2025-12-09T20:27:49.440229] [INFO ] [sig       ] Generating forecast for: NEM
[2025-12-09T20:27:49.440258] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEM' from 'https://tdm.silogroup.org/data/derivative_storage/NEM.csv'.
[2025-12-09T20:27:49.451640] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEM'.
[2025-12-09T20:27:49.451953] [INFO ] [FORECASTER] Starting predict_future for NEM
[2025-12-09T20:27:49.452731] [DEBUG] [LOCAL     ] No optimal features file found for NEM: ./output/feature-sets/NEM.txt
[2025-12-09T20:27:49.452781] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:49.452811] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:49.452846] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:49.452903] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:49.507930] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:49.508647] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:49.508728] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:49.508759] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:49.629130] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:49.629277] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:49.629316] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:49.629344] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:49.632714] [DEBUG] [FORECASTER] NEM: Forecast T+1@11:T+2@11: UP (p=96.68%)
[2025-12-09T20:27:49.632982] [INFO ] [FORECASTER] Completed predict_future for NEM
[2025-12-09T20:27:49.633104] [INFO ] [sig       ] NEM: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:27:49.769559] [INFO ] [LOCAL     ] Saved forecast: NEM	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/NEM.txt
[2025-12-09T20:27:49.769723] [INFO ] [sig       ] [2239/3614] Completed NEM in 0.3s | 2.92 sym/s | Total: 12.8m | ETA: 7.8m
[2025-12-09T20:27:49.769762] [INFO ] [sig       ] [2240/3614] Forecasting NEO...
[2025-12-09T20:27:49.769791] [INFO ] [sig       ] Generating forecast for: NEO
[2025-12-09T20:27:49.769819] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEO' from 'https://tdm.silogroup.org/data/derivative_storage/NEO.csv'.
[2025-12-09T20:27:49.781337] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEO'.
[2025-12-09T20:27:49.781692] [INFO ] [FORECASTER] Starting predict_future for NEO
[2025-12-09T20:27:49.782451] [DEBUG] [LOCAL     ] No optimal features file found for NEO: ./output/feature-sets/NEO.txt
[2025-12-09T20:27:49.782502] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:49.782561] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:49.782620] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:49.782697] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:49.841781] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:49.842680] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:49.842759] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:49.842792] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:49.965836] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:49.965998] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:49.966039] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:49.966067] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:49.969864] [DEBUG] [FORECASTER] NEO: Forecast T+1@11:T+2@11: UP (p=95.04%)
[2025-12-09T20:27:49.970213] [INFO ] [FORECASTER] Completed predict_future for NEO
[2025-12-09T20:27:49.970355] [INFO ] [sig       ] NEO: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:27:50.150353] [INFO ] [LOCAL     ] Saved forecast: NEO	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/NEO.txt
[2025-12-09T20:27:50.150518] [INFO ] [sig       ] [2240/3614] Completed NEO in 0.4s | 2.92 sym/s | Total: 12.8m | ETA: 7.8m
[2025-12-09T20:27:50.150558] [INFO ] [sig       ] [2241/3614] Forecasting NEOG...
[2025-12-09T20:27:50.150610] [INFO ] [sig       ] Generating forecast for: NEOG
[2025-12-09T20:27:50.150640] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEOG' from 'https://tdm.silogroup.org/data/derivative_storage/NEOG.csv'.
[2025-12-09T20:27:50.163778] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEOG'.
[2025-12-09T20:27:50.164222] [INFO ] [FORECASTER] Starting predict_future for NEOG
[2025-12-09T20:27:50.165095] [DEBUG] [LOCAL     ] No optimal features file found for NEOG: ./output/feature-sets/NEOG.txt
[2025-12-09T20:27:50.165148] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:50.165179] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:50.165204] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:50.165258] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:50.228098] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:50.229247] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:50.229356] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:50.229397] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:50.396928] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:50.397121] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:50.397185] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:50.397227] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:50.402630] [DEBUG] [FORECASTER] NEOG: Forecast T+1@11:T+2@11: DOWN (p=5.04%)
[2025-12-09T20:27:50.403108] [INFO ] [FORECASTER] Completed predict_future for NEOG
[2025-12-09T20:27:50.403306] [INFO ] [sig       ] NEOG: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:27:50.623552] [INFO ] [LOCAL     ] Saved forecast: NEOG	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/NEOG.txt
[2025-12-09T20:27:50.623820] [INFO ] [sig       ] [2241/3614] Completed NEOG in 0.5s | 2.92 sym/s | Total: 12.8m | ETA: 7.8m
[2025-12-09T20:27:50.623895] [INFO ] [sig       ] [2242/3614] Forecasting NEON...
[2025-12-09T20:27:50.623935] [INFO ] [sig       ] Generating forecast for: NEON
[2025-12-09T20:27:50.623977] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEON' from 'https://tdm.silogroup.org/data/derivative_storage/NEON.csv'.
[2025-12-09T20:27:50.641532] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEON'.
[2025-12-09T20:27:50.642038] [INFO ] [FORECASTER] Starting predict_future for NEON
[2025-12-09T20:27:50.643188] [DEBUG] [LOCAL     ] No optimal features file found for NEON: ./output/feature-sets/NEON.txt
[2025-12-09T20:27:50.643258] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:50.643307] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:50.643351] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:50.643442] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:50.708144] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:50.709049] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:50.709134] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:50.709167] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:50.842755] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:50.842914] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:50.842955] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:50.842981] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:50.846589] [DEBUG] [FORECASTER] NEON: Forecast T+1@11:T+2@11: DOWN (p=21.16%)
[2025-12-09T20:27:50.846892] [INFO ] [FORECASTER] Completed predict_future for NEON
[2025-12-09T20:27:50.847027] [INFO ] [sig       ] NEON: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:27:51.000265] [INFO ] [LOCAL     ] Saved forecast: NEON	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/NEON.txt
[2025-12-09T20:27:51.000432] [INFO ] [sig       ] [2242/3614] Completed NEON in 0.4s | 2.92 sym/s | Total: 12.8m | ETA: 7.8m
[2025-12-09T20:27:51.000474] [INFO ] [sig       ] [2243/3614] Forecasting NEXA...
[2025-12-09T20:27:51.000502] [INFO ] [sig       ] Generating forecast for: NEXA
[2025-12-09T20:27:51.000543] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEXA' from 'https://tdm.silogroup.org/data/derivative_storage/NEXA.csv'.
[2025-12-09T20:27:51.015591] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEXA'.
[2025-12-09T20:27:51.016188] [INFO ] [FORECASTER] Starting predict_future for NEXA
[2025-12-09T20:27:51.017296] [DEBUG] [LOCAL     ] No optimal features file found for NEXA: ./output/feature-sets/NEXA.txt
[2025-12-09T20:27:51.017355] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:51.017391] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:51.017422] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:51.017639] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:51.075243] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:51.076158] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:51.076245] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:51.076277] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:51.191608] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:51.191762] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:51.191803] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:51.191865] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:51.195350] [DEBUG] [FORECASTER] NEXA: Forecast T+1@11:T+2@11: DOWN (p=31.36%)
[2025-12-09T20:27:51.195651] [INFO ] [FORECASTER] Completed predict_future for NEXA
[2025-12-09T20:27:51.195778] [INFO ] [sig       ] NEXA: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:27:51.337349] [INFO ] [LOCAL     ] Saved forecast: NEXA	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/NEXA.txt
[2025-12-09T20:27:51.337501] [INFO ] [sig       ] [2243/3614] Completed NEXA in 0.3s | 2.92 sym/s | Total: 12.8m | ETA: 7.8m
[2025-12-09T20:27:51.337541] [INFO ] [sig       ] [2244/3614] Forecasting NEXN...
[2025-12-09T20:27:51.337587] [INFO ] [sig       ] Generating forecast for: NEXN
[2025-12-09T20:27:51.337628] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEXN' from 'https://tdm.silogroup.org/data/derivative_storage/NEXN.csv'.
[2025-12-09T20:27:51.351112] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEXN'.
[2025-12-09T20:27:51.351531] [INFO ] [FORECASTER] Starting predict_future for NEXN
[2025-12-09T20:27:51.352329] [DEBUG] [LOCAL     ] No optimal features file found for NEXN: ./output/feature-sets/NEXN.txt
[2025-12-09T20:27:51.352381] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:51.352412] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:51.352437] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:51.352492] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:51.407887] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:51.408522] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:51.408619] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:51.408659] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:51.531829] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:51.531978] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:51.532018] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:51.532046] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:51.535393] [DEBUG] [FORECASTER] NEXN: Forecast T+1@11:T+2@11: DOWN (p=49.08%)
[2025-12-09T20:27:51.535700] [INFO ] [FORECASTER] Completed predict_future for NEXN
[2025-12-09T20:27:51.535837] [INFO ] [sig       ] NEXN: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:27:51.675808] [INFO ] [LOCAL     ] Saved forecast: NEXN	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/NEXN.txt
[2025-12-09T20:27:51.675965] [INFO ] [sig       ] [2244/3614] Completed NEXN in 0.3s | 2.92 sym/s | Total: 12.8m | ETA: 7.8m
[2025-12-09T20:27:51.676006] [INFO ] [sig       ] [2245/3614] Forecasting NFBK...
[2025-12-09T20:27:51.676034] [INFO ] [sig       ] Generating forecast for: NFBK
[2025-12-09T20:27:51.676064] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFBK' from 'https://tdm.silogroup.org/data/derivative_storage/NFBK.csv'.
[2025-12-09T20:27:51.688082] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFBK'.
[2025-12-09T20:27:51.688372] [INFO ] [FORECASTER] Starting predict_future for NFBK
[2025-12-09T20:27:51.689206] [DEBUG] [LOCAL     ] No optimal features file found for NFBK: ./output/feature-sets/NFBK.txt
[2025-12-09T20:27:51.689259] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:51.689290] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:51.689316] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:51.689371] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:51.744910] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:51.745615] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:51.745708] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:51.745747] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:51.864177] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:51.864341] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:51.864381] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:51.864409] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:51.867940] [DEBUG] [FORECASTER] NFBK: Forecast T+1@11:T+2@11: DOWN (p=5.41%)
[2025-12-09T20:27:51.868223] [INFO ] [FORECASTER] Completed predict_future for NFBK
[2025-12-09T20:27:51.868345] [INFO ] [sig       ] NFBK: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:27:52.005361] [INFO ] [LOCAL     ] Saved forecast: NFBK	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/NFBK.txt
[2025-12-09T20:27:52.005502] [INFO ] [sig       ] [2245/3614] Completed NFBK in 0.3s | 2.92 sym/s | Total: 12.8m | ETA: 7.8m
[2025-12-09T20:27:52.005541] [INFO ] [sig       ] [2246/3614] Forecasting NFE...
[2025-12-09T20:27:52.005587] [INFO ] [sig       ] Generating forecast for: NFE
[2025-12-09T20:27:52.005625] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFE' from 'https://tdm.silogroup.org/data/derivative_storage/NFE.csv'.
[2025-12-09T20:27:52.017215] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFE'.
[2025-12-09T20:27:52.017534] [INFO ] [FORECASTER] Starting predict_future for NFE
[2025-12-09T20:27:52.018320] [DEBUG] [LOCAL     ] No optimal features file found for NFE: ./output/feature-sets/NFE.txt
[2025-12-09T20:27:52.018371] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:52.018402] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:52.018427] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:52.018481] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:52.073264] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:52.073978] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:52.074055] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:52.074087] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:52.193795] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:52.193947] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:52.193987] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:52.194015] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:52.197359] [DEBUG] [FORECASTER] NFE: Forecast T+1@11:T+2@11: UP (p=91.20%)
[2025-12-09T20:27:52.197670] [INFO ] [FORECASTER] Completed predict_future for NFE
[2025-12-09T20:27:52.197794] [INFO ] [sig       ] NFE: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:27:52.342453] [INFO ] [LOCAL     ] Saved forecast: NFE	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/NFE.txt
[2025-12-09T20:27:52.342629] [INFO ] [sig       ] [2246/3614] Completed NFE in 0.3s | 2.92 sym/s | Total: 12.8m | ETA: 7.8m
[2025-12-09T20:27:52.342675] [INFO ] [sig       ] [2247/3614] Forecasting NFG...
[2025-12-09T20:27:52.342706] [INFO ] [sig       ] Generating forecast for: NFG
[2025-12-09T20:27:52.342736] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFG' from 'https://tdm.silogroup.org/data/derivative_storage/NFG.csv'.
[2025-12-09T20:27:52.354014] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFG'.
[2025-12-09T20:27:52.354328] [INFO ] [FORECASTER] Starting predict_future for NFG
[2025-12-09T20:27:52.355091] [DEBUG] [LOCAL     ] No optimal features file found for NFG: ./output/feature-sets/NFG.txt
[2025-12-09T20:27:52.355142] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:52.355173] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:52.355200] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:52.355254] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:52.410590] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:52.411293] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:52.411368] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:52.411399] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:52.527708] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:52.527861] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:52.527901] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:52.527928] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:52.531252] [DEBUG] [FORECASTER] NFG: Forecast T+1@11:T+2@11: DOWN (p=16.06%)
[2025-12-09T20:27:52.531525] [INFO ] [FORECASTER] Completed predict_future for NFG
[2025-12-09T20:27:52.531674] [INFO ] [sig       ] NFG: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:27:52.667866] [INFO ] [LOCAL     ] Saved forecast: NFG	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/NFG.txt
[2025-12-09T20:27:52.668007] [INFO ] [sig       ] [2247/3614] Completed NFG in 0.3s | 2.92 sym/s | Total: 12.8m | ETA: 7.8m
[2025-12-09T20:27:52.668046] [INFO ] [sig       ] [2248/3614] Forecasting NFJ...
[2025-12-09T20:27:52.668074] [INFO ] [sig       ] Generating forecast for: NFJ
[2025-12-09T20:27:52.668105] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFJ' from 'https://tdm.silogroup.org/data/derivative_storage/NFJ.csv'.
[2025-12-09T20:27:52.679856] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFJ'.
[2025-12-09T20:27:52.680153] [INFO ] [FORECASTER] Starting predict_future for NFJ
[2025-12-09T20:27:52.680927] [DEBUG] [LOCAL     ] No optimal features file found for NFJ: ./output/feature-sets/NFJ.txt
[2025-12-09T20:27:52.680978] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:52.681009] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:52.681035] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:52.681089] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:52.740753] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:52.741661] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:52.741745] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:52.741779] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:52.862997] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:52.863147] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:52.863189] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:52.863217] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:52.866570] [DEBUG] [FORECASTER] NFJ: Forecast T+1@11:T+2@11: UP (p=59.85%)
[2025-12-09T20:27:52.866858] [INFO ] [FORECASTER] Completed predict_future for NFJ
[2025-12-09T20:27:52.866976] [INFO ] [sig       ] NFJ: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:27:53.005162] [INFO ] [LOCAL     ] Saved forecast: NFJ	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/NFJ.txt
[2025-12-09T20:27:53.005284] [INFO ] [sig       ] [2248/3614] Completed NFJ in 0.3s | 2.92 sym/s | Total: 12.8m | ETA: 7.8m
[2025-12-09T20:27:53.005322] [INFO ] [sig       ] [2249/3614] Forecasting NFLX...
[2025-12-09T20:27:53.005350] [INFO ] [sig       ] Generating forecast for: NFLX
[2025-12-09T20:27:53.005379] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFLX' from 'https://tdm.silogroup.org/data/derivative_storage/NFLX.csv'.
[2025-12-09T20:27:53.016757] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFLX'.
[2025-12-09T20:27:53.017105] [INFO ] [FORECASTER] Starting predict_future for NFLX
[2025-12-09T20:27:53.017927] [DEBUG] [LOCAL     ] No optimal features file found for NFLX: ./output/feature-sets/NFLX.txt
[2025-12-09T20:27:53.017978] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:53.018008] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:53.018034] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:53.018089] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:53.074947] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:53.075830] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:53.075911] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:53.075944] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:53.195383] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:53.195528] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:53.195586] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:53.195618] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:53.199035] [DEBUG] [FORECASTER] NFLX: Forecast T+1@11:T+2@11: DOWN (p=34.80%)
[2025-12-09T20:27:53.199306] [INFO ] [FORECASTER] Completed predict_future for NFLX
[2025-12-09T20:27:53.199430] [INFO ] [sig       ] NFLX: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:27:53.339304] [INFO ] [LOCAL     ] Saved forecast: NFLX	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/NFLX.txt
[2025-12-09T20:27:53.339442] [INFO ] [sig       ] [2249/3614] Completed NFLX in 0.3s | 2.92 sym/s | Total: 12.8m | ETA: 7.8m
[2025-12-09T20:27:53.339488] [INFO ] [sig       ] [2250/3614] Forecasting NFTY...
[2025-12-09T20:27:53.339518] [INFO ] [sig       ] Generating forecast for: NFTY
[2025-12-09T20:27:53.339549] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFTY' from 'https://tdm.silogroup.org/data/derivative_storage/NFTY.csv'.
[2025-12-09T20:27:53.350774] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFTY'.
[2025-12-09T20:27:53.351046] [INFO ] [FORECASTER] Starting predict_future for NFTY
[2025-12-09T20:27:53.351844] [DEBUG] [LOCAL     ] No optimal features file found for NFTY: ./output/feature-sets/NFTY.txt
[2025-12-09T20:27:53.351896] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:53.351928] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:53.351955] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:53.352024] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:53.411840] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:53.412639] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:53.412745] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:53.412779] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:53.528860] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:53.529004] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:53.529044] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:53.529073] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:53.532393] [DEBUG] [FORECASTER] NFTY: Forecast T+1@11:T+2@11: UP (p=88.44%)
[2025-12-09T20:27:53.532675] [INFO ] [FORECASTER] Completed predict_future for NFTY
[2025-12-09T20:27:53.532800] [INFO ] [sig       ] NFTY: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:27:53.671212] [INFO ] [LOCAL     ] Saved forecast: NFTY	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/NFTY.txt
[2025-12-09T20:27:53.671334] [INFO ] [sig       ] [2250/3614] Completed NFTY in 0.3s | 2.92 sym/s | Total: 12.8m | ETA: 7.8m
[2025-12-09T20:27:53.671372] [INFO ] [sig       ] [2251/3614] Forecasting NGG...
[2025-12-09T20:27:53.671400] [INFO ] [sig       ] Generating forecast for: NGG
[2025-12-09T20:27:53.671431] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGG' from 'https://tdm.silogroup.org/data/derivative_storage/NGG.csv'.
[2025-12-09T20:27:53.683052] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NGG'.
[2025-12-09T20:27:53.683325] [INFO ] [FORECASTER] Starting predict_future for NGG
[2025-12-09T20:27:53.684114] [DEBUG] [LOCAL     ] No optimal features file found for NGG: ./output/feature-sets/NGG.txt
[2025-12-09T20:27:53.684166] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:53.684198] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:53.684225] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:53.684281] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:53.741835] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:53.742484] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:53.742562] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:53.742614] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:53.864223] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:53.864368] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:53.864407] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:53.864436] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:53.867752] [DEBUG] [FORECASTER] NGG: Forecast T+1@11:T+2@11: UP (p=63.07%)
[2025-12-09T20:27:53.868018] [INFO ] [FORECASTER] Completed predict_future for NGG
[2025-12-09T20:27:53.868143] [INFO ] [sig       ] NGG: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:27:54.006909] [INFO ] [LOCAL     ] Saved forecast: NGG	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/NGG.txt
[2025-12-09T20:27:54.007041] [INFO ] [sig       ] [2251/3614] Completed NGG in 0.3s | 2.92 sym/s | Total: 12.8m | ETA: 7.8m
[2025-12-09T20:27:54.007081] [INFO ] [sig       ] [2252/3614] Forecasting NGL...
[2025-12-09T20:27:54.007111] [INFO ] [sig       ] Generating forecast for: NGL
[2025-12-09T20:27:54.007142] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGL' from 'https://tdm.silogroup.org/data/derivative_storage/NGL.csv'.
[2025-12-09T20:27:54.018102] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NGL'.
[2025-12-09T20:27:54.018386] [INFO ] [FORECASTER] Starting predict_future for NGL
[2025-12-09T20:27:54.019210] [DEBUG] [LOCAL     ] No optimal features file found for NGL: ./output/feature-sets/NGL.txt
[2025-12-09T20:27:54.019273] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:54.019306] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:54.019333] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:54.019388] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:54.075740] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:54.076397] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:54.076474] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:54.076506] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:54.192133] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:54.192279] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:54.192319] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:54.192347] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:54.195655] [DEBUG] [FORECASTER] NGL: Forecast T+1@11:T+2@11: DOWN (p=30.16%)
[2025-12-09T20:27:54.195924] [INFO ] [FORECASTER] Completed predict_future for NGL
[2025-12-09T20:27:54.196044] [INFO ] [sig       ] NGL: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:27:54.337423] [INFO ] [LOCAL     ] Saved forecast: NGL	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/NGL.txt
[2025-12-09T20:27:54.337597] [INFO ] [sig       ] [2252/3614] Completed NGL in 0.3s | 2.92 sym/s | Total: 12.8m | ETA: 7.8m
[2025-12-09T20:27:54.337639] [INFO ] [sig       ] [2253/3614] Forecasting NGNE...
[2025-12-09T20:27:54.337669] [INFO ] [sig       ] Generating forecast for: NGNE
[2025-12-09T20:27:54.337697] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGNE' from 'https://tdm.silogroup.org/data/derivative_storage/NGNE.csv'.
[2025-12-09T20:27:54.349632] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NGNE'.
[2025-12-09T20:27:54.350062] [INFO ] [FORECASTER] Starting predict_future for NGNE
[2025-12-09T20:27:54.350910] [DEBUG] [LOCAL     ] No optimal features file found for NGNE: ./output/feature-sets/NGNE.txt
[2025-12-09T20:27:54.350963] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:54.350997] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:54.351024] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:54.351082] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:54.411874] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:54.412762] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:54.412854] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:54.412887] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:54.537356] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:54.537528] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:54.537588] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:54.537623] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:54.541169] [DEBUG] [FORECASTER] NGNE: Forecast T+1@11:T+2@11: UP (p=80.85%)
[2025-12-09T20:27:54.541484] [INFO ] [FORECASTER] Completed predict_future for NGNE
[2025-12-09T20:27:54.541643] [INFO ] [sig       ] NGNE: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:27:54.691777] [INFO ] [LOCAL     ] Saved forecast: NGNE	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/NGNE.txt
[2025-12-09T20:27:54.691961] [INFO ] [sig       ] [2253/3614] Completed NGNE in 0.4s | 2.92 sym/s | Total: 12.8m | ETA: 7.8m
[2025-12-09T20:27:54.692003] [INFO ] [sig       ] [2254/3614] Forecasting NGS...
[2025-12-09T20:27:54.692034] [INFO ] [sig       ] Generating forecast for: NGS
[2025-12-09T20:27:54.692067] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGS' from 'https://tdm.silogroup.org/data/derivative_storage/NGS.csv'.
[2025-12-09T20:27:54.703883] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NGS'.
[2025-12-09T20:27:54.704231] [INFO ] [FORECASTER] Starting predict_future for NGS
[2025-12-09T20:27:54.705022] [DEBUG] [LOCAL     ] No optimal features file found for NGS: ./output/feature-sets/NGS.txt
[2025-12-09T20:27:54.705073] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:54.705106] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:54.705132] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:54.705187] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:54.760222] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:54.760966] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:54.761043] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:54.761074] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:54.891710] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:54.891871] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:54.891919] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:54.891953] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:54.896468] [DEBUG] [FORECASTER] NGS: Forecast T+1@11:T+2@11: UP (p=93.15%)
[2025-12-09T20:27:54.896836] [INFO ] [FORECASTER] Completed predict_future for NGS
[2025-12-09T20:27:54.896992] [INFO ] [sig       ] NGS: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:27:55.055849] [INFO ] [LOCAL     ] Saved forecast: NGS	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/NGS.txt
[2025-12-09T20:27:55.056005] [INFO ] [sig       ] [2254/3614] Completed NGS in 0.4s | 2.92 sym/s | Total: 12.8m | ETA: 7.8m
[2025-12-09T20:27:55.056046] [INFO ] [sig       ] [2255/3614] Forecasting NGVC...
[2025-12-09T20:27:55.056075] [INFO ] [sig       ] Generating forecast for: NGVC
[2025-12-09T20:27:55.056105] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGVC' from 'https://tdm.silogroup.org/data/derivative_storage/NGVC.csv'.
[2025-12-09T20:27:55.068135] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NGVC'.
[2025-12-09T20:27:55.068525] [INFO ] [FORECASTER] Starting predict_future for NGVC
[2025-12-09T20:27:55.069338] [DEBUG] [LOCAL     ] No optimal features file found for NGVC: ./output/feature-sets/NGVC.txt
[2025-12-09T20:27:55.069388] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:55.069420] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:55.069446] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:55.069500] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:55.125618] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:55.126520] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:55.126622] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:55.126656] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:55.244811] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:55.244967] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:55.245007] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:55.245035] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:55.248397] [DEBUG] [FORECASTER] NGVC: Forecast T+1@11:T+2@11: DOWN (p=7.57%)
[2025-12-09T20:27:55.248699] [INFO ] [FORECASTER] Completed predict_future for NGVC
[2025-12-09T20:27:55.248828] [INFO ] [sig       ] NGVC: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:27:55.388869] [INFO ] [LOCAL     ] Saved forecast: NGVC	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/NGVC.txt
[2025-12-09T20:27:55.389021] [INFO ] [sig       ] [2255/3614] Completed NGVC in 0.3s | 2.92 sym/s | Total: 12.9m | ETA: 7.7m
[2025-12-09T20:27:55.389066] [INFO ] [sig       ] [2256/3614] Forecasting NHI...
[2025-12-09T20:27:55.389096] [INFO ] [sig       ] Generating forecast for: NHI
[2025-12-09T20:27:55.389127] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NHI' from 'https://tdm.silogroup.org/data/derivative_storage/NHI.csv'.
[2025-12-09T20:27:55.400718] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NHI'.
[2025-12-09T20:27:55.401041] [INFO ] [FORECASTER] Starting predict_future for NHI
[2025-12-09T20:27:55.401807] [DEBUG] [LOCAL     ] No optimal features file found for NHI: ./output/feature-sets/NHI.txt
[2025-12-09T20:27:55.401857] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:55.401888] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:55.401914] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:55.401967] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:55.456833] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:55.457419] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:55.457511] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:55.457544] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:55.572073] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:55.572222] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:55.572262] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:55.572291] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:55.575558] [DEBUG] [FORECASTER] NHI: Forecast T+1@11:T+2@11: DOWN (p=8.86%)
[2025-12-09T20:27:55.575843] [INFO ] [FORECASTER] Completed predict_future for NHI
[2025-12-09T20:27:55.575965] [INFO ] [sig       ] NHI: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:27:55.713006] [INFO ] [LOCAL     ] Saved forecast: NHI	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/NHI.txt
[2025-12-09T20:27:55.713137] [INFO ] [sig       ] [2256/3614] Completed NHI in 0.3s | 2.92 sym/s | Total: 12.9m | ETA: 7.7m
[2025-12-09T20:27:55.713176] [INFO ] [sig       ] [2257/3614] Forecasting NHTC...
[2025-12-09T20:27:55.713205] [INFO ] [sig       ] Generating forecast for: NHTC
[2025-12-09T20:27:55.713235] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NHTC' from 'https://tdm.silogroup.org/data/derivative_storage/NHTC.csv'.
[2025-12-09T20:27:55.723977] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NHTC'.
[2025-12-09T20:27:55.724261] [INFO ] [FORECASTER] Starting predict_future for NHTC
[2025-12-09T20:27:55.725025] [DEBUG] [LOCAL     ] No optimal features file found for NHTC: ./output/feature-sets/NHTC.txt
[2025-12-09T20:27:55.725076] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:55.725132] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:55.725161] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:55.725218] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:55.780266] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:55.780910] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:55.780985] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:55.781016] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:55.888634] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:55.888792] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:55.888840] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:55.888876] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:55.892162] [DEBUG] [FORECASTER] NHTC: Forecast T+1@11:T+2@11: UP (p=88.97%)
[2025-12-09T20:27:55.892430] [INFO ] [FORECASTER] Completed predict_future for NHTC
[2025-12-09T20:27:55.892565] [INFO ] [sig       ] NHTC: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:27:56.029857] [INFO ] [LOCAL     ] Saved forecast: NHTC	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/NHTC.txt
[2025-12-09T20:27:56.029990] [INFO ] [sig       ] [2257/3614] Completed NHTC in 0.3s | 2.92 sym/s | Total: 12.9m | ETA: 7.7m
[2025-12-09T20:27:56.030029] [INFO ] [sig       ] [2258/3614] Forecasting NI...
[2025-12-09T20:27:56.030058] [INFO ] [sig       ] Generating forecast for: NI
[2025-12-09T20:27:56.030087] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NI' from 'https://tdm.silogroup.org/data/derivative_storage/NI.csv'.
[2025-12-09T20:27:56.041880] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NI'.
[2025-12-09T20:27:56.042172] [INFO ] [FORECASTER] Starting predict_future for NI
[2025-12-09T20:27:56.042940] [DEBUG] [LOCAL     ] No optimal features file found for NI: ./output/feature-sets/NI.txt
[2025-12-09T20:27:56.042990] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:56.043021] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:56.043046] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:56.043101] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:56.100500] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:56.101176] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:56.101250] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:56.101281] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:56.219112] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:56.219264] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:56.219304] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:56.219332] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:56.222649] [DEBUG] [FORECASTER] NI: Forecast T+1@11:T+2@11: UP (p=80.63%)
[2025-12-09T20:27:56.222910] [INFO ] [FORECASTER] Completed predict_future for NI
[2025-12-09T20:27:56.223028] [INFO ] [sig       ] NI: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:27:56.358484] [INFO ] [LOCAL     ] Saved forecast: NI	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/NI.txt
[2025-12-09T20:27:56.358628] [INFO ] [sig       ] [2258/3614] Completed NI in 0.3s | 2.92 sym/s | Total: 12.9m | ETA: 7.7m
[2025-12-09T20:27:56.358669] [INFO ] [sig       ] [2259/3614] Forecasting NIC...
[2025-12-09T20:27:56.358697] [INFO ] [sig       ] Generating forecast for: NIC
[2025-12-09T20:27:56.358725] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIC' from 'https://tdm.silogroup.org/data/derivative_storage/NIC.csv'.
[2025-12-09T20:27:56.370113] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NIC'.
[2025-12-09T20:27:56.370421] [INFO ] [FORECASTER] Starting predict_future for NIC
[2025-12-09T20:27:56.371189] [DEBUG] [LOCAL     ] No optimal features file found for NIC: ./output/feature-sets/NIC.txt
[2025-12-09T20:27:56.371240] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:56.371272] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:56.371298] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:56.371353] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:56.429654] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:56.430349] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:56.430425] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:56.430457] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:56.545497] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:56.545665] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:56.545723] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:56.545753] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:56.549045] [DEBUG] [FORECASTER] NIC: Forecast T+1@11:T+2@11: DOWN (p=25.16%)
[2025-12-09T20:27:56.549303] [INFO ] [FORECASTER] Completed predict_future for NIC
[2025-12-09T20:27:56.549420] [INFO ] [sig       ] NIC: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:27:56.685464] [INFO ] [LOCAL     ] Saved forecast: NIC	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/NIC.txt
[2025-12-09T20:27:56.685617] [INFO ] [sig       ] [2259/3614] Completed NIC in 0.3s | 2.92 sym/s | Total: 12.9m | ETA: 7.7m
[2025-12-09T20:27:56.685656] [INFO ] [sig       ] [2260/3614] Forecasting NICE...
[2025-12-09T20:27:56.685685] [INFO ] [sig       ] Generating forecast for: NICE
[2025-12-09T20:27:56.685714] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NICE' from 'https://tdm.silogroup.org/data/derivative_storage/NICE.csv'.
[2025-12-09T20:27:56.697855] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NICE'.
[2025-12-09T20:27:56.698263] [INFO ] [FORECASTER] Starting predict_future for NICE
[2025-12-09T20:27:56.699061] [DEBUG] [LOCAL     ] No optimal features file found for NICE: ./output/feature-sets/NICE.txt
[2025-12-09T20:27:56.699114] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:56.699146] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:56.699171] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:56.699226] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:56.755593] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:56.756417] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:56.756496] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:56.756528] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:56.878742] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:56.878890] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:56.878937] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:56.878965] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:56.882236] [DEBUG] [FORECASTER] NICE: Forecast T+1@11:T+2@11: UP (p=86.81%)
[2025-12-09T20:27:56.882500] [INFO ] [FORECASTER] Completed predict_future for NICE
[2025-12-09T20:27:56.882639] [INFO ] [sig       ] NICE: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:27:57.020713] [INFO ] [LOCAL     ] Saved forecast: NICE	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/NICE.txt
[2025-12-09T20:27:57.020861] [INFO ] [sig       ] [2260/3614] Completed NICE in 0.3s | 2.92 sym/s | Total: 12.9m | ETA: 7.7m
[2025-12-09T20:27:57.020907] [INFO ] [sig       ] [2261/3614] Forecasting NIE...
[2025-12-09T20:27:57.020936] [INFO ] [sig       ] Generating forecast for: NIE
[2025-12-09T20:27:57.020966] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIE' from 'https://tdm.silogroup.org/data/derivative_storage/NIE.csv'.
[2025-12-09T20:27:57.032938] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NIE'.
[2025-12-09T20:27:57.033321] [INFO ] [FORECASTER] Starting predict_future for NIE
[2025-12-09T20:27:57.034145] [DEBUG] [LOCAL     ] No optimal features file found for NIE: ./output/feature-sets/NIE.txt
[2025-12-09T20:27:57.034198] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:57.034231] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:57.034258] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:57.034315] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:57.091381] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:57.092260] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:57.092360] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:57.092393] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:57.210064] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:57.210217] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:57.210260] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:57.210291] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:57.213781] [DEBUG] [FORECASTER] NIE: Forecast T+1@11:T+2@11: DOWN (p=9.53%)
[2025-12-09T20:27:57.214055] [INFO ] [FORECASTER] Completed predict_future for NIE
[2025-12-09T20:27:57.214175] [INFO ] [sig       ] NIE: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:27:57.353665] [INFO ] [LOCAL     ] Saved forecast: NIE	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/NIE.txt
[2025-12-09T20:27:57.353791] [INFO ] [sig       ] [2261/3614] Completed NIE in 0.3s | 2.92 sym/s | Total: 12.9m | ETA: 7.7m
[2025-12-09T20:27:57.353829] [INFO ] [sig       ] [2262/3614] Forecasting NIKL...
[2025-12-09T20:27:57.353858] [INFO ] [sig       ] Generating forecast for: NIKL
[2025-12-09T20:27:57.353886] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIKL' from 'https://tdm.silogroup.org/data/derivative_storage/NIKL.csv'.
[2025-12-09T20:27:57.364482] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NIKL'.
[2025-12-09T20:27:57.364772] [INFO ] [FORECASTER] Starting predict_future for NIKL
[2025-12-09T20:27:57.365527] [DEBUG] [LOCAL     ] No optimal features file found for NIKL: ./output/feature-sets/NIKL.txt
[2025-12-09T20:27:57.365597] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:57.365631] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:57.365658] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:57.365712] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:57.422759] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:57.423438] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:57.423514] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:57.423546] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:57.534934] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:57.535072] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:57.535112] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:57.535138] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:57.538399] [DEBUG] [FORECASTER] NIKL: Forecast T+1@11:T+2@11: DOWN (p=32.14%)
[2025-12-09T20:27:57.538676] [INFO ] [FORECASTER] Completed predict_future for NIKL
[2025-12-09T20:27:57.538798] [INFO ] [sig       ] NIKL: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:27:57.678827] [INFO ] [LOCAL     ] Saved forecast: NIKL	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/NIKL.txt
[2025-12-09T20:27:57.678982] [INFO ] [sig       ] [2262/3614] Completed NIKL in 0.3s | 2.92 sym/s | Total: 12.9m | ETA: 7.7m
[2025-12-09T20:27:57.679043] [INFO ] [sig       ] [2263/3614] Forecasting NIM...
[2025-12-09T20:27:57.679076] [INFO ] [sig       ] Generating forecast for: NIM
[2025-12-09T20:27:57.679107] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIM' from 'https://tdm.silogroup.org/data/derivative_storage/NIM.csv'.
[2025-12-09T20:27:57.689740] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NIM'.
[2025-12-09T20:27:57.690136] [INFO ] [FORECASTER] Starting predict_future for NIM
[2025-12-09T20:27:57.690984] [DEBUG] [LOCAL     ] No optimal features file found for NIM: ./output/feature-sets/NIM.txt
[2025-12-09T20:27:57.691036] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:57.691081] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:57.691109] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:57.691165] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:57.747126] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:57.747997] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:57.748075] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:57.748107] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:57.853336] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:57.853482] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:57.853521] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:57.853548] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:57.856950] [DEBUG] [FORECASTER] NIM: Forecast T+1@11:T+2@11: UP (p=76.35%)
[2025-12-09T20:27:57.857216] [INFO ] [FORECASTER] Completed predict_future for NIM
[2025-12-09T20:27:57.857337] [INFO ] [sig       ] NIM: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:27:58.000507] [INFO ] [LOCAL     ] Saved forecast: NIM	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/NIM.txt
[2025-12-09T20:27:58.000664] [INFO ] [sig       ] [2263/3614] Completed NIM in 0.3s | 2.92 sym/s | Total: 12.9m | ETA: 7.7m
[2025-12-09T20:27:58.000712] [INFO ] [sig       ] [2264/3614] Forecasting NIO...
[2025-12-09T20:27:58.000741] [INFO ] [sig       ] Generating forecast for: NIO
[2025-12-09T20:27:58.000772] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIO' from 'https://tdm.silogroup.org/data/derivative_storage/NIO.csv'.
[2025-12-09T20:27:58.011742] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NIO'.
[2025-12-09T20:27:58.012046] [INFO ] [FORECASTER] Starting predict_future for NIO
[2025-12-09T20:27:58.012861] [DEBUG] [LOCAL     ] No optimal features file found for NIO: ./output/feature-sets/NIO.txt
[2025-12-09T20:27:58.012922] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:58.012953] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:58.012980] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:58.013036] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:58.069334] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:58.070003] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:58.070081] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:58.070113] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:58.188648] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:58.188804] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:58.188845] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:58.188872] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:58.192164] [DEBUG] [FORECASTER] NIO: Forecast T+1@11:T+2@11: UP (p=91.25%)
[2025-12-09T20:27:58.192432] [INFO ] [FORECASTER] Completed predict_future for NIO
[2025-12-09T20:27:58.192550] [INFO ] [sig       ] NIO: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:27:58.329743] [INFO ] [LOCAL     ] Saved forecast: NIO	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/NIO.txt
[2025-12-09T20:27:58.329885] [INFO ] [sig       ] [2264/3614] Completed NIO in 0.3s | 2.92 sym/s | Total: 12.9m | ETA: 7.7m
[2025-12-09T20:27:58.329925] [INFO ] [sig       ] [2265/3614] Forecasting NIPG...
[2025-12-09T20:27:58.329954] [INFO ] [sig       ] Generating forecast for: NIPG
[2025-12-09T20:27:58.329984] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIPG' from 'https://tdm.silogroup.org/data/derivative_storage/NIPG.csv'.
[2025-12-09T20:27:58.341006] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NIPG'.
[2025-12-09T20:27:58.341364] [INFO ] [FORECASTER] Starting predict_future for NIPG
[2025-12-09T20:27:58.342174] [DEBUG] [LOCAL     ] No optimal features file found for NIPG: ./output/feature-sets/NIPG.txt
[2025-12-09T20:27:58.342226] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:58.342259] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:58.342287] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:58.342344] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:58.399225] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:58.400009] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:58.400089] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:58.400124] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:58.509927] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:58.510075] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:58.510114] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:58.510142] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:58.513527] [DEBUG] [FORECASTER] NIPG: Forecast T+1@11:T+2@11: UP (p=76.27%)
[2025-12-09T20:27:58.513808] [INFO ] [FORECASTER] Completed predict_future for NIPG
[2025-12-09T20:27:58.513926] [INFO ] [sig       ] NIPG: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:27:58.652201] [INFO ] [LOCAL     ] Saved forecast: NIPG	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/NIPG.txt
[2025-12-09T20:27:58.652332] [INFO ] [sig       ] [2265/3614] Completed NIPG in 0.3s | 2.92 sym/s | Total: 12.9m | ETA: 7.7m
[2025-12-09T20:27:58.652370] [INFO ] [sig       ] [2266/3614] Forecasting NISN...
[2025-12-09T20:27:58.652398] [INFO ] [sig       ] Generating forecast for: NISN
[2025-12-09T20:27:58.652426] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NISN' from 'https://tdm.silogroup.org/data/derivative_storage/NISN.csv'.
[2025-12-09T20:27:58.662813] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NISN'.
[2025-12-09T20:27:58.663101] [INFO ] [FORECASTER] Starting predict_future for NISN
[2025-12-09T20:27:58.663909] [DEBUG] [LOCAL     ] No optimal features file found for NISN: ./output/feature-sets/NISN.txt
[2025-12-09T20:27:58.663975] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:58.664009] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:58.664035] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:58.664090] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:58.725384] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:58.726188] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:58.726267] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:58.726299] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:58.834369] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:58.834512] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:58.834552] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:58.834596] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:58.837861] [DEBUG] [FORECASTER] NISN: Forecast T+1@11:T+2@11: DOWN (p=32.73%)
[2025-12-09T20:27:58.838126] [INFO ] [FORECASTER] Completed predict_future for NISN
[2025-12-09T20:27:58.838243] [INFO ] [sig       ] NISN: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:27:58.981969] [INFO ] [LOCAL     ] Saved forecast: NISN	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/NISN.txt
[2025-12-09T20:27:58.982119] [INFO ] [sig       ] [2266/3614] Completed NISN in 0.3s | 2.92 sym/s | Total: 12.9m | ETA: 7.7m
[2025-12-09T20:27:58.982158] [INFO ] [sig       ] [2267/3614] Forecasting NITO...
[2025-12-09T20:27:58.982193] [INFO ] [sig       ] Generating forecast for: NITO
[2025-12-09T20:27:58.982225] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NITO' from 'https://tdm.silogroup.org/data/derivative_storage/NITO.csv'.
[2025-12-09T20:27:58.993430] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NITO'.
[2025-12-09T20:27:58.993777] [INFO ] [FORECASTER] Starting predict_future for NITO
[2025-12-09T20:27:58.994524] [DEBUG] [LOCAL     ] No optimal features file found for NITO: ./output/feature-sets/NITO.txt
[2025-12-09T20:27:58.994592] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:58.994626] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:58.994652] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:58.994707] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:59.052214] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:59.053082] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:59.053211] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:59.053245] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:59.173506] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:59.173676] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:59.173718] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:59.173748] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:59.177229] [DEBUG] [FORECASTER] NITO: Forecast T+1@11:T+2@11: UP (p=69.66%)
[2025-12-09T20:27:59.177564] [INFO ] [FORECASTER] Completed predict_future for NITO
[2025-12-09T20:27:59.177720] [INFO ] [sig       ] NITO: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:27:59.319729] [INFO ] [LOCAL     ] Saved forecast: NITO	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/NITO.txt
[2025-12-09T20:27:59.319851] [INFO ] [sig       ] [2267/3614] Completed NITO in 0.3s | 2.92 sym/s | Total: 12.9m | ETA: 7.7m
[2025-12-09T20:27:59.319890] [INFO ] [sig       ] [2268/3614] Forecasting NKSH...
[2025-12-09T20:27:59.319919] [INFO ] [sig       ] Generating forecast for: NKSH
[2025-12-09T20:27:59.319948] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NKSH' from 'https://tdm.silogroup.org/data/derivative_storage/NKSH.csv'.
[2025-12-09T20:27:59.329879] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NKSH'.
[2025-12-09T20:27:59.330169] [INFO ] [FORECASTER] Starting predict_future for NKSH
[2025-12-09T20:27:59.330975] [DEBUG] [LOCAL     ] No optimal features file found for NKSH: ./output/feature-sets/NKSH.txt
[2025-12-09T20:27:59.331027] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:59.331059] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:59.331087] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:59.331144] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:59.388491] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:59.389192] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:59.389268] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:59.389301] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:59.494177] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:59.494312] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:59.494358] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:59.494388] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:59.497759] [DEBUG] [FORECASTER] NKSH: Forecast T+1@11:T+2@11: DOWN (p=2.58%)
[2025-12-09T20:27:59.498034] [INFO ] [FORECASTER] Completed predict_future for NKSH
[2025-12-09T20:27:59.498151] [INFO ] [sig       ] NKSH: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:27:59.641402] [INFO ] [LOCAL     ] Saved forecast: NKSH	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/NKSH.txt
[2025-12-09T20:27:59.641524] [INFO ] [sig       ] [2268/3614] Completed NKSH in 0.3s | 2.92 sym/s | Total: 12.9m | ETA: 7.7m
[2025-12-09T20:27:59.641562] [INFO ] [sig       ] [2269/3614] Forecasting NKTX...
[2025-12-09T20:27:59.641608] [INFO ] [sig       ] Generating forecast for: NKTX
[2025-12-09T20:27:59.641638] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NKTX' from 'https://tdm.silogroup.org/data/derivative_storage/NKTX.csv'.
[2025-12-09T20:27:59.652962] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NKTX'.
[2025-12-09T20:27:59.653261] [INFO ] [FORECASTER] Starting predict_future for NKTX
[2025-12-09T20:27:59.654056] [DEBUG] [LOCAL     ] No optimal features file found for NKTX: ./output/feature-sets/NKTX.txt
[2025-12-09T20:27:59.654107] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:59.654139] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:59.654166] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:59.654223] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:27:59.711188] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:27:59.711831] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:27:59.711906] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:27:59.711938] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:27:59.824745] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:27:59.824877] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:27:59.824919] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:27:59.824948] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:27:59.828238] [DEBUG] [FORECASTER] NKTX: Forecast T+1@11:T+2@11: UP (p=72.68%)
[2025-12-09T20:27:59.828504] [INFO ] [FORECASTER] Completed predict_future for NKTX
[2025-12-09T20:27:59.828642] [INFO ] [sig       ] NKTX: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:27:59.969972] [INFO ] [LOCAL     ] Saved forecast: NKTX	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/NKTX.txt
[2025-12-09T20:27:59.970125] [INFO ] [sig       ] [2269/3614] Completed NKTX in 0.3s | 2.92 sym/s | Total: 12.9m | ETA: 7.7m
[2025-12-09T20:27:59.970165] [INFO ] [sig       ] [2270/3614] Forecasting NKX...
[2025-12-09T20:27:59.970193] [INFO ] [sig       ] Generating forecast for: NKX
[2025-12-09T20:27:59.970224] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NKX' from 'https://tdm.silogroup.org/data/derivative_storage/NKX.csv'.
[2025-12-09T20:27:59.981672] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NKX'.
[2025-12-09T20:27:59.981985] [INFO ] [FORECASTER] Starting predict_future for NKX
[2025-12-09T20:27:59.982766] [DEBUG] [LOCAL     ] No optimal features file found for NKX: ./output/feature-sets/NKX.txt
[2025-12-09T20:27:59.982816] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:27:59.982849] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:27:59.982877] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:27:59.982931] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:00.037827] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:00.038616] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:00.038692] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:00.038724] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:00.157225] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:00.157375] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:00.157415] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:00.157462] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:00.161191] [DEBUG] [FORECASTER] NKX: Forecast T+1@11:T+2@11: UP (p=99.31%)
[2025-12-09T20:28:00.161449] [INFO ] [FORECASTER] Completed predict_future for NKX
[2025-12-09T20:28:00.161565] [INFO ] [sig       ] NKX: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:28:00.302677] [INFO ] [LOCAL     ] Saved forecast: NKX	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/NKX.txt
[2025-12-09T20:28:00.302872] [INFO ] [sig       ] [2270/3614] Completed NKX in 0.3s | 2.92 sym/s | Total: 12.9m | ETA: 7.7m
[2025-12-09T20:28:00.302923] [INFO ] [sig       ] [2271/3614] Forecasting NLOP...
[2025-12-09T20:28:00.302962] [INFO ] [sig       ] Generating forecast for: NLOP
[2025-12-09T20:28:00.303003] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NLOP' from 'https://tdm.silogroup.org/data/derivative_storage/NLOP.csv'.
[2025-12-09T20:28:00.315341] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NLOP'.
[2025-12-09T20:28:00.315697] [INFO ] [FORECASTER] Starting predict_future for NLOP
[2025-12-09T20:28:00.316497] [DEBUG] [LOCAL     ] No optimal features file found for NLOP: ./output/feature-sets/NLOP.txt
[2025-12-09T20:28:00.316549] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:00.316602] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:00.316632] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:00.316687] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:00.375620] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:00.376365] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:00.376445] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:00.376476] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:00.492141] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:00.492294] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:00.492335] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:00.492363] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:00.495702] [DEBUG] [FORECASTER] NLOP: Forecast T+1@11:T+2@11: DOWN (p=21.03%)
[2025-12-09T20:28:00.495969] [INFO ] [FORECASTER] Completed predict_future for NLOP
[2025-12-09T20:28:00.496089] [INFO ] [sig       ] NLOP: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:28:00.634035] [INFO ] [LOCAL     ] Saved forecast: NLOP	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/NLOP.txt
[2025-12-09T20:28:00.634165] [INFO ] [sig       ] [2271/3614] Completed NLOP in 0.3s | 2.92 sym/s | Total: 12.9m | ETA: 7.7m
[2025-12-09T20:28:00.634203] [INFO ] [sig       ] [2272/3614] Forecasting NLY...
[2025-12-09T20:28:00.634232] [INFO ] [sig       ] Generating forecast for: NLY
[2025-12-09T20:28:00.634262] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NLY' from 'https://tdm.silogroup.org/data/derivative_storage/NLY.csv'.
[2025-12-09T20:28:00.645393] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NLY'.
[2025-12-09T20:28:00.645727] [INFO ] [FORECASTER] Starting predict_future for NLY
[2025-12-09T20:28:00.646477] [DEBUG] [LOCAL     ] No optimal features file found for NLY: ./output/feature-sets/NLY.txt
[2025-12-09T20:28:00.646528] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:00.646560] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:00.646612] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:00.646670] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:00.702301] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:00.702926] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:00.703000] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:00.703045] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:00.823973] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:00.824124] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:00.824162] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:00.824190] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:00.827698] [DEBUG] [FORECASTER] NLY: Forecast T+1@11:T+2@11: DOWN (p=45.21%)
[2025-12-09T20:28:00.827962] [INFO ] [FORECASTER] Completed predict_future for NLY
[2025-12-09T20:28:00.828084] [INFO ] [sig       ] NLY: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:28:00.972088] [INFO ] [LOCAL     ] Saved forecast: NLY	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/NLY.txt
[2025-12-09T20:28:00.972233] [INFO ] [sig       ] [2272/3614] Completed NLY in 0.3s | 2.92 sym/s | Total: 12.9m | ETA: 7.6m
[2025-12-09T20:28:00.972273] [INFO ] [sig       ] [2273/3614] Forecasting NMAI...
[2025-12-09T20:28:00.972303] [INFO ] [sig       ] Generating forecast for: NMAI
[2025-12-09T20:28:00.972332] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMAI' from 'https://tdm.silogroup.org/data/derivative_storage/NMAI.csv'.
[2025-12-09T20:28:00.984183] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMAI'.
[2025-12-09T20:28:00.984511] [INFO ] [FORECASTER] Starting predict_future for NMAI
[2025-12-09T20:28:00.985288] [DEBUG] [LOCAL     ] No optimal features file found for NMAI: ./output/feature-sets/NMAI.txt
[2025-12-09T20:28:00.985338] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:00.985370] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:00.985395] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:00.985449] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:01.043675] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:01.044519] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:01.044631] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:01.044668] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:01.165470] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:01.165649] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:01.165693] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:01.165722] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:01.169302] [DEBUG] [FORECASTER] NMAI: Forecast T+1@11:T+2@11: UP (p=75.22%)
[2025-12-09T20:28:01.169599] [INFO ] [FORECASTER] Completed predict_future for NMAI
[2025-12-09T20:28:01.169724] [INFO ] [sig       ] NMAI: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:28:01.311152] [INFO ] [LOCAL     ] Saved forecast: NMAI	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/NMAI.txt
[2025-12-09T20:28:01.311900] [INFO ] [sig       ] [2273/3614] Completed NMAI in 0.3s | 2.92 sym/s | Total: 13.0m | ETA: 7.6m
[2025-12-09T20:28:01.311943] [INFO ] [sig       ] [2274/3614] Forecasting NMCO...
[2025-12-09T20:28:01.311972] [INFO ] [sig       ] Generating forecast for: NMCO
[2025-12-09T20:28:01.312001] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMCO' from 'https://tdm.silogroup.org/data/derivative_storage/NMCO.csv'.
[2025-12-09T20:28:01.324225] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMCO'.
[2025-12-09T20:28:01.324507] [INFO ] [FORECASTER] Starting predict_future for NMCO
[2025-12-09T20:28:01.325418] [DEBUG] [LOCAL     ] No optimal features file found for NMCO: ./output/feature-sets/NMCO.txt
[2025-12-09T20:28:01.325469] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:01.325526] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:01.325553] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:01.325639] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:01.382210] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:01.382889] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:01.382964] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:01.382995] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:01.507873] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:01.508036] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:01.508076] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:01.508104] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:01.511743] [DEBUG] [FORECASTER] NMCO: Forecast T+1@11:T+2@11: UP (p=65.89%)
[2025-12-09T20:28:01.512034] [INFO ] [FORECASTER] Completed predict_future for NMCO
[2025-12-09T20:28:01.512153] [INFO ] [sig       ] NMCO: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:28:01.654290] [INFO ] [LOCAL     ] Saved forecast: NMCO	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/NMCO.txt
[2025-12-09T20:28:01.654441] [INFO ] [sig       ] [2274/3614] Completed NMCO in 0.3s | 2.92 sym/s | Total: 13.0m | ETA: 7.6m
[2025-12-09T20:28:01.654481] [INFO ] [sig       ] [2275/3614] Forecasting NMFC...
[2025-12-09T20:28:01.654510] [INFO ] [sig       ] Generating forecast for: NMFC
[2025-12-09T20:28:01.654540] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMFC' from 'https://tdm.silogroup.org/data/derivative_storage/NMFC.csv'.
[2025-12-09T20:28:01.670293] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMFC'.
[2025-12-09T20:28:01.670709] [INFO ] [FORECASTER] Starting predict_future for NMFC
[2025-12-09T20:28:01.671552] [DEBUG] [LOCAL     ] No optimal features file found for NMFC: ./output/feature-sets/NMFC.txt
[2025-12-09T20:28:01.671623] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:01.671657] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:01.671683] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:01.671739] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:01.731233] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:01.732106] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:01.732185] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:01.732216] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:01.855716] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:01.855888] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:01.855929] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:01.855957] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:01.859419] [DEBUG] [FORECASTER] NMFC: Forecast T+1@11:T+2@11: UP (p=63.04%)
[2025-12-09T20:28:01.859736] [INFO ] [FORECASTER] Completed predict_future for NMFC
[2025-12-09T20:28:01.859863] [INFO ] [sig       ] NMFC: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:28:02.011501] [INFO ] [LOCAL     ] Saved forecast: NMFC	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/NMFC.txt
[2025-12-09T20:28:02.011679] [INFO ] [sig       ] [2275/3614] Completed NMFC in 0.4s | 2.92 sym/s | Total: 13.0m | ETA: 7.6m
[2025-12-09T20:28:02.011723] [INFO ] [sig       ] [2276/3614] Forecasting NMG...
[2025-12-09T20:28:02.011753] [INFO ] [sig       ] Generating forecast for: NMG
[2025-12-09T20:28:02.011785] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMG' from 'https://tdm.silogroup.org/data/derivative_storage/NMG.csv'.
[2025-12-09T20:28:02.023377] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMG'.
[2025-12-09T20:28:02.023768] [INFO ] [FORECASTER] Starting predict_future for NMG
[2025-12-09T20:28:02.024622] [DEBUG] [LOCAL     ] No optimal features file found for NMG: ./output/feature-sets/NMG.txt
[2025-12-09T20:28:02.024692] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:02.024727] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:02.024754] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:02.024810] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:02.086482] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:02.087385] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:02.087473] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:02.087533] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:02.211590] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:02.211737] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:02.211778] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:02.211806] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:02.215156] [DEBUG] [FORECASTER] NMG: Forecast T+1@11:T+2@11: UP (p=87.46%)
[2025-12-09T20:28:02.215429] [INFO ] [FORECASTER] Completed predict_future for NMG
[2025-12-09T20:28:02.215552] [INFO ] [sig       ] NMG: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:28:02.352589] [INFO ] [LOCAL     ] Saved forecast: NMG	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/NMG.txt
[2025-12-09T20:28:02.352725] [INFO ] [sig       ] [2276/3614] Completed NMG in 0.3s | 2.92 sym/s | Total: 13.0m | ETA: 7.6m
[2025-12-09T20:28:02.352765] [INFO ] [sig       ] [2277/3614] Forecasting NMI...
[2025-12-09T20:28:02.352793] [INFO ] [sig       ] Generating forecast for: NMI
[2025-12-09T20:28:02.352824] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMI' from 'https://tdm.silogroup.org/data/derivative_storage/NMI.csv'.
[2025-12-09T20:28:02.363288] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMI'.
[2025-12-09T20:28:02.363632] [INFO ] [FORECASTER] Starting predict_future for NMI
[2025-12-09T20:28:02.364394] [DEBUG] [LOCAL     ] No optimal features file found for NMI: ./output/feature-sets/NMI.txt
[2025-12-09T20:28:02.364444] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:02.364476] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:02.364502] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:02.364557] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:02.423402] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:02.424139] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:02.424214] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:02.424245] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:02.528111] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:02.528253] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:02.528293] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:02.528353] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:02.531660] [DEBUG] [FORECASTER] NMI: Forecast T+1@11:T+2@11: DOWN (p=26.88%)
[2025-12-09T20:28:02.531929] [INFO ] [FORECASTER] Completed predict_future for NMI
[2025-12-09T20:28:02.532047] [INFO ] [sig       ] NMI: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:28:02.669406] [INFO ] [LOCAL     ] Saved forecast: NMI	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/NMI.txt
[2025-12-09T20:28:02.669532] [INFO ] [sig       ] [2277/3614] Completed NMI in 0.3s | 2.93 sym/s | Total: 13.0m | ETA: 7.6m
[2025-12-09T20:28:02.669586] [INFO ] [sig       ] [2278/3614] Forecasting NMIH...
[2025-12-09T20:28:02.669618] [INFO ] [sig       ] Generating forecast for: NMIH
[2025-12-09T20:28:02.669647] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMIH' from 'https://tdm.silogroup.org/data/derivative_storage/NMIH.csv'.
[2025-12-09T20:28:02.680493] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMIH'.
[2025-12-09T20:28:02.680788] [INFO ] [FORECASTER] Starting predict_future for NMIH
[2025-12-09T20:28:02.681540] [DEBUG] [LOCAL     ] No optimal features file found for NMIH: ./output/feature-sets/NMIH.txt
[2025-12-09T20:28:02.681609] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:02.681642] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:02.681667] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:02.681721] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:02.736947] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:02.737620] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:02.737703] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:02.737734] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:02.848045] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:02.848185] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:02.848226] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:02.848254] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:02.851559] [DEBUG] [FORECASTER] NMIH: Forecast T+1@11:T+2@11: UP (p=82.25%)
[2025-12-09T20:28:02.851837] [INFO ] [FORECASTER] Completed predict_future for NMIH
[2025-12-09T20:28:02.851957] [INFO ] [sig       ] NMIH: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:28:02.988608] [INFO ] [LOCAL     ] Saved forecast: NMIH	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/NMIH.txt
[2025-12-09T20:28:02.988741] [INFO ] [sig       ] [2278/3614] Completed NMIH in 0.3s | 2.93 sym/s | Total: 13.0m | ETA: 7.6m
[2025-12-09T20:28:02.988779] [INFO ] [sig       ] [2279/3614] Forecasting NMM...
[2025-12-09T20:28:02.988807] [INFO ] [sig       ] Generating forecast for: NMM
[2025-12-09T20:28:02.988836] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMM' from 'https://tdm.silogroup.org/data/derivative_storage/NMM.csv'.
[2025-12-09T20:28:02.999757] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMM'.
[2025-12-09T20:28:03.000077] [INFO ] [FORECASTER] Starting predict_future for NMM
[2025-12-09T20:28:03.000865] [DEBUG] [LOCAL     ] No optimal features file found for NMM: ./output/feature-sets/NMM.txt
[2025-12-09T20:28:03.000915] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:03.000946] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:03.000973] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:03.001029] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:03.059401] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:03.060265] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:03.060346] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:03.060380] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:03.182422] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:03.182594] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:03.182642] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:03.182672] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:03.186038] [DEBUG] [FORECASTER] NMM: Forecast T+1@11:T+2@11: DOWN (p=32.12%)
[2025-12-09T20:28:03.186301] [INFO ] [FORECASTER] Completed predict_future for NMM
[2025-12-09T20:28:03.186430] [INFO ] [sig       ] NMM: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:28:03.324746] [INFO ] [LOCAL     ] Saved forecast: NMM	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/NMM.txt
[2025-12-09T20:28:03.324910] [INFO ] [sig       ] [2279/3614] Completed NMM in 0.3s | 2.93 sym/s | Total: 13.0m | ETA: 7.6m
[2025-12-09T20:28:03.324956] [INFO ] [sig       ] [2280/3614] Forecasting NMRA...
[2025-12-09T20:28:03.324984] [INFO ] [sig       ] Generating forecast for: NMRA
[2025-12-09T20:28:03.325015] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMRA' from 'https://tdm.silogroup.org/data/derivative_storage/NMRA.csv'.
[2025-12-09T20:28:03.337266] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMRA'.
[2025-12-09T20:28:03.337695] [INFO ] [FORECASTER] Starting predict_future for NMRA
[2025-12-09T20:28:03.338522] [DEBUG] [LOCAL     ] No optimal features file found for NMRA: ./output/feature-sets/NMRA.txt
[2025-12-09T20:28:03.338597] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:03.338636] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:03.338663] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:03.338720] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:03.400417] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:03.401307] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:03.401386] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:03.401418] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:03.524067] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:03.524215] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:03.524254] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:03.524281] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:03.527642] [DEBUG] [FORECASTER] NMRA: Forecast T+1@11:T+2@11: DOWN (p=26.72%)
[2025-12-09T20:28:03.527908] [INFO ] [FORECASTER] Completed predict_future for NMRA
[2025-12-09T20:28:03.528051] [INFO ] [sig       ] NMRA: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:28:03.668784] [INFO ] [LOCAL     ] Saved forecast: NMRA	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/NMRA.txt
[2025-12-09T20:28:03.669099] [INFO ] [sig       ] [2280/3614] Completed NMRA in 0.3s | 2.93 sym/s | Total: 13.0m | ETA: 7.6m
[2025-12-09T20:28:03.669137] [INFO ] [sig       ] [2281/3614] Forecasting NMRK...
[2025-12-09T20:28:03.669167] [INFO ] [sig       ] Generating forecast for: NMRK
[2025-12-09T20:28:03.669197] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMRK' from 'https://tdm.silogroup.org/data/derivative_storage/NMRK.csv'.
[2025-12-09T20:28:03.682219] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMRK'.
[2025-12-09T20:28:03.682648] [INFO ] [FORECASTER] Starting predict_future for NMRK
[2025-12-09T20:28:03.683636] [DEBUG] [LOCAL     ] No optimal features file found for NMRK: ./output/feature-sets/NMRK.txt
[2025-12-09T20:28:03.683687] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:03.683718] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:03.683744] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:03.683798] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:03.745481] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:03.746637] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:03.746732] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:03.746766] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:03.874903] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:03.875059] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:03.875100] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:03.875128] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:03.878589] [DEBUG] [FORECASTER] NMRK: Forecast T+1@11:T+2@11: DOWN (p=7.51%)
[2025-12-09T20:28:03.878872] [INFO ] [FORECASTER] Completed predict_future for NMRK
[2025-12-09T20:28:03.878990] [INFO ] [sig       ] NMRK: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:28:04.020161] [INFO ] [LOCAL     ] Saved forecast: NMRK	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/NMRK.txt
[2025-12-09T20:28:04.020365] [INFO ] [sig       ] [2281/3614] Completed NMRK in 0.4s | 2.93 sym/s | Total: 13.0m | ETA: 7.6m
[2025-12-09T20:28:04.020413] [INFO ] [sig       ] [2282/3614] Forecasting NN...
[2025-12-09T20:28:04.020441] [INFO ] [sig       ] Generating forecast for: NN
[2025-12-09T20:28:04.020470] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NN' from 'https://tdm.silogroup.org/data/derivative_storage/NN.csv'.
[2025-12-09T20:28:04.031839] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NN'.
[2025-12-09T20:28:04.032104] [INFO ] [FORECASTER] Starting predict_future for NN
[2025-12-09T20:28:04.032976] [DEBUG] [LOCAL     ] No optimal features file found for NN: ./output/feature-sets/NN.txt
[2025-12-09T20:28:04.033028] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:04.033059] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:04.033085] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:04.033143] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:04.091145] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:04.091773] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:04.091847] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:04.091878] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:04.223796] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:04.223956] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:04.223998] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:04.224027] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:04.229020] [DEBUG] [FORECASTER] NN: Forecast T+1@11:T+2@11: DOWN (p=18.54%)
[2025-12-09T20:28:04.229509] [INFO ] [FORECASTER] Completed predict_future for NN
[2025-12-09T20:28:04.229742] [INFO ] [sig       ] NN: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:28:04.369976] [INFO ] [LOCAL     ] Saved forecast: NN	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/NN.txt
[2025-12-09T20:28:04.370098] [INFO ] [sig       ] [2282/3614] Completed NN in 0.3s | 2.93 sym/s | Total: 13.0m | ETA: 7.6m
[2025-12-09T20:28:04.370137] [INFO ] [sig       ] [2283/3614] Forecasting NNDM...
[2025-12-09T20:28:04.370165] [INFO ] [sig       ] Generating forecast for: NNDM
[2025-12-09T20:28:04.370194] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNDM' from 'https://tdm.silogroup.org/data/derivative_storage/NNDM.csv'.
[2025-12-09T20:28:04.384059] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NNDM'.
[2025-12-09T20:28:04.384809] [INFO ] [FORECASTER] Starting predict_future for NNDM
[2025-12-09T20:28:04.385740] [DEBUG] [LOCAL     ] No optimal features file found for NNDM: ./output/feature-sets/NNDM.txt
[2025-12-09T20:28:04.385791] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:04.385823] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:04.385849] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:04.385923] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:04.445535] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:04.446671] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:04.446765] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:04.446803] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:04.585593] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:04.585845] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:04.585892] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:04.585921] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:04.589952] [DEBUG] [FORECASTER] NNDM: Forecast T+1@11:T+2@11: UP (p=89.98%)
[2025-12-09T20:28:04.590464] [INFO ] [FORECASTER] Completed predict_future for NNDM
[2025-12-09T20:28:04.590653] [INFO ] [sig       ] NNDM: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:28:04.736024] [INFO ] [LOCAL     ] Saved forecast: NNDM	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/NNDM.txt
[2025-12-09T20:28:04.736218] [INFO ] [sig       ] [2283/3614] Completed NNDM in 0.4s | 2.92 sym/s | Total: 13.0m | ETA: 7.6m
[2025-12-09T20:28:04.736260] [INFO ] [sig       ] [2284/3614] Forecasting NNE...
[2025-12-09T20:28:04.736292] [INFO ] [sig       ] Generating forecast for: NNE
[2025-12-09T20:28:04.736323] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNE' from 'https://tdm.silogroup.org/data/derivative_storage/NNE.csv'.
[2025-12-09T20:28:04.750175] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NNE'.
[2025-12-09T20:28:04.750736] [INFO ] [FORECASTER] Starting predict_future for NNE
[2025-12-09T20:28:04.751669] [DEBUG] [LOCAL     ] No optimal features file found for NNE: ./output/feature-sets/NNE.txt
[2025-12-09T20:28:04.751723] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:04.751757] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:04.751786] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:04.751847] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:04.812137] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:04.813260] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:04.813403] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:04.813438] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:04.940705] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:04.940934] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:04.940983] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:04.941014] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:04.944898] [DEBUG] [FORECASTER] NNE: Forecast T+1@11:T+2@11: DOWN (p=45.41%)
[2025-12-09T20:28:04.945206] [INFO ] [FORECASTER] Completed predict_future for NNE
[2025-12-09T20:28:04.945341] [INFO ] [sig       ] NNE: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:28:05.094956] [INFO ] [LOCAL     ] Saved forecast: NNE	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/NNE.txt
[2025-12-09T20:28:05.095165] [INFO ] [sig       ] [2284/3614] Completed NNE in 0.4s | 2.92 sym/s | Total: 13.0m | ETA: 7.6m
[2025-12-09T20:28:05.095207] [INFO ] [sig       ] [2285/3614] Forecasting NNI...
[2025-12-09T20:28:05.095453] [INFO ] [sig       ] Generating forecast for: NNI
[2025-12-09T20:28:05.095488] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNI' from 'https://tdm.silogroup.org/data/derivative_storage/NNI.csv'.
[2025-12-09T20:28:05.110162] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NNI'.
[2025-12-09T20:28:05.110615] [INFO ] [FORECASTER] Starting predict_future for NNI
[2025-12-09T20:28:05.111512] [DEBUG] [LOCAL     ] No optimal features file found for NNI: ./output/feature-sets/NNI.txt
[2025-12-09T20:28:05.111566] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:05.111623] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:05.111650] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:05.111708] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:05.173015] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:05.174385] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:05.174482] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:05.174516] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:05.296627] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:05.296865] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:05.296910] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:05.296940] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:05.304525] [DEBUG] [FORECASTER] NNI: Forecast T+1@11:T+2@11: UP (p=57.23%)
[2025-12-09T20:28:05.304888] [INFO ] [FORECASTER] Completed predict_future for NNI
[2025-12-09T20:28:05.305027] [INFO ] [sig       ] NNI: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:28:05.447939] [INFO ] [LOCAL     ] Saved forecast: NNI	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/NNI.txt
[2025-12-09T20:28:05.448096] [INFO ] [sig       ] [2285/3614] Completed NNI in 0.4s | 2.92 sym/s | Total: 13.0m | ETA: 7.6m
[2025-12-09T20:28:05.448136] [INFO ] [sig       ] [2286/3614] Forecasting NNN...
[2025-12-09T20:28:05.448166] [INFO ] [sig       ] Generating forecast for: NNN
[2025-12-09T20:28:05.448194] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNN' from 'https://tdm.silogroup.org/data/derivative_storage/NNN.csv'.
[2025-12-09T20:28:05.460143] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NNN'.
[2025-12-09T20:28:05.460476] [INFO ] [FORECASTER] Starting predict_future for NNN
[2025-12-09T20:28:05.461272] [DEBUG] [LOCAL     ] No optimal features file found for NNN: ./output/feature-sets/NNN.txt
[2025-12-09T20:28:05.461323] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:05.461353] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:05.461378] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:05.461432] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:05.517287] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:05.517934] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:05.518023] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:05.518061] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:05.635687] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:05.635848] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:05.635888] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:05.635915] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:05.639644] [DEBUG] [FORECASTER] NNN: Forecast T+1@11:T+2@11: UP (p=71.44%)
[2025-12-09T20:28:05.639969] [INFO ] [FORECASTER] Completed predict_future for NNN
[2025-12-09T20:28:05.640112] [INFO ] [sig       ] NNN: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:28:05.793738] [INFO ] [LOCAL     ] Saved forecast: NNN	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/NNN.txt
[2025-12-09T20:28:05.793863] [INFO ] [sig       ] [2286/3614] Completed NNN in 0.3s | 2.92 sym/s | Total: 13.0m | ETA: 7.6m
[2025-12-09T20:28:05.793901] [INFO ] [sig       ] [2287/3614] Forecasting NNOX...
[2025-12-09T20:28:05.793930] [INFO ] [sig       ] Generating forecast for: NNOX
[2025-12-09T20:28:05.793959] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNOX' from 'https://tdm.silogroup.org/data/derivative_storage/NNOX.csv'.
[2025-12-09T20:28:05.804691] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NNOX'.
[2025-12-09T20:28:05.804949] [INFO ] [FORECASTER] Starting predict_future for NNOX
[2025-12-09T20:28:05.805709] [DEBUG] [LOCAL     ] No optimal features file found for NNOX: ./output/feature-sets/NNOX.txt
[2025-12-09T20:28:05.805759] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:05.805801] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:05.805829] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:05.805888] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:05.861715] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:05.862279] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:05.862349] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:05.862380] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:05.985537] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:05.985705] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:05.985744] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:05.985773] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:05.989449] [DEBUG] [FORECASTER] NNOX: Forecast T+1@11:T+2@11: UP (p=61.01%)
[2025-12-09T20:28:05.989736] [INFO ] [FORECASTER] Completed predict_future for NNOX
[2025-12-09T20:28:05.989855] [INFO ] [sig       ] NNOX: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:28:06.137512] [INFO ] [LOCAL     ] Saved forecast: NNOX	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/NNOX.txt
[2025-12-09T20:28:06.137731] [INFO ] [sig       ] [2287/3614] Completed NNOX in 0.3s | 2.92 sym/s | Total: 13.0m | ETA: 7.6m
[2025-12-09T20:28:06.137773] [INFO ] [sig       ] [2288/3614] Forecasting NNY...
[2025-12-09T20:28:06.137804] [INFO ] [sig       ] Generating forecast for: NNY
[2025-12-09T20:28:06.137833] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNY' from 'https://tdm.silogroup.org/data/derivative_storage/NNY.csv'.
[2025-12-09T20:28:06.149183] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NNY'.
[2025-12-09T20:28:06.149589] [INFO ] [FORECASTER] Starting predict_future for NNY
[2025-12-09T20:28:06.150437] [DEBUG] [LOCAL     ] No optimal features file found for NNY: ./output/feature-sets/NNY.txt
[2025-12-09T20:28:06.150489] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:06.150520] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:06.150547] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:06.150623] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:06.209598] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:06.210416] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:06.210508] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:06.210550] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:06.320783] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:06.320882] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:06.320917] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:06.320944] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:06.324233] [DEBUG] [FORECASTER] NNY: Forecast T+1@11:T+2@11: UP (p=50.22%)
[2025-12-09T20:28:06.324488] [INFO ] [FORECASTER] Completed predict_future for NNY
[2025-12-09T20:28:06.324622] [INFO ] [sig       ] NNY: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:28:06.468081] [INFO ] [LOCAL     ] Saved forecast: NNY	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/NNY.txt
[2025-12-09T20:28:06.468246] [INFO ] [sig       ] [2288/3614] Completed NNY in 0.3s | 2.92 sym/s | Total: 13.0m | ETA: 7.6m
[2025-12-09T20:28:06.468286] [INFO ] [sig       ] [2289/3614] Forecasting NOA...
[2025-12-09T20:28:06.468316] [INFO ] [sig       ] Generating forecast for: NOA
[2025-12-09T20:28:06.468344] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOA' from 'https://tdm.silogroup.org/data/derivative_storage/NOA.csv'.
[2025-12-09T20:28:06.480335] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NOA'.
[2025-12-09T20:28:06.480712] [INFO ] [FORECASTER] Starting predict_future for NOA
[2025-12-09T20:28:06.481479] [DEBUG] [LOCAL     ] No optimal features file found for NOA: ./output/feature-sets/NOA.txt
[2025-12-09T20:28:06.481529] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:06.481559] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:06.481608] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:06.481664] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:06.539975] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:06.540856] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:06.540940] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:06.540978] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:06.664465] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:06.664633] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:06.664675] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:06.664703] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:06.668041] [DEBUG] [FORECASTER] NOA: Forecast T+1@11:T+2@11: UP (p=67.42%)
[2025-12-09T20:28:06.668333] [INFO ] [FORECASTER] Completed predict_future for NOA
[2025-12-09T20:28:06.668453] [INFO ] [sig       ] NOA: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:28:06.843060] [INFO ] [LOCAL     ] Saved forecast: NOA	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/NOA.txt
[2025-12-09T20:28:06.843209] [INFO ] [sig       ] [2289/3614] Completed NOA in 0.4s | 2.92 sym/s | Total: 13.0m | ETA: 7.6m
[2025-12-09T20:28:06.843248] [INFO ] [sig       ] [2290/3614] Forecasting NOAH...
[2025-12-09T20:28:06.843278] [INFO ] [sig       ] Generating forecast for: NOAH
[2025-12-09T20:28:06.843307] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOAH' from 'https://tdm.silogroup.org/data/derivative_storage/NOAH.csv'.
[2025-12-09T20:28:06.854839] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NOAH'.
[2025-12-09T20:28:06.855182] [INFO ] [FORECASTER] Starting predict_future for NOAH
[2025-12-09T20:28:06.855964] [DEBUG] [LOCAL     ] No optimal features file found for NOAH: ./output/feature-sets/NOAH.txt
[2025-12-09T20:28:06.856014] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:06.856046] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:06.856072] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:06.856128] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:06.912857] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:06.913693] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:06.913773] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:06.913804] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:07.036561] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:07.036731] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:07.036772] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:07.036800] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:07.040424] [DEBUG] [FORECASTER] NOAH: Forecast T+1@11:T+2@11: DOWN (p=39.48%)
[2025-12-09T20:28:07.040912] [INFO ] [FORECASTER] Completed predict_future for NOAH
[2025-12-09T20:28:07.041034] [INFO ] [sig       ] NOAH: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:28:07.181807] [INFO ] [LOCAL     ] Saved forecast: NOAH	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/NOAH.txt
[2025-12-09T20:28:07.181960] [INFO ] [sig       ] [2290/3614] Completed NOAH in 0.3s | 2.92 sym/s | Total: 13.0m | ETA: 7.5m
[2025-12-09T20:28:07.182008] [INFO ] [sig       ] [2291/3614] Forecasting NODK...
[2025-12-09T20:28:07.182053] [INFO ] [sig       ] Generating forecast for: NODK
[2025-12-09T20:28:07.182089] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NODK' from 'https://tdm.silogroup.org/data/derivative_storage/NODK.csv'.
[2025-12-09T20:28:07.192254] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NODK'.
[2025-12-09T20:28:07.192468] [INFO ] [FORECASTER] Starting predict_future for NODK
[2025-12-09T20:28:07.193255] [DEBUG] [LOCAL     ] No optimal features file found for NODK: ./output/feature-sets/NODK.txt
[2025-12-09T20:28:07.193304] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:07.193359] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:07.193386] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:07.193441] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:07.250182] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:07.250805] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:07.250880] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:07.250911] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:07.351155] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:07.351253] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:07.351288] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:07.351315] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:07.354415] [DEBUG] [FORECASTER] NODK: Forecast T+1@11:T+2@11: DOWN (p=3.84%)
[2025-12-09T20:28:07.354687] [INFO ] [FORECASTER] Completed predict_future for NODK
[2025-12-09T20:28:07.354805] [INFO ] [sig       ] NODK: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:28:07.493663] [INFO ] [LOCAL     ] Saved forecast: NODK	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/NODK.txt
[2025-12-09T20:28:07.493770] [INFO ] [sig       ] [2291/3614] Completed NODK in 0.3s | 2.92 sym/s | Total: 13.1m | ETA: 7.5m
[2025-12-09T20:28:07.493808] [INFO ] [sig       ] [2292/3614] Forecasting NOG...
[2025-12-09T20:28:07.493838] [INFO ] [sig       ] Generating forecast for: NOG
[2025-12-09T20:28:07.493867] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOG' from 'https://tdm.silogroup.org/data/derivative_storage/NOG.csv'.
[2025-12-09T20:28:07.504785] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NOG'.
[2025-12-09T20:28:07.505032] [INFO ] [FORECASTER] Starting predict_future for NOG
[2025-12-09T20:28:07.505776] [DEBUG] [LOCAL     ] No optimal features file found for NOG: ./output/feature-sets/NOG.txt
[2025-12-09T20:28:07.505826] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:07.505857] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:07.505884] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:07.505939] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:07.566060] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:07.566766] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:07.566838] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:07.566869] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:07.682593] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:07.682711] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:07.682749] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:07.682777] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:07.686017] [DEBUG] [FORECASTER] NOG: Forecast T+1@11:T+2@11: DOWN (p=3.04%)
[2025-12-09T20:28:07.686301] [INFO ] [FORECASTER] Completed predict_future for NOG
[2025-12-09T20:28:07.686416] [INFO ] [sig       ] NOG: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:28:07.829672] [INFO ] [LOCAL     ] Saved forecast: NOG	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/NOG.txt
[2025-12-09T20:28:07.829824] [INFO ] [sig       ] [2292/3614] Completed NOG in 0.3s | 2.92 sym/s | Total: 13.1m | ETA: 7.5m
[2025-12-09T20:28:07.829863] [INFO ] [sig       ] [2293/3614] Forecasting NOMD...
[2025-12-09T20:28:07.829894] [INFO ] [sig       ] Generating forecast for: NOMD
[2025-12-09T20:28:07.829923] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOMD' from 'https://tdm.silogroup.org/data/derivative_storage/NOMD.csv'.
[2025-12-09T20:28:07.841786] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NOMD'.
[2025-12-09T20:28:07.842043] [INFO ] [FORECASTER] Starting predict_future for NOMD
[2025-12-09T20:28:07.842821] [DEBUG] [LOCAL     ] No optimal features file found for NOMD: ./output/feature-sets/NOMD.txt
[2025-12-09T20:28:07.842871] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:07.842903] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:07.842929] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:07.842990] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:07.899417] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:07.900025] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:07.900099] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:07.900131] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:08.017903] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:08.018018] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:08.018054] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:08.018085] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:08.021284] [DEBUG] [FORECASTER] NOMD: Forecast T+1@11:T+2@11: DOWN (p=3.94%)
[2025-12-09T20:28:08.021545] [INFO ] [FORECASTER] Completed predict_future for NOMD
[2025-12-09T20:28:08.021680] [INFO ] [sig       ] NOMD: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:28:08.159935] [INFO ] [LOCAL     ] Saved forecast: NOMD	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/NOMD.txt
[2025-12-09T20:28:08.160104] [INFO ] [sig       ] [2293/3614] Completed NOMD in 0.3s | 2.92 sym/s | Total: 13.1m | ETA: 7.5m
[2025-12-09T20:28:08.160152] [INFO ] [sig       ] [2294/3614] Forecasting NOTE...
[2025-12-09T20:28:08.160189] [INFO ] [sig       ] Generating forecast for: NOTE
[2025-12-09T20:28:08.160224] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOTE' from 'https://tdm.silogroup.org/data/derivative_storage/NOTE.csv'.
[2025-12-09T20:28:08.170701] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NOTE'.
[2025-12-09T20:28:08.170968] [INFO ] [FORECASTER] Starting predict_future for NOTE
[2025-12-09T20:28:08.171747] [DEBUG] [LOCAL     ] No optimal features file found for NOTE: ./output/feature-sets/NOTE.txt
[2025-12-09T20:28:08.171796] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:08.171827] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:08.171854] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:08.171909] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:08.228843] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:08.229686] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:08.229758] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:08.229790] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:08.352556] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:08.352694] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:08.352731] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:08.352808] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:08.356209] [DEBUG] [FORECASTER] NOTE: Forecast T+1@11:T+2@11: DOWN (p=3.80%)
[2025-12-09T20:28:08.356478] [INFO ] [FORECASTER] Completed predict_future for NOTE
[2025-12-09T20:28:08.356615] [INFO ] [sig       ] NOTE: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:28:08.496146] [INFO ] [LOCAL     ] Saved forecast: NOTE	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/NOTE.txt
[2025-12-09T20:28:08.496259] [INFO ] [sig       ] [2294/3614] Completed NOTE in 0.3s | 2.92 sym/s | Total: 13.1m | ETA: 7.5m
[2025-12-09T20:28:08.496296] [INFO ] [sig       ] [2295/3614] Forecasting NPCE...
[2025-12-09T20:28:08.496325] [INFO ] [sig       ] Generating forecast for: NPCE
[2025-12-09T20:28:08.496353] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NPCE' from 'https://tdm.silogroup.org/data/derivative_storage/NPCE.csv'.
[2025-12-09T20:28:08.507327] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NPCE'.
[2025-12-09T20:28:08.507631] [INFO ] [FORECASTER] Starting predict_future for NPCE
[2025-12-09T20:28:08.508388] [DEBUG] [LOCAL     ] No optimal features file found for NPCE: ./output/feature-sets/NPCE.txt
[2025-12-09T20:28:08.508438] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:08.508469] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:08.508496] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:08.508551] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:08.564851] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:08.565448] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:08.565521] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:08.565552] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:08.685072] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:08.685189] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:08.685227] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:08.685254] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:08.688458] [DEBUG] [FORECASTER] NPCE: Forecast T+1@11:T+2@11: UP (p=87.01%)
[2025-12-09T20:28:08.688737] [INFO ] [FORECASTER] Completed predict_future for NPCE
[2025-12-09T20:28:08.688853] [INFO ] [sig       ] NPCE: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:28:08.827935] [INFO ] [LOCAL     ] Saved forecast: NPCE	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/NPCE.txt
[2025-12-09T20:28:08.828090] [INFO ] [sig       ] [2295/3614] Completed NPCE in 0.3s | 2.93 sym/s | Total: 13.1m | ETA: 7.5m
[2025-12-09T20:28:08.828132] [INFO ] [sig       ] [2296/3614] Forecasting NPFD...
[2025-12-09T20:28:08.828163] [INFO ] [sig       ] Generating forecast for: NPFD
[2025-12-09T20:28:08.828191] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NPFD' from 'https://tdm.silogroup.org/data/derivative_storage/NPFD.csv'.
[2025-12-09T20:28:08.839711] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NPFD'.
[2025-12-09T20:28:08.840067] [INFO ] [FORECASTER] Starting predict_future for NPFD
[2025-12-09T20:28:08.840846] [DEBUG] [LOCAL     ] No optimal features file found for NPFD: ./output/feature-sets/NPFD.txt
[2025-12-09T20:28:08.840896] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:08.840927] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:08.840953] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:08.841009] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:08.896661] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:08.897433] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:08.897540] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:08.897590] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:09.017629] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:09.017771] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:09.017824] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:09.017854] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:09.021368] [DEBUG] [FORECASTER] NPFD: Forecast T+1@11:T+2@11: UP (p=77.21%)
[2025-12-09T20:28:09.021667] [INFO ] [FORECASTER] Completed predict_future for NPFD
[2025-12-09T20:28:09.021798] [INFO ] [sig       ] NPFD: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:28:09.161003] [INFO ] [LOCAL     ] Saved forecast: NPFD	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/NPFD.txt
[2025-12-09T20:28:09.161108] [INFO ] [sig       ] [2296/3614] Completed NPFD in 0.3s | 2.93 sym/s | Total: 13.1m | ETA: 7.5m
[2025-12-09T20:28:09.161147] [INFO ] [sig       ] [2297/3614] Forecasting NPK...
[2025-12-09T20:28:09.161175] [INFO ] [sig       ] Generating forecast for: NPK
[2025-12-09T20:28:09.161205] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NPK' from 'https://tdm.silogroup.org/data/derivative_storage/NPK.csv'.
[2025-12-09T20:28:09.172560] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NPK'.
[2025-12-09T20:28:09.172849] [INFO ] [FORECASTER] Starting predict_future for NPK
[2025-12-09T20:28:09.173633] [DEBUG] [LOCAL     ] No optimal features file found for NPK: ./output/feature-sets/NPK.txt
[2025-12-09T20:28:09.173684] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:09.173716] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:09.173742] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:09.173796] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:09.229927] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:09.230520] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:09.230609] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:09.230643] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:09.353555] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:09.353676] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:09.353712] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:09.353739] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:09.356850] [DEBUG] [FORECASTER] NPK: Forecast T+1@11:T+2@11: DOWN (p=11.65%)
[2025-12-09T20:28:09.357111] [INFO ] [FORECASTER] Completed predict_future for NPK
[2025-12-09T20:28:09.357230] [INFO ] [sig       ] NPK: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:28:09.495953] [INFO ] [LOCAL     ] Saved forecast: NPK	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/NPK.txt
[2025-12-09T20:28:09.496091] [INFO ] [sig       ] [2297/3614] Completed NPK in 0.3s | 2.93 sym/s | Total: 13.1m | ETA: 7.5m
[2025-12-09T20:28:09.496130] [INFO ] [sig       ] [2298/3614] Forecasting NPO...
[2025-12-09T20:28:09.496160] [INFO ] [sig       ] Generating forecast for: NPO
[2025-12-09T20:28:09.496189] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NPO' from 'https://tdm.silogroup.org/data/derivative_storage/NPO.csv'.
[2025-12-09T20:28:09.507308] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NPO'.
[2025-12-09T20:28:09.507648] [INFO ] [FORECASTER] Starting predict_future for NPO
[2025-12-09T20:28:09.508393] [DEBUG] [LOCAL     ] No optimal features file found for NPO: ./output/feature-sets/NPO.txt
[2025-12-09T20:28:09.508443] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:09.508475] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:09.508512] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:09.508585] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:09.564485] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:09.565099] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:09.565173] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:09.565204] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:09.681600] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:09.681742] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:09.681781] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:09.681809] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:09.685115] [DEBUG] [FORECASTER] NPO: Forecast T+1@11:T+2@11: UP (p=96.28%)
[2025-12-09T20:28:09.685380] [INFO ] [FORECASTER] Completed predict_future for NPO
[2025-12-09T20:28:09.685495] [INFO ] [sig       ] NPO: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:28:09.827902] [INFO ] [LOCAL     ] Saved forecast: NPO	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/NPO.txt
[2025-12-09T20:28:09.828027] [INFO ] [sig       ] [2298/3614] Completed NPO in 0.3s | 2.93 sym/s | Total: 13.1m | ETA: 7.5m
[2025-12-09T20:28:09.828072] [INFO ] [sig       ] [2299/3614] Forecasting NQP...
[2025-12-09T20:28:09.828107] [INFO ] [sig       ] Generating forecast for: NQP
[2025-12-09T20:28:09.828137] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NQP' from 'https://tdm.silogroup.org/data/derivative_storage/NQP.csv'.
[2025-12-09T20:28:09.839945] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NQP'.
[2025-12-09T20:28:09.840208] [INFO ] [FORECASTER] Starting predict_future for NQP
[2025-12-09T20:28:09.840979] [DEBUG] [LOCAL     ] No optimal features file found for NQP: ./output/feature-sets/NQP.txt
[2025-12-09T20:28:09.841030] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:09.841060] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:09.841087] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:09.841141] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:09.896650] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:09.897554] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:09.897651] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:09.897683] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:10.015309] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:10.015452] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:10.015490] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:10.015518] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:10.018876] [DEBUG] [FORECASTER] NQP: Forecast T+1@11:T+2@11: DOWN (p=36.14%)
[2025-12-09T20:28:10.019144] [INFO ] [FORECASTER] Completed predict_future for NQP
[2025-12-09T20:28:10.019260] [INFO ] [sig       ] NQP: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:28:10.165635] [INFO ] [LOCAL     ] Saved forecast: NQP	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/NQP.txt
[2025-12-09T20:28:10.165860] [INFO ] [sig       ] [2299/3614] Completed NQP in 0.3s | 2.93 sym/s | Total: 13.1m | ETA: 7.5m
[2025-12-09T20:28:10.165919] [INFO ] [sig       ] [2300/3614] Forecasting NRC...
[2025-12-09T20:28:10.165965] [INFO ] [sig       ] Generating forecast for: NRC
[2025-12-09T20:28:10.166008] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRC' from 'https://tdm.silogroup.org/data/derivative_storage/NRC.csv'.
[2025-12-09T20:28:10.178778] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRC'.
[2025-12-09T20:28:10.179145] [INFO ] [FORECASTER] Starting predict_future for NRC
[2025-12-09T20:28:10.179961] [DEBUG] [LOCAL     ] No optimal features file found for NRC: ./output/feature-sets/NRC.txt
[2025-12-09T20:28:10.180019] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:10.180058] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:10.180086] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:10.180142] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:10.240029] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:10.240946] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:10.241031] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:10.241063] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:10.361216] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:10.361375] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:10.361415] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:10.361443] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:10.364861] [DEBUG] [FORECASTER] NRC: Forecast T+1@11:T+2@11: DOWN (p=16.82%)
[2025-12-09T20:28:10.365150] [INFO ] [FORECASTER] Completed predict_future for NRC
[2025-12-09T20:28:10.365273] [INFO ] [sig       ] NRC: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:28:10.513745] [INFO ] [LOCAL     ] Saved forecast: NRC	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/NRC.txt
[2025-12-09T20:28:10.513902] [INFO ] [sig       ] [2300/3614] Completed NRC in 0.3s | 2.93 sym/s | Total: 13.1m | ETA: 7.5m
[2025-12-09T20:28:10.513942] [INFO ] [sig       ] [2301/3614] Forecasting NRDS...
[2025-12-09T20:28:10.513972] [INFO ] [sig       ] Generating forecast for: NRDS
[2025-12-09T20:28:10.514000] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRDS' from 'https://tdm.silogroup.org/data/derivative_storage/NRDS.csv'.
[2025-12-09T20:28:10.526170] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRDS'.
[2025-12-09T20:28:10.526491] [INFO ] [FORECASTER] Starting predict_future for NRDS
[2025-12-09T20:28:10.527279] [DEBUG] [LOCAL     ] No optimal features file found for NRDS: ./output/feature-sets/NRDS.txt
[2025-12-09T20:28:10.527331] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:10.527364] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:10.527392] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:10.527449] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:10.585018] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:10.585658] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:10.585761] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:10.585795] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:10.703535] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:10.703697] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:10.703738] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:10.703767] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:10.707131] [DEBUG] [FORECASTER] NRDS: Forecast T+1@11:T+2@11: DOWN (p=24.58%)
[2025-12-09T20:28:10.707399] [INFO ] [FORECASTER] Completed predict_future for NRDS
[2025-12-09T20:28:10.707544] [INFO ] [sig       ] NRDS: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:28:10.855090] [INFO ] [LOCAL     ] Saved forecast: NRDS	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/NRDS.txt
[2025-12-09T20:28:10.855229] [INFO ] [sig       ] [2301/3614] Completed NRDS in 0.3s | 2.93 sym/s | Total: 13.1m | ETA: 7.5m
[2025-12-09T20:28:10.855267] [INFO ] [sig       ] [2302/3614] Forecasting NREF...
[2025-12-09T20:28:10.855298] [INFO ] [sig       ] Generating forecast for: NREF
[2025-12-09T20:28:10.855335] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NREF' from 'https://tdm.silogroup.org/data/derivative_storage/NREF.csv'.
[2025-12-09T20:28:10.866920] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NREF'.
[2025-12-09T20:28:10.867191] [INFO ] [FORECASTER] Starting predict_future for NREF
[2025-12-09T20:28:10.868005] [DEBUG] [LOCAL     ] No optimal features file found for NREF: ./output/feature-sets/NREF.txt
[2025-12-09T20:28:10.868058] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:10.868090] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:10.868117] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:10.868174] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:10.928721] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:10.929530] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:10.929629] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:10.929665] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:11.049662] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:11.049805] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:11.049844] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:11.049872] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:11.053178] [DEBUG] [FORECASTER] NREF: Forecast T+1@11:T+2@11: DOWN (p=7.82%)
[2025-12-09T20:28:11.053443] [INFO ] [FORECASTER] Completed predict_future for NREF
[2025-12-09T20:28:11.053561] [INFO ] [sig       ] NREF: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:28:11.203850] [INFO ] [LOCAL     ] Saved forecast: NREF	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/NREF.txt
[2025-12-09T20:28:11.203987] [INFO ] [sig       ] [2302/3614] Completed NREF in 0.3s | 2.93 sym/s | Total: 13.1m | ETA: 7.5m
[2025-12-09T20:28:11.204044] [INFO ] [sig       ] [2303/3614] Forecasting NRG...
[2025-12-09T20:28:11.204075] [INFO ] [sig       ] Generating forecast for: NRG
[2025-12-09T20:28:11.204105] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRG' from 'https://tdm.silogroup.org/data/derivative_storage/NRG.csv'.
[2025-12-09T20:28:11.216812] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRG'.
[2025-12-09T20:28:11.217220] [INFO ] [FORECASTER] Starting predict_future for NRG
[2025-12-09T20:28:11.218160] [DEBUG] [LOCAL     ] No optimal features file found for NRG: ./output/feature-sets/NRG.txt
[2025-12-09T20:28:11.218215] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:11.218248] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:11.218276] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:11.218332] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:11.280126] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:11.281090] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:11.281177] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:11.281211] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:11.404646] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:11.404797] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:11.404838] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:11.404868] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:11.408274] [DEBUG] [FORECASTER] NRG: Forecast T+1@11:T+2@11: DOWN (p=3.69%)
[2025-12-09T20:28:11.408548] [INFO ] [FORECASTER] Completed predict_future for NRG
[2025-12-09T20:28:11.408687] [INFO ] [sig       ] NRG: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:28:11.554476] [INFO ] [LOCAL     ] Saved forecast: NRG	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/NRG.txt
[2025-12-09T20:28:11.554622] [INFO ] [sig       ] [2303/3614] Completed NRG in 0.4s | 2.93 sym/s | Total: 13.1m | ETA: 7.5m
[2025-12-09T20:28:11.554663] [INFO ] [sig       ] [2304/3614] Forecasting NRIM...
[2025-12-09T20:28:11.554693] [INFO ] [sig       ] Generating forecast for: NRIM
[2025-12-09T20:28:11.554726] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRIM' from 'https://tdm.silogroup.org/data/derivative_storage/NRIM.csv'.
[2025-12-09T20:28:11.565995] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRIM'.
[2025-12-09T20:28:11.566269] [INFO ] [FORECASTER] Starting predict_future for NRIM
[2025-12-09T20:28:11.567050] [DEBUG] [LOCAL     ] No optimal features file found for NRIM: ./output/feature-sets/NRIM.txt
[2025-12-09T20:28:11.567100] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:11.567133] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:11.567162] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:11.567216] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:11.625524] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:11.626260] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:11.626343] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:11.626377] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:11.748157] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:11.748301] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:11.748341] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:11.748370] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:11.751671] [DEBUG] [FORECASTER] NRIM: Forecast T+1@11:T+2@11: DOWN (p=10.43%)
[2025-12-09T20:28:11.751937] [INFO ] [FORECASTER] Completed predict_future for NRIM
[2025-12-09T20:28:11.752057] [INFO ] [sig       ] NRIM: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:28:11.892986] [INFO ] [LOCAL     ] Saved forecast: NRIM	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/NRIM.txt
[2025-12-09T20:28:11.893142] [INFO ] [sig       ] [2304/3614] Completed NRIM in 0.3s | 2.93 sym/s | Total: 13.1m | ETA: 7.5m
[2025-12-09T20:28:11.893181] [INFO ] [sig       ] [2305/3614] Forecasting NRIX...
[2025-12-09T20:28:11.893210] [INFO ] [sig       ] Generating forecast for: NRIX
[2025-12-09T20:28:11.893240] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRIX' from 'https://tdm.silogroup.org/data/derivative_storage/NRIX.csv'.
[2025-12-09T20:28:11.904935] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRIX'.
[2025-12-09T20:28:11.905234] [INFO ] [FORECASTER] Starting predict_future for NRIX
[2025-12-09T20:28:11.906020] [DEBUG] [LOCAL     ] No optimal features file found for NRIX: ./output/feature-sets/NRIX.txt
[2025-12-09T20:28:11.906073] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:11.906105] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:11.906137] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:11.906193] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:11.964089] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:11.964736] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:11.964811] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:11.964845] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:12.089993] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:12.090163] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:12.090204] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:12.090233] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:12.093770] [DEBUG] [FORECASTER] NRIX: Forecast T+1@11:T+2@11: DOWN (p=26.97%)
[2025-12-09T20:28:12.094048] [INFO ] [FORECASTER] Completed predict_future for NRIX
[2025-12-09T20:28:12.094175] [INFO ] [sig       ] NRIX: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:28:12.239433] [INFO ] [LOCAL     ] Saved forecast: NRIX	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/NRIX.txt
[2025-12-09T20:28:12.239556] [INFO ] [sig       ] [2305/3614] Completed NRIX in 0.3s | 2.93 sym/s | Total: 13.1m | ETA: 7.5m
[2025-12-09T20:28:12.239615] [INFO ] [sig       ] [2306/3614] Forecasting NRK...
[2025-12-09T20:28:12.239645] [INFO ] [sig       ] Generating forecast for: NRK
[2025-12-09T20:28:12.239675] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRK' from 'https://tdm.silogroup.org/data/derivative_storage/NRK.csv'.
[2025-12-09T20:28:12.251209] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRK'.
[2025-12-09T20:28:12.251484] [INFO ] [FORECASTER] Starting predict_future for NRK
[2025-12-09T20:28:12.252242] [DEBUG] [LOCAL     ] No optimal features file found for NRK: ./output/feature-sets/NRK.txt
[2025-12-09T20:28:12.252292] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:12.252331] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:12.252357] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:12.252411] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:12.310458] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:12.311287] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:12.311367] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:12.311400] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:12.426716] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:12.426862] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:12.426901] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:12.426929] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:12.430323] [DEBUG] [FORECASTER] NRK: Forecast T+1@11:T+2@11: DOWN (p=20.39%)
[2025-12-09T20:28:12.430611] [INFO ] [FORECASTER] Completed predict_future for NRK
[2025-12-09T20:28:12.430740] [INFO ] [sig       ] NRK: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:28:12.577896] [INFO ] [LOCAL     ] Saved forecast: NRK	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/NRK.txt
[2025-12-09T20:28:12.578032] [INFO ] [sig       ] [2306/3614] Completed NRK in 0.3s | 2.93 sym/s | Total: 13.1m | ETA: 7.5m
[2025-12-09T20:28:12.578072] [INFO ] [sig       ] [2307/3614] Forecasting NRP...
[2025-12-09T20:28:12.578101] [INFO ] [sig       ] Generating forecast for: NRP
[2025-12-09T20:28:12.578132] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRP' from 'https://tdm.silogroup.org/data/derivative_storage/NRP.csv'.
[2025-12-09T20:28:12.589179] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRP'.
[2025-12-09T20:28:12.589500] [INFO ] [FORECASTER] Starting predict_future for NRP
[2025-12-09T20:28:12.590284] [DEBUG] [LOCAL     ] No optimal features file found for NRP: ./output/feature-sets/NRP.txt
[2025-12-09T20:28:12.590337] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:12.590370] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:12.590397] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:12.590453] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:12.648673] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:12.649455] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:12.649534] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:12.649568] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:12.761840] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:12.761992] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:12.762032] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:12.762062] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:12.765443] [DEBUG] [FORECASTER] NRP: Forecast T+1@11:T+2@11: DOWN (p=3.31%)
[2025-12-09T20:28:12.765735] [INFO ] [FORECASTER] Completed predict_future for NRP
[2025-12-09T20:28:12.765857] [INFO ] [sig       ] NRP: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:28:12.911165] [INFO ] [LOCAL     ] Saved forecast: NRP	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/NRP.txt
[2025-12-09T20:28:12.911293] [INFO ] [sig       ] [2307/3614] Completed NRP in 0.3s | 2.93 sym/s | Total: 13.1m | ETA: 7.4m
[2025-12-09T20:28:12.911331] [INFO ] [sig       ] [2308/3614] Forecasting NRXP...
[2025-12-09T20:28:12.911360] [INFO ] [sig       ] Generating forecast for: NRXP
[2025-12-09T20:28:12.911389] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRXP' from 'https://tdm.silogroup.org/data/derivative_storage/NRXP.csv'.
[2025-12-09T20:28:12.922492] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRXP'.
[2025-12-09T20:28:12.922777] [INFO ] [FORECASTER] Starting predict_future for NRXP
[2025-12-09T20:28:12.923515] [DEBUG] [LOCAL     ] No optimal features file found for NRXP: ./output/feature-sets/NRXP.txt
[2025-12-09T20:28:12.923566] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:12.923641] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:12.923669] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:12.923724] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:12.982054] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:12.982825] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:12.982903] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:12.982937] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:13.096968] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:13.097112] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:13.097163] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:13.097204] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:13.100639] [DEBUG] [FORECASTER] NRXP: Forecast T+1@11:T+2@11: DOWN (p=24.45%)
[2025-12-09T20:28:13.100909] [INFO ] [FORECASTER] Completed predict_future for NRXP
[2025-12-09T20:28:13.101031] [INFO ] [sig       ] NRXP: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:28:13.245550] [INFO ] [LOCAL     ] Saved forecast: NRXP	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/NRXP.txt
[2025-12-09T20:28:13.245736] [INFO ] [sig       ] [2308/3614] Completed NRXP in 0.3s | 2.93 sym/s | Total: 13.2m | ETA: 7.4m
[2025-12-09T20:28:13.245803] [INFO ] [sig       ] [2309/3614] Forecasting NSC...
[2025-12-09T20:28:13.245848] [INFO ] [sig       ] Generating forecast for: NSC
[2025-12-09T20:28:13.245882] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NSC' from 'https://tdm.silogroup.org/data/derivative_storage/NSC.csv'.
[2025-12-09T20:28:13.257283] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NSC'.
[2025-12-09T20:28:13.257601] [INFO ] [FORECASTER] Starting predict_future for NSC
[2025-12-09T20:28:13.258380] [DEBUG] [LOCAL     ] No optimal features file found for NSC: ./output/feature-sets/NSC.txt
[2025-12-09T20:28:13.258429] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:13.258460] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:13.258485] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:13.258539] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:13.315056] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:13.315759] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:13.315835] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:13.315865] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:13.436441] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:13.436614] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:13.436659] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:13.436688] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:13.440080] [DEBUG] [FORECASTER] NSC: Forecast T+1@11:T+2@11: UP (p=90.14%)
[2025-12-09T20:28:13.440359] [INFO ] [FORECASTER] Completed predict_future for NSC
[2025-12-09T20:28:13.440480] [INFO ] [sig       ] NSC: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:28:13.579875] [INFO ] [LOCAL     ] Saved forecast: NSC	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/NSC.txt
[2025-12-09T20:28:13.580004] [INFO ] [sig       ] [2309/3614] Completed NSC in 0.3s | 2.93 sym/s | Total: 13.2m | ETA: 7.4m
[2025-12-09T20:28:13.580041] [INFO ] [sig       ] [2310/3614] Forecasting NSP...
[2025-12-09T20:28:13.580070] [INFO ] [sig       ] Generating forecast for: NSP
[2025-12-09T20:28:13.580099] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NSP' from 'https://tdm.silogroup.org/data/derivative_storage/NSP.csv'.
[2025-12-09T20:28:13.590993] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NSP'.
[2025-12-09T20:28:13.591290] [INFO ] [FORECASTER] Starting predict_future for NSP
[2025-12-09T20:28:13.592045] [DEBUG] [LOCAL     ] No optimal features file found for NSP: ./output/feature-sets/NSP.txt
[2025-12-09T20:28:13.592095] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:13.592126] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:13.592153] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:13.592207] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:13.648063] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:13.648774] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:13.648850] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:13.648881] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:13.772543] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:13.772706] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:13.772746] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:13.772773] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:13.776068] [DEBUG] [FORECASTER] NSP: Forecast T+1@11:T+2@11: UP (p=60.65%)
[2025-12-09T20:28:13.776338] [INFO ] [FORECASTER] Completed predict_future for NSP
[2025-12-09T20:28:13.776457] [INFO ] [sig       ] NSP: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:28:13.920197] [INFO ] [LOCAL     ] Saved forecast: NSP	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/NSP.txt
[2025-12-09T20:28:13.920335] [INFO ] [sig       ] [2310/3614] Completed NSP in 0.3s | 2.93 sym/s | Total: 13.2m | ETA: 7.4m
[2025-12-09T20:28:13.920374] [INFO ] [sig       ] [2311/3614] Forecasting NSSC...
[2025-12-09T20:28:13.920403] [INFO ] [sig       ] Generating forecast for: NSSC
[2025-12-09T20:28:13.920432] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NSSC' from 'https://tdm.silogroup.org/data/derivative_storage/NSSC.csv'.
[2025-12-09T20:28:13.931632] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NSSC'.
[2025-12-09T20:28:13.931906] [INFO ] [FORECASTER] Starting predict_future for NSSC
[2025-12-09T20:28:13.932674] [DEBUG] [LOCAL     ] No optimal features file found for NSSC: ./output/feature-sets/NSSC.txt
[2025-12-09T20:28:13.932734] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:13.932766] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:13.932792] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:13.932846] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:13.988632] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:13.989291] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:13.989375] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:13.989408] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:14.119776] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:14.119922] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:14.119965] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:14.120029] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:14.123652] [DEBUG] [FORECASTER] NSSC: Forecast T+1@11:T+2@11: UP (p=94.19%)
[2025-12-09T20:28:14.123929] [INFO ] [FORECASTER] Completed predict_future for NSSC
[2025-12-09T20:28:14.124051] [INFO ] [sig       ] NSSC: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:28:14.266823] [INFO ] [LOCAL     ] Saved forecast: NSSC	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/NSSC.txt
[2025-12-09T20:28:14.266987] [INFO ] [sig       ] [2311/3614] Completed NSSC in 0.3s | 2.93 sym/s | Total: 13.2m | ETA: 7.4m
[2025-12-09T20:28:14.267027] [INFO ] [sig       ] [2312/3614] Forecasting NTAP...
[2025-12-09T20:28:14.267056] [INFO ] [sig       ] Generating forecast for: NTAP
[2025-12-09T20:28:14.267088] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTAP' from 'https://tdm.silogroup.org/data/derivative_storage/NTAP.csv'.
[2025-12-09T20:28:14.279604] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTAP'.
[2025-12-09T20:28:14.279979] [INFO ] [FORECASTER] Starting predict_future for NTAP
[2025-12-09T20:28:14.280855] [DEBUG] [LOCAL     ] No optimal features file found for NTAP: ./output/feature-sets/NTAP.txt
[2025-12-09T20:28:14.280919] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:14.280964] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:14.281003] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:14.281064] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:14.339853] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:14.340756] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:14.340837] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:14.340870] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:14.459840] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:14.459971] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:14.460012] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:14.460040] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:14.463731] [DEBUG] [FORECASTER] NTAP: Forecast T+1@11:T+2@11: UP (p=55.89%)
[2025-12-09T20:28:14.464013] [INFO ] [FORECASTER] Completed predict_future for NTAP
[2025-12-09T20:28:14.464136] [INFO ] [sig       ] NTAP: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:28:14.600903] [INFO ] [LOCAL     ] Saved forecast: NTAP	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/NTAP.txt
[2025-12-09T20:28:14.601053] [INFO ] [sig       ] [2312/3614] Completed NTAP in 0.3s | 2.93 sym/s | Total: 13.2m | ETA: 7.4m
[2025-12-09T20:28:14.601093] [INFO ] [sig       ] [2313/3614] Forecasting NTB...
[2025-12-09T20:28:14.601124] [INFO ] [sig       ] Generating forecast for: NTB
[2025-12-09T20:28:14.601153] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTB' from 'https://tdm.silogroup.org/data/derivative_storage/NTB.csv'.
[2025-12-09T20:28:14.612551] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTB'.
[2025-12-09T20:28:14.612932] [INFO ] [FORECASTER] Starting predict_future for NTB
[2025-12-09T20:28:14.613759] [DEBUG] [LOCAL     ] No optimal features file found for NTB: ./output/feature-sets/NTB.txt
[2025-12-09T20:28:14.613811] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:14.613842] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:14.613868] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:14.613922] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:14.669818] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:14.670606] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:14.670685] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:14.670717] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:14.784725] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:14.784889] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:14.784931] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:14.784959] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:14.788844] [DEBUG] [FORECASTER] NTB: Forecast T+1@11:T+2@11: UP (p=94.68%)
[2025-12-09T20:28:14.789270] [INFO ] [FORECASTER] Completed predict_future for NTB
[2025-12-09T20:28:14.789422] [INFO ] [sig       ] NTB: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:28:14.931324] [INFO ] [LOCAL     ] Saved forecast: NTB	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/NTB.txt
[2025-12-09T20:28:14.931458] [INFO ] [sig       ] [2313/3614] Completed NTB in 0.3s | 2.93 sym/s | Total: 13.2m | ETA: 7.4m
[2025-12-09T20:28:14.931496] [INFO ] [sig       ] [2314/3614] Forecasting NTES...
[2025-12-09T20:28:14.931525] [INFO ] [sig       ] Generating forecast for: NTES
[2025-12-09T20:28:14.931555] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTES' from 'https://tdm.silogroup.org/data/derivative_storage/NTES.csv'.
[2025-12-09T20:28:14.942771] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTES'.
[2025-12-09T20:28:14.943076] [INFO ] [FORECASTER] Starting predict_future for NTES
[2025-12-09T20:28:14.943874] [DEBUG] [LOCAL     ] No optimal features file found for NTES: ./output/feature-sets/NTES.txt
[2025-12-09T20:28:14.943926] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:14.943959] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:14.943987] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:14.944042] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:15.000878] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:15.001726] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:15.001808] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:15.001840] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:15.124255] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:15.124404] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:15.124445] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:15.124473] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:15.127797] [DEBUG] [FORECASTER] NTES: Forecast T+1@11:T+2@11: DOWN (p=7.97%)
[2025-12-09T20:28:15.128069] [INFO ] [FORECASTER] Completed predict_future for NTES
[2025-12-09T20:28:15.128189] [INFO ] [sig       ] NTES: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:28:15.264718] [INFO ] [LOCAL     ] Saved forecast: NTES	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/NTES.txt
[2025-12-09T20:28:15.264853] [INFO ] [sig       ] [2314/3614] Completed NTES in 0.3s | 2.93 sym/s | Total: 13.2m | ETA: 7.4m
[2025-12-09T20:28:15.264897] [INFO ] [sig       ] [2315/3614] Forecasting NTIC...
[2025-12-09T20:28:15.264927] [INFO ] [sig       ] Generating forecast for: NTIC
[2025-12-09T20:28:15.264955] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTIC' from 'https://tdm.silogroup.org/data/derivative_storage/NTIC.csv'.
[2025-12-09T20:28:15.275656] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTIC'.
[2025-12-09T20:28:15.275977] [INFO ] [FORECASTER] Starting predict_future for NTIC
[2025-12-09T20:28:15.276817] [DEBUG] [LOCAL     ] No optimal features file found for NTIC: ./output/feature-sets/NTIC.txt
[2025-12-09T20:28:15.276869] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:15.276901] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:15.276928] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:15.276982] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:15.332625] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:15.333252] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:15.333334] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:15.333366] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:15.436811] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:15.436956] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:15.436998] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:15.437026] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:15.440398] [DEBUG] [FORECASTER] NTIC: Forecast T+1@11:T+2@11: DOWN (p=2.21%)
[2025-12-09T20:28:15.440694] [INFO ] [FORECASTER] Completed predict_future for NTIC
[2025-12-09T20:28:15.440830] [INFO ] [sig       ] NTIC: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:28:15.580307] [INFO ] [LOCAL     ] Saved forecast: NTIC	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/NTIC.txt
[2025-12-09T20:28:15.580461] [INFO ] [sig       ] [2315/3614] Completed NTIC in 0.3s | 2.93 sym/s | Total: 13.2m | ETA: 7.4m
[2025-12-09T20:28:15.580508] [INFO ] [sig       ] [2316/3614] Forecasting NTLA...
[2025-12-09T20:28:15.580538] [INFO ] [sig       ] Generating forecast for: NTLA
[2025-12-09T20:28:15.580567] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTLA' from 'https://tdm.silogroup.org/data/derivative_storage/NTLA.csv'.
[2025-12-09T20:28:15.591855] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTLA'.
[2025-12-09T20:28:15.592153] [INFO ] [FORECASTER] Starting predict_future for NTLA
[2025-12-09T20:28:15.592929] [DEBUG] [LOCAL     ] No optimal features file found for NTLA: ./output/feature-sets/NTLA.txt
[2025-12-09T20:28:15.592979] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:15.593011] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:15.593038] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:15.593092] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:15.649810] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:15.650502] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:15.650594] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:15.650630] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:15.772499] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:15.772653] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:15.772694] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:15.772730] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:15.776010] [DEBUG] [FORECASTER] NTLA: Forecast T+1@11:T+2@11: UP (p=77.28%)
[2025-12-09T20:28:15.776296] [INFO ] [FORECASTER] Completed predict_future for NTLA
[2025-12-09T20:28:15.776416] [INFO ] [sig       ] NTLA: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:28:15.914695] [INFO ] [LOCAL     ] Saved forecast: NTLA	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/NTLA.txt
[2025-12-09T20:28:15.914827] [INFO ] [sig       ] [2316/3614] Completed NTLA in 0.3s | 2.93 sym/s | Total: 13.2m | ETA: 7.4m
[2025-12-09T20:28:15.914868] [INFO ] [sig       ] [2317/3614] Forecasting NTNX...
[2025-12-09T20:28:15.914897] [INFO ] [sig       ] Generating forecast for: NTNX
[2025-12-09T20:28:15.914926] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTNX' from 'https://tdm.silogroup.org/data/derivative_storage/NTNX.csv'.
[2025-12-09T20:28:15.925901] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTNX'.
[2025-12-09T20:28:15.926202] [INFO ] [FORECASTER] Starting predict_future for NTNX
[2025-12-09T20:28:15.926991] [DEBUG] [LOCAL     ] No optimal features file found for NTNX: ./output/feature-sets/NTNX.txt
[2025-12-09T20:28:15.927043] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:15.927075] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:15.927104] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:15.927161] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:15.983684] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:15.984435] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:15.984519] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:15.984552] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:16.103073] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:16.103219] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:16.103258] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:16.103287] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:16.106667] [DEBUG] [FORECASTER] NTNX: Forecast T+1@11:T+2@11: UP (p=57.27%)
[2025-12-09T20:28:16.106939] [INFO ] [FORECASTER] Completed predict_future for NTNX
[2025-12-09T20:28:16.107061] [INFO ] [sig       ] NTNX: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:28:16.250127] [INFO ] [LOCAL     ] Saved forecast: NTNX	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/NTNX.txt
[2025-12-09T20:28:16.250272] [INFO ] [sig       ] [2317/3614] Completed NTNX in 0.3s | 2.93 sym/s | Total: 13.2m | ETA: 7.4m
[2025-12-09T20:28:16.250312] [INFO ] [sig       ] [2318/3614] Forecasting NTRA...
[2025-12-09T20:28:16.250343] [INFO ] [sig       ] Generating forecast for: NTRA
[2025-12-09T20:28:16.250372] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTRA' from 'https://tdm.silogroup.org/data/derivative_storage/NTRA.csv'.
[2025-12-09T20:28:16.261524] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTRA'.
[2025-12-09T20:28:16.261861] [INFO ] [FORECASTER] Starting predict_future for NTRA
[2025-12-09T20:28:16.262862] [DEBUG] [LOCAL     ] No optimal features file found for NTRA: ./output/feature-sets/NTRA.txt
[2025-12-09T20:28:16.262920] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:16.262953] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:16.262981] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:16.263037] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:16.319842] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:16.320512] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:16.320640] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:16.320677] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:16.438835] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:16.438976] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:16.439031] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:16.439061] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:16.442444] [DEBUG] [FORECASTER] NTRA: Forecast T+1@11:T+2@11: UP (p=95.29%)
[2025-12-09T20:28:16.442779] [INFO ] [FORECASTER] Completed predict_future for NTRA
[2025-12-09T20:28:16.442912] [INFO ] [sig       ] NTRA: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:28:16.579925] [INFO ] [LOCAL     ] Saved forecast: NTRA	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/NTRA.txt
[2025-12-09T20:28:16.580050] [INFO ] [sig       ] [2318/3614] Completed NTRA in 0.3s | 2.93 sym/s | Total: 13.2m | ETA: 7.4m
[2025-12-09T20:28:16.580088] [INFO ] [sig       ] [2319/3614] Forecasting NTRB...
[2025-12-09T20:28:16.580119] [INFO ] [sig       ] Generating forecast for: NTRB
[2025-12-09T20:28:16.580148] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTRB' from 'https://tdm.silogroup.org/data/derivative_storage/NTRB.csv'.
[2025-12-09T20:28:16.590103] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTRB'.
[2025-12-09T20:28:16.590411] [INFO ] [FORECASTER] Starting predict_future for NTRB
[2025-12-09T20:28:16.591190] [DEBUG] [LOCAL     ] No optimal features file found for NTRB: ./output/feature-sets/NTRB.txt
[2025-12-09T20:28:16.591241] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:16.591271] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:16.591297] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:16.591351] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:16.646875] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:16.647546] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:16.647637] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:16.647670] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:16.759188] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:16.759335] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:16.759375] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:16.759403] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:16.762696] [DEBUG] [FORECASTER] NTRB: Forecast T+1@11:T+2@11: DOWN (p=28.68%)
[2025-12-09T20:28:16.762962] [INFO ] [FORECASTER] Completed predict_future for NTRB
[2025-12-09T20:28:16.763080] [INFO ] [sig       ] NTRB: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:28:16.900064] [INFO ] [LOCAL     ] Saved forecast: NTRB	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/NTRB.txt
[2025-12-09T20:28:16.900190] [INFO ] [sig       ] [2319/3614] Completed NTRB in 0.3s | 2.93 sym/s | Total: 13.2m | ETA: 7.4m
[2025-12-09T20:28:16.900228] [INFO ] [sig       ] [2320/3614] Forecasting NTRS...
[2025-12-09T20:28:16.900256] [INFO ] [sig       ] Generating forecast for: NTRS
[2025-12-09T20:28:16.900284] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTRS' from 'https://tdm.silogroup.org/data/derivative_storage/NTRS.csv'.
[2025-12-09T20:28:16.911989] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTRS'.
[2025-12-09T20:28:16.912279] [INFO ] [FORECASTER] Starting predict_future for NTRS
[2025-12-09T20:28:16.913044] [DEBUG] [LOCAL     ] No optimal features file found for NTRS: ./output/feature-sets/NTRS.txt
[2025-12-09T20:28:16.913094] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:16.913125] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:16.913151] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:16.913206] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:16.971888] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:16.972885] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:16.972969] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:16.973003] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:17.093737] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:17.093879] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:17.093921] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:17.093949] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:17.097526] [DEBUG] [FORECASTER] NTRS: Forecast T+1@11:T+2@11: UP (p=78.84%)
[2025-12-09T20:28:17.097830] [INFO ] [FORECASTER] Completed predict_future for NTRS
[2025-12-09T20:28:17.097957] [INFO ] [sig       ] NTRS: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:28:17.235438] [INFO ] [LOCAL     ] Saved forecast: NTRS	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/NTRS.txt
[2025-12-09T20:28:17.235564] [INFO ] [sig       ] [2320/3614] Completed NTRS in 0.3s | 2.93 sym/s | Total: 13.2m | ETA: 7.4m
[2025-12-09T20:28:17.235621] [INFO ] [sig       ] [2321/3614] Forecasting NTRSO...
[2025-12-09T20:28:17.235652] [INFO ] [sig       ] Generating forecast for: NTRSO
[2025-12-09T20:28:17.235680] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTRSO' from 'https://tdm.silogroup.org/data/derivative_storage/NTRSO.csv'.
[2025-12-09T20:28:17.247367] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTRSO'.
[2025-12-09T20:28:17.247718] [INFO ] [FORECASTER] Starting predict_future for NTRSO
[2025-12-09T20:28:17.248465] [DEBUG] [LOCAL     ] No optimal features file found for NTRSO: ./output/feature-sets/NTRSO.txt
[2025-12-09T20:28:17.248514] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:17.248545] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:17.248590] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:17.248652] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:17.305343] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:17.306099] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:17.306194] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:17.306237] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:17.436039] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:17.436187] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:17.436227] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:17.436257] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:17.439614] [DEBUG] [FORECASTER] NTRSO: Forecast T+1@11:T+2@11: UP (p=62.47%)
[2025-12-09T20:28:17.439885] [INFO ] [FORECASTER] Completed predict_future for NTRSO
[2025-12-09T20:28:17.440003] [INFO ] [sig       ] NTRSO: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:28:17.576872] [INFO ] [LOCAL     ] Saved forecast: NTRSO	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/NTRSO.txt
[2025-12-09T20:28:17.577004] [INFO ] [sig       ] [2321/3614] Completed NTRSO in 0.3s | 2.93 sym/s | Total: 13.2m | ETA: 7.4m
[2025-12-09T20:28:17.577043] [INFO ] [sig       ] [2322/3614] Forecasting NUKK...
[2025-12-09T20:28:17.577071] [INFO ] [sig       ] Generating forecast for: NUKK
[2025-12-09T20:28:17.577101] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUKK' from 'https://tdm.silogroup.org/data/derivative_storage/NUKK.csv'.
[2025-12-09T20:28:17.588722] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NUKK'.
[2025-12-09T20:28:17.589049] [INFO ] [FORECASTER] Starting predict_future for NUKK
[2025-12-09T20:28:17.589831] [DEBUG] [LOCAL     ] No optimal features file found for NUKK: ./output/feature-sets/NUKK.txt
[2025-12-09T20:28:17.589882] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:17.589925] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:17.589952] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:17.590008] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:17.645205] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:17.645798] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:17.645873] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:17.645904] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:17.765879] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:17.766030] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:17.766068] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:17.766095] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:17.769455] [DEBUG] [FORECASTER] NUKK: Forecast T+1@11:T+2@11: DOWN (p=28.30%)
[2025-12-09T20:28:17.769742] [INFO ] [FORECASTER] Completed predict_future for NUKK
[2025-12-09T20:28:17.769858] [INFO ] [sig       ] NUKK: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:28:17.907515] [INFO ] [LOCAL     ] Saved forecast: NUKK	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/NUKK.txt
[2025-12-09T20:28:17.907658] [INFO ] [sig       ] [2322/3614] Completed NUKK in 0.3s | 2.93 sym/s | Total: 13.2m | ETA: 7.4m
[2025-12-09T20:28:17.907697] [INFO ] [sig       ] [2323/3614] Forecasting NUS...
[2025-12-09T20:28:17.907727] [INFO ] [sig       ] Generating forecast for: NUS
[2025-12-09T20:28:17.907756] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUS' from 'https://tdm.silogroup.org/data/derivative_storage/NUS.csv'.
[2025-12-09T20:28:17.918923] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NUS'.
[2025-12-09T20:28:17.919182] [INFO ] [FORECASTER] Starting predict_future for NUS
[2025-12-09T20:28:17.919952] [DEBUG] [LOCAL     ] No optimal features file found for NUS: ./output/feature-sets/NUS.txt
[2025-12-09T20:28:17.920003] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:17.920034] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:17.920060] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:17.920115] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:17.975689] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:17.976290] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:17.976363] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:17.976394] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:18.100337] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:18.100512] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:18.100560] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:18.100605] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:18.104032] [DEBUG] [FORECASTER] NUS: Forecast T+1@11:T+2@11: DOWN (p=35.72%)
[2025-12-09T20:28:18.104298] [INFO ] [FORECASTER] Completed predict_future for NUS
[2025-12-09T20:28:18.104416] [INFO ] [sig       ] NUS: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:28:18.242272] [INFO ] [LOCAL     ] Saved forecast: NUS	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/NUS.txt
[2025-12-09T20:28:18.242449] [INFO ] [sig       ] [2323/3614] Completed NUS in 0.3s | 2.93 sym/s | Total: 13.2m | ETA: 7.4m
[2025-12-09T20:28:18.242494] [INFO ] [sig       ] [2324/3614] Forecasting NUTX...
[2025-12-09T20:28:18.242528] [INFO ] [sig       ] Generating forecast for: NUTX
[2025-12-09T20:28:18.242558] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUTX' from 'https://tdm.silogroup.org/data/derivative_storage/NUTX.csv'.
[2025-12-09T20:28:18.255293] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NUTX'.
[2025-12-09T20:28:18.255748] [INFO ] [FORECASTER] Starting predict_future for NUTX
[2025-12-09T20:28:18.256824] [DEBUG] [LOCAL     ] No optimal features file found for NUTX: ./output/feature-sets/NUTX.txt
[2025-12-09T20:28:18.256877] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:18.256910] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:18.256937] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:18.256994] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:18.316654] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:18.317538] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:18.317636] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:18.317671] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:18.436535] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:18.436698] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:18.436739] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:18.436768] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:18.440226] [DEBUG] [FORECASTER] NUTX: Forecast T+1@11:T+2@11: DOWN (p=18.91%)
[2025-12-09T20:28:18.440493] [INFO ] [FORECASTER] Completed predict_future for NUTX
[2025-12-09T20:28:18.440637] [INFO ] [sig       ] NUTX: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:28:18.582532] [INFO ] [LOCAL     ] Saved forecast: NUTX	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/NUTX.txt
[2025-12-09T20:28:18.582681] [INFO ] [sig       ] [2324/3614] Completed NUTX in 0.3s | 2.93 sym/s | Total: 13.2m | ETA: 7.3m
[2025-12-09T20:28:18.582721] [INFO ] [sig       ] [2325/3614] Forecasting NUVB...
[2025-12-09T20:28:18.582750] [INFO ] [sig       ] Generating forecast for: NUVB
[2025-12-09T20:28:18.582778] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUVB' from 'https://tdm.silogroup.org/data/derivative_storage/NUVB.csv'.
[2025-12-09T20:28:18.594643] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NUVB'.
[2025-12-09T20:28:18.594906] [INFO ] [FORECASTER] Starting predict_future for NUVB
[2025-12-09T20:28:18.595720] [DEBUG] [LOCAL     ] No optimal features file found for NUVB: ./output/feature-sets/NUVB.txt
[2025-12-09T20:28:18.595795] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:18.595828] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:18.595855] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:18.595912] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:18.651779] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:18.652378] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:18.652453] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:18.652485] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:18.776718] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:18.776879] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:18.776925] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:18.776955] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:18.780410] [DEBUG] [FORECASTER] NUVB: Forecast T+1@11:T+2@11: DOWN (p=1.07%)
[2025-12-09T20:28:18.780701] [INFO ] [FORECASTER] Completed predict_future for NUVB
[2025-12-09T20:28:18.780818] [INFO ] [sig       ] NUVB: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:28:18.917367] [INFO ] [LOCAL     ] Saved forecast: NUVB	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/NUVB.txt
[2025-12-09T20:28:18.917510] [INFO ] [sig       ] [2325/3614] Completed NUVB in 0.3s | 2.93 sym/s | Total: 13.2m | ETA: 7.3m
[2025-12-09T20:28:18.917630] [INFO ] [sig       ] [2326/3614] Forecasting NUVL...
[2025-12-09T20:28:18.917668] [INFO ] [sig       ] Generating forecast for: NUVL
[2025-12-09T20:28:18.917697] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUVL' from 'https://tdm.silogroup.org/data/derivative_storage/NUVL.csv'.
[2025-12-09T20:28:18.928804] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NUVL'.
[2025-12-09T20:28:18.929065] [INFO ] [FORECASTER] Starting predict_future for NUVL
[2025-12-09T20:28:18.929830] [DEBUG] [LOCAL     ] No optimal features file found for NUVL: ./output/feature-sets/NUVL.txt
[2025-12-09T20:28:18.929880] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:18.929911] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:18.929937] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:18.929993] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:18.985165] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:18.985977] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:18.986058] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:18.986090] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:19.103926] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:19.104060] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:19.104099] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:19.104127] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:19.107346] [DEBUG] [FORECASTER] NUVL: Forecast T+1@11:T+2@11: UP (p=96.49%)
[2025-12-09T20:28:19.107649] [INFO ] [FORECASTER] Completed predict_future for NUVL
[2025-12-09T20:28:19.107770] [INFO ] [sig       ] NUVL: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:28:19.243767] [INFO ] [LOCAL     ] Saved forecast: NUVL	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/NUVL.txt
[2025-12-09T20:28:19.243888] [INFO ] [sig       ] [2326/3614] Completed NUVL in 0.3s | 2.93 sym/s | Total: 13.3m | ETA: 7.3m
[2025-12-09T20:28:19.243926] [INFO ] [sig       ] [2327/3614] Forecasting NUWE...
[2025-12-09T20:28:19.243956] [INFO ] [sig       ] Generating forecast for: NUWE
[2025-12-09T20:28:19.243983] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUWE' from 'https://tdm.silogroup.org/data/derivative_storage/NUWE.csv'.
[2025-12-09T20:28:19.255336] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NUWE'.
[2025-12-09T20:28:19.255633] [INFO ] [FORECASTER] Starting predict_future for NUWE
[2025-12-09T20:28:19.256372] [DEBUG] [LOCAL     ] No optimal features file found for NUWE: ./output/feature-sets/NUWE.txt
[2025-12-09T20:28:19.256422] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:19.256453] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:19.256479] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:19.256534] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:19.312031] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:19.312728] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:19.312803] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:19.312835] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:19.428487] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:19.428632] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:19.428671] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:19.428700] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:19.431946] [DEBUG] [FORECASTER] NUWE: Forecast T+1@11:T+2@11: DOWN (p=12.00%)
[2025-12-09T20:28:19.432214] [INFO ] [FORECASTER] Completed predict_future for NUWE
[2025-12-09T20:28:19.432356] [INFO ] [sig       ] NUWE: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:28:19.570040] [INFO ] [LOCAL     ] Saved forecast: NUWE	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/NUWE.txt
[2025-12-09T20:28:19.570162] [INFO ] [sig       ] [2327/3614] Completed NUWE in 0.3s | 2.93 sym/s | Total: 13.3m | ETA: 7.3m
[2025-12-09T20:28:19.570201] [INFO ] [sig       ] [2328/3614] Forecasting NVA...
[2025-12-09T20:28:19.570230] [INFO ] [sig       ] Generating forecast for: NVA
[2025-12-09T20:28:19.570258] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVA' from 'https://tdm.silogroup.org/data/derivative_storage/NVA.csv'.
[2025-12-09T20:28:19.581812] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVA'.
[2025-12-09T20:28:19.582173] [INFO ] [FORECASTER] Starting predict_future for NVA
[2025-12-09T20:28:19.583006] [DEBUG] [LOCAL     ] No optimal features file found for NVA: ./output/feature-sets/NVA.txt
[2025-12-09T20:28:19.583058] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:19.583090] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:19.583115] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:19.583171] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:19.642259] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:19.643150] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:19.643243] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:19.643281] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:19.760538] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:19.760707] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:19.760777] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:19.760807] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:19.764140] [DEBUG] [FORECASTER] NVA: Forecast T+1@11:T+2@11: UP (p=87.41%)
[2025-12-09T20:28:19.764413] [INFO ] [FORECASTER] Completed predict_future for NVA
[2025-12-09T20:28:19.764536] [INFO ] [sig       ] NVA: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:28:19.904614] [INFO ] [LOCAL     ] Saved forecast: NVA	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/NVA.txt
[2025-12-09T20:28:19.904768] [INFO ] [sig       ] [2328/3614] Completed NVA in 0.3s | 2.93 sym/s | Total: 13.3m | ETA: 7.3m
[2025-12-09T20:28:19.904807] [INFO ] [sig       ] [2329/3614] Forecasting NVAX...
[2025-12-09T20:28:19.904838] [INFO ] [sig       ] Generating forecast for: NVAX
[2025-12-09T20:28:19.904867] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVAX' from 'https://tdm.silogroup.org/data/derivative_storage/NVAX.csv'.
[2025-12-09T20:28:19.916913] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVAX'.
[2025-12-09T20:28:19.917278] [INFO ] [FORECASTER] Starting predict_future for NVAX
[2025-12-09T20:28:19.918092] [DEBUG] [LOCAL     ] No optimal features file found for NVAX: ./output/feature-sets/NVAX.txt
[2025-12-09T20:28:19.918144] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:19.918175] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:19.918201] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:19.918256] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:19.974101] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:19.974938] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:19.975014] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:19.975045] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:20.093044] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:20.093165] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:20.093218] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:20.093247] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:20.096421] [DEBUG] [FORECASTER] NVAX: Forecast T+1@11:T+2@11: UP (p=73.45%)
[2025-12-09T20:28:20.096702] [INFO ] [FORECASTER] Completed predict_future for NVAX
[2025-12-09T20:28:20.096819] [INFO ] [sig       ] NVAX: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:28:20.233912] [INFO ] [LOCAL     ] Saved forecast: NVAX	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/NVAX.txt
[2025-12-09T20:28:20.234030] [INFO ] [sig       ] [2329/3614] Completed NVAX in 0.3s | 2.93 sym/s | Total: 13.3m | ETA: 7.3m
[2025-12-09T20:28:20.234069] [INFO ] [sig       ] [2330/3614] Forecasting NVD...
[2025-12-09T20:28:20.234099] [INFO ] [sig       ] Generating forecast for: NVD
[2025-12-09T20:28:20.234129] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVD' from 'https://tdm.silogroup.org/data/derivative_storage/NVD.csv'.
[2025-12-09T20:28:20.245431] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVD'.
[2025-12-09T20:28:20.245709] [INFO ] [FORECASTER] Starting predict_future for NVD
[2025-12-09T20:28:20.246444] [DEBUG] [LOCAL     ] No optimal features file found for NVD: ./output/feature-sets/NVD.txt
[2025-12-09T20:28:20.246494] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:20.246525] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:20.246552] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:20.246626] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:20.302207] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:20.302810] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:20.302884] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:20.302915] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:20.412463] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:20.412597] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:20.412637] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:20.412665] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:20.415825] [DEBUG] [FORECASTER] NVD: Forecast T+1@11:T+2@11: DOWN (p=5.92%)
[2025-12-09T20:28:20.416083] [INFO ] [FORECASTER] Completed predict_future for NVD
[2025-12-09T20:28:20.416199] [INFO ] [sig       ] NVD: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:28:20.553914] [INFO ] [LOCAL     ] Saved forecast: NVD	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/NVD.txt
[2025-12-09T20:28:20.554030] [INFO ] [sig       ] [2330/3614] Completed NVD in 0.3s | 2.93 sym/s | Total: 13.3m | ETA: 7.3m
[2025-12-09T20:28:20.554068] [INFO ] [sig       ] [2331/3614] Forecasting NVDA...
[2025-12-09T20:28:20.554097] [INFO ] [sig       ] Generating forecast for: NVDA
[2025-12-09T20:28:20.554126] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVDA' from 'https://tdm.silogroup.org/data/derivative_storage/NVDA.csv'.
[2025-12-09T20:28:20.565548] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVDA'.
[2025-12-09T20:28:20.565841] [INFO ] [FORECASTER] Starting predict_future for NVDA
[2025-12-09T20:28:20.566602] [DEBUG] [LOCAL     ] No optimal features file found for NVDA: ./output/feature-sets/NVDA.txt
[2025-12-09T20:28:20.566652] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:20.566682] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:20.566708] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:20.566763] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:20.622439] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:20.623054] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:20.623142] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:20.623174] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:20.743353] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:20.743472] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:20.743509] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:20.743536] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:20.746742] [DEBUG] [FORECASTER] NVDA: Forecast T+1@11:T+2@11: DOWN (p=30.71%)
[2025-12-09T20:28:20.747006] [INFO ] [FORECASTER] Completed predict_future for NVDA
[2025-12-09T20:28:20.747122] [INFO ] [sig       ] NVDA: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:28:20.884981] [INFO ] [LOCAL     ] Saved forecast: NVDA	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/NVDA.txt
[2025-12-09T20:28:20.885090] [INFO ] [sig       ] [2331/3614] Completed NVDA in 0.3s | 2.93 sym/s | Total: 13.3m | ETA: 7.3m
[2025-12-09T20:28:20.885127] [INFO ] [sig       ] [2332/3614] Forecasting NVDD...
[2025-12-09T20:28:20.885156] [INFO ] [sig       ] Generating forecast for: NVDD
[2025-12-09T20:28:20.885209] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVDD' from 'https://tdm.silogroup.org/data/derivative_storage/NVDD.csv'.
[2025-12-09T20:28:20.895990] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVDD'.
[2025-12-09T20:28:20.896253] [INFO ] [FORECASTER] Starting predict_future for NVDD
[2025-12-09T20:28:20.897019] [DEBUG] [LOCAL     ] No optimal features file found for NVDD: ./output/feature-sets/NVDD.txt
[2025-12-09T20:28:20.897069] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:20.897100] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:20.897127] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:20.897181] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:20.952995] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:20.953705] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:20.953782] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:20.953814] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:21.073211] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:21.073357] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:21.073398] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:21.073427] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:21.076796] [DEBUG] [FORECASTER] NVDD: Forecast T+1@11:T+2@11: UP (p=74.74%)
[2025-12-09T20:28:21.077069] [INFO ] [FORECASTER] Completed predict_future for NVDD
[2025-12-09T20:28:21.077192] [INFO ] [sig       ] NVDD: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:28:21.215191] [INFO ] [LOCAL     ] Saved forecast: NVDD	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/NVDD.txt
[2025-12-09T20:28:21.215314] [INFO ] [sig       ] [2332/3614] Completed NVDD in 0.3s | 2.93 sym/s | Total: 13.3m | ETA: 7.3m
[2025-12-09T20:28:21.215352] [INFO ] [sig       ] [2333/3614] Forecasting NVDL...
[2025-12-09T20:28:21.215381] [INFO ] [sig       ] Generating forecast for: NVDL
[2025-12-09T20:28:21.215410] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVDL' from 'https://tdm.silogroup.org/data/derivative_storage/NVDL.csv'.
[2025-12-09T20:28:21.226601] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVDL'.
[2025-12-09T20:28:21.226896] [INFO ] [FORECASTER] Starting predict_future for NVDL
[2025-12-09T20:28:21.227729] [DEBUG] [LOCAL     ] No optimal features file found for NVDL: ./output/feature-sets/NVDL.txt
[2025-12-09T20:28:21.227780] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:21.227823] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:21.227850] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:21.227904] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:21.283047] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:21.283691] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:21.283765] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:21.283796] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:21.401714] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:21.401863] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:21.401903] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:21.401932] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:21.405289] [DEBUG] [FORECASTER] NVDL: Forecast T+1@11:T+2@11: UP (p=80.37%)
[2025-12-09T20:28:21.405567] [INFO ] [FORECASTER] Completed predict_future for NVDL
[2025-12-09T20:28:21.405708] [INFO ] [sig       ] NVDL: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:28:21.542959] [INFO ] [LOCAL     ] Saved forecast: NVDL	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/NVDL.txt
[2025-12-09T20:28:21.543088] [INFO ] [sig       ] [2333/3614] Completed NVDL in 0.3s | 2.93 sym/s | Total: 13.3m | ETA: 7.3m
[2025-12-09T20:28:21.543126] [INFO ] [sig       ] [2334/3614] Forecasting NVDS...
[2025-12-09T20:28:21.543155] [INFO ] [sig       ] Generating forecast for: NVDS
[2025-12-09T20:28:21.543184] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVDS' from 'https://tdm.silogroup.org/data/derivative_storage/NVDS.csv'.
[2025-12-09T20:28:21.553484] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVDS'.
[2025-12-09T20:28:21.553879] [INFO ] [FORECASTER] Starting predict_future for NVDS
[2025-12-09T20:28:21.554841] [DEBUG] [LOCAL     ] No optimal features file found for NVDS: ./output/feature-sets/NVDS.txt
[2025-12-09T20:28:21.554904] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:21.554949] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:21.554991] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:21.555074] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:21.611645] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:21.612273] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:21.612348] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:21.612382] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:21.731422] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:21.731559] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:21.731615] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:21.731645] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:21.734947] [DEBUG] [FORECASTER] NVDS: Forecast T+1@11:T+2@11: DOWN (p=2.92%)
[2025-12-09T20:28:21.735218] [INFO ] [FORECASTER] Completed predict_future for NVDS
[2025-12-09T20:28:21.735340] [INFO ] [sig       ] NVDS: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:28:21.874556] [INFO ] [LOCAL     ] Saved forecast: NVDS	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/NVDS.txt
[2025-12-09T20:28:21.874687] [INFO ] [sig       ] [2334/3614] Completed NVDS in 0.3s | 2.93 sym/s | Total: 13.3m | ETA: 7.3m
[2025-12-09T20:28:21.874725] [INFO ] [sig       ] [2335/3614] Forecasting NVEC...
[2025-12-09T20:28:21.874752] [INFO ] [sig       ] Generating forecast for: NVEC
[2025-12-09T20:28:21.874780] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVEC' from 'https://tdm.silogroup.org/data/derivative_storage/NVEC.csv'.
[2025-12-09T20:28:21.885101] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVEC'.
[2025-12-09T20:28:21.885418] [INFO ] [FORECASTER] Starting predict_future for NVEC
[2025-12-09T20:28:21.886186] [DEBUG] [LOCAL     ] No optimal features file found for NVEC: ./output/feature-sets/NVEC.txt
[2025-12-09T20:28:21.886238] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:21.886270] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:21.886297] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:21.886354] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:21.943658] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:21.944279] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:21.944356] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:21.944389] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:22.059771] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:22.059894] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:22.059931] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:22.059959] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:22.063165] [DEBUG] [FORECASTER] NVEC: Forecast T+1@11:T+2@11: UP (p=97.88%)
[2025-12-09T20:28:22.063427] [INFO ] [FORECASTER] Completed predict_future for NVEC
[2025-12-09T20:28:22.063547] [INFO ] [sig       ] NVEC: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:28:22.203470] [INFO ] [LOCAL     ] Saved forecast: NVEC	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/NVEC.txt
[2025-12-09T20:28:22.203600] [INFO ] [sig       ] [2335/3614] Completed NVEC in 0.3s | 2.93 sym/s | Total: 13.3m | ETA: 7.3m
[2025-12-09T20:28:22.203639] [INFO ] [sig       ] [2336/3614] Forecasting NVG...
[2025-12-09T20:28:22.203668] [INFO ] [sig       ] Generating forecast for: NVG
[2025-12-09T20:28:22.203698] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVG' from 'https://tdm.silogroup.org/data/derivative_storage/NVG.csv'.
[2025-12-09T20:28:22.214814] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVG'.
[2025-12-09T20:28:22.215075] [INFO ] [FORECASTER] Starting predict_future for NVG
[2025-12-09T20:28:22.215879] [DEBUG] [LOCAL     ] No optimal features file found for NVG: ./output/feature-sets/NVG.txt
[2025-12-09T20:28:22.215929] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:22.215960] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:22.215986] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:22.216041] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:22.272330] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:22.272948] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:22.273027] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:22.273060] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:22.395328] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:22.395438] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:22.395476] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:22.395505] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:22.398712] [DEBUG] [FORECASTER] NVG: Forecast T+1@11:T+2@11: DOWN (p=46.19%)
[2025-12-09T20:28:22.398976] [INFO ] [FORECASTER] Completed predict_future for NVG
[2025-12-09T20:28:22.399095] [INFO ] [sig       ] NVG: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:28:22.536597] [INFO ] [LOCAL     ] Saved forecast: NVG	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/NVG.txt
[2025-12-09T20:28:22.536709] [INFO ] [sig       ] [2336/3614] Completed NVG in 0.3s | 2.93 sym/s | Total: 13.3m | ETA: 7.3m
[2025-12-09T20:28:22.536746] [INFO ] [sig       ] [2337/3614] Forecasting NVGS...
[2025-12-09T20:28:22.536782] [INFO ] [sig       ] Generating forecast for: NVGS
[2025-12-09T20:28:22.536811] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVGS' from 'https://tdm.silogroup.org/data/derivative_storage/NVGS.csv'.
[2025-12-09T20:28:22.547943] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVGS'.
[2025-12-09T20:28:22.548220] [INFO ] [FORECASTER] Starting predict_future for NVGS
[2025-12-09T20:28:22.548984] [DEBUG] [LOCAL     ] No optimal features file found for NVGS: ./output/feature-sets/NVGS.txt
[2025-12-09T20:28:22.549034] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:22.549065] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:22.549091] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:22.549145] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:22.605474] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:22.606070] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:22.606143] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:22.606175] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:22.726314] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:22.726449] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:22.726488] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:22.726516] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:22.729827] [DEBUG] [FORECASTER] NVGS: Forecast T+1@11:T+2@11: UP (p=97.48%)
[2025-12-09T20:28:22.730112] [INFO ] [FORECASTER] Completed predict_future for NVGS
[2025-12-09T20:28:22.730242] [INFO ] [sig       ] NVGS: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:28:22.868511] [INFO ] [LOCAL     ] Saved forecast: NVGS	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/NVGS.txt
[2025-12-09T20:28:22.868636] [INFO ] [sig       ] [2337/3614] Completed NVGS in 0.3s | 2.93 sym/s | Total: 13.3m | ETA: 7.3m
[2025-12-09T20:28:22.868675] [INFO ] [sig       ] [2338/3614] Forecasting NVMI...
[2025-12-09T20:28:22.868705] [INFO ] [sig       ] Generating forecast for: NVMI
[2025-12-09T20:28:22.868733] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVMI' from 'https://tdm.silogroup.org/data/derivative_storage/NVMI.csv'.
[2025-12-09T20:28:22.879888] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVMI'.
[2025-12-09T20:28:22.880147] [INFO ] [FORECASTER] Starting predict_future for NVMI
[2025-12-09T20:28:22.880955] [DEBUG] [LOCAL     ] No optimal features file found for NVMI: ./output/feature-sets/NVMI.txt
[2025-12-09T20:28:22.881008] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:22.881039] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:22.881066] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:22.881122] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:22.937645] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:22.938239] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:22.938314] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:22.938346] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:23.054017] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:23.054151] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:23.054191] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:23.054218] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:23.057426] [DEBUG] [FORECASTER] NVMI: Forecast T+1@11:T+2@11: DOWN (p=42.07%)
[2025-12-09T20:28:23.057726] [INFO ] [FORECASTER] Completed predict_future for NVMI
[2025-12-09T20:28:23.057870] [INFO ] [sig       ] NVMI: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:28:23.195482] [INFO ] [LOCAL     ] Saved forecast: NVMI	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/NVMI.txt
[2025-12-09T20:28:23.195615] [INFO ] [sig       ] [2338/3614] Completed NVMI in 0.3s | 2.93 sym/s | Total: 13.3m | ETA: 7.3m
[2025-12-09T20:28:23.195655] [INFO ] [sig       ] [2339/3614] Forecasting NVO...
[2025-12-09T20:28:23.195683] [INFO ] [sig       ] Generating forecast for: NVO
[2025-12-09T20:28:23.195712] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVO' from 'https://tdm.silogroup.org/data/derivative_storage/NVO.csv'.
[2025-12-09T20:28:23.207122] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVO'.
[2025-12-09T20:28:23.207395] [INFO ] [FORECASTER] Starting predict_future for NVO
[2025-12-09T20:28:23.208178] [DEBUG] [LOCAL     ] No optimal features file found for NVO: ./output/feature-sets/NVO.txt
[2025-12-09T20:28:23.208228] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:23.208258] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:23.208283] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:23.208337] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:23.264139] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:23.264740] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:23.264813] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:23.264844] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:23.382299] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:23.382448] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:23.382488] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:23.382518] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:23.385890] [DEBUG] [FORECASTER] NVO: Forecast T+1@11:T+2@11: UP (p=94.07%)
[2025-12-09T20:28:23.386174] [INFO ] [FORECASTER] Completed predict_future for NVO
[2025-12-09T20:28:23.386300] [INFO ] [sig       ] NVO: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:28:23.527021] [INFO ] [LOCAL     ] Saved forecast: NVO	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/NVO.txt
[2025-12-09T20:28:23.527151] [INFO ] [sig       ] [2339/3614] Completed NVO in 0.3s | 2.93 sym/s | Total: 13.3m | ETA: 7.3m
[2025-12-09T20:28:23.527190] [INFO ] [sig       ] [2340/3614] Forecasting NVRI...
[2025-12-09T20:28:23.527219] [INFO ] [sig       ] Generating forecast for: NVRI
[2025-12-09T20:28:23.527248] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVRI' from 'https://tdm.silogroup.org/data/derivative_storage/NVRI.csv'.
[2025-12-09T20:28:23.539814] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVRI'.
[2025-12-09T20:28:23.540248] [INFO ] [FORECASTER] Starting predict_future for NVRI
[2025-12-09T20:28:23.541082] [DEBUG] [LOCAL     ] No optimal features file found for NVRI: ./output/feature-sets/NVRI.txt
[2025-12-09T20:28:23.541135] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:23.541166] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:23.541192] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:23.541248] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:23.599465] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:23.600484] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:23.600588] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:23.600624] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:23.721549] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:23.721712] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:23.721752] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:23.721798] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:23.725105] [DEBUG] [FORECASTER] NVRI: Forecast T+1@11:T+2@11: UP (p=61.05%)
[2025-12-09T20:28:23.725371] [INFO ] [FORECASTER] Completed predict_future for NVRI
[2025-12-09T20:28:23.725491] [INFO ] [sig       ] NVRI: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:28:23.868264] [INFO ] [LOCAL     ] Saved forecast: NVRI	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/NVRI.txt
[2025-12-09T20:28:23.868488] [INFO ] [sig       ] [2340/3614] Completed NVRI in 0.3s | 2.93 sym/s | Total: 13.3m | ETA: 7.3m
[2025-12-09T20:28:23.868529] [INFO ] [sig       ] [2341/3614] Forecasting NVS...
[2025-12-09T20:28:23.868560] [INFO ] [sig       ] Generating forecast for: NVS
[2025-12-09T20:28:23.868618] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVS' from 'https://tdm.silogroup.org/data/derivative_storage/NVS.csv'.
[2025-12-09T20:28:23.880136] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVS'.
[2025-12-09T20:28:23.880424] [INFO ] [FORECASTER] Starting predict_future for NVS
[2025-12-09T20:28:23.881190] [DEBUG] [LOCAL     ] No optimal features file found for NVS: ./output/feature-sets/NVS.txt
[2025-12-09T20:28:23.881240] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:23.881270] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:23.881297] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:23.881351] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:23.937283] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:23.938019] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:23.938097] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:23.938129] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:24.058219] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:24.058367] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:24.058406] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:24.058435] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:24.061773] [DEBUG] [FORECASTER] NVS: Forecast T+1@11:T+2@11: DOWN (p=40.60%)
[2025-12-09T20:28:24.062044] [INFO ] [FORECASTER] Completed predict_future for NVS
[2025-12-09T20:28:24.062169] [INFO ] [sig       ] NVS: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:28:24.202535] [INFO ] [LOCAL     ] Saved forecast: NVS	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/NVS.txt
[2025-12-09T20:28:24.202676] [INFO ] [sig       ] [2341/3614] Completed NVS in 0.3s | 2.93 sym/s | Total: 13.3m | ETA: 7.3m
[2025-12-09T20:28:24.202715] [INFO ] [sig       ] [2342/3614] Forecasting NVTS...
[2025-12-09T20:28:24.202743] [INFO ] [sig       ] Generating forecast for: NVTS
[2025-12-09T20:28:24.202773] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVTS' from 'https://tdm.silogroup.org/data/derivative_storage/NVTS.csv'.
[2025-12-09T20:28:24.214540] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVTS'.
[2025-12-09T20:28:24.214972] [INFO ] [FORECASTER] Starting predict_future for NVTS
[2025-12-09T20:28:24.215897] [DEBUG] [LOCAL     ] No optimal features file found for NVTS: ./output/feature-sets/NVTS.txt
[2025-12-09T20:28:24.215950] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:24.215982] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:24.216009] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:24.216065] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:24.275477] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:24.276347] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:24.276434] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:24.276492] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:24.392438] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:24.392605] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:24.392648] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:24.392678] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:24.396615] [DEBUG] [FORECASTER] NVTS: Forecast T+1@11:T+2@11: DOWN (p=35.37%)
[2025-12-09T20:28:24.396938] [INFO ] [FORECASTER] Completed predict_future for NVTS
[2025-12-09T20:28:24.397070] [INFO ] [sig       ] NVTS: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:28:24.539094] [INFO ] [LOCAL     ] Saved forecast: NVTS	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/NVTS.txt
[2025-12-09T20:28:24.539235] [INFO ] [sig       ] [2342/3614] Completed NVTS in 0.3s | 2.93 sym/s | Total: 13.3m | ETA: 7.2m
[2025-12-09T20:28:24.539274] [INFO ] [sig       ] [2343/3614] Forecasting NVX...
[2025-12-09T20:28:24.539304] [INFO ] [sig       ] Generating forecast for: NVX
[2025-12-09T20:28:24.539334] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVX' from 'https://tdm.silogroup.org/data/derivative_storage/NVX.csv'.
[2025-12-09T20:28:24.551240] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVX'.
[2025-12-09T20:28:24.551600] [INFO ] [FORECASTER] Starting predict_future for NVX
[2025-12-09T20:28:24.552366] [DEBUG] [LOCAL     ] No optimal features file found for NVX: ./output/feature-sets/NVX.txt
[2025-12-09T20:28:24.552416] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:24.552449] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:24.552478] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:24.552533] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:24.608163] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:24.609142] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:24.609223] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:24.609255] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:24.727460] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:24.727700] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:24.727752] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:24.727783] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:24.731127] [DEBUG] [FORECASTER] NVX: Forecast T+1@11:T+2@11: UP (p=92.07%)
[2025-12-09T20:28:24.731402] [INFO ] [FORECASTER] Completed predict_future for NVX
[2025-12-09T20:28:24.731526] [INFO ] [sig       ] NVX: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:28:24.874702] [INFO ] [LOCAL     ] Saved forecast: NVX	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/NVX.txt
[2025-12-09T20:28:24.874842] [INFO ] [sig       ] [2343/3614] Completed NVX in 0.3s | 2.93 sym/s | Total: 13.3m | ETA: 7.2m
[2025-12-09T20:28:24.874883] [INFO ] [sig       ] [2344/3614] Forecasting NWBI...
[2025-12-09T20:28:24.874914] [INFO ] [sig       ] Generating forecast for: NWBI
[2025-12-09T20:28:24.874944] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWBI' from 'https://tdm.silogroup.org/data/derivative_storage/NWBI.csv'.
[2025-12-09T20:28:24.887478] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWBI'.
[2025-12-09T20:28:24.887908] [INFO ] [FORECASTER] Starting predict_future for NWBI
[2025-12-09T20:28:24.888725] [DEBUG] [LOCAL     ] No optimal features file found for NWBI: ./output/feature-sets/NWBI.txt
[2025-12-09T20:28:24.888777] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:24.888810] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:24.888837] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:24.888913] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:24.946685] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:24.947552] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:24.947650] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:24.947685] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:25.068284] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:25.068438] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:25.068480] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:25.068508] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:25.072454] [DEBUG] [FORECASTER] NWBI: Forecast T+1@11:T+2@11: DOWN (p=4.13%)
[2025-12-09T20:28:25.072789] [INFO ] [FORECASTER] Completed predict_future for NWBI
[2025-12-09T20:28:25.072919] [INFO ] [sig       ] NWBI: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:28:25.215900] [INFO ] [LOCAL     ] Saved forecast: NWBI	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/NWBI.txt
[2025-12-09T20:28:25.216027] [INFO ] [sig       ] [2344/3614] Completed NWBI in 0.3s | 2.93 sym/s | Total: 13.4m | ETA: 7.2m
[2025-12-09T20:28:25.216065] [INFO ] [sig       ] [2345/3614] Forecasting NWE...
[2025-12-09T20:28:25.216094] [INFO ] [sig       ] Generating forecast for: NWE
[2025-12-09T20:28:25.216123] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWE' from 'https://tdm.silogroup.org/data/derivative_storage/NWE.csv'.
[2025-12-09T20:28:25.227402] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWE'.
[2025-12-09T20:28:25.227766] [INFO ] [FORECASTER] Starting predict_future for NWE
[2025-12-09T20:28:25.228557] [DEBUG] [LOCAL     ] No optimal features file found for NWE: ./output/feature-sets/NWE.txt
[2025-12-09T20:28:25.228627] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:25.228659] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:25.228687] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:25.228744] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:25.286354] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:25.287175] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:25.287256] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:25.287289] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:25.407636] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:25.407812] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:25.407855] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:25.407884] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:25.411324] [DEBUG] [FORECASTER] NWE: Forecast T+1@11:T+2@11: DOWN (p=42.85%)
[2025-12-09T20:28:25.411647] [INFO ] [FORECASTER] Completed predict_future for NWE
[2025-12-09T20:28:25.411782] [INFO ] [sig       ] NWE: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:28:25.554395] [INFO ] [LOCAL     ] Saved forecast: NWE	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/NWE.txt
[2025-12-09T20:28:25.554528] [INFO ] [sig       ] [2345/3614] Completed NWE in 0.3s | 2.93 sym/s | Total: 13.4m | ETA: 7.2m
[2025-12-09T20:28:25.554567] [INFO ] [sig       ] [2346/3614] Forecasting NWFL...
[2025-12-09T20:28:25.554616] [INFO ] [sig       ] Generating forecast for: NWFL
[2025-12-09T20:28:25.554646] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWFL' from 'https://tdm.silogroup.org/data/derivative_storage/NWFL.csv'.
[2025-12-09T20:28:25.565600] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWFL'.
[2025-12-09T20:28:25.565925] [INFO ] [FORECASTER] Starting predict_future for NWFL
[2025-12-09T20:28:25.566713] [DEBUG] [LOCAL     ] No optimal features file found for NWFL: ./output/feature-sets/NWFL.txt
[2025-12-09T20:28:25.566775] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:25.566808] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:25.566837] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:25.566909] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:25.624394] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:25.625062] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:25.625138] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:25.625171] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:25.731630] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:25.731782] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:25.731823] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:25.731851] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:25.735177] [DEBUG] [FORECASTER] NWFL: Forecast T+1@11:T+2@11: UP (p=83.78%)
[2025-12-09T20:28:25.735466] [INFO ] [FORECASTER] Completed predict_future for NWFL
[2025-12-09T20:28:25.735608] [INFO ] [sig       ] NWFL: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:28:25.871472] [INFO ] [LOCAL     ] Saved forecast: NWFL	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/NWFL.txt
[2025-12-09T20:28:25.871609] [INFO ] [sig       ] [2346/3614] Completed NWFL in 0.3s | 2.93 sym/s | Total: 13.4m | ETA: 7.2m
[2025-12-09T20:28:25.871649] [INFO ] [sig       ] [2347/3614] Forecasting NWG...
[2025-12-09T20:28:25.871679] [INFO ] [sig       ] Generating forecast for: NWG
[2025-12-09T20:28:25.871708] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWG' from 'https://tdm.silogroup.org/data/derivative_storage/NWG.csv'.
[2025-12-09T20:28:25.883776] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWG'.
[2025-12-09T20:28:25.884118] [INFO ] [FORECASTER] Starting predict_future for NWG
[2025-12-09T20:28:25.884932] [DEBUG] [LOCAL     ] No optimal features file found for NWG: ./output/feature-sets/NWG.txt
[2025-12-09T20:28:25.884983] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:25.885014] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:25.885040] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:25.885094] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:25.954535] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:25.955634] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:25.955739] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:25.955793] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:26.081777] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:26.081924] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:26.081967] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:26.081996] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:26.085322] [DEBUG] [FORECASTER] NWG: Forecast T+1@11:T+2@11: DOWN (p=1.79%)
[2025-12-09T20:28:26.085614] [INFO ] [FORECASTER] Completed predict_future for NWG
[2025-12-09T20:28:26.085735] [INFO ] [sig       ] NWG: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:28:26.226215] [INFO ] [LOCAL     ] Saved forecast: NWG	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/NWG.txt
[2025-12-09T20:28:26.226364] [INFO ] [sig       ] [2347/3614] Completed NWG in 0.4s | 2.93 sym/s | Total: 13.4m | ETA: 7.2m
[2025-12-09T20:28:26.226404] [INFO ] [sig       ] [2348/3614] Forecasting NWL...
[2025-12-09T20:28:26.226434] [INFO ] [sig       ] Generating forecast for: NWL
[2025-12-09T20:28:26.226464] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWL' from 'https://tdm.silogroup.org/data/derivative_storage/NWL.csv'.
[2025-12-09T20:28:26.237404] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWL'.
[2025-12-09T20:28:26.237757] [INFO ] [FORECASTER] Starting predict_future for NWL
[2025-12-09T20:28:26.238515] [DEBUG] [LOCAL     ] No optimal features file found for NWL: ./output/feature-sets/NWL.txt
[2025-12-09T20:28:26.238565] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:26.238617] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:26.238643] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:26.238696] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:26.294367] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:26.295055] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:26.295130] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:26.295162] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:26.414461] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:26.414628] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:26.414669] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:26.414697] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:26.418011] [DEBUG] [FORECASTER] NWL: Forecast T+1@11:T+2@11: DOWN (p=43.14%)
[2025-12-09T20:28:26.418286] [INFO ] [FORECASTER] Completed predict_future for NWL
[2025-12-09T20:28:26.418406] [INFO ] [sig       ] NWL: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:28:26.555080] [INFO ] [LOCAL     ] Saved forecast: NWL	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/NWL.txt
[2025-12-09T20:28:26.555207] [INFO ] [sig       ] [2348/3614] Completed NWL in 0.3s | 2.93 sym/s | Total: 13.4m | ETA: 7.2m
[2025-12-09T20:28:26.555270] [INFO ] [sig       ] [2349/3614] Forecasting NWPX...
[2025-12-09T20:28:26.555300] [INFO ] [sig       ] Generating forecast for: NWPX
[2025-12-09T20:28:26.555329] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWPX' from 'https://tdm.silogroup.org/data/derivative_storage/NWPX.csv'.
[2025-12-09T20:28:26.566845] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWPX'.
[2025-12-09T20:28:26.567130] [INFO ] [FORECASTER] Starting predict_future for NWPX
[2025-12-09T20:28:26.567918] [DEBUG] [LOCAL     ] No optimal features file found for NWPX: ./output/feature-sets/NWPX.txt
[2025-12-09T20:28:26.567969] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:26.568000] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:26.568027] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:26.568082] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:26.623555] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:26.624349] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:26.624426] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:26.624460] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:26.745458] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:26.745617] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:26.745658] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:26.745686] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:26.749002] [DEBUG] [FORECASTER] NWPX: Forecast T+1@11:T+2@11: DOWN (p=0.46%)
[2025-12-09T20:28:26.749272] [INFO ] [FORECASTER] Completed predict_future for NWPX
[2025-12-09T20:28:26.749390] [INFO ] [sig       ] NWPX: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:28:26.886668] [INFO ] [LOCAL     ] Saved forecast: NWPX	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/NWPX.txt
[2025-12-09T20:28:26.886800] [INFO ] [sig       ] [2349/3614] Completed NWPX in 0.3s | 2.93 sym/s | Total: 13.4m | ETA: 7.2m
[2025-12-09T20:28:26.886839] [INFO ] [sig       ] [2350/3614] Forecasting NWS...
[2025-12-09T20:28:26.886869] [INFO ] [sig       ] Generating forecast for: NWS
[2025-12-09T20:28:26.886898] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWS' from 'https://tdm.silogroup.org/data/derivative_storage/NWS.csv'.
[2025-12-09T20:28:26.898799] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWS'.
[2025-12-09T20:28:26.899092] [INFO ] [FORECASTER] Starting predict_future for NWS
[2025-12-09T20:28:26.899855] [DEBUG] [LOCAL     ] No optimal features file found for NWS: ./output/feature-sets/NWS.txt
[2025-12-09T20:28:26.899905] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:26.899936] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:26.899962] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:26.900016] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:26.955705] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:26.956427] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:26.956505] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:26.956536] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:27.080113] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:27.080266] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:27.080307] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:27.080337] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:27.083878] [DEBUG] [FORECASTER] NWS: Forecast T+1@11:T+2@11: DOWN (p=27.43%)
[2025-12-09T20:28:27.084154] [INFO ] [FORECASTER] Completed predict_future for NWS
[2025-12-09T20:28:27.084281] [INFO ] [sig       ] NWS: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:28:27.225466] [INFO ] [LOCAL     ] Saved forecast: NWS	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/NWS.txt
[2025-12-09T20:28:27.225620] [INFO ] [sig       ] [2350/3614] Completed NWS in 0.3s | 2.93 sym/s | Total: 13.4m | ETA: 7.2m
[2025-12-09T20:28:27.225662] [INFO ] [sig       ] [2351/3614] Forecasting NWSA...
[2025-12-09T20:28:27.225691] [INFO ] [sig       ] Generating forecast for: NWSA
[2025-12-09T20:28:27.225719] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWSA' from 'https://tdm.silogroup.org/data/derivative_storage/NWSA.csv'.
[2025-12-09T20:28:27.237953] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWSA'.
[2025-12-09T20:28:27.238262] [INFO ] [FORECASTER] Starting predict_future for NWSA
[2025-12-09T20:28:27.239090] [DEBUG] [LOCAL     ] No optimal features file found for NWSA: ./output/feature-sets/NWSA.txt
[2025-12-09T20:28:27.239142] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:27.239177] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:27.239204] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:27.239259] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:27.294909] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:27.295540] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:27.295632] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:27.295664] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:27.414194] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:27.414345] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:27.414386] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:27.414416] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:27.417905] [DEBUG] [FORECASTER] NWSA: Forecast T+1@11:T+2@11: UP (p=84.60%)
[2025-12-09T20:28:27.418200] [INFO ] [FORECASTER] Completed predict_future for NWSA
[2025-12-09T20:28:27.418323] [INFO ] [sig       ] NWSA: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:28:27.560687] [INFO ] [LOCAL     ] Saved forecast: NWSA	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/NWSA.txt
[2025-12-09T20:28:27.560820] [INFO ] [sig       ] [2351/3614] Completed NWSA in 0.3s | 2.93 sym/s | Total: 13.4m | ETA: 7.2m
[2025-12-09T20:28:27.560859] [INFO ] [sig       ] [2352/3614] Forecasting NX...
[2025-12-09T20:28:27.560888] [INFO ] [sig       ] Generating forecast for: NX
[2025-12-09T20:28:27.560917] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NX' from 'https://tdm.silogroup.org/data/derivative_storage/NX.csv'.
[2025-12-09T20:28:27.572922] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NX'.
[2025-12-09T20:28:27.573229] [INFO ] [FORECASTER] Starting predict_future for NX
[2025-12-09T20:28:27.574000] [DEBUG] [LOCAL     ] No optimal features file found for NX: ./output/feature-sets/NX.txt
[2025-12-09T20:28:27.574049] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:27.574080] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:27.574135] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:27.574191] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:27.630115] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:27.630926] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:27.631002] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:27.631034] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:27.767850] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:27.768012] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:27.768060] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:27.768090] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:27.771758] [DEBUG] [FORECASTER] NX: Forecast T+1@11:T+2@11: UP (p=99.19%)
[2025-12-09T20:28:27.772060] [INFO ] [FORECASTER] Completed predict_future for NX
[2025-12-09T20:28:27.772192] [INFO ] [sig       ] NX: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:28:27.914556] [INFO ] [LOCAL     ] Saved forecast: NX	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/NX.txt
[2025-12-09T20:28:27.914702] [INFO ] [sig       ] [2352/3614] Completed NX in 0.4s | 2.93 sym/s | Total: 13.4m | ETA: 7.2m
[2025-12-09T20:28:27.914741] [INFO ] [sig       ] [2353/3614] Forecasting NXC...
[2025-12-09T20:28:27.914771] [INFO ] [sig       ] Generating forecast for: NXC
[2025-12-09T20:28:27.914800] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXC' from 'https://tdm.silogroup.org/data/derivative_storage/NXC.csv'.
[2025-12-09T20:28:27.926357] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NXC'.
[2025-12-09T20:28:27.926706] [INFO ] [FORECASTER] Starting predict_future for NXC
[2025-12-09T20:28:27.927461] [DEBUG] [LOCAL     ] No optimal features file found for NXC: ./output/feature-sets/NXC.txt
[2025-12-09T20:28:27.927539] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:27.927592] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:27.927622] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:27.927678] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:27.983302] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:27.984115] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:27.984193] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:27.984224] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:28.084735] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:28.084882] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:28.084939] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:28.084970] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:28.088299] [DEBUG] [FORECASTER] NXC: Forecast T+1@11:T+2@11: UP (p=73.26%)
[2025-12-09T20:28:28.088570] [INFO ] [FORECASTER] Completed predict_future for NXC
[2025-12-09T20:28:28.088708] [INFO ] [sig       ] NXC: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:28:28.227892] [INFO ] [LOCAL     ] Saved forecast: NXC	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/NXC.txt
[2025-12-09T20:28:28.228052] [INFO ] [sig       ] [2353/3614] Completed NXC in 0.3s | 2.93 sym/s | Total: 13.4m | ETA: 7.2m
[2025-12-09T20:28:28.228092] [INFO ] [sig       ] [2354/3614] Forecasting NXE...
[2025-12-09T20:28:28.228122] [INFO ] [sig       ] Generating forecast for: NXE
[2025-12-09T20:28:28.228150] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXE' from 'https://tdm.silogroup.org/data/derivative_storage/NXE.csv'.
[2025-12-09T20:28:28.240246] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NXE'.
[2025-12-09T20:28:28.240652] [INFO ] [FORECASTER] Starting predict_future for NXE
[2025-12-09T20:28:28.241407] [DEBUG] [LOCAL     ] No optimal features file found for NXE: ./output/feature-sets/NXE.txt
[2025-12-09T20:28:28.241458] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:28.241489] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:28.241516] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:28.241597] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:28.298509] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:28.299192] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:28.299266] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:28.299298] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:28.416319] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:28.416465] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:28.416506] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:28.416537] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:28.419852] [DEBUG] [FORECASTER] NXE: Forecast T+1@11:T+2@11: UP (p=96.88%)
[2025-12-09T20:28:28.420118] [INFO ] [FORECASTER] Completed predict_future for NXE
[2025-12-09T20:28:28.420237] [INFO ] [sig       ] NXE: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:28:28.557738] [INFO ] [LOCAL     ] Saved forecast: NXE	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/NXE.txt
[2025-12-09T20:28:28.557860] [INFO ] [sig       ] [2354/3614] Completed NXE in 0.3s | 2.93 sym/s | Total: 13.4m | ETA: 7.2m
[2025-12-09T20:28:28.557897] [INFO ] [sig       ] [2355/3614] Forecasting NXG...
[2025-12-09T20:28:28.557926] [INFO ] [sig       ] Generating forecast for: NXG
[2025-12-09T20:28:28.557954] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXG' from 'https://tdm.silogroup.org/data/derivative_storage/NXG.csv'.
[2025-12-09T20:28:28.569852] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NXG'.
[2025-12-09T20:28:28.570133] [INFO ] [FORECASTER] Starting predict_future for NXG
[2025-12-09T20:28:28.570903] [DEBUG] [LOCAL     ] No optimal features file found for NXG: ./output/feature-sets/NXG.txt
[2025-12-09T20:28:28.570953] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:28.570983] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:28.571009] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:28.571063] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:28.627662] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:28.628433] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:28.628515] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:28.628554] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:28.744210] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:28.744362] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:28.744402] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:28.744431] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:28.747778] [DEBUG] [FORECASTER] NXG: Forecast T+1@11:T+2@11: DOWN (p=29.05%)
[2025-12-09T20:28:28.748105] [INFO ] [FORECASTER] Completed predict_future for NXG
[2025-12-09T20:28:28.748256] [INFO ] [sig       ] NXG: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:28:28.888634] [INFO ] [LOCAL     ] Saved forecast: NXG	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/NXG.txt
[2025-12-09T20:28:28.888789] [INFO ] [sig       ] [2355/3614] Completed NXG in 0.3s | 2.93 sym/s | Total: 13.4m | ETA: 7.2m
[2025-12-09T20:28:28.888829] [INFO ] [sig       ] [2356/3614] Forecasting NXGL...
[2025-12-09T20:28:28.888858] [INFO ] [sig       ] Generating forecast for: NXGL
[2025-12-09T20:28:28.888886] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXGL' from 'https://tdm.silogroup.org/data/derivative_storage/NXGL.csv'.
[2025-12-09T20:28:28.899633] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NXGL'.
[2025-12-09T20:28:28.900000] [INFO ] [FORECASTER] Starting predict_future for NXGL
[2025-12-09T20:28:28.900804] [DEBUG] [LOCAL     ] No optimal features file found for NXGL: ./output/feature-sets/NXGL.txt
[2025-12-09T20:28:28.900860] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:28.900894] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:28.900921] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:28.900977] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:28.960280] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:28.961158] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:28.961241] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:28.961274] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:29.082504] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:29.082672] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:29.082713] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:29.082741] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:29.086064] [DEBUG] [FORECASTER] NXGL: Forecast T+1@11:T+2@11: UP (p=73.40%)
[2025-12-09T20:28:29.086330] [INFO ] [FORECASTER] Completed predict_future for NXGL
[2025-12-09T20:28:29.086446] [INFO ] [sig       ] NXGL: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:28:29.227093] [INFO ] [LOCAL     ] Saved forecast: NXGL	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/NXGL.txt
[2025-12-09T20:28:29.227226] [INFO ] [sig       ] [2356/3614] Completed NXGL in 0.3s | 2.93 sym/s | Total: 13.4m | ETA: 7.2m
[2025-12-09T20:28:29.227264] [INFO ] [sig       ] [2357/3614] Forecasting NXP...
[2025-12-09T20:28:29.227293] [INFO ] [sig       ] Generating forecast for: NXP
[2025-12-09T20:28:29.227322] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXP' from 'https://tdm.silogroup.org/data/derivative_storage/NXP.csv'.
[2025-12-09T20:28:29.238867] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NXP'.
[2025-12-09T20:28:29.239154] [INFO ] [FORECASTER] Starting predict_future for NXP
[2025-12-09T20:28:29.239941] [DEBUG] [LOCAL     ] No optimal features file found for NXP: ./output/feature-sets/NXP.txt
[2025-12-09T20:28:29.239991] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:29.240033] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:29.240061] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:29.240116] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:29.295943] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:29.296605] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:29.296681] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:29.296713] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:29.413786] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:29.413933] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:29.413973] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:29.414000] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:29.417309] [DEBUG] [FORECASTER] NXP: Forecast T+1@11:T+2@11: UP (p=92.51%)
[2025-12-09T20:28:29.417604] [INFO ] [FORECASTER] Completed predict_future for NXP
[2025-12-09T20:28:29.417723] [INFO ] [sig       ] NXP: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:28:29.599957] [INFO ] [LOCAL     ] Saved forecast: NXP	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/NXP.txt
[2025-12-09T20:28:29.600102] [INFO ] [sig       ] [2357/3614] Completed NXP in 0.4s | 2.93 sym/s | Total: 13.4m | ETA: 7.2m
[2025-12-09T20:28:29.600142] [INFO ] [sig       ] [2358/3614] Forecasting NXPI...
[2025-12-09T20:28:29.600173] [INFO ] [sig       ] Generating forecast for: NXPI
[2025-12-09T20:28:29.600203] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXPI' from 'https://tdm.silogroup.org/data/derivative_storage/NXPI.csv'.
[2025-12-09T20:28:29.611459] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NXPI'.
[2025-12-09T20:28:29.611769] [INFO ] [FORECASTER] Starting predict_future for NXPI
[2025-12-09T20:28:29.612534] [DEBUG] [LOCAL     ] No optimal features file found for NXPI: ./output/feature-sets/NXPI.txt
[2025-12-09T20:28:29.612603] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:29.612635] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:29.612660] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:29.612715] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:29.667465] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:29.668306] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:29.668386] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:29.668418] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:29.787440] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:29.787620] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:29.787662] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:29.787689] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:29.790968] [DEBUG] [FORECASTER] NXPI: Forecast T+1@11:T+2@11: DOWN (p=1.68%)
[2025-12-09T20:28:29.791233] [INFO ] [FORECASTER] Completed predict_future for NXPI
[2025-12-09T20:28:29.791351] [INFO ] [sig       ] NXPI: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:28:29.928326] [INFO ] [LOCAL     ] Saved forecast: NXPI	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/NXPI.txt
[2025-12-09T20:28:29.928470] [INFO ] [sig       ] [2358/3614] Completed NXPI in 0.3s | 2.93 sym/s | Total: 13.4m | ETA: 7.2m
[2025-12-09T20:28:29.928508] [INFO ] [sig       ] [2359/3614] Forecasting NYXH...
[2025-12-09T20:28:29.928539] [INFO ] [sig       ] Generating forecast for: NYXH
[2025-12-09T20:28:29.928568] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NYXH' from 'https://tdm.silogroup.org/data/derivative_storage/NYXH.csv'.
[2025-12-09T20:28:29.939542] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NYXH'.
[2025-12-09T20:28:29.939895] [INFO ] [FORECASTER] Starting predict_future for NYXH
[2025-12-09T20:28:29.940663] [DEBUG] [LOCAL     ] No optimal features file found for NYXH: ./output/feature-sets/NYXH.txt
[2025-12-09T20:28:29.940713] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:29.940744] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:29.940771] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:29.940827] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:29.996157] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:29.996779] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:29.996853] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:29.996885] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:30.109402] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:30.109558] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:30.109619] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:30.109649] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:30.112934] [DEBUG] [FORECASTER] NYXH: Forecast T+1@11:T+2@11: UP (p=88.25%)
[2025-12-09T20:28:30.113200] [INFO ] [FORECASTER] Completed predict_future for NYXH
[2025-12-09T20:28:30.113317] [INFO ] [sig       ] NYXH: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:28:30.249612] [INFO ] [LOCAL     ] Saved forecast: NYXH	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/NYXH.txt
[2025-12-09T20:28:30.249757] [INFO ] [sig       ] [2359/3614] Completed NYXH in 0.3s | 2.93 sym/s | Total: 13.4m | ETA: 7.1m
[2025-12-09T20:28:30.249796] [INFO ] [sig       ] [2360/3614] Forecasting NZF...
[2025-12-09T20:28:30.249826] [INFO ] [sig       ] Generating forecast for: NZF
[2025-12-09T20:28:30.249856] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NZF' from 'https://tdm.silogroup.org/data/derivative_storage/NZF.csv'.
[2025-12-09T20:28:30.262217] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NZF'.
[2025-12-09T20:28:30.262559] [INFO ] [FORECASTER] Starting predict_future for NZF
[2025-12-09T20:28:30.263328] [DEBUG] [LOCAL     ] No optimal features file found for NZF: ./output/feature-sets/NZF.txt
[2025-12-09T20:28:30.263379] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:30.263410] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:30.263436] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:30.263492] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:30.318732] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:30.319558] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:30.319657] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:30.319691] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:30.438358] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:30.438513] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:30.438553] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:30.438601] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:30.441884] [DEBUG] [FORECASTER] NZF: Forecast T+1@11:T+2@11: DOWN (p=36.29%)
[2025-12-09T20:28:30.442147] [INFO ] [FORECASTER] Completed predict_future for NZF
[2025-12-09T20:28:30.442265] [INFO ] [sig       ] NZF: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:28:30.578045] [INFO ] [LOCAL     ] Saved forecast: NZF	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/NZF.txt
[2025-12-09T20:28:30.578179] [INFO ] [sig       ] [2360/3614] Completed NZF in 0.3s | 2.93 sym/s | Total: 13.4m | ETA: 7.1m
[2025-12-09T20:28:30.578218] [INFO ] [sig       ] [2361/3614] Forecasting OABI...
[2025-12-09T20:28:30.578255] [INFO ] [sig       ] Generating forecast for: OABI
[2025-12-09T20:28:30.578285] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OABI' from 'https://tdm.silogroup.org/data/derivative_storage/OABI.csv'.
[2025-12-09T20:28:30.589440] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OABI'.
[2025-12-09T20:28:30.589731] [INFO ] [FORECASTER] Starting predict_future for OABI
[2025-12-09T20:28:30.590465] [DEBUG] [LOCAL     ] No optimal features file found for OABI: ./output/feature-sets/OABI.txt
[2025-12-09T20:28:30.590514] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:30.590545] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:30.590587] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:30.590646] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:30.652481] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:30.653422] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:30.653507] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:30.653541] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:30.780112] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:30.780269] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:30.780311] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:30.780340] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:30.783848] [DEBUG] [FORECASTER] OABI: Forecast T+1@11:T+2@11: UP (p=87.62%)
[2025-12-09T20:28:30.784122] [INFO ] [FORECASTER] Completed predict_future for OABI
[2025-12-09T20:28:30.784245] [INFO ] [sig       ] OABI: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:28:30.927094] [INFO ] [LOCAL     ] Saved forecast: OABI	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/OABI.txt
[2025-12-09T20:28:30.927240] [INFO ] [sig       ] [2361/3614] Completed OABI in 0.3s | 2.93 sym/s | Total: 13.4m | ETA: 7.1m
[2025-12-09T20:28:30.927281] [INFO ] [sig       ] [2362/3614] Forecasting OBDC...
[2025-12-09T20:28:30.927313] [INFO ] [sig       ] Generating forecast for: OBDC
[2025-12-09T20:28:30.927345] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OBDC' from 'https://tdm.silogroup.org/data/derivative_storage/OBDC.csv'.
[2025-12-09T20:28:30.941235] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OBDC'.
[2025-12-09T20:28:30.941730] [INFO ] [FORECASTER] Starting predict_future for OBDC
[2025-12-09T20:28:30.942666] [DEBUG] [LOCAL     ] No optimal features file found for OBDC: ./output/feature-sets/OBDC.txt
[2025-12-09T20:28:30.942719] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:30.942751] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:30.942777] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:30.942835] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:30.999029] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:31.000094] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:31.000186] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:31.000217] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:31.122912] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:31.123131] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:31.123204] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:31.123243] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:31.127085] [DEBUG] [FORECASTER] OBDC: Forecast T+1@11:T+2@11: UP (p=90.81%)
[2025-12-09T20:28:31.127379] [INFO ] [FORECASTER] Completed predict_future for OBDC
[2025-12-09T20:28:31.127588] [INFO ] [sig       ] OBDC: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:28:31.271046] [INFO ] [LOCAL     ] Saved forecast: OBDC	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/OBDC.txt
[2025-12-09T20:28:31.271239] [INFO ] [sig       ] [2362/3614] Completed OBDC in 0.3s | 2.93 sym/s | Total: 13.5m | ETA: 7.1m
[2025-12-09T20:28:31.271280] [INFO ] [sig       ] [2363/3614] Forecasting OBIL...
[2025-12-09T20:28:31.271310] [INFO ] [sig       ] Generating forecast for: OBIL
[2025-12-09T20:28:31.271339] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OBIL' from 'https://tdm.silogroup.org/data/derivative_storage/OBIL.csv'.
[2025-12-09T20:28:31.284499] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OBIL'.
[2025-12-09T20:28:31.284961] [INFO ] [FORECASTER] Starting predict_future for OBIL
[2025-12-09T20:28:31.285869] [DEBUG] [LOCAL     ] No optimal features file found for OBIL: ./output/feature-sets/OBIL.txt
[2025-12-09T20:28:31.285922] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:31.285989] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:31.286019] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:31.286079] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:31.343418] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:31.344550] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:31.344683] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:31.344719] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:31.458608] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:31.458837] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:31.458885] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:31.458917] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:31.462964] [DEBUG] [FORECASTER] OBIL: Forecast T+1@11:T+2@11: UP (p=55.08%)
[2025-12-09T20:28:31.463301] [INFO ] [FORECASTER] Completed predict_future for OBIL
[2025-12-09T20:28:31.463447] [INFO ] [sig       ] OBIL: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:28:31.607558] [INFO ] [LOCAL     ] Saved forecast: OBIL	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/OBIL.txt
[2025-12-09T20:28:31.607738] [INFO ] [sig       ] [2363/3614] Completed OBIL in 0.3s | 2.93 sym/s | Total: 13.5m | ETA: 7.1m
[2025-12-09T20:28:31.607779] [INFO ] [sig       ] [2364/3614] Forecasting OBIO...
[2025-12-09T20:28:31.607809] [INFO ] [sig       ] Generating forecast for: OBIO
[2025-12-09T20:28:31.607840] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OBIO' from 'https://tdm.silogroup.org/data/derivative_storage/OBIO.csv'.
[2025-12-09T20:28:31.621250] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OBIO'.
[2025-12-09T20:28:31.621649] [INFO ] [FORECASTER] Starting predict_future for OBIO
[2025-12-09T20:28:31.622493] [DEBUG] [LOCAL     ] No optimal features file found for OBIO: ./output/feature-sets/OBIO.txt
[2025-12-09T20:28:31.622558] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:31.622618] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:31.622645] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:31.622701] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:31.690508] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:31.691429] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:31.691520] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:31.691554] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:31.809803] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:31.809963] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:31.810004] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:31.810052] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:31.813535] [DEBUG] [FORECASTER] OBIO: Forecast T+1@11:T+2@11: UP (p=72.14%)
[2025-12-09T20:28:31.813831] [INFO ] [FORECASTER] Completed predict_future for OBIO
[2025-12-09T20:28:31.813963] [INFO ] [sig       ] OBIO: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:28:31.956444] [INFO ] [LOCAL     ] Saved forecast: OBIO	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/OBIO.txt
[2025-12-09T20:28:31.956638] [INFO ] [sig       ] [2364/3614] Completed OBIO in 0.3s | 2.93 sym/s | Total: 13.5m | ETA: 7.1m
[2025-12-09T20:28:31.956683] [INFO ] [sig       ] [2365/3614] Forecasting OBK...
[2025-12-09T20:28:31.956715] [INFO ] [sig       ] Generating forecast for: OBK
[2025-12-09T20:28:31.956747] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OBK' from 'https://tdm.silogroup.org/data/derivative_storage/OBK.csv'.
[2025-12-09T20:28:31.968800] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OBK'.
[2025-12-09T20:28:31.969204] [INFO ] [FORECASTER] Starting predict_future for OBK
[2025-12-09T20:28:31.970041] [DEBUG] [LOCAL     ] No optimal features file found for OBK: ./output/feature-sets/OBK.txt
[2025-12-09T20:28:31.970102] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:31.970140] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:31.970168] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:31.970226] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:32.029466] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:32.030365] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:32.030450] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:32.030484] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:32.154933] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:32.155091] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:32.155134] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:32.155162] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:32.158753] [DEBUG] [FORECASTER] OBK: Forecast T+1@11:T+2@11: UP (p=67.30%)
[2025-12-09T20:28:32.159056] [INFO ] [FORECASTER] Completed predict_future for OBK
[2025-12-09T20:28:32.159194] [INFO ] [sig       ] OBK: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:28:32.305822] [INFO ] [LOCAL     ] Saved forecast: OBK	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/OBK.txt
[2025-12-09T20:28:32.305968] [INFO ] [sig       ] [2365/3614] Completed OBK in 0.3s | 2.93 sym/s | Total: 13.5m | ETA: 7.1m
[2025-12-09T20:28:32.306035] [INFO ] [sig       ] [2366/3614] Forecasting OBLG...
[2025-12-09T20:28:32.306066] [INFO ] [sig       ] Generating forecast for: OBLG
[2025-12-09T20:28:32.306096] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OBLG' from 'https://tdm.silogroup.org/data/derivative_storage/OBLG.csv'.
[2025-12-09T20:28:32.317308] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OBLG'.
[2025-12-09T20:28:32.317699] [INFO ] [FORECASTER] Starting predict_future for OBLG
[2025-12-09T20:28:32.318454] [DEBUG] [LOCAL     ] No optimal features file found for OBLG: ./output/feature-sets/OBLG.txt
[2025-12-09T20:28:32.318505] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:32.318536] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:32.318562] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:32.318638] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:32.374563] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:32.375357] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:32.375440] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:32.375491] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:32.488982] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:32.489158] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:32.489208] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:32.489243] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:32.492655] [DEBUG] [FORECASTER] OBLG: Forecast T+1@11:T+2@11: UP (p=59.44%)
[2025-12-09T20:28:32.492937] [INFO ] [FORECASTER] Completed predict_future for OBLG
[2025-12-09T20:28:32.493062] [INFO ] [sig       ] OBLG: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:28:32.633179] [INFO ] [LOCAL     ] Saved forecast: OBLG	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/OBLG.txt
[2025-12-09T20:28:32.633326] [INFO ] [sig       ] [2366/3614] Completed OBLG in 0.3s | 2.93 sym/s | Total: 13.5m | ETA: 7.1m
[2025-12-09T20:28:32.633366] [INFO ] [sig       ] [2367/3614] Forecasting OC...
[2025-12-09T20:28:32.633396] [INFO ] [sig       ] Generating forecast for: OC
[2025-12-09T20:28:32.633424] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OC' from 'https://tdm.silogroup.org/data/derivative_storage/OC.csv'.
[2025-12-09T20:28:32.645073] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OC'.
[2025-12-09T20:28:32.645383] [INFO ] [FORECASTER] Starting predict_future for OC
[2025-12-09T20:28:32.646154] [DEBUG] [LOCAL     ] No optimal features file found for OC: ./output/feature-sets/OC.txt
[2025-12-09T20:28:32.646205] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:32.646237] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:32.646263] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:32.646318] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:32.701542] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:32.702138] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:32.702212] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:32.702242] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:32.820485] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:32.820653] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:32.820694] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:32.820721] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:32.824005] [DEBUG] [FORECASTER] OC: Forecast T+1@11:T+2@11: UP (p=72.68%)
[2025-12-09T20:28:32.824270] [INFO ] [FORECASTER] Completed predict_future for OC
[2025-12-09T20:28:32.824387] [INFO ] [sig       ] OC: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:28:32.960536] [INFO ] [LOCAL     ] Saved forecast: OC	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/OC.txt
[2025-12-09T20:28:32.960657] [INFO ] [sig       ] [2367/3614] Completed OC in 0.3s | 2.93 sym/s | Total: 13.5m | ETA: 7.1m
[2025-12-09T20:28:32.960697] [INFO ] [sig       ] [2368/3614] Forecasting OCCI...
[2025-12-09T20:28:32.960727] [INFO ] [sig       ] Generating forecast for: OCCI
[2025-12-09T20:28:32.960754] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OCCI' from 'https://tdm.silogroup.org/data/derivative_storage/OCCI.csv'.
[2025-12-09T20:28:32.971767] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OCCI'.
[2025-12-09T20:28:32.972049] [INFO ] [FORECASTER] Starting predict_future for OCCI
[2025-12-09T20:28:32.972823] [DEBUG] [LOCAL     ] No optimal features file found for OCCI: ./output/feature-sets/OCCI.txt
[2025-12-09T20:28:32.972873] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:32.972903] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:32.972963] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:32.973020] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:33.027680] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:33.028256] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:33.028329] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:33.028359] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:33.141200] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:33.141302] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:33.141338] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:33.141365] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:33.144443] [DEBUG] [FORECASTER] OCCI: Forecast T+1@11:T+2@11: DOWN (p=17.37%)
[2025-12-09T20:28:33.144718] [INFO ] [FORECASTER] Completed predict_future for OCCI
[2025-12-09T20:28:33.144834] [INFO ] [sig       ] OCCI: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:28:33.282111] [INFO ] [LOCAL     ] Saved forecast: OCCI	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/OCCI.txt
[2025-12-09T20:28:33.282231] [INFO ] [sig       ] [2368/3614] Completed OCCI in 0.3s | 2.93 sym/s | Total: 13.5m | ETA: 7.1m
[2025-12-09T20:28:33.282268] [INFO ] [sig       ] [2369/3614] Forecasting OCFC...
[2025-12-09T20:28:33.282296] [INFO ] [sig       ] Generating forecast for: OCFC
[2025-12-09T20:28:33.282326] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OCFC' from 'https://tdm.silogroup.org/data/derivative_storage/OCFC.csv'.
[2025-12-09T20:28:33.294284] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OCFC'.
[2025-12-09T20:28:33.294544] [INFO ] [FORECASTER] Starting predict_future for OCFC
[2025-12-09T20:28:33.295298] [DEBUG] [LOCAL     ] No optimal features file found for OCFC: ./output/feature-sets/OCFC.txt
[2025-12-09T20:28:33.295349] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:33.295379] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:33.295430] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:33.295486] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:33.354026] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:33.354644] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:33.354717] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:33.354749] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:33.474188] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:33.474293] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:33.474329] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:33.474357] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:33.477480] [DEBUG] [FORECASTER] OCFC: Forecast T+1@11:T+2@11: UP (p=88.38%)
[2025-12-09T20:28:33.477769] [INFO ] [FORECASTER] Completed predict_future for OCFC
[2025-12-09T20:28:33.477888] [INFO ] [sig       ] OCFC: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:28:33.615138] [INFO ] [LOCAL     ] Saved forecast: OCFC	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/OCFC.txt
[2025-12-09T20:28:33.615249] [INFO ] [sig       ] [2369/3614] Completed OCFC in 0.3s | 2.93 sym/s | Total: 13.5m | ETA: 7.1m
[2025-12-09T20:28:33.615287] [INFO ] [sig       ] [2370/3614] Forecasting OCGN...
[2025-12-09T20:28:33.615315] [INFO ] [sig       ] Generating forecast for: OCGN
[2025-12-09T20:28:33.615342] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OCGN' from 'https://tdm.silogroup.org/data/derivative_storage/OCGN.csv'.
[2025-12-09T20:28:33.626553] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OCGN'.
[2025-12-09T20:28:33.626830] [INFO ] [FORECASTER] Starting predict_future for OCGN
[2025-12-09T20:28:33.627607] [DEBUG] [LOCAL     ] No optimal features file found for OCGN: ./output/feature-sets/OCGN.txt
[2025-12-09T20:28:33.627667] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:33.627704] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:33.627736] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:33.627799] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:33.683746] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:33.684329] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:33.684401] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:33.684432] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:33.800928] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:33.801046] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:33.801085] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:33.801113] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:33.804309] [DEBUG] [FORECASTER] OCGN: Forecast T+1@11:T+2@11: DOWN (p=7.52%)
[2025-12-09T20:28:33.804586] [INFO ] [FORECASTER] Completed predict_future for OCGN
[2025-12-09T20:28:33.804705] [INFO ] [sig       ] OCGN: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:28:33.941933] [INFO ] [LOCAL     ] Saved forecast: OCGN	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/OCGN.txt
[2025-12-09T20:28:33.942047] [INFO ] [sig       ] [2370/3614] Completed OCGN in 0.3s | 2.93 sym/s | Total: 13.5m | ETA: 7.1m
[2025-12-09T20:28:33.942086] [INFO ] [sig       ] [2371/3614] Forecasting OCSL...
[2025-12-09T20:28:33.942113] [INFO ] [sig       ] Generating forecast for: OCSL
[2025-12-09T20:28:33.942141] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OCSL' from 'https://tdm.silogroup.org/data/derivative_storage/OCSL.csv'.
[2025-12-09T20:28:33.953416] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OCSL'.
[2025-12-09T20:28:33.953700] [INFO ] [FORECASTER] Starting predict_future for OCSL
[2025-12-09T20:28:33.954455] [DEBUG] [LOCAL     ] No optimal features file found for OCSL: ./output/feature-sets/OCSL.txt
[2025-12-09T20:28:33.954506] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:33.954536] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:33.954562] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:33.954639] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:34.009902] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:34.010493] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:34.010566] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:34.010616] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:34.130875] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:34.130996] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:34.131034] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:34.131061] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:34.134220] [DEBUG] [FORECASTER] OCSL: Forecast T+1@11:T+2@11: UP (p=59.95%)
[2025-12-09T20:28:34.134479] [INFO ] [FORECASTER] Completed predict_future for OCSL
[2025-12-09T20:28:34.134612] [INFO ] [sig       ] OCSL: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:28:34.273759] [INFO ] [LOCAL     ] Saved forecast: OCSL	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/OCSL.txt
[2025-12-09T20:28:34.273868] [INFO ] [sig       ] [2371/3614] Completed OCSL in 0.3s | 2.93 sym/s | Total: 13.5m | ETA: 7.1m
[2025-12-09T20:28:34.273905] [INFO ] [sig       ] [2372/3614] Forecasting OCUL...
[2025-12-09T20:28:34.273934] [INFO ] [sig       ] Generating forecast for: OCUL
[2025-12-09T20:28:34.273970] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OCUL' from 'https://tdm.silogroup.org/data/derivative_storage/OCUL.csv'.
[2025-12-09T20:28:34.285233] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OCUL'.
[2025-12-09T20:28:34.285486] [INFO ] [FORECASTER] Starting predict_future for OCUL
[2025-12-09T20:28:34.286414] [DEBUG] [LOCAL     ] No optimal features file found for OCUL: ./output/feature-sets/OCUL.txt
[2025-12-09T20:28:34.286464] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:34.286495] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:34.286521] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:34.286601] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:34.342166] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:34.342757] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:34.342835] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:34.342867] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:34.459843] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:34.459948] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:34.459984] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:34.460011] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:34.463239] [DEBUG] [FORECASTER] OCUL: Forecast T+1@11:T+2@11: UP (p=84.66%)
[2025-12-09T20:28:34.463503] [INFO ] [FORECASTER] Completed predict_future for OCUL
[2025-12-09T20:28:34.463639] [INFO ] [sig       ] OCUL: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:28:34.600168] [INFO ] [LOCAL     ] Saved forecast: OCUL	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/OCUL.txt
[2025-12-09T20:28:34.600275] [INFO ] [sig       ] [2372/3614] Completed OCUL in 0.3s | 2.93 sym/s | Total: 13.5m | ETA: 7.1m
[2025-12-09T20:28:34.600312] [INFO ] [sig       ] [2373/3614] Forecasting ODC...
[2025-12-09T20:28:34.600341] [INFO ] [sig       ] Generating forecast for: ODC
[2025-12-09T20:28:34.600373] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ODC' from 'https://tdm.silogroup.org/data/derivative_storage/ODC.csv'.
[2025-12-09T20:28:34.610776] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ODC'.
[2025-12-09T20:28:34.611042] [INFO ] [FORECASTER] Starting predict_future for ODC
[2025-12-09T20:28:34.611809] [DEBUG] [LOCAL     ] No optimal features file found for ODC: ./output/feature-sets/ODC.txt
[2025-12-09T20:28:34.611858] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:34.611890] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:34.611916] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:34.611971] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:34.667266] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:34.667866] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:34.667938] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:34.667969] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:34.781971] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:34.782094] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:34.782130] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:34.782158] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:34.785463] [DEBUG] [FORECASTER] ODC: Forecast T+1@11:T+2@11: DOWN (p=40.76%)
[2025-12-09T20:28:34.785746] [INFO ] [FORECASTER] Completed predict_future for ODC
[2025-12-09T20:28:34.785865] [INFO ] [sig       ] ODC: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:28:34.922953] [INFO ] [LOCAL     ] Saved forecast: ODC	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/ODC.txt
[2025-12-09T20:28:34.923064] [INFO ] [sig       ] [2373/3614] Completed ODC in 0.3s | 2.93 sym/s | Total: 13.5m | ETA: 7.1m
[2025-12-09T20:28:34.923102] [INFO ] [sig       ] [2374/3614] Forecasting ODD...
[2025-12-09T20:28:34.923130] [INFO ] [sig       ] Generating forecast for: ODD
[2025-12-09T20:28:34.923158] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ODD' from 'https://tdm.silogroup.org/data/derivative_storage/ODD.csv'.
[2025-12-09T20:28:34.933933] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ODD'.
[2025-12-09T20:28:34.934202] [INFO ] [FORECASTER] Starting predict_future for ODD
[2025-12-09T20:28:34.934965] [DEBUG] [LOCAL     ] No optimal features file found for ODD: ./output/feature-sets/ODD.txt
[2025-12-09T20:28:34.935015] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:34.935045] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:34.935071] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:34.935129] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:34.993465] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:34.994097] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:34.994169] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:34.994200] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:35.111611] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:35.111723] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:35.111759] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:35.111787] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:35.114926] [DEBUG] [FORECASTER] ODD: Forecast T+1@11:T+2@11: DOWN (p=28.29%)
[2025-12-09T20:28:35.115184] [INFO ] [FORECASTER] Completed predict_future for ODD
[2025-12-09T20:28:35.115298] [INFO ] [sig       ] ODD: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:28:35.253385] [INFO ] [LOCAL     ] Saved forecast: ODD	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/ODD.txt
[2025-12-09T20:28:35.253496] [INFO ] [sig       ] [2374/3614] Completed ODD in 0.3s | 2.93 sym/s | Total: 13.5m | ETA: 7.1m
[2025-12-09T20:28:35.253533] [INFO ] [sig       ] [2375/3614] Forecasting ODFL...
[2025-12-09T20:28:35.253561] [INFO ] [sig       ] Generating forecast for: ODFL
[2025-12-09T20:28:35.253608] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ODFL' from 'https://tdm.silogroup.org/data/derivative_storage/ODFL.csv'.
[2025-12-09T20:28:35.264432] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ODFL'.
[2025-12-09T20:28:35.264738] [INFO ] [FORECASTER] Starting predict_future for ODFL
[2025-12-09T20:28:35.265479] [DEBUG] [LOCAL     ] No optimal features file found for ODFL: ./output/feature-sets/ODFL.txt
[2025-12-09T20:28:35.265528] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:35.265559] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:35.265612] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:35.265670] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:35.320856] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:35.321429] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:35.321501] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:35.321534] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:35.440639] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:35.440752] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:35.440791] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:35.440819] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:35.443980] [DEBUG] [FORECASTER] ODFL: Forecast T+1@11:T+2@11: UP (p=81.09%)
[2025-12-09T20:28:35.444242] [INFO ] [FORECASTER] Completed predict_future for ODFL
[2025-12-09T20:28:35.444360] [INFO ] [sig       ] ODFL: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:28:35.582915] [INFO ] [LOCAL     ] Saved forecast: ODFL	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/ODFL.txt
[2025-12-09T20:28:35.583027] [INFO ] [sig       ] [2375/3614] Completed ODFL in 0.3s | 2.93 sym/s | Total: 13.5m | ETA: 7.1m
[2025-12-09T20:28:35.583066] [INFO ] [sig       ] [2376/3614] Forecasting ODP...
[2025-12-09T20:28:35.583094] [INFO ] [sig       ] Generating forecast for: ODP
[2025-12-09T20:28:35.583122] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ODP' from 'https://tdm.silogroup.org/data/derivative_storage/ODP.csv'.
[2025-12-09T20:28:35.594992] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ODP'.
[2025-12-09T20:28:35.595384] [INFO ] [FORECASTER] Starting predict_future for ODP
[2025-12-09T20:28:35.596245] [DEBUG] [LOCAL     ] No optimal features file found for ODP: ./output/feature-sets/ODP.txt
[2025-12-09T20:28:35.596297] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:35.596329] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:35.596355] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:35.596411] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:35.654346] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:35.655247] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:35.655331] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:35.655362] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:35.778147] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:35.778314] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:35.778355] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:35.778384] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:35.781932] [DEBUG] [FORECASTER] ODP: Forecast T+1@11:T+2@11: UP (p=98.88%)
[2025-12-09T20:28:35.782236] [INFO ] [FORECASTER] Completed predict_future for ODP
[2025-12-09T20:28:35.782366] [INFO ] [sig       ] ODP: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:28:35.921735] [INFO ] [LOCAL     ] Saved forecast: ODP	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/ODP.txt
[2025-12-09T20:28:35.921861] [INFO ] [sig       ] [2376/3614] Completed ODP in 0.3s | 2.93 sym/s | Total: 13.5m | ETA: 7.0m
[2025-12-09T20:28:35.921899] [INFO ] [sig       ] [2377/3614] Forecasting OEC...
[2025-12-09T20:28:35.921928] [INFO ] [sig       ] Generating forecast for: OEC
[2025-12-09T20:28:35.921956] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OEC' from 'https://tdm.silogroup.org/data/derivative_storage/OEC.csv'.
[2025-12-09T20:28:35.933677] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OEC'.
[2025-12-09T20:28:35.933987] [INFO ] [FORECASTER] Starting predict_future for OEC
[2025-12-09T20:28:35.934779] [DEBUG] [LOCAL     ] No optimal features file found for OEC: ./output/feature-sets/OEC.txt
[2025-12-09T20:28:35.934831] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:35.934863] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:35.934890] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:35.934947] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:35.990739] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:35.991333] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:35.991405] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:35.991437] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:36.109276] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:36.109437] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:36.109478] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:36.109506] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:36.113095] [DEBUG] [FORECASTER] OEC: Forecast T+1@11:T+2@11: DOWN (p=3.45%)
[2025-12-09T20:28:36.113382] [INFO ] [FORECASTER] Completed predict_future for OEC
[2025-12-09T20:28:36.113505] [INFO ] [sig       ] OEC: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:28:36.254322] [INFO ] [LOCAL     ] Saved forecast: OEC	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/OEC.txt
[2025-12-09T20:28:36.254459] [INFO ] [sig       ] [2377/3614] Completed OEC in 0.3s | 2.93 sym/s | Total: 13.5m | ETA: 7.0m
[2025-12-09T20:28:36.254497] [INFO ] [sig       ] [2378/3614] Forecasting OESX...
[2025-12-09T20:28:36.254527] [INFO ] [sig       ] Generating forecast for: OESX
[2025-12-09T20:28:36.254555] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OESX' from 'https://tdm.silogroup.org/data/derivative_storage/OESX.csv'.
[2025-12-09T20:28:36.265280] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OESX'.
[2025-12-09T20:28:36.265623] [INFO ] [FORECASTER] Starting predict_future for OESX
[2025-12-09T20:28:36.266391] [DEBUG] [LOCAL     ] No optimal features file found for OESX: ./output/feature-sets/OESX.txt
[2025-12-09T20:28:36.266442] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:36.266473] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:36.266499] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:36.266560] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:36.322166] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:36.322819] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:36.322896] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:36.322928] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:36.437449] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:36.437619] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:36.437664] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:36.437693] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:36.441202] [DEBUG] [FORECASTER] OESX: Forecast T+1@11:T+2@11: UP (p=98.83%)
[2025-12-09T20:28:36.441472] [INFO ] [FORECASTER] Completed predict_future for OESX
[2025-12-09T20:28:36.441611] [INFO ] [sig       ] OESX: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:28:36.582277] [INFO ] [LOCAL     ] Saved forecast: OESX	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/OESX.txt
[2025-12-09T20:28:36.582406] [INFO ] [sig       ] [2378/3614] Completed OESX in 0.3s | 2.93 sym/s | Total: 13.5m | ETA: 7.0m
[2025-12-09T20:28:36.582444] [INFO ] [sig       ] [2379/3614] Forecasting OFG...
[2025-12-09T20:28:36.582472] [INFO ] [sig       ] Generating forecast for: OFG
[2025-12-09T20:28:36.582501] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OFG' from 'https://tdm.silogroup.org/data/derivative_storage/OFG.csv'.
[2025-12-09T20:28:36.593781] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OFG'.
[2025-12-09T20:28:36.594079] [INFO ] [FORECASTER] Starting predict_future for OFG
[2025-12-09T20:28:36.594862] [DEBUG] [LOCAL     ] No optimal features file found for OFG: ./output/feature-sets/OFG.txt
[2025-12-09T20:28:36.594912] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:36.594943] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:36.594970] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:36.595025] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:36.650901] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:36.651678] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:36.651795] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:36.651842] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:36.770287] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:36.770426] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:36.770468] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:36.770498] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:36.773939] [DEBUG] [FORECASTER] OFG: Forecast T+1@11:T+2@11: UP (p=72.15%)
[2025-12-09T20:28:36.774214] [INFO ] [FORECASTER] Completed predict_future for OFG
[2025-12-09T20:28:36.774332] [INFO ] [sig       ] OFG: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:28:36.910959] [INFO ] [LOCAL     ] Saved forecast: OFG	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/OFG.txt
[2025-12-09T20:28:36.911081] [INFO ] [sig       ] [2379/3614] Completed OFG in 0.3s | 2.93 sym/s | Total: 13.5m | ETA: 7.0m
[2025-12-09T20:28:36.911118] [INFO ] [sig       ] [2380/3614] Forecasting OFIX...
[2025-12-09T20:28:36.911147] [INFO ] [sig       ] Generating forecast for: OFIX
[2025-12-09T20:28:36.911175] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OFIX' from 'https://tdm.silogroup.org/data/derivative_storage/OFIX.csv'.
[2025-12-09T20:28:36.922419] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OFIX'.
[2025-12-09T20:28:36.922726] [INFO ] [FORECASTER] Starting predict_future for OFIX
[2025-12-09T20:28:36.923478] [DEBUG] [LOCAL     ] No optimal features file found for OFIX: ./output/feature-sets/OFIX.txt
[2025-12-09T20:28:36.923529] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:36.923561] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:36.923619] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:36.923679] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:36.978463] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:36.979073] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:36.979148] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:36.979179] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:37.102420] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:37.102550] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:37.102612] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:37.102644] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:37.106253] [DEBUG] [FORECASTER] OFIX: Forecast T+1@11:T+2@11: DOWN (p=31.50%)
[2025-12-09T20:28:37.106552] [INFO ] [FORECASTER] Completed predict_future for OFIX
[2025-12-09T20:28:37.106696] [INFO ] [sig       ] OFIX: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:28:37.246687] [INFO ] [LOCAL     ] Saved forecast: OFIX	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/OFIX.txt
[2025-12-09T20:28:37.246806] [INFO ] [sig       ] [2380/3614] Completed OFIX in 0.3s | 2.93 sym/s | Total: 13.6m | ETA: 7.0m
[2025-12-09T20:28:37.246845] [INFO ] [sig       ] [2381/3614] Forecasting OFLX...
[2025-12-09T20:28:37.246872] [INFO ] [sig       ] Generating forecast for: OFLX
[2025-12-09T20:28:37.246902] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OFLX' from 'https://tdm.silogroup.org/data/derivative_storage/OFLX.csv'.
[2025-12-09T20:28:37.257535] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OFLX'.
[2025-12-09T20:28:37.257855] [INFO ] [FORECASTER] Starting predict_future for OFLX
[2025-12-09T20:28:37.258610] [DEBUG] [LOCAL     ] No optimal features file found for OFLX: ./output/feature-sets/OFLX.txt
[2025-12-09T20:28:37.258671] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:37.258708] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:37.258740] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:37.258807] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:37.314889] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:37.315510] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:37.315600] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:37.315634] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:37.428452] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:37.428601] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:37.428642] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:37.428671] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:37.431927] [DEBUG] [FORECASTER] OFLX: Forecast T+1@11:T+2@11: DOWN (p=14.22%)
[2025-12-09T20:28:37.432188] [INFO ] [FORECASTER] Completed predict_future for OFLX
[2025-12-09T20:28:37.432304] [INFO ] [sig       ] OFLX: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:28:37.569805] [INFO ] [LOCAL     ] Saved forecast: OFLX	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/OFLX.txt
[2025-12-09T20:28:37.569945] [INFO ] [sig       ] [2381/3614] Completed OFLX in 0.3s | 2.93 sym/s | Total: 13.6m | ETA: 7.0m
[2025-12-09T20:28:37.569984] [INFO ] [sig       ] [2382/3614] Forecasting OFS...
[2025-12-09T20:28:37.570013] [INFO ] [sig       ] Generating forecast for: OFS
[2025-12-09T20:28:37.570042] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OFS' from 'https://tdm.silogroup.org/data/derivative_storage/OFS.csv'.
[2025-12-09T20:28:37.581029] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OFS'.
[2025-12-09T20:28:37.581309] [INFO ] [FORECASTER] Starting predict_future for OFS
[2025-12-09T20:28:37.582130] [DEBUG] [LOCAL     ] No optimal features file found for OFS: ./output/feature-sets/OFS.txt
[2025-12-09T20:28:37.582182] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:37.582214] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:37.582241] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:37.582298] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:37.638778] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:37.639402] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:37.639474] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:37.639505] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:37.759669] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:37.759833] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:37.759882] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:37.759918] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:37.763289] [DEBUG] [FORECASTER] OFS: Forecast T+1@11:T+2@11: DOWN (p=4.83%)
[2025-12-09T20:28:37.763561] [INFO ] [FORECASTER] Completed predict_future for OFS
[2025-12-09T20:28:37.763705] [INFO ] [sig       ] OFS: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:28:37.908309] [INFO ] [LOCAL     ] Saved forecast: OFS	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/OFS.txt
[2025-12-09T20:28:37.908478] [INFO ] [sig       ] [2382/3614] Completed OFS in 0.3s | 2.93 sym/s | Total: 13.6m | ETA: 7.0m
[2025-12-09T20:28:37.908518] [INFO ] [sig       ] [2383/3614] Forecasting OGE...
[2025-12-09T20:28:37.908548] [INFO ] [sig       ] Generating forecast for: OGE
[2025-12-09T20:28:37.908601] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OGE' from 'https://tdm.silogroup.org/data/derivative_storage/OGE.csv'.
[2025-12-09T20:28:37.919797] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OGE'.
[2025-12-09T20:28:37.920079] [INFO ] [FORECASTER] Starting predict_future for OGE
[2025-12-09T20:28:37.920876] [DEBUG] [LOCAL     ] No optimal features file found for OGE: ./output/feature-sets/OGE.txt
[2025-12-09T20:28:37.920927] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:37.920960] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:37.920986] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:37.921042] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:37.977667] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:37.978289] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:37.978385] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:37.978432] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:38.100002] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:38.100131] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:38.100170] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:38.100198] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:38.103398] [DEBUG] [FORECASTER] OGE: Forecast T+1@11:T+2@11: UP (p=96.21%)
[2025-12-09T20:28:38.103679] [INFO ] [FORECASTER] Completed predict_future for OGE
[2025-12-09T20:28:38.103796] [INFO ] [sig       ] OGE: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:28:38.249195] [INFO ] [LOCAL     ] Saved forecast: OGE	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/OGE.txt
[2025-12-09T20:28:38.249346] [INFO ] [sig       ] [2383/3614] Completed OGE in 0.3s | 2.93 sym/s | Total: 13.6m | ETA: 7.0m
[2025-12-09T20:28:38.249385] [INFO ] [sig       ] [2384/3614] Forecasting OGI...
[2025-12-09T20:28:38.249414] [INFO ] [sig       ] Generating forecast for: OGI
[2025-12-09T20:28:38.249444] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OGI' from 'https://tdm.silogroup.org/data/derivative_storage/OGI.csv'.
[2025-12-09T20:28:38.260334] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OGI'.
[2025-12-09T20:28:38.260636] [INFO ] [FORECASTER] Starting predict_future for OGI
[2025-12-09T20:28:38.261407] [DEBUG] [LOCAL     ] No optimal features file found for OGI: ./output/feature-sets/OGI.txt
[2025-12-09T20:28:38.261456] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:38.261487] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:38.261515] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:38.261589] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:38.317634] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:38.318218] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:38.318290] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:38.318321] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:38.442185] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:38.442350] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:38.442410] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:38.442453] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:38.447109] [DEBUG] [FORECASTER] OGI: Forecast T+1@11:T+2@11: DOWN (p=27.72%)
[2025-12-09T20:28:38.447464] [INFO ] [FORECASTER] Completed predict_future for OGI
[2025-12-09T20:28:38.447677] [INFO ] [sig       ] OGI: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:28:38.594893] [INFO ] [LOCAL     ] Saved forecast: OGI	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/OGI.txt
[2025-12-09T20:28:38.595033] [INFO ] [sig       ] [2384/3614] Completed OGI in 0.3s | 2.93 sym/s | Total: 13.6m | ETA: 7.0m
[2025-12-09T20:28:38.595077] [INFO ] [sig       ] [2385/3614] Forecasting OGN...
[2025-12-09T20:28:38.595108] [INFO ] [sig       ] Generating forecast for: OGN
[2025-12-09T20:28:38.595137] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OGN' from 'https://tdm.silogroup.org/data/derivative_storage/OGN.csv'.
[2025-12-09T20:28:38.606442] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OGN'.
[2025-12-09T20:28:38.606821] [INFO ] [FORECASTER] Starting predict_future for OGN
[2025-12-09T20:28:38.607665] [DEBUG] [LOCAL     ] No optimal features file found for OGN: ./output/feature-sets/OGN.txt
[2025-12-09T20:28:38.607720] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:38.607760] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:38.607788] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:38.607848] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:38.669185] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:38.670173] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:38.670251] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:38.670284] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:38.793180] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:38.793331] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:38.793372] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:38.793400] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:38.797069] [DEBUG] [FORECASTER] OGN: Forecast T+1@11:T+2@11: DOWN (p=2.34%)
[2025-12-09T20:28:38.797357] [INFO ] [FORECASTER] Completed predict_future for OGN
[2025-12-09T20:28:38.797482] [INFO ] [sig       ] OGN: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:28:38.935650] [INFO ] [LOCAL     ] Saved forecast: OGN	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/OGN.txt
[2025-12-09T20:28:38.935815] [INFO ] [sig       ] [2385/3614] Completed OGN in 0.3s | 2.93 sym/s | Total: 13.6m | ETA: 7.0m
[2025-12-09T20:28:38.935862] [INFO ] [sig       ] [2386/3614] Forecasting OHI...
[2025-12-09T20:28:38.935897] [INFO ] [sig       ] Generating forecast for: OHI
[2025-12-09T20:28:38.935934] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OHI' from 'https://tdm.silogroup.org/data/derivative_storage/OHI.csv'.
[2025-12-09T20:28:38.947127] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OHI'.
[2025-12-09T20:28:38.947475] [INFO ] [FORECASTER] Starting predict_future for OHI
[2025-12-09T20:28:38.948372] [DEBUG] [LOCAL     ] No optimal features file found for OHI: ./output/feature-sets/OHI.txt
[2025-12-09T20:28:38.948424] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:38.948481] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:38.948509] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:38.948565] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:39.005098] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:39.005982] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:39.006066] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:39.006110] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:39.129483] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:39.129675] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:39.129740] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:39.129790] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:39.135324] [DEBUG] [FORECASTER] OHI: Forecast T+1@11:T+2@11: UP (p=74.57%)
[2025-12-09T20:28:39.135856] [INFO ] [FORECASTER] Completed predict_future for OHI
[2025-12-09T20:28:39.136079] [INFO ] [sig       ] OHI: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:28:39.288607] [INFO ] [LOCAL     ] Saved forecast: OHI	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/OHI.txt
[2025-12-09T20:28:39.288750] [INFO ] [sig       ] [2386/3614] Completed OHI in 0.4s | 2.93 sym/s | Total: 13.6m | ETA: 7.0m
[2025-12-09T20:28:39.288788] [INFO ] [sig       ] [2387/3614] Forecasting OI...
[2025-12-09T20:28:39.288817] [INFO ] [sig       ] Generating forecast for: OI
[2025-12-09T20:28:39.288846] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OI' from 'https://tdm.silogroup.org/data/derivative_storage/OI.csv'.
[2025-12-09T20:28:39.300136] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OI'.
[2025-12-09T20:28:39.300405] [INFO ] [FORECASTER] Starting predict_future for OI
[2025-12-09T20:28:39.301178] [DEBUG] [LOCAL     ] No optimal features file found for OI: ./output/feature-sets/OI.txt
[2025-12-09T20:28:39.301228] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:39.301258] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:39.301284] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:39.301338] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:39.356855] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:39.357464] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:39.357551] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:39.357599] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:39.475347] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:39.475496] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:39.475538] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:39.475565] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:39.479002] [DEBUG] [FORECASTER] OI: Forecast T+1@11:T+2@11: UP (p=57.70%)
[2025-12-09T20:28:39.479284] [INFO ] [FORECASTER] Completed predict_future for OI
[2025-12-09T20:28:39.479410] [INFO ] [sig       ] OI: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:28:39.617721] [INFO ] [LOCAL     ] Saved forecast: OI	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/OI.txt
[2025-12-09T20:28:39.617856] [INFO ] [sig       ] [2387/3614] Completed OI in 0.3s | 2.93 sym/s | Total: 13.6m | ETA: 7.0m
[2025-12-09T20:28:39.617894] [INFO ] [sig       ] [2388/3614] Forecasting OIA...
[2025-12-09T20:28:39.617922] [INFO ] [sig       ] Generating forecast for: OIA
[2025-12-09T20:28:39.617950] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OIA' from 'https://tdm.silogroup.org/data/derivative_storage/OIA.csv'.
[2025-12-09T20:28:39.629029] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OIA'.
[2025-12-09T20:28:39.629305] [INFO ] [FORECASTER] Starting predict_future for OIA
[2025-12-09T20:28:39.630080] [DEBUG] [LOCAL     ] No optimal features file found for OIA: ./output/feature-sets/OIA.txt
[2025-12-09T20:28:39.630130] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:39.630161] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:39.630187] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:39.630241] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:39.689891] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:39.690769] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:39.690850] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:39.690882] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:39.807931] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:39.808075] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:39.808115] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:39.808160] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:39.811521] [DEBUG] [FORECASTER] OIA: Forecast T+1@11:T+2@11: UP (p=97.73%)
[2025-12-09T20:28:39.811813] [INFO ] [FORECASTER] Completed predict_future for OIA
[2025-12-09T20:28:39.811934] [INFO ] [sig       ] OIA: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:28:39.953081] [INFO ] [LOCAL     ] Saved forecast: OIA	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/OIA.txt
[2025-12-09T20:28:39.953211] [INFO ] [sig       ] [2388/3614] Completed OIA in 0.3s | 2.93 sym/s | Total: 13.6m | ETA: 7.0m
[2025-12-09T20:28:39.953251] [INFO ] [sig       ] [2389/3614] Forecasting OII...
[2025-12-09T20:28:39.953280] [INFO ] [sig       ] Generating forecast for: OII
[2025-12-09T20:28:39.953309] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OII' from 'https://tdm.silogroup.org/data/derivative_storage/OII.csv'.
[2025-12-09T20:28:39.966119] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OII'.
[2025-12-09T20:28:39.966459] [INFO ] [FORECASTER] Starting predict_future for OII
[2025-12-09T20:28:39.967235] [DEBUG] [LOCAL     ] No optimal features file found for OII: ./output/feature-sets/OII.txt
[2025-12-09T20:28:39.967283] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:39.967314] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:39.967340] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:39.967396] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:40.027462] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:40.028397] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:40.028481] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:40.028514] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:40.153780] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:40.153934] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:40.153977] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:40.154006] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:40.157676] [DEBUG] [FORECASTER] OII: Forecast T+1@11:T+2@11: DOWN (p=8.03%)
[2025-12-09T20:28:40.157979] [INFO ] [FORECASTER] Completed predict_future for OII
[2025-12-09T20:28:40.158106] [INFO ] [sig       ] OII: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:28:40.299532] [INFO ] [LOCAL     ] Saved forecast: OII	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/OII.txt
[2025-12-09T20:28:40.299702] [INFO ] [sig       ] [2389/3614] Completed OII in 0.3s | 2.93 sym/s | Total: 13.6m | ETA: 7.0m
[2025-12-09T20:28:40.299743] [INFO ] [sig       ] [2390/3614] Forecasting OIS...
[2025-12-09T20:28:40.299784] [INFO ] [sig       ] Generating forecast for: OIS
[2025-12-09T20:28:40.299818] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OIS' from 'https://tdm.silogroup.org/data/derivative_storage/OIS.csv'.
[2025-12-09T20:28:40.311744] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OIS'.
[2025-12-09T20:28:40.312058] [INFO ] [FORECASTER] Starting predict_future for OIS
[2025-12-09T20:28:40.312867] [DEBUG] [LOCAL     ] No optimal features file found for OIS: ./output/feature-sets/OIS.txt
[2025-12-09T20:28:40.312917] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:40.312949] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:40.312975] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:40.313029] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:40.371254] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:40.372086] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:40.372174] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:40.372232] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:40.496703] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:40.496863] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:40.496911] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:40.496945] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:40.500469] [DEBUG] [FORECASTER] OIS: Forecast T+1@11:T+2@11: UP (p=89.01%)
[2025-12-09T20:28:40.500775] [INFO ] [FORECASTER] Completed predict_future for OIS
[2025-12-09T20:28:40.500936] [INFO ] [sig       ] OIS: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:28:40.649173] [INFO ] [LOCAL     ] Saved forecast: OIS	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/OIS.txt
[2025-12-09T20:28:40.649321] [INFO ] [sig       ] [2390/3614] Completed OIS in 0.3s | 2.93 sym/s | Total: 13.6m | ETA: 7.0m
[2025-12-09T20:28:40.649362] [INFO ] [sig       ] [2391/3614] Forecasting OKE...
[2025-12-09T20:28:40.649391] [INFO ] [sig       ] Generating forecast for: OKE
[2025-12-09T20:28:40.649421] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OKE' from 'https://tdm.silogroup.org/data/derivative_storage/OKE.csv'.
[2025-12-09T20:28:40.661469] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OKE'.
[2025-12-09T20:28:40.661812] [INFO ] [FORECASTER] Starting predict_future for OKE
[2025-12-09T20:28:40.662613] [DEBUG] [LOCAL     ] No optimal features file found for OKE: ./output/feature-sets/OKE.txt
[2025-12-09T20:28:40.662665] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:40.662697] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:40.662724] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:40.662780] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:40.722839] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:40.723566] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:40.723660] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:40.723693] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:40.853602] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:40.853749] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:40.853793] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:40.853834] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:40.857349] [DEBUG] [FORECASTER] OKE: Forecast T+1@11:T+2@11: UP (p=97.89%)
[2025-12-09T20:28:40.857666] [INFO ] [FORECASTER] Completed predict_future for OKE
[2025-12-09T20:28:40.857794] [INFO ] [sig       ] OKE: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:28:41.004913] [INFO ] [LOCAL     ] Saved forecast: OKE	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/OKE.txt
[2025-12-09T20:28:41.005051] [INFO ] [sig       ] [2391/3614] Completed OKE in 0.4s | 2.93 sym/s | Total: 13.6m | ETA: 7.0m
[2025-12-09T20:28:41.005090] [INFO ] [sig       ] [2392/3614] Forecasting OKTA...
[2025-12-09T20:28:41.005121] [INFO ] [sig       ] Generating forecast for: OKTA
[2025-12-09T20:28:41.005150] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OKTA' from 'https://tdm.silogroup.org/data/derivative_storage/OKTA.csv'.
[2025-12-09T20:28:41.017640] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OKTA'.
[2025-12-09T20:28:41.017962] [INFO ] [FORECASTER] Starting predict_future for OKTA
[2025-12-09T20:28:41.018756] [DEBUG] [LOCAL     ] No optimal features file found for OKTA: ./output/feature-sets/OKTA.txt
[2025-12-09T20:28:41.018810] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:41.018853] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:41.018908] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:41.018977] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:41.078100] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:41.078863] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:41.078942] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:41.078977] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:41.204432] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:41.204617] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:41.204664] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:41.204693] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:41.208194] [DEBUG] [FORECASTER] OKTA: Forecast T+1@11:T+2@11: DOWN (p=18.40%)
[2025-12-09T20:28:41.208467] [INFO ] [FORECASTER] Completed predict_future for OKTA
[2025-12-09T20:28:41.208614] [INFO ] [sig       ] OKTA: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:28:41.354999] [INFO ] [LOCAL     ] Saved forecast: OKTA	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/OKTA.txt
[2025-12-09T20:28:41.355149] [INFO ] [sig       ] [2392/3614] Completed OKTA in 0.4s | 2.93 sym/s | Total: 13.6m | ETA: 7.0m
[2025-12-09T20:28:41.355189] [INFO ] [sig       ] [2393/3614] Forecasting OKYO...
[2025-12-09T20:28:41.355220] [INFO ] [sig       ] Generating forecast for: OKYO
[2025-12-09T20:28:41.355249] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OKYO' from 'https://tdm.silogroup.org/data/derivative_storage/OKYO.csv'.
[2025-12-09T20:28:41.367741] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OKYO'.
[2025-12-09T20:28:41.368146] [INFO ] [FORECASTER] Starting predict_future for OKYO
[2025-12-09T20:28:41.369020] [DEBUG] [LOCAL     ] No optimal features file found for OKYO: ./output/feature-sets/OKYO.txt
[2025-12-09T20:28:41.369073] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:41.369106] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:41.369132] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:41.369189] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:41.424426] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:41.425052] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:41.425128] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:41.425159] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:41.538437] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:41.538594] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:41.538636] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:41.538664] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:41.541937] [DEBUG] [FORECASTER] OKYO: Forecast T+1@11:T+2@11: UP (p=71.50%)
[2025-12-09T20:28:41.542204] [INFO ] [FORECASTER] Completed predict_future for OKYO
[2025-12-09T20:28:41.542325] [INFO ] [sig       ] OKYO: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:28:41.679633] [INFO ] [LOCAL     ] Saved forecast: OKYO	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/OKYO.txt
[2025-12-09T20:28:41.679794] [INFO ] [sig       ] [2393/3614] Completed OKYO in 0.3s | 2.93 sym/s | Total: 13.6m | ETA: 7.0m
[2025-12-09T20:28:41.679835] [INFO ] [sig       ] [2394/3614] Forecasting OLED...
[2025-12-09T20:28:41.679865] [INFO ] [sig       ] Generating forecast for: OLED
[2025-12-09T20:28:41.679893] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLED' from 'https://tdm.silogroup.org/data/derivative_storage/OLED.csv'.
[2025-12-09T20:28:41.692138] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLED'.
[2025-12-09T20:28:41.692505] [INFO ] [FORECASTER] Starting predict_future for OLED
[2025-12-09T20:28:41.693295] [DEBUG] [LOCAL     ] No optimal features file found for OLED: ./output/feature-sets/OLED.txt
[2025-12-09T20:28:41.693345] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:41.693376] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:41.693401] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:41.693455] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:41.757728] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:41.758779] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:41.758879] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:41.758921] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:41.912049] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:41.912226] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:41.912275] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:41.912306] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:41.915965] [DEBUG] [FORECASTER] OLED: Forecast T+1@11:T+2@11: DOWN (p=0.78%)
[2025-12-09T20:28:41.916290] [INFO ] [FORECASTER] Completed predict_future for OLED
[2025-12-09T20:28:41.916447] [INFO ] [sig       ] OLED: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:28:42.128466] [INFO ] [LOCAL     ] Saved forecast: OLED	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/OLED.txt
[2025-12-09T20:28:42.128690] [INFO ] [sig       ] [2394/3614] Completed OLED in 0.4s | 2.93 sym/s | Total: 13.6m | ETA: 6.9m
[2025-12-09T20:28:42.128753] [INFO ] [sig       ] [2395/3614] Forecasting OLLI...
[2025-12-09T20:28:42.128786] [INFO ] [sig       ] Generating forecast for: OLLI
[2025-12-09T20:28:42.128818] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLLI' from 'https://tdm.silogroup.org/data/derivative_storage/OLLI.csv'.
[2025-12-09T20:28:42.147054] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLLI'.
[2025-12-09T20:28:42.147602] [INFO ] [FORECASTER] Starting predict_future for OLLI
[2025-12-09T20:28:42.148799] [DEBUG] [LOCAL     ] No optimal features file found for OLLI: ./output/feature-sets/OLLI.txt
[2025-12-09T20:28:42.148871] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:42.148925] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:42.148970] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:42.149056] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:42.233633] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:42.234886] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:42.235012] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:42.235065] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:42.405169] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:42.405347] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:42.405400] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:42.405436] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:42.409998] [DEBUG] [FORECASTER] OLLI: Forecast T+1@11:T+2@11: UP (p=61.34%)
[2025-12-09T20:28:42.410465] [INFO ] [FORECASTER] Completed predict_future for OLLI
[2025-12-09T20:28:42.410686] [INFO ] [sig       ] OLLI: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:28:42.604455] [INFO ] [LOCAL     ] Saved forecast: OLLI	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/OLLI.txt
[2025-12-09T20:28:42.604651] [INFO ] [sig       ] [2395/3614] Completed OLLI in 0.5s | 2.93 sym/s | Total: 13.6m | ETA: 6.9m
[2025-12-09T20:28:42.604695] [INFO ] [sig       ] [2396/3614] Forecasting OLMA...
[2025-12-09T20:28:42.604723] [INFO ] [sig       ] Generating forecast for: OLMA
[2025-12-09T20:28:42.604761] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLMA' from 'https://tdm.silogroup.org/data/derivative_storage/OLMA.csv'.
[2025-12-09T20:28:42.620682] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLMA'.
[2025-12-09T20:28:42.621096] [INFO ] [FORECASTER] Starting predict_future for OLMA
[2025-12-09T20:28:42.621997] [DEBUG] [LOCAL     ] No optimal features file found for OLMA: ./output/feature-sets/OLMA.txt
[2025-12-09T20:28:42.622060] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:42.622101] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:42.622140] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:42.622216] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:42.685162] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:42.686365] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:42.686534] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:42.686595] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:42.821332] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:42.821495] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:42.821540] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:42.821569] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:42.825184] [DEBUG] [FORECASTER] OLMA: Forecast T+1@11:T+2@11: DOWN (p=44.63%)
[2025-12-09T20:28:42.825484] [INFO ] [FORECASTER] Completed predict_future for OLMA
[2025-12-09T20:28:42.825634] [INFO ] [sig       ] OLMA: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:28:42.967282] [INFO ] [LOCAL     ] Saved forecast: OLMA	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/OLMA.txt
[2025-12-09T20:28:42.967434] [INFO ] [sig       ] [2396/3614] Completed OLMA in 0.4s | 2.93 sym/s | Total: 13.6m | ETA: 6.9m
[2025-12-09T20:28:42.967474] [INFO ] [sig       ] [2397/3614] Forecasting OLN...
[2025-12-09T20:28:42.967527] [INFO ] [sig       ] Generating forecast for: OLN
[2025-12-09T20:28:42.967560] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLN' from 'https://tdm.silogroup.org/data/derivative_storage/OLN.csv'.
[2025-12-09T20:28:42.979680] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLN'.
[2025-12-09T20:28:42.980006] [INFO ] [FORECASTER] Starting predict_future for OLN
[2025-12-09T20:28:42.980996] [DEBUG] [LOCAL     ] No optimal features file found for OLN: ./output/feature-sets/OLN.txt
[2025-12-09T20:28:42.981048] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:42.981082] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:42.981296] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:42.981352] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:43.040722] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:43.041560] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:43.041658] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:43.041692] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:43.161376] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:43.161525] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:43.161565] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:43.161614] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:43.165052] [DEBUG] [FORECASTER] OLN: Forecast T+1@11:T+2@11: UP (p=91.54%)
[2025-12-09T20:28:43.165325] [INFO ] [FORECASTER] Completed predict_future for OLN
[2025-12-09T20:28:43.165452] [INFO ] [sig       ] OLN: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:28:43.302895] [INFO ] [LOCAL     ] Saved forecast: OLN	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/OLN.txt
[2025-12-09T20:28:43.303030] [INFO ] [sig       ] [2397/3614] Completed OLN in 0.3s | 2.93 sym/s | Total: 13.7m | ETA: 6.9m
[2025-12-09T20:28:43.303069] [INFO ] [sig       ] [2398/3614] Forecasting OLP...
[2025-12-09T20:28:43.303099] [INFO ] [sig       ] Generating forecast for: OLP
[2025-12-09T20:28:43.303128] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLP' from 'https://tdm.silogroup.org/data/derivative_storage/OLP.csv'.
[2025-12-09T20:28:43.314620] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLP'.
[2025-12-09T20:28:43.314970] [INFO ] [FORECASTER] Starting predict_future for OLP
[2025-12-09T20:28:43.315801] [DEBUG] [LOCAL     ] No optimal features file found for OLP: ./output/feature-sets/OLP.txt
[2025-12-09T20:28:43.315854] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:43.315892] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:43.315918] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:43.315973] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:43.371833] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:43.372527] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:43.372624] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:43.372659] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:43.492149] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:43.492289] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:43.492330] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:43.492357] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:43.495736] [DEBUG] [FORECASTER] OLP: Forecast T+1@11:T+2@11: DOWN (p=49.64%)
[2025-12-09T20:28:43.496013] [INFO ] [FORECASTER] Completed predict_future for OLP
[2025-12-09T20:28:43.496139] [INFO ] [sig       ] OLP: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:28:43.634402] [INFO ] [LOCAL     ] Saved forecast: OLP	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/OLP.txt
[2025-12-09T20:28:43.634550] [INFO ] [sig       ] [2398/3614] Completed OLP in 0.3s | 2.93 sym/s | Total: 13.7m | ETA: 6.9m
[2025-12-09T20:28:43.634610] [INFO ] [sig       ] [2399/3614] Forecasting OLPX...
[2025-12-09T20:28:43.634642] [INFO ] [sig       ] Generating forecast for: OLPX
[2025-12-09T20:28:43.634670] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLPX' from 'https://tdm.silogroup.org/data/derivative_storage/OLPX.csv'.
[2025-12-09T20:28:43.645822] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLPX'.
[2025-12-09T20:28:43.646170] [INFO ] [FORECASTER] Starting predict_future for OLPX
[2025-12-09T20:28:43.646951] [DEBUG] [LOCAL     ] No optimal features file found for OLPX: ./output/feature-sets/OLPX.txt
[2025-12-09T20:28:43.647001] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:43.647032] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:43.647059] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:43.647113] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:43.703949] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:43.704746] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:43.704822] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:43.704852] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:43.824631] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:43.824771] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:43.824811] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:43.824839] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:43.828365] [DEBUG] [FORECASTER] OLPX: Forecast T+1@11:T+2@11: DOWN (p=37.30%)
[2025-12-09T20:28:43.828688] [INFO ] [FORECASTER] Completed predict_future for OLPX
[2025-12-09T20:28:43.828831] [INFO ] [sig       ] OLPX: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:28:43.967884] [INFO ] [LOCAL     ] Saved forecast: OLPX	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/OLPX.txt
[2025-12-09T20:28:43.968045] [INFO ] [sig       ] [2399/3614] Completed OLPX in 0.3s | 2.93 sym/s | Total: 13.7m | ETA: 6.9m
[2025-12-09T20:28:43.968084] [INFO ] [sig       ] [2400/3614] Forecasting OM...
[2025-12-09T20:28:43.968115] [INFO ] [sig       ] Generating forecast for: OM
[2025-12-09T20:28:43.968144] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OM' from 'https://tdm.silogroup.org/data/derivative_storage/OM.csv'.
[2025-12-09T20:28:43.979269] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OM'.
[2025-12-09T20:28:43.979532] [INFO ] [FORECASTER] Starting predict_future for OM
[2025-12-09T20:28:43.980291] [DEBUG] [LOCAL     ] No optimal features file found for OM: ./output/feature-sets/OM.txt
[2025-12-09T20:28:43.980340] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:43.980372] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:43.980398] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:43.980453] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:44.037568] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:44.038311] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:44.038391] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:44.038424] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:44.161508] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:44.161680] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:44.161736] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:44.161772] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:44.165165] [DEBUG] [FORECASTER] OM: Forecast T+1@11:T+2@11: UP (p=90.35%)
[2025-12-09T20:28:44.165437] [INFO ] [FORECASTER] Completed predict_future for OM
[2025-12-09T20:28:44.165560] [INFO ] [sig       ] OM: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:28:44.310828] [INFO ] [LOCAL     ] Saved forecast: OM	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/OM.txt
[2025-12-09T20:28:44.310953] [INFO ] [sig       ] [2400/3614] Completed OM in 0.3s | 2.93 sym/s | Total: 13.7m | ETA: 6.9m
[2025-12-09T20:28:44.310991] [INFO ] [sig       ] [2401/3614] Forecasting OMAB...
[2025-12-09T20:28:44.311021] [INFO ] [sig       ] Generating forecast for: OMAB
[2025-12-09T20:28:44.311049] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMAB' from 'https://tdm.silogroup.org/data/derivative_storage/OMAB.csv'.
[2025-12-09T20:28:44.322012] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OMAB'.
[2025-12-09T20:28:44.322277] [INFO ] [FORECASTER] Starting predict_future for OMAB
[2025-12-09T20:28:44.323040] [DEBUG] [LOCAL     ] No optimal features file found for OMAB: ./output/feature-sets/OMAB.txt
[2025-12-09T20:28:44.323090] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:44.323121] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:44.323147] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:44.323202] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:44.379138] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:44.379976] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:44.380057] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:44.380088] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:44.501562] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:44.501726] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:44.501768] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:44.501798] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:44.505162] [DEBUG] [FORECASTER] OMAB: Forecast T+1@11:T+2@11: UP (p=85.46%)
[2025-12-09T20:28:44.505443] [INFO ] [FORECASTER] Completed predict_future for OMAB
[2025-12-09T20:28:44.505583] [INFO ] [sig       ] OMAB: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:28:44.646745] [INFO ] [LOCAL     ] Saved forecast: OMAB	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/OMAB.txt
[2025-12-09T20:28:44.646871] [INFO ] [sig       ] [2401/3614] Completed OMAB in 0.3s | 2.93 sym/s | Total: 13.7m | ETA: 6.9m
[2025-12-09T20:28:44.646913] [INFO ] [sig       ] [2402/3614] Forecasting OMC...
[2025-12-09T20:28:44.646943] [INFO ] [sig       ] Generating forecast for: OMC
[2025-12-09T20:28:44.646972] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMC' from 'https://tdm.silogroup.org/data/derivative_storage/OMC.csv'.
[2025-12-09T20:28:44.658461] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OMC'.
[2025-12-09T20:28:44.658775] [INFO ] [FORECASTER] Starting predict_future for OMC
[2025-12-09T20:28:44.659522] [DEBUG] [LOCAL     ] No optimal features file found for OMC: ./output/feature-sets/OMC.txt
[2025-12-09T20:28:44.659589] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:44.659624] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:44.659650] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:44.659705] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:44.714741] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:44.715380] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:44.715455] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:44.715487] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:44.831885] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:44.832024] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:44.832064] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:44.832092] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:44.835365] [DEBUG] [FORECASTER] OMC: Forecast T+1@11:T+2@11: DOWN (p=7.19%)
[2025-12-09T20:28:44.835645] [INFO ] [FORECASTER] Completed predict_future for OMC
[2025-12-09T20:28:44.835764] [INFO ] [sig       ] OMC: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:28:44.973965] [INFO ] [LOCAL     ] Saved forecast: OMC	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/OMC.txt
[2025-12-09T20:28:44.974104] [INFO ] [sig       ] [2402/3614] Completed OMC in 0.3s | 2.93 sym/s | Total: 13.7m | ETA: 6.9m
[2025-12-09T20:28:44.974142] [INFO ] [sig       ] [2403/3614] Forecasting OMCL...
[2025-12-09T20:28:44.974171] [INFO ] [sig       ] Generating forecast for: OMCL
[2025-12-09T20:28:44.974199] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMCL' from 'https://tdm.silogroup.org/data/derivative_storage/OMCL.csv'.
[2025-12-09T20:28:44.985233] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OMCL'.
[2025-12-09T20:28:44.985513] [INFO ] [FORECASTER] Starting predict_future for OMCL
[2025-12-09T20:28:44.986300] [DEBUG] [LOCAL     ] No optimal features file found for OMCL: ./output/feature-sets/OMCL.txt
[2025-12-09T20:28:44.986350] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:44.986406] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:44.986434] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:44.986489] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:45.043879] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:45.044865] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:45.044942] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:45.044973] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:45.168638] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:45.168790] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:45.168835] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:45.168864] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:45.172231] [DEBUG] [FORECASTER] OMCL: Forecast T+1@11:T+2@11: DOWN (p=30.39%)
[2025-12-09T20:28:45.172498] [INFO ] [FORECASTER] Completed predict_future for OMCL
[2025-12-09T20:28:45.172643] [INFO ] [sig       ] OMCL: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:28:45.313900] [INFO ] [LOCAL     ] Saved forecast: OMCL	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/OMCL.txt
[2025-12-09T20:28:45.314047] [INFO ] [sig       ] [2403/3614] Completed OMCL in 0.3s | 2.93 sym/s | Total: 13.7m | ETA: 6.9m
[2025-12-09T20:28:45.314087] [INFO ] [sig       ] [2404/3614] Forecasting OMEX...
[2025-12-09T20:28:45.314117] [INFO ] [sig       ] Generating forecast for: OMEX
[2025-12-09T20:28:45.314145] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMEX' from 'https://tdm.silogroup.org/data/derivative_storage/OMEX.csv'.
[2025-12-09T20:28:45.326324] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OMEX'.
[2025-12-09T20:28:45.326672] [INFO ] [FORECASTER] Starting predict_future for OMEX
[2025-12-09T20:28:45.327440] [DEBUG] [LOCAL     ] No optimal features file found for OMEX: ./output/feature-sets/OMEX.txt
[2025-12-09T20:28:45.327490] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:45.327547] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:45.327594] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:45.327672] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:45.385768] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:45.386633] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:45.386714] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:45.386745] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:45.506788] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:45.506938] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:45.506981] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:45.507011] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:45.510452] [DEBUG] [FORECASTER] OMEX: Forecast T+1@11:T+2@11: DOWN (p=1.47%)
[2025-12-09T20:28:45.510744] [INFO ] [FORECASTER] Completed predict_future for OMEX
[2025-12-09T20:28:45.510867] [INFO ] [sig       ] OMEX: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:28:45.652855] [INFO ] [LOCAL     ] Saved forecast: OMEX	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/OMEX.txt
[2025-12-09T20:28:45.653008] [INFO ] [sig       ] [2404/3614] Completed OMEX in 0.3s | 2.93 sym/s | Total: 13.7m | ETA: 6.9m
[2025-12-09T20:28:45.653055] [INFO ] [sig       ] [2405/3614] Forecasting OMF...
[2025-12-09T20:28:45.653090] [INFO ] [sig       ] Generating forecast for: OMF
[2025-12-09T20:28:45.653118] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMF' from 'https://tdm.silogroup.org/data/derivative_storage/OMF.csv'.
[2025-12-09T20:28:45.664440] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OMF'.
[2025-12-09T20:28:45.664735] [INFO ] [FORECASTER] Starting predict_future for OMF
[2025-12-09T20:28:45.665481] [DEBUG] [LOCAL     ] No optimal features file found for OMF: ./output/feature-sets/OMF.txt
[2025-12-09T20:28:45.665556] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:45.665610] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:45.665638] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:45.665692] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:45.721976] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:45.722619] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:45.722694] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:45.722727] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:45.845436] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:45.845594] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:45.845636] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:45.845664] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:45.849160] [DEBUG] [FORECASTER] OMF: Forecast T+1@11:T+2@11: DOWN (p=19.21%)
[2025-12-09T20:28:45.849433] [INFO ] [FORECASTER] Completed predict_future for OMF
[2025-12-09T20:28:45.849559] [INFO ] [sig       ] OMF: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:28:45.994142] [INFO ] [LOCAL     ] Saved forecast: OMF	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/OMF.txt
[2025-12-09T20:28:45.994280] [INFO ] [sig       ] [2405/3614] Completed OMF in 0.3s | 2.93 sym/s | Total: 13.7m | ETA: 6.9m
[2025-12-09T20:28:45.994318] [INFO ] [sig       ] [2406/3614] Forecasting OMI...
[2025-12-09T20:28:45.994348] [INFO ] [sig       ] Generating forecast for: OMI
[2025-12-09T20:28:45.994377] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMI' from 'https://tdm.silogroup.org/data/derivative_storage/OMI.csv'.
[2025-12-09T20:28:46.006722] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OMI'.
[2025-12-09T20:28:46.007001] [INFO ] [FORECASTER] Starting predict_future for OMI
[2025-12-09T20:28:46.007820] [DEBUG] [LOCAL     ] No optimal features file found for OMI: ./output/feature-sets/OMI.txt
[2025-12-09T20:28:46.007871] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:46.007902] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:46.007928] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:46.007987] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:46.066037] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:46.066752] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:46.066830] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:46.066862] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:46.187663] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:46.187804] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:46.187845] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:46.187903] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:46.191314] [DEBUG] [FORECASTER] OMI: Forecast T+1@11:T+2@11: UP (p=63.35%)
[2025-12-09T20:28:46.191600] [INFO ] [FORECASTER] Completed predict_future for OMI
[2025-12-09T20:28:46.191725] [INFO ] [sig       ] OMI: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:28:46.331014] [INFO ] [LOCAL     ] Saved forecast: OMI	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/OMI.txt
[2025-12-09T20:28:46.331142] [INFO ] [sig       ] [2406/3614] Completed OMI in 0.3s | 2.93 sym/s | Total: 13.7m | ETA: 6.9m
[2025-12-09T20:28:46.331180] [INFO ] [sig       ] [2407/3614] Forecasting ON...
[2025-12-09T20:28:46.331210] [INFO ] [sig       ] Generating forecast for: ON
[2025-12-09T20:28:46.331239] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ON' from 'https://tdm.silogroup.org/data/derivative_storage/ON.csv'.
[2025-12-09T20:28:46.342945] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ON'.
[2025-12-09T20:28:46.343232] [INFO ] [FORECASTER] Starting predict_future for ON
[2025-12-09T20:28:46.344029] [DEBUG] [LOCAL     ] No optimal features file found for ON: ./output/feature-sets/ON.txt
[2025-12-09T20:28:46.344091] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:46.344121] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:46.344147] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:46.344209] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:46.402349] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:46.403201] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:46.403283] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:46.403314] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:46.529273] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:46.529430] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:46.529475] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:46.529507] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:46.532934] [DEBUG] [FORECASTER] ON: Forecast T+1@11:T+2@11: UP (p=92.43%)
[2025-12-09T20:28:46.533211] [INFO ] [FORECASTER] Completed predict_future for ON
[2025-12-09T20:28:46.533336] [INFO ] [sig       ] ON: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:28:46.673352] [INFO ] [LOCAL     ] Saved forecast: ON	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/ON.txt
[2025-12-09T20:28:46.673479] [INFO ] [sig       ] [2407/3614] Completed ON in 0.3s | 2.93 sym/s | Total: 13.7m | ETA: 6.9m
[2025-12-09T20:28:46.673517] [INFO ] [sig       ] [2408/3614] Forecasting ONB...
[2025-12-09T20:28:46.673546] [INFO ] [sig       ] Generating forecast for: ONB
[2025-12-09T20:28:46.673592] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONB' from 'https://tdm.silogroup.org/data/derivative_storage/ONB.csv'.
[2025-12-09T20:28:46.684914] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONB'.
[2025-12-09T20:28:46.685193] [INFO ] [FORECASTER] Starting predict_future for ONB
[2025-12-09T20:28:46.685959] [DEBUG] [LOCAL     ] No optimal features file found for ONB: ./output/feature-sets/ONB.txt
[2025-12-09T20:28:46.686009] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:46.686039] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:46.686065] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:46.686120] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:46.745352] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:46.746252] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:46.746331] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:46.746364] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:46.867554] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:46.867715] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:46.867756] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:46.867786] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:46.871232] [DEBUG] [FORECASTER] ONB: Forecast T+1@11:T+2@11: DOWN (p=28.19%)
[2025-12-09T20:28:46.871509] [INFO ] [FORECASTER] Completed predict_future for ONB
[2025-12-09T20:28:46.871669] [INFO ] [sig       ] ONB: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:28:47.014681] [INFO ] [LOCAL     ] Saved forecast: ONB	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/ONB.txt
[2025-12-09T20:28:47.014831] [INFO ] [sig       ] [2408/3614] Completed ONB in 0.3s | 2.93 sym/s | Total: 13.7m | ETA: 6.9m
[2025-12-09T20:28:47.014876] [INFO ] [sig       ] [2409/3614] Forecasting ONCO...
[2025-12-09T20:28:47.014907] [INFO ] [sig       ] Generating forecast for: ONCO
[2025-12-09T20:28:47.014938] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONCO' from 'https://tdm.silogroup.org/data/derivative_storage/ONCO.csv'.
[2025-12-09T20:28:47.026966] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONCO'.
[2025-12-09T20:28:47.027234] [INFO ] [FORECASTER] Starting predict_future for ONCO
[2025-12-09T20:28:47.028063] [DEBUG] [LOCAL     ] No optimal features file found for ONCO: ./output/feature-sets/ONCO.txt
[2025-12-09T20:28:47.028115] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:47.028147] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:47.028175] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:47.028231] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:47.086372] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:47.087041] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:47.087118] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:47.087152] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:47.207470] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:47.207650] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:47.207692] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:47.207722] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:47.211110] [DEBUG] [FORECASTER] ONCO: Forecast T+1@11:T+2@11: DOWN (p=9.90%)
[2025-12-09T20:28:47.211374] [INFO ] [FORECASTER] Completed predict_future for ONCO
[2025-12-09T20:28:47.211494] [INFO ] [sig       ] ONCO: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:28:47.353625] [INFO ] [LOCAL     ] Saved forecast: ONCO	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/ONCO.txt
[2025-12-09T20:28:47.353774] [INFO ] [sig       ] [2409/3614] Completed ONCO in 0.3s | 2.93 sym/s | Total: 13.7m | ETA: 6.9m
[2025-12-09T20:28:47.353812] [INFO ] [sig       ] [2410/3614] Forecasting ONDS...
[2025-12-09T20:28:47.353842] [INFO ] [sig       ] Generating forecast for: ONDS
[2025-12-09T20:28:47.353871] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONDS' from 'https://tdm.silogroup.org/data/derivative_storage/ONDS.csv'.
[2025-12-09T20:28:47.365405] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONDS'.
[2025-12-09T20:28:47.365711] [INFO ] [FORECASTER] Starting predict_future for ONDS
[2025-12-09T20:28:47.366453] [DEBUG] [LOCAL     ] No optimal features file found for ONDS: ./output/feature-sets/ONDS.txt
[2025-12-09T20:28:47.366503] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:47.366534] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:47.366560] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:47.366633] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:47.423270] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:47.423975] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:47.424055] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:47.424089] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:47.545928] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:47.546088] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:47.546137] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:47.546166] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:47.549612] [DEBUG] [FORECASTER] ONDS: Forecast T+1@11:T+2@11: UP (p=89.41%)
[2025-12-09T20:28:47.549882] [INFO ] [FORECASTER] Completed predict_future for ONDS
[2025-12-09T20:28:47.550042] [INFO ] [sig       ] ONDS: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:28:47.689804] [INFO ] [LOCAL     ] Saved forecast: ONDS	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/ONDS.txt
[2025-12-09T20:28:47.689939] [INFO ] [sig       ] [2410/3614] Completed ONDS in 0.3s | 2.93 sym/s | Total: 13.7m | ETA: 6.9m
[2025-12-09T20:28:47.689986] [INFO ] [sig       ] [2411/3614] Forecasting ONEQ...
[2025-12-09T20:28:47.690021] [INFO ] [sig       ] Generating forecast for: ONEQ
[2025-12-09T20:28:47.690055] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONEQ' from 'https://tdm.silogroup.org/data/derivative_storage/ONEQ.csv'.
[2025-12-09T20:28:47.702233] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONEQ'.
[2025-12-09T20:28:47.702628] [INFO ] [FORECASTER] Starting predict_future for ONEQ
[2025-12-09T20:28:47.703469] [DEBUG] [LOCAL     ] No optimal features file found for ONEQ: ./output/feature-sets/ONEQ.txt
[2025-12-09T20:28:47.703523] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:47.703554] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:47.703601] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:47.703663] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:47.762226] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:47.763182] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:47.763266] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:47.763298] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:47.897218] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:47.897369] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:47.897411] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:47.897440] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:47.900952] [DEBUG] [FORECASTER] ONEQ: Forecast T+1@11:T+2@11: UP (p=89.30%)
[2025-12-09T20:28:47.901233] [INFO ] [FORECASTER] Completed predict_future for ONEQ
[2025-12-09T20:28:47.901386] [INFO ] [sig       ] ONEQ: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:28:48.060664] [INFO ] [LOCAL     ] Saved forecast: ONEQ	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/ONEQ.txt
[2025-12-09T20:28:48.060791] [INFO ] [sig       ] [2411/3614] Completed ONEQ in 0.4s | 2.93 sym/s | Total: 13.7m | ETA: 6.9m
[2025-12-09T20:28:48.060830] [INFO ] [sig       ] [2412/3614] Forecasting ONL...
[2025-12-09T20:28:48.060860] [INFO ] [sig       ] Generating forecast for: ONL
[2025-12-09T20:28:48.060889] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONL' from 'https://tdm.silogroup.org/data/derivative_storage/ONL.csv'.
[2025-12-09T20:28:48.072473] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONL'.
[2025-12-09T20:28:48.072793] [INFO ] [FORECASTER] Starting predict_future for ONL
[2025-12-09T20:28:48.073567] [DEBUG] [LOCAL     ] No optimal features file found for ONL: ./output/feature-sets/ONL.txt
[2025-12-09T20:28:48.073637] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:48.073671] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:48.073697] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:48.073754] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:48.133341] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:48.133988] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:48.134071] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:48.134107] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:48.260156] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:48.260504] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:48.260562] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:48.260610] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:48.264450] [DEBUG] [FORECASTER] ONL: Forecast T+1@11:T+2@11: UP (p=87.42%)
[2025-12-09T20:28:48.264744] [INFO ] [FORECASTER] Completed predict_future for ONL
[2025-12-09T20:28:48.264872] [INFO ] [sig       ] ONL: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:28:48.408742] [INFO ] [LOCAL     ] Saved forecast: ONL	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/ONL.txt
[2025-12-09T20:28:48.408881] [INFO ] [sig       ] [2412/3614] Completed ONL in 0.3s | 2.93 sym/s | Total: 13.7m | ETA: 6.8m
[2025-12-09T20:28:48.408921] [INFO ] [sig       ] [2413/3614] Forecasting ONON...
[2025-12-09T20:28:48.408951] [INFO ] [sig       ] Generating forecast for: ONON
[2025-12-09T20:28:48.408979] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONON' from 'https://tdm.silogroup.org/data/derivative_storage/ONON.csv'.
[2025-12-09T20:28:48.420509] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONON'.
[2025-12-09T20:28:48.420828] [INFO ] [FORECASTER] Starting predict_future for ONON
[2025-12-09T20:28:48.421663] [DEBUG] [LOCAL     ] No optimal features file found for ONON: ./output/feature-sets/ONON.txt
[2025-12-09T20:28:48.421716] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:48.421748] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:48.421777] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:48.421833] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:48.480046] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:48.480716] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:48.480821] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:48.480856] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:48.610562] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:48.610732] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:48.610775] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:48.610805] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:48.614492] [DEBUG] [FORECASTER] ONON: Forecast T+1@11:T+2@11: DOWN (p=28.39%)
[2025-12-09T20:28:48.614812] [INFO ] [FORECASTER] Completed predict_future for ONON
[2025-12-09T20:28:48.614941] [INFO ] [sig       ] ONON: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:28:48.771031] [INFO ] [LOCAL     ] Saved forecast: ONON	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/ONON.txt
[2025-12-09T20:28:48.771170] [INFO ] [sig       ] [2413/3614] Completed ONON in 0.4s | 2.93 sym/s | Total: 13.7m | ETA: 6.8m
[2025-12-09T20:28:48.771211] [INFO ] [sig       ] [2414/3614] Forecasting ONTF...
[2025-12-09T20:28:48.771243] [INFO ] [sig       ] Generating forecast for: ONTF
[2025-12-09T20:28:48.771274] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONTF' from 'https://tdm.silogroup.org/data/derivative_storage/ONTF.csv'.
[2025-12-09T20:28:48.783418] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONTF'.
[2025-12-09T20:28:48.783848] [INFO ] [FORECASTER] Starting predict_future for ONTF
[2025-12-09T20:28:48.784660] [DEBUG] [LOCAL     ] No optimal features file found for ONTF: ./output/feature-sets/ONTF.txt
[2025-12-09T20:28:48.784711] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:48.784742] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:48.784768] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:48.784822] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:48.840754] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:48.841588] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:48.841689] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:48.841721] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:48.961599] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:48.961770] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:48.961821] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:48.961861] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:48.966270] [DEBUG] [FORECASTER] ONTF: Forecast T+1@11:T+2@11: DOWN (p=10.85%)
[2025-12-09T20:28:48.966636] [INFO ] [FORECASTER] Completed predict_future for ONTF
[2025-12-09T20:28:48.966785] [INFO ] [sig       ] ONTF: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:28:49.107610] [INFO ] [LOCAL     ] Saved forecast: ONTF	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/ONTF.txt
[2025-12-09T20:28:49.107768] [INFO ] [sig       ] [2414/3614] Completed ONTF in 0.3s | 2.93 sym/s | Total: 13.7m | ETA: 6.8m
[2025-12-09T20:28:49.107829] [INFO ] [sig       ] [2415/3614] Forecasting ONTO...
[2025-12-09T20:28:49.107861] [INFO ] [sig       ] Generating forecast for: ONTO
[2025-12-09T20:28:49.107890] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONTO' from 'https://tdm.silogroup.org/data/derivative_storage/ONTO.csv'.
[2025-12-09T20:28:49.119116] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONTO'.
[2025-12-09T20:28:49.119386] [INFO ] [FORECASTER] Starting predict_future for ONTO
[2025-12-09T20:28:49.120140] [DEBUG] [LOCAL     ] No optimal features file found for ONTO: ./output/feature-sets/ONTO.txt
[2025-12-09T20:28:49.120190] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:49.120220] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:49.120247] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:49.120301] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:49.175663] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:49.176332] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:49.176407] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:49.176438] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:49.296000] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:49.296158] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:49.296197] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:49.296224] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:49.299527] [DEBUG] [FORECASTER] ONTO: Forecast T+1@11:T+2@11: DOWN (p=32.19%)
[2025-12-09T20:28:49.299808] [INFO ] [FORECASTER] Completed predict_future for ONTO
[2025-12-09T20:28:49.299925] [INFO ] [sig       ] ONTO: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:28:49.440298] [INFO ] [LOCAL     ] Saved forecast: ONTO	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/ONTO.txt
[2025-12-09T20:28:49.440456] [INFO ] [sig       ] [2415/3614] Completed ONTO in 0.3s | 2.93 sym/s | Total: 13.8m | ETA: 6.8m
[2025-12-09T20:28:49.440500] [INFO ] [sig       ] [2416/3614] Forecasting OOMA...
[2025-12-09T20:28:49.440531] [INFO ] [sig       ] Generating forecast for: OOMA
[2025-12-09T20:28:49.440560] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OOMA' from 'https://tdm.silogroup.org/data/derivative_storage/OOMA.csv'.
[2025-12-09T20:28:49.452713] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OOMA'.
[2025-12-09T20:28:49.453019] [INFO ] [FORECASTER] Starting predict_future for OOMA
[2025-12-09T20:28:49.453853] [DEBUG] [LOCAL     ] No optimal features file found for OOMA: ./output/feature-sets/OOMA.txt
[2025-12-09T20:28:49.453904] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:49.453947] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:49.453975] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:49.454030] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:49.509845] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:49.510523] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:49.510616] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:49.510650] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:49.625347] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:49.625492] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:49.625530] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:49.625559] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:49.628918] [DEBUG] [FORECASTER] OOMA: Forecast T+1@11:T+2@11: UP (p=50.54%)
[2025-12-09T20:28:49.629182] [INFO ] [FORECASTER] Completed predict_future for OOMA
[2025-12-09T20:28:49.629300] [INFO ] [sig       ] OOMA: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:28:49.768075] [INFO ] [LOCAL     ] Saved forecast: OOMA	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/OOMA.txt
[2025-12-09T20:28:49.768239] [INFO ] [sig       ] [2416/3614] Completed OOMA in 0.3s | 2.93 sym/s | Total: 13.8m | ETA: 6.8m
[2025-12-09T20:28:49.768281] [INFO ] [sig       ] [2417/3614] Forecasting OPAD...
[2025-12-09T20:28:49.768311] [INFO ] [sig       ] Generating forecast for: OPAD
[2025-12-09T20:28:49.768339] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPAD' from 'https://tdm.silogroup.org/data/derivative_storage/OPAD.csv'.
[2025-12-09T20:28:49.779470] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPAD'.
[2025-12-09T20:28:49.779767] [INFO ] [FORECASTER] Starting predict_future for OPAD
[2025-12-09T20:28:49.780507] [DEBUG] [LOCAL     ] No optimal features file found for OPAD: ./output/feature-sets/OPAD.txt
[2025-12-09T20:28:49.780557] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:49.780610] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:49.780637] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:49.780692] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:49.836416] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:49.837122] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:49.837197] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:49.837229] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:49.957441] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:49.957635] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:49.957680] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:49.957709] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:49.961318] [DEBUG] [FORECASTER] OPAD: Forecast T+1@11:T+2@11: DOWN (p=43.59%)
[2025-12-09T20:28:49.961668] [INFO ] [FORECASTER] Completed predict_future for OPAD
[2025-12-09T20:28:49.961804] [INFO ] [sig       ] OPAD: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:28:50.110455] [INFO ] [LOCAL     ] Saved forecast: OPAD	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/OPAD.txt
[2025-12-09T20:28:50.110615] [INFO ] [sig       ] [2417/3614] Completed OPAD in 0.3s | 2.93 sym/s | Total: 13.8m | ETA: 6.8m
[2025-12-09T20:28:50.110657] [INFO ] [sig       ] [2418/3614] Forecasting OPAL...
[2025-12-09T20:28:50.110688] [INFO ] [sig       ] Generating forecast for: OPAL
[2025-12-09T20:28:50.110719] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPAL' from 'https://tdm.silogroup.org/data/derivative_storage/OPAL.csv'.
[2025-12-09T20:28:50.122617] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPAL'.
[2025-12-09T20:28:50.122955] [INFO ] [FORECASTER] Starting predict_future for OPAL
[2025-12-09T20:28:50.123832] [DEBUG] [LOCAL     ] No optimal features file found for OPAL: ./output/feature-sets/OPAL.txt
[2025-12-09T20:28:50.123893] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:50.123938] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:50.123968] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:50.124024] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:50.183246] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:50.183960] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:50.184037] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:50.184071] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:50.312482] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:50.312659] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:50.312709] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:50.312739] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:50.316398] [DEBUG] [FORECASTER] OPAL: Forecast T+1@11:T+2@11: DOWN (p=4.49%)
[2025-12-09T20:28:50.316708] [INFO ] [FORECASTER] Completed predict_future for OPAL
[2025-12-09T20:28:50.316832] [INFO ] [sig       ] OPAL: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:28:50.463983] [INFO ] [LOCAL     ] Saved forecast: OPAL	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/OPAL.txt
[2025-12-09T20:28:50.464131] [INFO ] [sig       ] [2418/3614] Completed OPAL in 0.4s | 2.93 sym/s | Total: 13.8m | ETA: 6.8m
[2025-12-09T20:28:50.464170] [INFO ] [sig       ] [2419/3614] Forecasting OPBK...
[2025-12-09T20:28:50.464200] [INFO ] [sig       ] Generating forecast for: OPBK
[2025-12-09T20:28:50.464417] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPBK' from 'https://tdm.silogroup.org/data/derivative_storage/OPBK.csv'.
[2025-12-09T20:28:50.476922] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPBK'.
[2025-12-09T20:28:50.477230] [INFO ] [FORECASTER] Starting predict_future for OPBK
[2025-12-09T20:28:50.478084] [DEBUG] [LOCAL     ] No optimal features file found for OPBK: ./output/feature-sets/OPBK.txt
[2025-12-09T20:28:50.478142] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:50.478174] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:50.478200] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:50.478256] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:50.538546] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:50.539379] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:50.539458] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:50.539491] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:50.666654] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:50.666800] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:50.666841] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:50.666871] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:50.670257] [DEBUG] [FORECASTER] OPBK: Forecast T+1@11:T+2@11: UP (p=59.50%)
[2025-12-09T20:28:50.670561] [INFO ] [FORECASTER] Completed predict_future for OPBK
[2025-12-09T20:28:50.670707] [INFO ] [sig       ] OPBK: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:28:50.816201] [INFO ] [LOCAL     ] Saved forecast: OPBK	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/OPBK.txt
[2025-12-09T20:28:50.816355] [INFO ] [sig       ] [2419/3614] Completed OPBK in 0.4s | 2.93 sym/s | Total: 13.8m | ETA: 6.8m
[2025-12-09T20:28:50.816401] [INFO ] [sig       ] [2420/3614] Forecasting OPCH...
[2025-12-09T20:28:50.816440] [INFO ] [sig       ] Generating forecast for: OPCH
[2025-12-09T20:28:50.816470] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPCH' from 'https://tdm.silogroup.org/data/derivative_storage/OPCH.csv'.
[2025-12-09T20:28:50.828647] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPCH'.
[2025-12-09T20:28:50.828961] [INFO ] [FORECASTER] Starting predict_future for OPCH
[2025-12-09T20:28:50.829750] [DEBUG] [LOCAL     ] No optimal features file found for OPCH: ./output/feature-sets/OPCH.txt
[2025-12-09T20:28:50.829802] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:50.829858] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:50.829887] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:50.829944] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:50.888320] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:50.889119] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:50.889199] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:50.889232] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:51.014791] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:51.014947] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:51.014989] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:51.015019] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:51.018516] [DEBUG] [FORECASTER] OPCH: Forecast T+1@11:T+2@11: DOWN (p=39.70%)
[2025-12-09T20:28:51.018828] [INFO ] [FORECASTER] Completed predict_future for OPCH
[2025-12-09T20:28:51.018958] [INFO ] [sig       ] OPCH: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:28:51.169330] [INFO ] [LOCAL     ] Saved forecast: OPCH	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/OPCH.txt
[2025-12-09T20:28:51.169474] [INFO ] [sig       ] [2420/3614] Completed OPCH in 0.4s | 2.93 sym/s | Total: 13.8m | ETA: 6.8m
[2025-12-09T20:28:51.169521] [INFO ] [sig       ] [2421/3614] Forecasting OPEN...
[2025-12-09T20:28:51.169552] [INFO ] [sig       ] Generating forecast for: OPEN
[2025-12-09T20:28:51.169598] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPEN' from 'https://tdm.silogroup.org/data/derivative_storage/OPEN.csv'.
[2025-12-09T20:28:51.181104] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPEN'.
[2025-12-09T20:28:51.181374] [INFO ] [FORECASTER] Starting predict_future for OPEN
[2025-12-09T20:28:51.182150] [DEBUG] [LOCAL     ] No optimal features file found for OPEN: ./output/feature-sets/OPEN.txt
[2025-12-09T20:28:51.182200] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:51.182231] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:51.182257] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:51.182311] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:51.237477] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:51.238239] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:51.238317] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:51.238348] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:51.356715] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:51.356865] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:51.356905] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:51.356933] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:51.360311] [DEBUG] [FORECASTER] OPEN: Forecast T+1@11:T+2@11: DOWN (p=40.29%)
[2025-12-09T20:28:51.360597] [INFO ] [FORECASTER] Completed predict_future for OPEN
[2025-12-09T20:28:51.360721] [INFO ] [sig       ] OPEN: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:28:51.497804] [INFO ] [LOCAL     ] Saved forecast: OPEN	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/OPEN.txt
[2025-12-09T20:28:51.497942] [INFO ] [sig       ] [2421/3614] Completed OPEN in 0.3s | 2.93 sym/s | Total: 13.8m | ETA: 6.8m
[2025-12-09T20:28:51.497981] [INFO ] [sig       ] [2422/3614] Forecasting OPFI...
[2025-12-09T20:28:51.498013] [INFO ] [sig       ] Generating forecast for: OPFI
[2025-12-09T20:28:51.498050] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPFI' from 'https://tdm.silogroup.org/data/derivative_storage/OPFI.csv'.
[2025-12-09T20:28:51.510076] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPFI'.
[2025-12-09T20:28:51.510395] [INFO ] [FORECASTER] Starting predict_future for OPFI
[2025-12-09T20:28:51.511188] [DEBUG] [LOCAL     ] No optimal features file found for OPFI: ./output/feature-sets/OPFI.txt
[2025-12-09T20:28:51.511238] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:51.511269] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:51.511294] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:51.511348] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:51.567012] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:51.567690] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:51.567789] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:51.567820] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:51.687548] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:51.687702] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:51.687742] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:51.687770] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:51.691136] [DEBUG] [FORECASTER] OPFI: Forecast T+1@11:T+2@11: DOWN (p=12.24%)
[2025-12-09T20:28:51.691421] [INFO ] [FORECASTER] Completed predict_future for OPFI
[2025-12-09T20:28:51.691545] [INFO ] [sig       ] OPFI: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:28:51.834642] [INFO ] [LOCAL     ] Saved forecast: OPFI	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/OPFI.txt
[2025-12-09T20:28:51.834772] [INFO ] [sig       ] [2422/3614] Completed OPFI in 0.3s | 2.93 sym/s | Total: 13.8m | ETA: 6.8m
[2025-12-09T20:28:51.834810] [INFO ] [sig       ] [2423/3614] Forecasting OPK...
[2025-12-09T20:28:51.834840] [INFO ] [sig       ] Generating forecast for: OPK
[2025-12-09T20:28:51.834869] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPK' from 'https://tdm.silogroup.org/data/derivative_storage/OPK.csv'.
[2025-12-09T20:28:51.846115] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPK'.
[2025-12-09T20:28:51.846417] [INFO ] [FORECASTER] Starting predict_future for OPK
[2025-12-09T20:28:51.847201] [DEBUG] [LOCAL     ] No optimal features file found for OPK: ./output/feature-sets/OPK.txt
[2025-12-09T20:28:51.847251] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:51.847282] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:51.847308] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:51.847362] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:51.902726] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:51.903365] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:51.903441] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:51.903474] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:52.021307] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:52.021456] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:52.021500] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:52.021598] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:52.025248] [DEBUG] [FORECASTER] OPK: Forecast T+1@11:T+2@11: DOWN (p=20.67%)
[2025-12-09T20:28:52.025525] [INFO ] [FORECASTER] Completed predict_future for OPK
[2025-12-09T20:28:52.025671] [INFO ] [sig       ] OPK: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:28:52.171804] [INFO ] [LOCAL     ] Saved forecast: OPK	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/OPK.txt
[2025-12-09T20:28:52.171943] [INFO ] [sig       ] [2423/3614] Completed OPK in 0.3s | 2.93 sym/s | Total: 13.8m | ETA: 6.8m
[2025-12-09T20:28:52.171982] [INFO ] [sig       ] [2424/3614] Forecasting OPP...
[2025-12-09T20:28:52.172012] [INFO ] [sig       ] Generating forecast for: OPP
[2025-12-09T20:28:52.172041] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPP' from 'https://tdm.silogroup.org/data/derivative_storage/OPP.csv'.
[2025-12-09T20:28:52.184962] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPP'.
[2025-12-09T20:28:52.185384] [INFO ] [FORECASTER] Starting predict_future for OPP
[2025-12-09T20:28:52.186243] [DEBUG] [LOCAL     ] No optimal features file found for OPP: ./output/feature-sets/OPP.txt
[2025-12-09T20:28:52.186297] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:52.186328] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:52.186355] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:52.186410] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:52.246627] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:52.247596] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:52.247681] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:52.247714] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:52.366103] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:52.366243] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:52.366283] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:52.366310] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:52.369695] [DEBUG] [FORECASTER] OPP: Forecast T+1@11:T+2@11: UP (p=82.58%)
[2025-12-09T20:28:52.369963] [INFO ] [FORECASTER] Completed predict_future for OPP
[2025-12-09T20:28:52.370090] [INFO ] [sig       ] OPP: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:28:52.505999] [INFO ] [LOCAL     ] Saved forecast: OPP	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/OPP.txt
[2025-12-09T20:28:52.506102] [INFO ] [sig       ] [2424/3614] Completed OPP in 0.3s | 2.93 sym/s | Total: 13.8m | ETA: 6.8m
[2025-12-09T20:28:52.506141] [INFO ] [sig       ] [2425/3614] Forecasting OPRA...
[2025-12-09T20:28:52.506173] [INFO ] [sig       ] Generating forecast for: OPRA
[2025-12-09T20:28:52.506201] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPRA' from 'https://tdm.silogroup.org/data/derivative_storage/OPRA.csv'.
[2025-12-09T20:28:52.517877] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPRA'.
[2025-12-09T20:28:52.518163] [INFO ] [FORECASTER] Starting predict_future for OPRA
[2025-12-09T20:28:52.518929] [DEBUG] [LOCAL     ] No optimal features file found for OPRA: ./output/feature-sets/OPRA.txt
[2025-12-09T20:28:52.518979] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:52.519010] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:52.519041] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:52.519108] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:52.575424] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:52.576091] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:52.576166] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:52.576211] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:52.695817] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:52.695940] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:52.695977] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:52.696005] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:52.699245] [DEBUG] [FORECASTER] OPRA: Forecast T+1@11:T+2@11: UP (p=81.63%)
[2025-12-09T20:28:52.699509] [INFO ] [FORECASTER] Completed predict_future for OPRA
[2025-12-09T20:28:52.699646] [INFO ] [sig       ] OPRA: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:28:52.838493] [INFO ] [LOCAL     ] Saved forecast: OPRA	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/OPRA.txt
[2025-12-09T20:28:52.838613] [INFO ] [sig       ] [2425/3614] Completed OPRA in 0.3s | 2.93 sym/s | Total: 13.8m | ETA: 6.8m
[2025-12-09T20:28:52.838653] [INFO ] [sig       ] [2426/3614] Forecasting OPRX...
[2025-12-09T20:28:52.838682] [INFO ] [sig       ] Generating forecast for: OPRX
[2025-12-09T20:28:52.838711] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPRX' from 'https://tdm.silogroup.org/data/derivative_storage/OPRX.csv'.
[2025-12-09T20:28:52.849769] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPRX'.
[2025-12-09T20:28:52.850047] [INFO ] [FORECASTER] Starting predict_future for OPRX
[2025-12-09T20:28:52.850870] [DEBUG] [LOCAL     ] No optimal features file found for OPRX: ./output/feature-sets/OPRX.txt
[2025-12-09T20:28:52.850920] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:52.850951] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:52.850977] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:52.851031] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:52.906977] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:52.907563] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:52.907652] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:52.907683] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:53.028562] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:53.028702] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:53.028741] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:53.028768] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:53.032040] [DEBUG] [FORECASTER] OPRX: Forecast T+1@11:T+2@11: UP (p=90.48%)
[2025-12-09T20:28:53.032308] [INFO ] [FORECASTER] Completed predict_future for OPRX
[2025-12-09T20:28:53.032426] [INFO ] [sig       ] OPRX: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:28:53.170303] [INFO ] [LOCAL     ] Saved forecast: OPRX	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/OPRX.txt
[2025-12-09T20:28:53.170448] [INFO ] [sig       ] [2426/3614] Completed OPRX in 0.3s | 2.93 sym/s | Total: 13.8m | ETA: 6.8m
[2025-12-09T20:28:53.170487] [INFO ] [sig       ] [2427/3614] Forecasting OPTX...
[2025-12-09T20:28:53.170516] [INFO ] [sig       ] Generating forecast for: OPTX
[2025-12-09T20:28:53.170546] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPTX' from 'https://tdm.silogroup.org/data/derivative_storage/OPTX.csv'.
[2025-12-09T20:28:53.181873] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPTX'.
[2025-12-09T20:28:53.182237] [INFO ] [FORECASTER] Starting predict_future for OPTX
[2025-12-09T20:28:53.183026] [DEBUG] [LOCAL     ] No optimal features file found for OPTX: ./output/feature-sets/OPTX.txt
[2025-12-09T20:28:53.183077] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:53.183108] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:53.183147] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:53.183203] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:53.239672] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:53.240503] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:53.240617] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:53.240656] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:53.364153] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:53.364324] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:53.364365] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:53.364393] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:53.367818] [DEBUG] [FORECASTER] OPTX: Forecast T+1@11:T+2@11: DOWN (p=47.87%)
[2025-12-09T20:28:53.368094] [INFO ] [FORECASTER] Completed predict_future for OPTX
[2025-12-09T20:28:53.368213] [INFO ] [sig       ] OPTX: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:28:53.505690] [INFO ] [LOCAL     ] Saved forecast: OPTX	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/OPTX.txt
[2025-12-09T20:28:53.505824] [INFO ] [sig       ] [2427/3614] Completed OPTX in 0.3s | 2.93 sym/s | Total: 13.8m | ETA: 6.8m
[2025-12-09T20:28:53.505863] [INFO ] [sig       ] [2428/3614] Forecasting OPXS...
[2025-12-09T20:28:53.505892] [INFO ] [sig       ] Generating forecast for: OPXS
[2025-12-09T20:28:53.505922] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPXS' from 'https://tdm.silogroup.org/data/derivative_storage/OPXS.csv'.
[2025-12-09T20:28:53.516483] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPXS'.
[2025-12-09T20:28:53.516804] [INFO ] [FORECASTER] Starting predict_future for OPXS
[2025-12-09T20:28:53.517603] [DEBUG] [LOCAL     ] No optimal features file found for OPXS: ./output/feature-sets/OPXS.txt
[2025-12-09T20:28:53.517654] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:53.517685] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:53.517712] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:53.517767] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:53.573543] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:53.574281] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:53.574362] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:53.574395] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:53.690212] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:53.690367] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:53.690406] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:53.690434] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:53.693777] [DEBUG] [FORECASTER] OPXS: Forecast T+1@11:T+2@11: UP (p=52.98%)
[2025-12-09T20:28:53.694052] [INFO ] [FORECASTER] Completed predict_future for OPXS
[2025-12-09T20:28:53.694175] [INFO ] [sig       ] OPXS: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:28:53.831558] [INFO ] [LOCAL     ] Saved forecast: OPXS	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/OPXS.txt
[2025-12-09T20:28:53.831703] [INFO ] [sig       ] [2428/3614] Completed OPXS in 0.3s | 2.93 sym/s | Total: 13.8m | ETA: 6.8m
[2025-12-09T20:28:53.831743] [INFO ] [sig       ] [2429/3614] Forecasting ORA...
[2025-12-09T20:28:53.831773] [INFO ] [sig       ] Generating forecast for: ORA
[2025-12-09T20:28:53.831802] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORA' from 'https://tdm.silogroup.org/data/derivative_storage/ORA.csv'.
[2025-12-09T20:28:53.843374] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORA'.
[2025-12-09T20:28:53.843677] [INFO ] [FORECASTER] Starting predict_future for ORA
[2025-12-09T20:28:53.844433] [DEBUG] [LOCAL     ] No optimal features file found for ORA: ./output/feature-sets/ORA.txt
[2025-12-09T20:28:53.844483] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:53.844514] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:53.844540] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:53.844612] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:53.900093] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:53.900794] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:53.900870] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:53.900901] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:54.020784] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:54.020932] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:54.020972] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:54.020999] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:54.024321] [DEBUG] [FORECASTER] ORA: Forecast T+1@11:T+2@11: DOWN (p=18.02%)
[2025-12-09T20:28:54.024604] [INFO ] [FORECASTER] Completed predict_future for ORA
[2025-12-09T20:28:54.024724] [INFO ] [sig       ] ORA: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:28:54.164920] [INFO ] [LOCAL     ] Saved forecast: ORA	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/ORA.txt
[2025-12-09T20:28:54.165060] [INFO ] [sig       ] [2429/3614] Completed ORA in 0.3s | 2.93 sym/s | Total: 13.8m | ETA: 6.7m
[2025-12-09T20:28:54.165098] [INFO ] [sig       ] [2430/3614] Forecasting ORC...
[2025-12-09T20:28:54.165131] [INFO ] [sig       ] Generating forecast for: ORC
[2025-12-09T20:28:54.165161] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORC' from 'https://tdm.silogroup.org/data/derivative_storage/ORC.csv'.
[2025-12-09T20:28:54.176986] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORC'.
[2025-12-09T20:28:54.177284] [INFO ] [FORECASTER] Starting predict_future for ORC
[2025-12-09T20:28:54.178114] [DEBUG] [LOCAL     ] No optimal features file found for ORC: ./output/feature-sets/ORC.txt
[2025-12-09T20:28:54.178166] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:54.178197] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:54.178225] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:54.178280] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:54.234491] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:54.235196] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:54.235301] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:54.235334] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:54.353772] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:54.353921] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:54.353962] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:54.353991] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:54.357372] [DEBUG] [FORECASTER] ORC: Forecast T+1@11:T+2@11: UP (p=71.32%)
[2025-12-09T20:28:54.357704] [INFO ] [FORECASTER] Completed predict_future for ORC
[2025-12-09T20:28:54.357831] [INFO ] [sig       ] ORC: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:28:54.496069] [INFO ] [LOCAL     ] Saved forecast: ORC	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/ORC.txt
[2025-12-09T20:28:54.496199] [INFO ] [sig       ] [2430/3614] Completed ORC in 0.3s | 2.93 sym/s | Total: 13.8m | ETA: 6.7m
[2025-12-09T20:28:54.496236] [INFO ] [sig       ] [2431/3614] Forecasting ORGO...
[2025-12-09T20:28:54.496266] [INFO ] [sig       ] Generating forecast for: ORGO
[2025-12-09T20:28:54.496301] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORGO' from 'https://tdm.silogroup.org/data/derivative_storage/ORGO.csv'.
[2025-12-09T20:28:54.507321] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORGO'.
[2025-12-09T20:28:54.507628] [INFO ] [FORECASTER] Starting predict_future for ORGO
[2025-12-09T20:28:54.508364] [DEBUG] [LOCAL     ] No optimal features file found for ORGO: ./output/feature-sets/ORGO.txt
[2025-12-09T20:28:54.508414] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:54.508445] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:54.508470] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:54.508524] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:54.565074] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:54.565670] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:54.565743] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:54.565774] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:54.682660] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:54.682812] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:54.682854] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:54.682882] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:54.686252] [DEBUG] [FORECASTER] ORGO: Forecast T+1@11:T+2@11: DOWN (p=19.93%)
[2025-12-09T20:28:54.686517] [INFO ] [FORECASTER] Completed predict_future for ORGO
[2025-12-09T20:28:54.686654] [INFO ] [sig       ] ORGO: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:28:54.826629] [INFO ] [LOCAL     ] Saved forecast: ORGO	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/ORGO.txt
[2025-12-09T20:28:54.826776] [INFO ] [sig       ] [2431/3614] Completed ORGO in 0.3s | 2.93 sym/s | Total: 13.8m | ETA: 6.7m
[2025-12-09T20:28:54.826814] [INFO ] [sig       ] [2432/3614] Forecasting ORIC...
[2025-12-09T20:28:54.826843] [INFO ] [sig       ] Generating forecast for: ORIC
[2025-12-09T20:28:54.826872] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORIC' from 'https://tdm.silogroup.org/data/derivative_storage/ORIC.csv'.
[2025-12-09T20:28:54.839095] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORIC'.
[2025-12-09T20:28:54.839369] [INFO ] [FORECASTER] Starting predict_future for ORIC
[2025-12-09T20:28:54.840158] [DEBUG] [LOCAL     ] No optimal features file found for ORIC: ./output/feature-sets/ORIC.txt
[2025-12-09T20:28:54.840209] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:54.840427] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:54.840453] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:54.840507] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:54.898827] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:54.899744] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:54.899826] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:54.899859] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:55.030460] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:55.030635] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:55.030681] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:55.030711] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:55.034218] [DEBUG] [FORECASTER] ORIC: Forecast T+1@11:T+2@11: DOWN (p=0.69%)
[2025-12-09T20:28:55.034488] [INFO ] [FORECASTER] Completed predict_future for ORIC
[2025-12-09T20:28:55.034635] [INFO ] [sig       ] ORIC: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:28:55.192223] [INFO ] [LOCAL     ] Saved forecast: ORIC	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/ORIC.txt
[2025-12-09T20:28:55.192393] [INFO ] [sig       ] [2432/3614] Completed ORIC in 0.4s | 2.93 sym/s | Total: 13.8m | ETA: 6.7m
[2025-12-09T20:28:55.192440] [INFO ] [sig       ] [2433/3614] Forecasting ORKA...
[2025-12-09T20:28:55.192471] [INFO ] [sig       ] Generating forecast for: ORKA
[2025-12-09T20:28:55.192502] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORKA' from 'https://tdm.silogroup.org/data/derivative_storage/ORKA.csv'.
[2025-12-09T20:28:55.204218] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORKA'.
[2025-12-09T20:28:55.204555] [INFO ] [FORECASTER] Starting predict_future for ORKA
[2025-12-09T20:28:55.205337] [DEBUG] [LOCAL     ] No optimal features file found for ORKA: ./output/feature-sets/ORKA.txt
[2025-12-09T20:28:55.205386] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:55.205418] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:55.205444] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:55.205499] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:55.261149] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:55.261812] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:55.261887] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:55.261918] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:55.388475] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:55.388641] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:55.388683] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:55.388713] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:55.391971] [DEBUG] [FORECASTER] ORKA: Forecast T+1@11:T+2@11: UP (p=62.79%)
[2025-12-09T20:28:55.392243] [INFO ] [FORECASTER] Completed predict_future for ORKA
[2025-12-09T20:28:55.392361] [INFO ] [sig       ] ORKA: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:28:55.530375] [INFO ] [LOCAL     ] Saved forecast: ORKA	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/ORKA.txt
[2025-12-09T20:28:55.530530] [INFO ] [sig       ] [2433/3614] Completed ORKA in 0.3s | 2.93 sym/s | Total: 13.9m | ETA: 6.7m
[2025-12-09T20:28:55.530585] [INFO ] [sig       ] [2434/3614] Forecasting ORLY...
[2025-12-09T20:28:55.530618] [INFO ] [sig       ] Generating forecast for: ORLY
[2025-12-09T20:28:55.530648] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORLY' from 'https://tdm.silogroup.org/data/derivative_storage/ORLY.csv'.
[2025-12-09T20:28:55.541459] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORLY'.
[2025-12-09T20:28:55.541754] [INFO ] [FORECASTER] Starting predict_future for ORLY
[2025-12-09T20:28:55.542504] [DEBUG] [LOCAL     ] No optimal features file found for ORLY: ./output/feature-sets/ORLY.txt
[2025-12-09T20:28:55.542553] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:55.542605] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:55.542633] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:55.542688] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:55.598371] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:55.599042] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:55.599127] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:55.599168] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:55.717513] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:55.717689] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:55.717729] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:55.717757] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:55.721130] [DEBUG] [FORECASTER] ORLY: Forecast T+1@11:T+2@11: DOWN (p=9.78%)
[2025-12-09T20:28:55.721394] [INFO ] [FORECASTER] Completed predict_future for ORLY
[2025-12-09T20:28:55.721511] [INFO ] [sig       ] ORLY: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:28:55.863370] [INFO ] [LOCAL     ] Saved forecast: ORLY	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/ORLY.txt
[2025-12-09T20:28:55.863504] [INFO ] [sig       ] [2434/3614] Completed ORLY in 0.3s | 2.93 sym/s | Total: 13.9m | ETA: 6.7m
[2025-12-09T20:28:55.863543] [INFO ] [sig       ] [2435/3614] Forecasting ORMP...
[2025-12-09T20:28:55.863588] [INFO ] [sig       ] Generating forecast for: ORMP
[2025-12-09T20:28:55.863620] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORMP' from 'https://tdm.silogroup.org/data/derivative_storage/ORMP.csv'.
[2025-12-09T20:28:55.874878] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORMP'.
[2025-12-09T20:28:55.875148] [INFO ] [FORECASTER] Starting predict_future for ORMP
[2025-12-09T20:28:55.875916] [DEBUG] [LOCAL     ] No optimal features file found for ORMP: ./output/feature-sets/ORMP.txt
[2025-12-09T20:28:55.875966] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:55.875998] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:55.876024] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:55.876078] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:55.932004] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:55.932843] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:55.932920] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:55.932951] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:56.051849] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:56.052001] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:56.052040] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:56.052069] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:56.055383] [DEBUG] [FORECASTER] ORMP: Forecast T+1@11:T+2@11: DOWN (p=18.82%)
[2025-12-09T20:28:56.055667] [INFO ] [FORECASTER] Completed predict_future for ORMP
[2025-12-09T20:28:56.055785] [INFO ] [sig       ] ORMP: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:28:56.192415] [INFO ] [LOCAL     ] Saved forecast: ORMP	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/ORMP.txt
[2025-12-09T20:28:56.192540] [INFO ] [sig       ] [2435/3614] Completed ORMP in 0.3s | 2.93 sym/s | Total: 13.9m | ETA: 6.7m
[2025-12-09T20:28:56.192598] [INFO ] [sig       ] [2436/3614] Forecasting ORN...
[2025-12-09T20:28:56.192630] [INFO ] [sig       ] Generating forecast for: ORN
[2025-12-09T20:28:56.192660] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORN' from 'https://tdm.silogroup.org/data/derivative_storage/ORN.csv'.
[2025-12-09T20:28:56.204497] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORN'.
[2025-12-09T20:28:56.204786] [INFO ] [FORECASTER] Starting predict_future for ORN
[2025-12-09T20:28:56.205526] [DEBUG] [LOCAL     ] No optimal features file found for ORN: ./output/feature-sets/ORN.txt
[2025-12-09T20:28:56.205594] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:56.205628] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:56.205654] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:56.205709] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:56.261909] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:56.262605] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:56.262680] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:56.262712] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:56.380268] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:56.380419] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:56.380458] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:56.380487] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:56.383785] [DEBUG] [FORECASTER] ORN: Forecast T+1@11:T+2@11: UP (p=55.47%)
[2025-12-09T20:28:56.384048] [INFO ] [FORECASTER] Completed predict_future for ORN
[2025-12-09T20:28:56.384166] [INFO ] [sig       ] ORN: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:28:56.521942] [INFO ] [LOCAL     ] Saved forecast: ORN	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/ORN.txt
[2025-12-09T20:28:56.522077] [INFO ] [sig       ] [2436/3614] Completed ORN in 0.3s | 2.93 sym/s | Total: 13.9m | ETA: 6.7m
[2025-12-09T20:28:56.522116] [INFO ] [sig       ] [2437/3614] Forecasting ORRF...
[2025-12-09T20:28:56.522144] [INFO ] [sig       ] Generating forecast for: ORRF
[2025-12-09T20:28:56.522173] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORRF' from 'https://tdm.silogroup.org/data/derivative_storage/ORRF.csv'.
[2025-12-09T20:28:56.533429] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORRF'.
[2025-12-09T20:28:56.533757] [INFO ] [FORECASTER] Starting predict_future for ORRF
[2025-12-09T20:28:56.534509] [DEBUG] [LOCAL     ] No optimal features file found for ORRF: ./output/feature-sets/ORRF.txt
[2025-12-09T20:28:56.534559] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:56.534636] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:56.534669] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:56.534725] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:56.590583] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:56.591286] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:56.591367] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:56.591401] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:56.718112] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:56.718274] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:56.718316] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:56.718348] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:56.721924] [DEBUG] [FORECASTER] ORRF: Forecast T+1@11:T+2@11: UP (p=50.88%)
[2025-12-09T20:28:56.722221] [INFO ] [FORECASTER] Completed predict_future for ORRF
[2025-12-09T20:28:56.722350] [INFO ] [sig       ] ORRF: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:28:56.860808] [INFO ] [LOCAL     ] Saved forecast: ORRF	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/ORRF.txt
[2025-12-09T20:28:56.860951] [INFO ] [sig       ] [2437/3614] Completed ORRF in 0.3s | 2.93 sym/s | Total: 13.9m | ETA: 6.7m
[2025-12-09T20:28:56.860990] [INFO ] [sig       ] [2438/3614] Forecasting OS...
[2025-12-09T20:28:56.861019] [INFO ] [sig       ] Generating forecast for: OS
[2025-12-09T20:28:56.861049] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OS' from 'https://tdm.silogroup.org/data/derivative_storage/OS.csv'.
[2025-12-09T20:28:56.872693] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OS'.
[2025-12-09T20:28:56.872997] [INFO ] [FORECASTER] Starting predict_future for OS
[2025-12-09T20:28:56.873798] [DEBUG] [LOCAL     ] No optimal features file found for OS: ./output/feature-sets/OS.txt
[2025-12-09T20:28:56.873849] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:56.873881] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:56.873905] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:56.873973] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:56.928871] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:56.929500] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:56.929593] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:56.929628] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:57.044101] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:57.044251] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:57.044294] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:57.044323] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:57.047769] [DEBUG] [FORECASTER] OS: Forecast T+1@11:T+2@11: UP (p=91.53%)
[2025-12-09T20:28:57.048046] [INFO ] [FORECASTER] Completed predict_future for OS
[2025-12-09T20:28:57.048177] [INFO ] [sig       ] OS: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:28:57.185315] [INFO ] [LOCAL     ] Saved forecast: OS	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/OS.txt
[2025-12-09T20:28:57.185446] [INFO ] [sig       ] [2438/3614] Completed OS in 0.3s | 2.93 sym/s | Total: 13.9m | ETA: 6.7m
[2025-12-09T20:28:57.185485] [INFO ] [sig       ] [2439/3614] Forecasting OSBC...
[2025-12-09T20:28:57.185516] [INFO ] [sig       ] Generating forecast for: OSBC
[2025-12-09T20:28:57.185545] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OSBC' from 'https://tdm.silogroup.org/data/derivative_storage/OSBC.csv'.
[2025-12-09T20:28:57.197173] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OSBC'.
[2025-12-09T20:28:57.197444] [INFO ] [FORECASTER] Starting predict_future for OSBC
[2025-12-09T20:28:57.198230] [DEBUG] [LOCAL     ] No optimal features file found for OSBC: ./output/feature-sets/OSBC.txt
[2025-12-09T20:28:57.198282] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:57.198315] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:57.198344] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:57.198399] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:57.253870] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:57.254731] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:57.254828] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:57.254878] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:57.372543] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:57.372718] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:57.372761] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:57.372790] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:57.376292] [DEBUG] [FORECASTER] OSBC: Forecast T+1@11:T+2@11: UP (p=93.61%)
[2025-12-09T20:28:57.376591] [INFO ] [FORECASTER] Completed predict_future for OSBC
[2025-12-09T20:28:57.376726] [INFO ] [sig       ] OSBC: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:28:57.519201] [INFO ] [LOCAL     ] Saved forecast: OSBC	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/OSBC.txt
[2025-12-09T20:28:57.519343] [INFO ] [sig       ] [2439/3614] Completed OSBC in 0.3s | 2.93 sym/s | Total: 13.9m | ETA: 6.7m
[2025-12-09T20:28:57.519385] [INFO ] [sig       ] [2440/3614] Forecasting OSIS...
[2025-12-09T20:28:57.519414] [INFO ] [sig       ] Generating forecast for: OSIS
[2025-12-09T20:28:57.519445] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OSIS' from 'https://tdm.silogroup.org/data/derivative_storage/OSIS.csv'.
[2025-12-09T20:28:57.531225] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OSIS'.
[2025-12-09T20:28:57.531540] [INFO ] [FORECASTER] Starting predict_future for OSIS
[2025-12-09T20:28:57.532333] [DEBUG] [LOCAL     ] No optimal features file found for OSIS: ./output/feature-sets/OSIS.txt
[2025-12-09T20:28:57.532415] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:57.532451] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:57.532479] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:57.532536] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:57.589215] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:57.589935] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:57.590014] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:57.590047] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:57.709985] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:57.710135] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:57.710178] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:57.710244] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:57.713695] [DEBUG] [FORECASTER] OSIS: Forecast T+1@11:T+2@11: DOWN (p=1.11%)
[2025-12-09T20:28:57.713964] [INFO ] [FORECASTER] Completed predict_future for OSIS
[2025-12-09T20:28:57.714085] [INFO ] [sig       ] OSIS: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:28:57.853156] [INFO ] [LOCAL     ] Saved forecast: OSIS	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/OSIS.txt
[2025-12-09T20:28:57.853289] [INFO ] [sig       ] [2440/3614] Completed OSIS in 0.3s | 2.93 sym/s | Total: 13.9m | ETA: 6.7m
[2025-12-09T20:28:57.853328] [INFO ] [sig       ] [2441/3614] Forecasting OSPN...
[2025-12-09T20:28:57.853357] [INFO ] [sig       ] Generating forecast for: OSPN
[2025-12-09T20:28:57.853388] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OSPN' from 'https://tdm.silogroup.org/data/derivative_storage/OSPN.csv'.
[2025-12-09T20:28:57.864982] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OSPN'.
[2025-12-09T20:28:57.865282] [INFO ] [FORECASTER] Starting predict_future for OSPN
[2025-12-09T20:28:57.866046] [DEBUG] [LOCAL     ] No optimal features file found for OSPN: ./output/feature-sets/OSPN.txt
[2025-12-09T20:28:57.866097] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:57.866128] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:57.866154] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:57.866209] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:57.923612] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:57.924364] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:57.924445] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:57.924477] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:58.043408] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:58.043557] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:58.043626] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:58.043656] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:58.047072] [DEBUG] [FORECASTER] OSPN: Forecast T+1@11:T+2@11: UP (p=96.52%)
[2025-12-09T20:28:58.047341] [INFO ] [FORECASTER] Completed predict_future for OSPN
[2025-12-09T20:28:58.047462] [INFO ] [sig       ] OSPN: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:28:58.186252] [INFO ] [LOCAL     ] Saved forecast: OSPN	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/OSPN.txt
[2025-12-09T20:28:58.186396] [INFO ] [sig       ] [2441/3614] Completed OSPN in 0.3s | 2.93 sym/s | Total: 13.9m | ETA: 6.7m
[2025-12-09T20:28:58.186435] [INFO ] [sig       ] [2442/3614] Forecasting OSS...
[2025-12-09T20:28:58.186464] [INFO ] [sig       ] Generating forecast for: OSS
[2025-12-09T20:28:58.186494] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OSS' from 'https://tdm.silogroup.org/data/derivative_storage/OSS.csv'.
[2025-12-09T20:28:58.197841] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OSS'.
[2025-12-09T20:28:58.198164] [INFO ] [FORECASTER] Starting predict_future for OSS
[2025-12-09T20:28:58.198930] [DEBUG] [LOCAL     ] No optimal features file found for OSS: ./output/feature-sets/OSS.txt
[2025-12-09T20:28:58.198981] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:58.199012] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:58.199039] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:58.199094] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:58.255405] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:58.256166] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:58.256247] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:58.256280] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:58.374289] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:58.374457] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:58.374503] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:58.374533] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:58.377954] [DEBUG] [FORECASTER] OSS: Forecast T+1@11:T+2@11: UP (p=70.92%)
[2025-12-09T20:28:58.378233] [INFO ] [FORECASTER] Completed predict_future for OSS
[2025-12-09T20:28:58.378358] [INFO ] [sig       ] OSS: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:28:58.517460] [INFO ] [LOCAL     ] Saved forecast: OSS	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/OSS.txt
[2025-12-09T20:28:58.517646] [INFO ] [sig       ] [2442/3614] Completed OSS in 0.3s | 2.93 sym/s | Total: 13.9m | ETA: 6.7m
[2025-12-09T20:28:58.517688] [INFO ] [sig       ] [2443/3614] Forecasting OTEX...
[2025-12-09T20:28:58.517718] [INFO ] [sig       ] Generating forecast for: OTEX
[2025-12-09T20:28:58.517749] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OTEX' from 'https://tdm.silogroup.org/data/derivative_storage/OTEX.csv'.
[2025-12-09T20:28:58.529658] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OTEX'.
[2025-12-09T20:28:58.530010] [INFO ] [FORECASTER] Starting predict_future for OTEX
[2025-12-09T20:28:58.530795] [DEBUG] [LOCAL     ] No optimal features file found for OTEX: ./output/feature-sets/OTEX.txt
[2025-12-09T20:28:58.530846] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:58.530876] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:58.530902] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:58.530956] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:58.587323] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:58.588184] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:58.588268] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:58.588300] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:58.710546] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:58.710717] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:58.710759] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:58.710787] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:58.714167] [DEBUG] [FORECASTER] OTEX: Forecast T+1@11:T+2@11: UP (p=95.29%)
[2025-12-09T20:28:58.714465] [INFO ] [FORECASTER] Completed predict_future for OTEX
[2025-12-09T20:28:58.714615] [INFO ] [sig       ] OTEX: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:28:58.864361] [INFO ] [LOCAL     ] Saved forecast: OTEX	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/OTEX.txt
[2025-12-09T20:28:58.864503] [INFO ] [sig       ] [2443/3614] Completed OTEX in 0.3s | 2.93 sym/s | Total: 13.9m | ETA: 6.7m
[2025-12-09T20:28:58.864550] [INFO ] [sig       ] [2444/3614] Forecasting OTIS...
[2025-12-09T20:28:58.864622] [INFO ] [sig       ] Generating forecast for: OTIS
[2025-12-09T20:28:58.864656] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OTIS' from 'https://tdm.silogroup.org/data/derivative_storage/OTIS.csv'.
[2025-12-09T20:28:58.876099] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OTIS'.
[2025-12-09T20:28:58.876391] [INFO ] [FORECASTER] Starting predict_future for OTIS
[2025-12-09T20:28:58.877261] [DEBUG] [LOCAL     ] No optimal features file found for OTIS: ./output/feature-sets/OTIS.txt
[2025-12-09T20:28:58.877313] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:58.877354] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:58.877394] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:58.877466] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:58.936981] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:58.937685] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:58.937762] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:58.937795] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:59.061006] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:59.061170] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:59.061218] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:59.061251] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:59.064751] [DEBUG] [FORECASTER] OTIS: Forecast T+1@11:T+2@11: DOWN (p=18.15%)
[2025-12-09T20:28:59.065024] [INFO ] [FORECASTER] Completed predict_future for OTIS
[2025-12-09T20:28:59.065147] [INFO ] [sig       ] OTIS: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:28:59.209617] [INFO ] [LOCAL     ] Saved forecast: OTIS	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/OTIS.txt
[2025-12-09T20:28:59.209764] [INFO ] [sig       ] [2444/3614] Completed OTIS in 0.3s | 2.93 sym/s | Total: 13.9m | ETA: 6.7m
[2025-12-09T20:28:59.209804] [INFO ] [sig       ] [2445/3614] Forecasting OTLY...
[2025-12-09T20:28:59.209835] [INFO ] [sig       ] Generating forecast for: OTLY
[2025-12-09T20:28:59.209865] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OTLY' from 'https://tdm.silogroup.org/data/derivative_storage/OTLY.csv'.
[2025-12-09T20:28:59.221817] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OTLY'.
[2025-12-09T20:28:59.222116] [INFO ] [FORECASTER] Starting predict_future for OTLY
[2025-12-09T20:28:59.222967] [DEBUG] [LOCAL     ] No optimal features file found for OTLY: ./output/feature-sets/OTLY.txt
[2025-12-09T20:28:59.223019] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:59.223051] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:59.223077] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:59.223132] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:59.283895] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:59.284825] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:59.284909] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:59.284942] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:59.407757] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:59.407908] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:59.407949] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:59.407977] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:59.411299] [DEBUG] [FORECASTER] OTLY: Forecast T+1@11:T+2@11: UP (p=57.99%)
[2025-12-09T20:28:59.411616] [INFO ] [FORECASTER] Completed predict_future for OTLY
[2025-12-09T20:28:59.411736] [INFO ] [sig       ] OTLY: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:28:59.548028] [INFO ] [LOCAL     ] Saved forecast: OTLY	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/OTLY.txt
[2025-12-09T20:28:59.548148] [INFO ] [sig       ] [2445/3614] Completed OTLY in 0.3s | 2.93 sym/s | Total: 13.9m | ETA: 6.7m
[2025-12-09T20:28:59.548186] [INFO ] [sig       ] [2446/3614] Forecasting OVID...
[2025-12-09T20:28:59.548215] [INFO ] [sig       ] Generating forecast for: OVID
[2025-12-09T20:28:59.548242] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OVID' from 'https://tdm.silogroup.org/data/derivative_storage/OVID.csv'.
[2025-12-09T20:28:59.559291] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OVID'.
[2025-12-09T20:28:59.559553] [INFO ] [FORECASTER] Starting predict_future for OVID
[2025-12-09T20:28:59.560311] [DEBUG] [LOCAL     ] No optimal features file found for OVID: ./output/feature-sets/OVID.txt
[2025-12-09T20:28:59.560361] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:59.560392] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:59.560418] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:59.560472] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:59.625422] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:59.626243] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:59.626321] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:59.626353] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:28:59.742027] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:28:59.742166] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:28:59.742205] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:28:59.742232] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:28:59.745489] [DEBUG] [FORECASTER] OVID: Forecast T+1@11:T+2@11: UP (p=93.39%)
[2025-12-09T20:28:59.745770] [INFO ] [FORECASTER] Completed predict_future for OVID
[2025-12-09T20:28:59.745887] [INFO ] [sig       ] OVID: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:28:59.885420] [INFO ] [LOCAL     ] Saved forecast: OVID	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/OVID.txt
[2025-12-09T20:28:59.885532] [INFO ] [sig       ] [2446/3614] Completed OVID in 0.3s | 2.93 sym/s | Total: 13.9m | ETA: 6.7m
[2025-12-09T20:28:59.885586] [INFO ] [sig       ] [2447/3614] Forecasting OVLY...
[2025-12-09T20:28:59.885620] [INFO ] [sig       ] Generating forecast for: OVLY
[2025-12-09T20:28:59.885650] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OVLY' from 'https://tdm.silogroup.org/data/derivative_storage/OVLY.csv'.
[2025-12-09T20:28:59.896248] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OVLY'.
[2025-12-09T20:28:59.896603] [INFO ] [FORECASTER] Starting predict_future for OVLY
[2025-12-09T20:28:59.897392] [DEBUG] [LOCAL     ] No optimal features file found for OVLY: ./output/feature-sets/OVLY.txt
[2025-12-09T20:28:59.897445] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:28:59.897478] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:28:59.897537] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:28:59.897627] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:28:59.954523] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:28:59.955167] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:28:59.955269] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:28:59.955301] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:00.051516] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:00.051661] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:00.051717] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:00.051747] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:00.055158] [DEBUG] [FORECASTER] OVLY: Forecast T+1@11:T+2@11: UP (p=56.57%)
[2025-12-09T20:29:00.055424] [INFO ] [FORECASTER] Completed predict_future for OVLY
[2025-12-09T20:29:00.055743] [INFO ] [sig       ] OVLY: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:29:00.197253] [INFO ] [LOCAL     ] Saved forecast: OVLY	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/OVLY.txt
[2025-12-09T20:29:00.197386] [INFO ] [sig       ] [2447/3614] Completed OVLY in 0.3s | 2.93 sym/s | Total: 13.9m | ETA: 6.6m
[2025-12-09T20:29:00.197424] [INFO ] [sig       ] [2448/3614] Forecasting OWL...
[2025-12-09T20:29:00.197455] [INFO ] [sig       ] Generating forecast for: OWL
[2025-12-09T20:29:00.197484] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OWL' from 'https://tdm.silogroup.org/data/derivative_storage/OWL.csv'.
[2025-12-09T20:29:00.209489] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OWL'.
[2025-12-09T20:29:00.209878] [INFO ] [FORECASTER] Starting predict_future for OWL
[2025-12-09T20:29:00.210678] [DEBUG] [LOCAL     ] No optimal features file found for OWL: ./output/feature-sets/OWL.txt
[2025-12-09T20:29:00.210729] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:00.210760] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:00.210786] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:00.210841] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:00.272848] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:00.273649] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:00.273729] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:00.273761] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:00.391830] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:00.391965] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:00.392007] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:00.392036] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:00.395469] [DEBUG] [FORECASTER] OWL: Forecast T+1@11:T+2@11: DOWN (p=12.80%)
[2025-12-09T20:29:00.395777] [INFO ] [FORECASTER] Completed predict_future for OWL
[2025-12-09T20:29:00.395910] [INFO ] [sig       ] OWL: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:29:00.538006] [INFO ] [LOCAL     ] Saved forecast: OWL	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/OWL.txt
[2025-12-09T20:29:00.538162] [INFO ] [sig       ] [2448/3614] Completed OWL in 0.3s | 2.93 sym/s | Total: 13.9m | ETA: 6.6m
[2025-12-09T20:29:00.538201] [INFO ] [sig       ] [2449/3614] Forecasting OXLC...
[2025-12-09T20:29:00.538231] [INFO ] [sig       ] Generating forecast for: OXLC
[2025-12-09T20:29:00.538259] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OXLC' from 'https://tdm.silogroup.org/data/derivative_storage/OXLC.csv'.
[2025-12-09T20:29:00.549670] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OXLC'.
[2025-12-09T20:29:00.549994] [INFO ] [FORECASTER] Starting predict_future for OXLC
[2025-12-09T20:29:00.550779] [DEBUG] [LOCAL     ] No optimal features file found for OXLC: ./output/feature-sets/OXLC.txt
[2025-12-09T20:29:00.550830] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:00.550861] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:00.550887] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:00.550943] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:00.608118] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:00.608988] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:00.609066] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:00.609098] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:00.726491] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:00.726648] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:00.726688] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:00.726716] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:00.729994] [DEBUG] [FORECASTER] OXLC: Forecast T+1@11:T+2@11: DOWN (p=38.20%)
[2025-12-09T20:29:00.730258] [INFO ] [FORECASTER] Completed predict_future for OXLC
[2025-12-09T20:29:00.730377] [INFO ] [sig       ] OXLC: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:29:00.868286] [INFO ] [LOCAL     ] Saved forecast: OXLC	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/OXLC.txt
[2025-12-09T20:29:00.868417] [INFO ] [sig       ] [2449/3614] Completed OXLC in 0.3s | 2.93 sym/s | Total: 13.9m | ETA: 6.6m
[2025-12-09T20:29:00.868455] [INFO ] [sig       ] [2450/3614] Forecasting OXM...
[2025-12-09T20:29:00.868484] [INFO ] [sig       ] Generating forecast for: OXM
[2025-12-09T20:29:00.868514] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OXM' from 'https://tdm.silogroup.org/data/derivative_storage/OXM.csv'.
[2025-12-09T20:29:00.879138] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OXM'.
[2025-12-09T20:29:00.879415] [INFO ] [FORECASTER] Starting predict_future for OXM
[2025-12-09T20:29:00.880176] [DEBUG] [LOCAL     ] No optimal features file found for OXM: ./output/feature-sets/OXM.txt
[2025-12-09T20:29:00.880226] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:00.880258] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:00.880284] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:00.880339] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:00.935680] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:00.936271] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:00.936345] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:00.936376] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:01.059176] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:01.059315] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:01.059356] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:01.059384] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:01.063255] [DEBUG] [FORECASTER] OXM: Forecast T+1@11:T+2@11: DOWN (p=9.64%)
[2025-12-09T20:29:01.063737] [INFO ] [FORECASTER] Completed predict_future for OXM
[2025-12-09T20:29:01.063857] [INFO ] [sig       ] OXM: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:29:01.202995] [INFO ] [LOCAL     ] Saved forecast: OXM	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/OXM.txt
[2025-12-09T20:29:01.203141] [INFO ] [sig       ] [2450/3614] Completed OXM in 0.3s | 2.93 sym/s | Total: 13.9m | ETA: 6.6m
[2025-12-09T20:29:01.203180] [INFO ] [sig       ] [2451/3614] Forecasting OXSQ...
[2025-12-09T20:29:01.203210] [INFO ] [sig       ] Generating forecast for: OXSQ
[2025-12-09T20:29:01.203238] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OXSQ' from 'https://tdm.silogroup.org/data/derivative_storage/OXSQ.csv'.
[2025-12-09T20:29:01.214418] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OXSQ'.
[2025-12-09T20:29:01.214720] [INFO ] [FORECASTER] Starting predict_future for OXSQ
[2025-12-09T20:29:01.215464] [DEBUG] [LOCAL     ] No optimal features file found for OXSQ: ./output/feature-sets/OXSQ.txt
[2025-12-09T20:29:01.215513] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:01.215555] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:01.215603] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:01.215660] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:01.271673] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:01.272379] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:01.272455] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:01.272486] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:01.392095] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:01.392254] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:01.392293] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:01.392320] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:01.395689] [DEBUG] [FORECASTER] OXSQ: Forecast T+1@11:T+2@11: DOWN (p=5.78%)
[2025-12-09T20:29:01.396171] [INFO ] [FORECASTER] Completed predict_future for OXSQ
[2025-12-09T20:29:01.396296] [INFO ] [sig       ] OXSQ: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:29:01.537165] [INFO ] [LOCAL     ] Saved forecast: OXSQ	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/OXSQ.txt
[2025-12-09T20:29:01.537296] [INFO ] [sig       ] [2451/3614] Completed OXSQ in 0.3s | 2.93 sym/s | Total: 14.0m | ETA: 6.6m
[2025-12-09T20:29:01.537334] [INFO ] [sig       ] [2452/3614] Forecasting OZEM...
[2025-12-09T20:29:01.537365] [INFO ] [sig       ] Generating forecast for: OZEM
[2025-12-09T20:29:01.537393] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OZEM' from 'https://tdm.silogroup.org/data/derivative_storage/OZEM.csv'.
[2025-12-09T20:29:01.548023] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OZEM'.
[2025-12-09T20:29:01.548417] [INFO ] [FORECASTER] Starting predict_future for OZEM
[2025-12-09T20:29:01.549209] [DEBUG] [LOCAL     ] No optimal features file found for OZEM: ./output/feature-sets/OZEM.txt
[2025-12-09T20:29:01.549261] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:01.549291] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:01.549318] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:01.549372] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:01.604960] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:01.605813] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:01.605892] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:01.605924] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:01.710876] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:01.711029] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:01.711068] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:01.711096] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:01.714450] [DEBUG] [FORECASTER] OZEM: Forecast T+1@11:T+2@11: DOWN (p=8.98%)
[2025-12-09T20:29:01.714769] [INFO ] [FORECASTER] Completed predict_future for OZEM
[2025-12-09T20:29:01.714897] [INFO ] [sig       ] OZEM: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:29:01.851851] [INFO ] [LOCAL     ] Saved forecast: OZEM	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/OZEM.txt
[2025-12-09T20:29:01.852005] [INFO ] [sig       ] [2452/3614] Completed OZEM in 0.3s | 2.93 sym/s | Total: 14.0m | ETA: 6.6m
[2025-12-09T20:29:01.852044] [INFO ] [sig       ] [2453/3614] Forecasting OZK...
[2025-12-09T20:29:01.852073] [INFO ] [sig       ] Generating forecast for: OZK
[2025-12-09T20:29:01.852104] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OZK' from 'https://tdm.silogroup.org/data/derivative_storage/OZK.csv'.
[2025-12-09T20:29:01.863069] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OZK'.
[2025-12-09T20:29:01.863344] [INFO ] [FORECASTER] Starting predict_future for OZK
[2025-12-09T20:29:01.864123] [DEBUG] [LOCAL     ] No optimal features file found for OZK: ./output/feature-sets/OZK.txt
[2025-12-09T20:29:01.864173] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:01.864205] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:01.864232] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:01.864287] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:01.919312] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:01.919908] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:01.919981] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:01.920012] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:02.041258] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:02.041407] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:02.041446] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:02.041475] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:02.044794] [DEBUG] [FORECASTER] OZK: Forecast T+1@11:T+2@11: UP (p=85.62%)
[2025-12-09T20:29:02.045061] [INFO ] [FORECASTER] Completed predict_future for OZK
[2025-12-09T20:29:02.045178] [INFO ] [sig       ] OZK: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:29:02.181985] [INFO ] [LOCAL     ] Saved forecast: OZK	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/OZK.txt
[2025-12-09T20:29:02.182119] [INFO ] [sig       ] [2453/3614] Completed OZK in 0.3s | 2.93 sym/s | Total: 14.0m | ETA: 6.6m
[2025-12-09T20:29:02.182158] [INFO ] [sig       ] [2454/3614] Forecasting OZKAP...
[2025-12-09T20:29:02.182187] [INFO ] [sig       ] Generating forecast for: OZKAP
[2025-12-09T20:29:02.182216] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OZKAP' from 'https://tdm.silogroup.org/data/derivative_storage/OZKAP.csv'.
[2025-12-09T20:29:02.193305] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OZKAP'.
[2025-12-09T20:29:02.193588] [INFO ] [FORECASTER] Starting predict_future for OZKAP
[2025-12-09T20:29:02.194341] [DEBUG] [LOCAL     ] No optimal features file found for OZKAP: ./output/feature-sets/OZKAP.txt
[2025-12-09T20:29:02.194390] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:02.194447] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:02.194478] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:02.194533] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:02.250036] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:02.250703] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:02.250776] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:02.250808] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:02.366047] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:02.366193] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:02.366232] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:02.366260] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:02.369610] [DEBUG] [FORECASTER] OZKAP: Forecast T+1@11:T+2@11: DOWN (p=13.54%)
[2025-12-09T20:29:02.369881] [INFO ] [FORECASTER] Completed predict_future for OZKAP
[2025-12-09T20:29:02.369996] [INFO ] [sig       ] OZKAP: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:29:02.507727] [INFO ] [LOCAL     ] Saved forecast: OZKAP	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/OZKAP.txt
[2025-12-09T20:29:02.507862] [INFO ] [sig       ] [2454/3614] Completed OZKAP in 0.3s | 2.93 sym/s | Total: 14.0m | ETA: 6.6m
[2025-12-09T20:29:02.507931] [INFO ] [sig       ] [2455/3614] Forecasting PAA...
[2025-12-09T20:29:02.507961] [INFO ] [sig       ] Generating forecast for: PAA
[2025-12-09T20:29:02.507990] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAA' from 'https://tdm.silogroup.org/data/derivative_storage/PAA.csv'.
[2025-12-09T20:29:02.519478] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAA'.
[2025-12-09T20:29:02.519750] [INFO ] [FORECASTER] Starting predict_future for PAA
[2025-12-09T20:29:02.520494] [DEBUG] [LOCAL     ] No optimal features file found for PAA: ./output/feature-sets/PAA.txt
[2025-12-09T20:29:02.520543] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:02.520591] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:02.520620] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:02.520675] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:02.576855] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:02.577613] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:02.577695] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:02.577727] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:02.697153] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:02.697305] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:02.697347] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:02.697375] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:02.700749] [DEBUG] [FORECASTER] PAA: Forecast T+1@11:T+2@11: UP (p=66.15%)
[2025-12-09T20:29:02.701009] [INFO ] [FORECASTER] Completed predict_future for PAA
[2025-12-09T20:29:02.701126] [INFO ] [sig       ] PAA: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:29:02.841086] [INFO ] [LOCAL     ] Saved forecast: PAA	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/PAA.txt
[2025-12-09T20:29:02.841221] [INFO ] [sig       ] [2455/3614] Completed PAA in 0.3s | 2.93 sym/s | Total: 14.0m | ETA: 6.6m
[2025-12-09T20:29:02.841259] [INFO ] [sig       ] [2456/3614] Forecasting PAAS...
[2025-12-09T20:29:02.841288] [INFO ] [sig       ] Generating forecast for: PAAS
[2025-12-09T20:29:02.841318] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAAS' from 'https://tdm.silogroup.org/data/derivative_storage/PAAS.csv'.
[2025-12-09T20:29:02.852475] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAAS'.
[2025-12-09T20:29:02.852770] [INFO ] [FORECASTER] Starting predict_future for PAAS
[2025-12-09T20:29:02.853509] [DEBUG] [LOCAL     ] No optimal features file found for PAAS: ./output/feature-sets/PAAS.txt
[2025-12-09T20:29:02.853559] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:02.853609] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:02.853636] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:02.853691] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:02.909246] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:02.909858] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:02.909931] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:02.909961] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:03.034655] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:03.034800] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:03.034839] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:03.034867] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:03.038211] [DEBUG] [FORECASTER] PAAS: Forecast T+1@11:T+2@11: UP (p=51.96%)
[2025-12-09T20:29:03.038476] [INFO ] [FORECASTER] Completed predict_future for PAAS
[2025-12-09T20:29:03.038646] [INFO ] [sig       ] PAAS: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:29:03.184721] [INFO ] [LOCAL     ] Saved forecast: PAAS	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/PAAS.txt
[2025-12-09T20:29:03.184849] [INFO ] [sig       ] [2456/3614] Completed PAAS in 0.3s | 2.93 sym/s | Total: 14.0m | ETA: 6.6m
[2025-12-09T20:29:03.184889] [INFO ] [sig       ] [2457/3614] Forecasting PAC...
[2025-12-09T20:29:03.184918] [INFO ] [sig       ] Generating forecast for: PAC
[2025-12-09T20:29:03.184948] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAC' from 'https://tdm.silogroup.org/data/derivative_storage/PAC.csv'.
[2025-12-09T20:29:03.196507] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAC'.
[2025-12-09T20:29:03.196783] [INFO ] [FORECASTER] Starting predict_future for PAC
[2025-12-09T20:29:03.197548] [DEBUG] [LOCAL     ] No optimal features file found for PAC: ./output/feature-sets/PAC.txt
[2025-12-09T20:29:03.197632] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:03.197671] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:03.197704] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:03.197770] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:03.253463] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:03.254126] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:03.254201] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:03.254233] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:03.372052] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:03.372189] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:03.372228] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:03.372289] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:03.375588] [DEBUG] [FORECASTER] PAC: Forecast T+1@11:T+2@11: UP (p=92.75%)
[2025-12-09T20:29:03.375852] [INFO ] [FORECASTER] Completed predict_future for PAC
[2025-12-09T20:29:03.375970] [INFO ] [sig       ] PAC: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:29:03.514287] [INFO ] [LOCAL     ] Saved forecast: PAC	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/PAC.txt
[2025-12-09T20:29:03.514417] [INFO ] [sig       ] [2457/3614] Completed PAC in 0.3s | 2.93 sym/s | Total: 14.0m | ETA: 6.6m
[2025-12-09T20:29:03.514455] [INFO ] [sig       ] [2458/3614] Forecasting PACB...
[2025-12-09T20:29:03.514485] [INFO ] [sig       ] Generating forecast for: PACB
[2025-12-09T20:29:03.514714] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PACB' from 'https://tdm.silogroup.org/data/derivative_storage/PACB.csv'.
[2025-12-09T20:29:03.527225] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PACB'.
[2025-12-09T20:29:03.527493] [INFO ] [FORECASTER] Starting predict_future for PACB
[2025-12-09T20:29:03.528312] [DEBUG] [LOCAL     ] No optimal features file found for PACB: ./output/feature-sets/PACB.txt
[2025-12-09T20:29:03.528376] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:03.528415] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:03.528448] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:03.528513] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:03.585521] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:03.586222] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:03.586299] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:03.586330] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:03.712145] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:03.712292] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:03.712331] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:03.712376] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:03.715728] [DEBUG] [FORECASTER] PACB: Forecast T+1@11:T+2@11: DOWN (p=34.00%)
[2025-12-09T20:29:03.715988] [INFO ] [FORECASTER] Completed predict_future for PACB
[2025-12-09T20:29:03.716107] [INFO ] [sig       ] PACB: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:29:03.853153] [INFO ] [LOCAL     ] Saved forecast: PACB	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/PACB.txt
[2025-12-09T20:29:03.853284] [INFO ] [sig       ] [2458/3614] Completed PACB in 0.3s | 2.93 sym/s | Total: 14.0m | ETA: 6.6m
[2025-12-09T20:29:03.853324] [INFO ] [sig       ] [2459/3614] Forecasting PACK...
[2025-12-09T20:29:03.853356] [INFO ] [sig       ] Generating forecast for: PACK
[2025-12-09T20:29:03.853384] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PACK' from 'https://tdm.silogroup.org/data/derivative_storage/PACK.csv'.
[2025-12-09T20:29:03.864559] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PACK'.
[2025-12-09T20:29:03.864829] [INFO ] [FORECASTER] Starting predict_future for PACK
[2025-12-09T20:29:03.865596] [DEBUG] [LOCAL     ] No optimal features file found for PACK: ./output/feature-sets/PACK.txt
[2025-12-09T20:29:03.865646] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:03.865677] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:03.865704] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:03.865760] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:03.921246] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:03.921888] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:03.921962] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:03.921993] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:04.042061] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:04.042212] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:04.042253] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:04.042281] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:04.045593] [DEBUG] [FORECASTER] PACK: Forecast T+1@11:T+2@11: DOWN (p=46.68%)
[2025-12-09T20:29:04.045856] [INFO ] [FORECASTER] Completed predict_future for PACK
[2025-12-09T20:29:04.045976] [INFO ] [sig       ] PACK: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:29:04.184511] [INFO ] [LOCAL     ] Saved forecast: PACK	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/PACK.txt
[2025-12-09T20:29:04.184671] [INFO ] [sig       ] [2459/3614] Completed PACK in 0.3s | 2.93 sym/s | Total: 14.0m | ETA: 6.6m
[2025-12-09T20:29:04.184711] [INFO ] [sig       ] [2460/3614] Forecasting PAGP...
[2025-12-09T20:29:04.184740] [INFO ] [sig       ] Generating forecast for: PAGP
[2025-12-09T20:29:04.184770] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAGP' from 'https://tdm.silogroup.org/data/derivative_storage/PAGP.csv'.
[2025-12-09T20:29:04.196178] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAGP'.
[2025-12-09T20:29:04.196426] [INFO ] [FORECASTER] Starting predict_future for PAGP
[2025-12-09T20:29:04.197183] [DEBUG] [LOCAL     ] No optimal features file found for PAGP: ./output/feature-sets/PAGP.txt
[2025-12-09T20:29:04.197234] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:04.197264] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:04.197290] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:04.197345] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:04.255854] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:04.256488] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:04.256594] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:04.256629] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:04.374334] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:04.374446] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:04.374484] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:04.374512] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:04.377697] [DEBUG] [FORECASTER] PAGP: Forecast T+1@11:T+2@11: UP (p=65.79%)
[2025-12-09T20:29:04.377957] [INFO ] [FORECASTER] Completed predict_future for PAGP
[2025-12-09T20:29:04.378078] [INFO ] [sig       ] PAGP: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:29:04.514363] [INFO ] [LOCAL     ] Saved forecast: PAGP	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/PAGP.txt
[2025-12-09T20:29:04.514488] [INFO ] [sig       ] [2460/3614] Completed PAGP in 0.3s | 2.93 sym/s | Total: 14.0m | ETA: 6.6m
[2025-12-09T20:29:04.514537] [INFO ] [sig       ] [2461/3614] Forecasting PAGS...
[2025-12-09T20:29:04.514592] [INFO ] [sig       ] Generating forecast for: PAGS
[2025-12-09T20:29:04.514624] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAGS' from 'https://tdm.silogroup.org/data/derivative_storage/PAGS.csv'.
[2025-12-09T20:29:04.526310] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAGS'.
[2025-12-09T20:29:04.526745] [INFO ] [FORECASTER] Starting predict_future for PAGS
[2025-12-09T20:29:04.527758] [DEBUG] [LOCAL     ] No optimal features file found for PAGS: ./output/feature-sets/PAGS.txt
[2025-12-09T20:29:04.527819] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:04.527861] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:04.527896] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:04.527969] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:04.585699] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:04.586619] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:04.586702] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:04.586735] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:04.709592] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:04.709753] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:04.709793] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:04.709821] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:04.713192] [DEBUG] [FORECASTER] PAGS: Forecast T+1@11:T+2@11: UP (p=55.94%)
[2025-12-09T20:29:04.713494] [INFO ] [FORECASTER] Completed predict_future for PAGS
[2025-12-09T20:29:04.713649] [INFO ] [sig       ] PAGS: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:29:04.856700] [INFO ] [LOCAL     ] Saved forecast: PAGS	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/PAGS.txt
[2025-12-09T20:29:04.856834] [INFO ] [sig       ] [2461/3614] Completed PAGS in 0.3s | 2.93 sym/s | Total: 14.0m | ETA: 6.6m
[2025-12-09T20:29:04.856873] [INFO ] [sig       ] [2462/3614] Forecasting PAHC...
[2025-12-09T20:29:04.856902] [INFO ] [sig       ] Generating forecast for: PAHC
[2025-12-09T20:29:04.856931] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAHC' from 'https://tdm.silogroup.org/data/derivative_storage/PAHC.csv'.
[2025-12-09T20:29:04.868337] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAHC'.
[2025-12-09T20:29:04.868694] [INFO ] [FORECASTER] Starting predict_future for PAHC
[2025-12-09T20:29:04.869435] [DEBUG] [LOCAL     ] No optimal features file found for PAHC: ./output/feature-sets/PAHC.txt
[2025-12-09T20:29:04.869486] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:04.869528] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:04.869555] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:04.869634] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:04.924969] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:04.925595] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:04.925670] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:04.925701] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:05.039729] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:05.039872] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:05.039910] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:05.039937] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:05.043196] [DEBUG] [FORECASTER] PAHC: Forecast T+1@11:T+2@11: DOWN (p=29.13%)
[2025-12-09T20:29:05.043459] [INFO ] [FORECASTER] Completed predict_future for PAHC
[2025-12-09T20:29:05.043594] [INFO ] [sig       ] PAHC: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:29:05.182274] [INFO ] [LOCAL     ] Saved forecast: PAHC	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/PAHC.txt
[2025-12-09T20:29:05.182386] [INFO ] [sig       ] [2462/3614] Completed PAHC in 0.3s | 2.93 sym/s | Total: 14.0m | ETA: 6.6m
[2025-12-09T20:29:05.182423] [INFO ] [sig       ] [2463/3614] Forecasting PAL...
[2025-12-09T20:29:05.182451] [INFO ] [sig       ] Generating forecast for: PAL
[2025-12-09T20:29:05.182484] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAL' from 'https://tdm.silogroup.org/data/derivative_storage/PAL.csv'.
[2025-12-09T20:29:05.193459] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAL'.
[2025-12-09T20:29:05.193731] [INFO ] [FORECASTER] Starting predict_future for PAL
[2025-12-09T20:29:05.194465] [DEBUG] [LOCAL     ] No optimal features file found for PAL: ./output/feature-sets/PAL.txt
[2025-12-09T20:29:05.194521] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:05.194552] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:05.194605] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:05.194661] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:05.250422] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:05.251229] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:05.251307] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:05.251339] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:05.366688] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:05.366800] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:05.366836] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:05.366863] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:05.370083] [DEBUG] [FORECASTER] PAL: Forecast T+1@11:T+2@11: DOWN (p=16.08%)
[2025-12-09T20:29:05.370337] [INFO ] [FORECASTER] Completed predict_future for PAL
[2025-12-09T20:29:05.370456] [INFO ] [sig       ] PAL: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:29:05.508260] [INFO ] [LOCAL     ] Saved forecast: PAL	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/PAL.txt
[2025-12-09T20:29:05.508369] [INFO ] [sig       ] [2463/3614] Completed PAL in 0.3s | 2.93 sym/s | Total: 14.0m | ETA: 6.6m
[2025-12-09T20:29:05.508407] [INFO ] [sig       ] [2464/3614] Forecasting PAM...
[2025-12-09T20:29:05.508436] [INFO ] [sig       ] Generating forecast for: PAM
[2025-12-09T20:29:05.508473] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAM' from 'https://tdm.silogroup.org/data/derivative_storage/PAM.csv'.
[2025-12-09T20:29:05.519336] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAM'.
[2025-12-09T20:29:05.519615] [INFO ] [FORECASTER] Starting predict_future for PAM
[2025-12-09T20:29:05.520347] [DEBUG] [LOCAL     ] No optimal features file found for PAM: ./output/feature-sets/PAM.txt
[2025-12-09T20:29:05.520400] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:05.520432] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:05.520458] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:05.520519] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:05.575973] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:05.576529] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:05.576639] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:05.576672] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:05.695349] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:05.695480] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:05.695520] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:05.695549] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:05.698930] [DEBUG] [FORECASTER] PAM: Forecast T+1@11:T+2@11: DOWN (p=4.86%)
[2025-12-09T20:29:05.699195] [INFO ] [FORECASTER] Completed predict_future for PAM
[2025-12-09T20:29:05.699315] [INFO ] [sig       ] PAM: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:29:05.836295] [INFO ] [LOCAL     ] Saved forecast: PAM	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/PAM.txt
[2025-12-09T20:29:05.836410] [INFO ] [sig       ] [2464/3614] Completed PAM in 0.3s | 2.93 sym/s | Total: 14.0m | ETA: 6.5m
[2025-12-09T20:29:05.836452] [INFO ] [sig       ] [2465/3614] Forecasting PANL...
[2025-12-09T20:29:05.836482] [INFO ] [sig       ] Generating forecast for: PANL
[2025-12-09T20:29:05.836511] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PANL' from 'https://tdm.silogroup.org/data/derivative_storage/PANL.csv'.
[2025-12-09T20:29:05.847274] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PANL'.
[2025-12-09T20:29:05.847536] [INFO ] [FORECASTER] Starting predict_future for PANL
[2025-12-09T20:29:05.848290] [DEBUG] [LOCAL     ] No optimal features file found for PANL: ./output/feature-sets/PANL.txt
[2025-12-09T20:29:05.848340] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:05.848371] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:05.848397] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:05.848454] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:05.903385] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:05.904004] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:05.904075] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:05.904106] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:06.023137] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:06.023296] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:06.023340] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:06.023370] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:06.027372] [DEBUG] [FORECASTER] PANL: Forecast T+1@11:T+2@11: UP (p=89.68%)
[2025-12-09T20:29:06.027702] [INFO ] [FORECASTER] Completed predict_future for PANL
[2025-12-09T20:29:06.027863] [INFO ] [sig       ] PANL: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:29:06.175772] [INFO ] [LOCAL     ] Saved forecast: PANL	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/PANL.txt
[2025-12-09T20:29:06.175923] [INFO ] [sig       ] [2465/3614] Completed PANL in 0.3s | 2.93 sym/s | Total: 14.0m | ETA: 6.5m
[2025-12-09T20:29:06.175966] [INFO ] [sig       ] [2466/3614] Forecasting PASG...
[2025-12-09T20:29:06.175998] [INFO ] [sig       ] Generating forecast for: PASG
[2025-12-09T20:29:06.176033] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PASG' from 'https://tdm.silogroup.org/data/derivative_storage/PASG.csv'.
[2025-12-09T20:29:06.188313] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PASG'.
[2025-12-09T20:29:06.188698] [INFO ] [FORECASTER] Starting predict_future for PASG
[2025-12-09T20:29:06.189548] [DEBUG] [LOCAL     ] No optimal features file found for PASG: ./output/feature-sets/PASG.txt
[2025-12-09T20:29:06.189618] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:06.189651] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:06.189678] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:06.189733] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:06.248759] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:06.249763] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:06.249861] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:06.249899] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:06.371427] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:06.371599] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:06.371644] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:06.371674] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:06.375391] [DEBUG] [FORECASTER] PASG: Forecast T+1@11:T+2@11: DOWN (p=4.85%)
[2025-12-09T20:29:06.375735] [INFO ] [FORECASTER] Completed predict_future for PASG
[2025-12-09T20:29:06.375870] [INFO ] [sig       ] PASG: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:29:06.521601] [INFO ] [LOCAL     ] Saved forecast: PASG	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/PASG.txt
[2025-12-09T20:29:06.521750] [INFO ] [sig       ] [2466/3614] Completed PASG in 0.3s | 2.93 sym/s | Total: 14.0m | ETA: 6.5m
[2025-12-09T20:29:06.521797] [INFO ] [sig       ] [2467/3614] Forecasting PATH...
[2025-12-09T20:29:06.521834] [INFO ] [sig       ] Generating forecast for: PATH
[2025-12-09T20:29:06.521875] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PATH' from 'https://tdm.silogroup.org/data/derivative_storage/PATH.csv'.
[2025-12-09T20:29:06.534304] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PATH'.
[2025-12-09T20:29:06.534630] [INFO ] [FORECASTER] Starting predict_future for PATH
[2025-12-09T20:29:06.535395] [DEBUG] [LOCAL     ] No optimal features file found for PATH: ./output/feature-sets/PATH.txt
[2025-12-09T20:29:06.535446] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:06.535480] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:06.535506] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:06.535563] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:06.596081] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:06.597016] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:06.597096] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:06.597129] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:06.726924] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:06.727088] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:06.727132] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:06.727163] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:06.730729] [DEBUG] [FORECASTER] PATH: Forecast T+1@11:T+2@11: DOWN (p=2.95%)
[2025-12-09T20:29:06.731048] [INFO ] [FORECASTER] Completed predict_future for PATH
[2025-12-09T20:29:06.731179] [INFO ] [sig       ] PATH: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:29:06.874726] [INFO ] [LOCAL     ] Saved forecast: PATH	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/PATH.txt
[2025-12-09T20:29:06.874876] [INFO ] [sig       ] [2467/3614] Completed PATH in 0.4s | 2.93 sym/s | Total: 14.0m | ETA: 6.5m
[2025-12-09T20:29:06.874916] [INFO ] [sig       ] [2468/3614] Forecasting PATK...
[2025-12-09T20:29:06.874945] [INFO ] [sig       ] Generating forecast for: PATK
[2025-12-09T20:29:06.874975] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PATK' from 'https://tdm.silogroup.org/data/derivative_storage/PATK.csv'.
[2025-12-09T20:29:06.886469] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PATK'.
[2025-12-09T20:29:06.886781] [INFO ] [FORECASTER] Starting predict_future for PATK
[2025-12-09T20:29:06.887569] [DEBUG] [LOCAL     ] No optimal features file found for PATK: ./output/feature-sets/PATK.txt
[2025-12-09T20:29:06.887637] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:06.887671] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:06.887706] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:06.887773] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:06.948488] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:06.949534] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:06.949636] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:06.949672] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:07.072103] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:07.072250] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:07.072293] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:07.072323] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:07.076232] [DEBUG] [FORECASTER] PATK: Forecast T+1@11:T+2@11: UP (p=93.81%)
[2025-12-09T20:29:07.076507] [INFO ] [FORECASTER] Completed predict_future for PATK
[2025-12-09T20:29:07.076651] [INFO ] [sig       ] PATK: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:29:07.222069] [INFO ] [LOCAL     ] Saved forecast: PATK	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/PATK.txt
[2025-12-09T20:29:07.222223] [INFO ] [sig       ] [2468/3614] Completed PATK in 0.3s | 2.93 sym/s | Total: 14.1m | ETA: 6.5m
[2025-12-09T20:29:07.222265] [INFO ] [sig       ] [2469/3614] Forecasting PAX...
[2025-12-09T20:29:07.222297] [INFO ] [sig       ] Generating forecast for: PAX
[2025-12-09T20:29:07.222329] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAX' from 'https://tdm.silogroup.org/data/derivative_storage/PAX.csv'.
[2025-12-09T20:29:07.233879] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAX'.
[2025-12-09T20:29:07.234216] [INFO ] [FORECASTER] Starting predict_future for PAX
[2025-12-09T20:29:07.235115] [DEBUG] [LOCAL     ] No optimal features file found for PAX: ./output/feature-sets/PAX.txt
[2025-12-09T20:29:07.235168] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:07.235199] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:07.235227] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:07.235283] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:07.293483] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:07.294202] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:07.294282] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:07.294316] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:07.418036] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:07.418182] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:07.418221] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:07.418267] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:07.421732] [DEBUG] [FORECASTER] PAX: Forecast T+1@11:T+2@11: DOWN (p=2.59%)
[2025-12-09T20:29:07.422005] [INFO ] [FORECASTER] Completed predict_future for PAX
[2025-12-09T20:29:07.422130] [INFO ] [sig       ] PAX: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:29:07.566402] [INFO ] [LOCAL     ] Saved forecast: PAX	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/PAX.txt
[2025-12-09T20:29:07.566535] [INFO ] [sig       ] [2469/3614] Completed PAX in 0.3s | 2.93 sym/s | Total: 14.1m | ETA: 6.5m
[2025-12-09T20:29:07.566589] [INFO ] [sig       ] [2470/3614] Forecasting PAXS...
[2025-12-09T20:29:07.566620] [INFO ] [sig       ] Generating forecast for: PAXS
[2025-12-09T20:29:07.566651] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAXS' from 'https://tdm.silogroup.org/data/derivative_storage/PAXS.csv'.
[2025-12-09T20:29:07.578339] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAXS'.
[2025-12-09T20:29:07.578663] [INFO ] [FORECASTER] Starting predict_future for PAXS
[2025-12-09T20:29:07.579424] [DEBUG] [LOCAL     ] No optimal features file found for PAXS: ./output/feature-sets/PAXS.txt
[2025-12-09T20:29:07.579479] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:07.579512] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:07.579539] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:07.579625] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:07.637816] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:07.638619] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:07.638697] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:07.638730] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:07.766076] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:07.766223] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:07.766263] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:07.766292] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:07.770202] [DEBUG] [FORECASTER] PAXS: Forecast T+1@11:T+2@11: UP (p=97.56%)
[2025-12-09T20:29:07.770486] [INFO ] [FORECASTER] Completed predict_future for PAXS
[2025-12-09T20:29:07.770629] [INFO ] [sig       ] PAXS: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:29:07.914741] [INFO ] [LOCAL     ] Saved forecast: PAXS	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/PAXS.txt
[2025-12-09T20:29:07.914876] [INFO ] [sig       ] [2470/3614] Completed PAXS in 0.3s | 2.93 sym/s | Total: 14.1m | ETA: 6.5m
[2025-12-09T20:29:07.914916] [INFO ] [sig       ] [2471/3614] Forecasting PAY...
[2025-12-09T20:29:07.914945] [INFO ] [sig       ] Generating forecast for: PAY
[2025-12-09T20:29:07.914974] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAY' from 'https://tdm.silogroup.org/data/derivative_storage/PAY.csv'.
[2025-12-09T20:29:07.927029] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAY'.
[2025-12-09T20:29:07.927406] [INFO ] [FORECASTER] Starting predict_future for PAY
[2025-12-09T20:29:07.928336] [DEBUG] [LOCAL     ] No optimal features file found for PAY: ./output/feature-sets/PAY.txt
[2025-12-09T20:29:07.928396] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:07.928455] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:07.928484] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:07.928541] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:07.988609] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:07.989403] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:07.989499] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:07.989545] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:08.114502] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:08.114663] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:08.114706] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:08.114746] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:08.118395] [DEBUG] [FORECASTER] PAY: Forecast T+1@11:T+2@11: UP (p=76.57%)
[2025-12-09T20:29:08.118716] [INFO ] [FORECASTER] Completed predict_future for PAY
[2025-12-09T20:29:08.118849] [INFO ] [sig       ] PAY: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:29:08.267767] [INFO ] [LOCAL     ] Saved forecast: PAY	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/PAY.txt
[2025-12-09T20:29:08.267915] [INFO ] [sig       ] [2471/3614] Completed PAY in 0.4s | 2.93 sym/s | Total: 14.1m | ETA: 6.5m
[2025-12-09T20:29:08.267954] [INFO ] [sig       ] [2472/3614] Forecasting PAYC...
[2025-12-09T20:29:08.267985] [INFO ] [sig       ] Generating forecast for: PAYC
[2025-12-09T20:29:08.268014] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAYC' from 'https://tdm.silogroup.org/data/derivative_storage/PAYC.csv'.
[2025-12-09T20:29:08.279891] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAYC'.
[2025-12-09T20:29:08.280204] [INFO ] [FORECASTER] Starting predict_future for PAYC
[2025-12-09T20:29:08.281214] [DEBUG] [LOCAL     ] No optimal features file found for PAYC: ./output/feature-sets/PAYC.txt
[2025-12-09T20:29:08.281267] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:08.281299] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:08.281327] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:08.281383] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:08.340859] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:08.341534] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:08.341629] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:08.341663] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:08.465512] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:08.465685] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:08.465732] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:08.465760] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:08.469346] [DEBUG] [FORECASTER] PAYC: Forecast T+1@11:T+2@11: UP (p=99.39%)
[2025-12-09T20:29:08.469640] [INFO ] [FORECASTER] Completed predict_future for PAYC
[2025-12-09T20:29:08.469777] [INFO ] [sig       ] PAYC: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:29:08.615601] [INFO ] [LOCAL     ] Saved forecast: PAYC	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/PAYC.txt
[2025-12-09T20:29:08.615931] [INFO ] [sig       ] [2472/3614] Completed PAYC in 0.3s | 2.93 sym/s | Total: 14.1m | ETA: 6.5m
[2025-12-09T20:29:08.615971] [INFO ] [sig       ] [2473/3614] Forecasting PAYO...
[2025-12-09T20:29:08.616000] [INFO ] [sig       ] Generating forecast for: PAYO
[2025-12-09T20:29:08.616030] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAYO' from 'https://tdm.silogroup.org/data/derivative_storage/PAYO.csv'.
[2025-12-09T20:29:08.628144] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAYO'.
[2025-12-09T20:29:08.628467] [INFO ] [FORECASTER] Starting predict_future for PAYO
[2025-12-09T20:29:08.629255] [DEBUG] [LOCAL     ] No optimal features file found for PAYO: ./output/feature-sets/PAYO.txt
[2025-12-09T20:29:08.629318] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:08.629366] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:08.629399] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:08.629498] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:08.688692] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:08.689427] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:08.689506] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:08.689541] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:08.818713] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:08.818862] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:08.818902] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:08.818930] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:08.822316] [DEBUG] [FORECASTER] PAYO: Forecast T+1@11:T+2@11: DOWN (p=41.08%)
[2025-12-09T20:29:08.822677] [INFO ] [FORECASTER] Completed predict_future for PAYO
[2025-12-09T20:29:08.822821] [INFO ] [sig       ] PAYO: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:29:08.967313] [INFO ] [LOCAL     ] Saved forecast: PAYO	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/PAYO.txt
[2025-12-09T20:29:08.967454] [INFO ] [sig       ] [2473/3614] Completed PAYO in 0.4s | 2.93 sym/s | Total: 14.1m | ETA: 6.5m
[2025-12-09T20:29:08.967514] [INFO ] [sig       ] [2474/3614] Forecasting PAYS...
[2025-12-09T20:29:08.967548] [INFO ] [sig       ] Generating forecast for: PAYS
[2025-12-09T20:29:08.967598] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAYS' from 'https://tdm.silogroup.org/data/derivative_storage/PAYS.csv'.
[2025-12-09T20:29:08.979564] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAYS'.
[2025-12-09T20:29:08.979900] [INFO ] [FORECASTER] Starting predict_future for PAYS
[2025-12-09T20:29:08.980701] [DEBUG] [LOCAL     ] No optimal features file found for PAYS: ./output/feature-sets/PAYS.txt
[2025-12-09T20:29:08.980753] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:08.980783] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:08.980809] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:08.980864] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:09.038294] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:09.038972] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:09.039053] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:09.039084] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:09.154297] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:09.154445] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:09.154485] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:09.154545] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:09.157918] [DEBUG] [FORECASTER] PAYS: Forecast T+1@11:T+2@11: UP (p=69.95%)
[2025-12-09T20:29:09.158184] [INFO ] [FORECASTER] Completed predict_future for PAYS
[2025-12-09T20:29:09.158305] [INFO ] [sig       ] PAYS: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:29:09.294114] [INFO ] [LOCAL     ] Saved forecast: PAYS	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/PAYS.txt
[2025-12-09T20:29:09.294235] [INFO ] [sig       ] [2474/3614] Completed PAYS in 0.3s | 2.93 sym/s | Total: 14.1m | ETA: 6.5m
[2025-12-09T20:29:09.294272] [INFO ] [sig       ] [2475/3614] Forecasting PAYX...
[2025-12-09T20:29:09.294301] [INFO ] [sig       ] Generating forecast for: PAYX
[2025-12-09T20:29:09.294330] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAYX' from 'https://tdm.silogroup.org/data/derivative_storage/PAYX.csv'.
[2025-12-09T20:29:09.305269] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAYX'.
[2025-12-09T20:29:09.305546] [INFO ] [FORECASTER] Starting predict_future for PAYX
[2025-12-09T20:29:09.306306] [DEBUG] [LOCAL     ] No optimal features file found for PAYX: ./output/feature-sets/PAYX.txt
[2025-12-09T20:29:09.306367] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:09.306399] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:09.306426] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:09.306485] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:09.363522] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:09.364181] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:09.364259] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:09.364293] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:09.480205] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:09.480346] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:09.480386] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:09.480413] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:09.483707] [DEBUG] [FORECASTER] PAYX: Forecast T+1@11:T+2@11: UP (p=59.99%)
[2025-12-09T20:29:09.483967] [INFO ] [FORECASTER] Completed predict_future for PAYX
[2025-12-09T20:29:09.484085] [INFO ] [sig       ] PAYX: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:29:09.620387] [INFO ] [LOCAL     ] Saved forecast: PAYX	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/PAYX.txt
[2025-12-09T20:29:09.620511] [INFO ] [sig       ] [2475/3614] Completed PAYX in 0.3s | 2.93 sym/s | Total: 14.1m | ETA: 6.5m
[2025-12-09T20:29:09.620548] [INFO ] [sig       ] [2476/3614] Forecasting PB...
[2025-12-09T20:29:09.620595] [INFO ] [sig       ] Generating forecast for: PB
[2025-12-09T20:29:09.620627] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PB' from 'https://tdm.silogroup.org/data/derivative_storage/PB.csv'.
[2025-12-09T20:29:09.632168] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PB'.
[2025-12-09T20:29:09.632448] [INFO ] [FORECASTER] Starting predict_future for PB
[2025-12-09T20:29:09.633222] [DEBUG] [LOCAL     ] No optimal features file found for PB: ./output/feature-sets/PB.txt
[2025-12-09T20:29:09.633272] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:09.633302] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:09.633327] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:09.633382] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:09.688940] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:09.689549] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:09.689641] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:09.689674] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:09.807556] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:09.807715] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:09.807756] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:09.807787] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:09.811077] [DEBUG] [FORECASTER] PB: Forecast T+1@11:T+2@11: UP (p=83.29%)
[2025-12-09T20:29:09.811340] [INFO ] [FORECASTER] Completed predict_future for PB
[2025-12-09T20:29:09.811458] [INFO ] [sig       ] PB: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:29:09.948400] [INFO ] [LOCAL     ] Saved forecast: PB	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/PB.txt
[2025-12-09T20:29:09.948554] [INFO ] [sig       ] [2476/3614] Completed PB in 0.3s | 2.93 sym/s | Total: 14.1m | ETA: 6.5m
[2025-12-09T20:29:09.948612] [INFO ] [sig       ] [2477/3614] Forecasting PBA...
[2025-12-09T20:29:09.948642] [INFO ] [sig       ] Generating forecast for: PBA
[2025-12-09T20:29:09.948674] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBA' from 'https://tdm.silogroup.org/data/derivative_storage/PBA.csv'.
[2025-12-09T20:29:09.959812] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBA'.
[2025-12-09T20:29:09.960193] [INFO ] [FORECASTER] Starting predict_future for PBA
[2025-12-09T20:29:09.961015] [DEBUG] [LOCAL     ] No optimal features file found for PBA: ./output/feature-sets/PBA.txt
[2025-12-09T20:29:09.961068] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:09.961099] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:09.961126] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:09.961181] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:10.016695] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:10.017473] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:10.017569] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:10.017618] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:10.135026] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:10.135166] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:10.135204] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:10.135232] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:10.138495] [DEBUG] [FORECASTER] PBA: Forecast T+1@11:T+2@11: UP (p=79.11%)
[2025-12-09T20:29:10.138778] [INFO ] [FORECASTER] Completed predict_future for PBA
[2025-12-09T20:29:10.138895] [INFO ] [sig       ] PBA: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:29:10.276555] [INFO ] [LOCAL     ] Saved forecast: PBA	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/PBA.txt
[2025-12-09T20:29:10.276687] [INFO ] [sig       ] [2477/3614] Completed PBA in 0.3s | 2.93 sym/s | Total: 14.1m | ETA: 6.5m
[2025-12-09T20:29:10.276725] [INFO ] [sig       ] [2478/3614] Forecasting PBF...
[2025-12-09T20:29:10.276753] [INFO ] [sig       ] Generating forecast for: PBF
[2025-12-09T20:29:10.276782] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBF' from 'https://tdm.silogroup.org/data/derivative_storage/PBF.csv'.
[2025-12-09T20:29:10.288471] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBF'.
[2025-12-09T20:29:10.288782] [INFO ] [FORECASTER] Starting predict_future for PBF
[2025-12-09T20:29:10.289528] [DEBUG] [LOCAL     ] No optimal features file found for PBF: ./output/feature-sets/PBF.txt
[2025-12-09T20:29:10.289601] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:10.289635] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:10.289663] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:10.289718] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:10.348105] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:10.348817] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:10.348892] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:10.348923] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:10.468129] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:10.468273] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:10.468312] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:10.468340] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:10.471664] [DEBUG] [FORECASTER] PBF: Forecast T+1@11:T+2@11: UP (p=90.12%)
[2025-12-09T20:29:10.471934] [INFO ] [FORECASTER] Completed predict_future for PBF
[2025-12-09T20:29:10.472054] [INFO ] [sig       ] PBF: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:29:10.609641] [INFO ] [LOCAL     ] Saved forecast: PBF	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/PBF.txt
[2025-12-09T20:29:10.609777] [INFO ] [sig       ] [2478/3614] Completed PBF in 0.3s | 2.93 sym/s | Total: 14.1m | ETA: 6.5m
[2025-12-09T20:29:10.609816] [INFO ] [sig       ] [2479/3614] Forecasting PBFS...
[2025-12-09T20:29:10.609846] [INFO ] [sig       ] Generating forecast for: PBFS
[2025-12-09T20:29:10.609874] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBFS' from 'https://tdm.silogroup.org/data/derivative_storage/PBFS.csv'.
[2025-12-09T20:29:10.620509] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBFS'.
[2025-12-09T20:29:10.620808] [INFO ] [FORECASTER] Starting predict_future for PBFS
[2025-12-09T20:29:10.621586] [DEBUG] [LOCAL     ] No optimal features file found for PBFS: ./output/feature-sets/PBFS.txt
[2025-12-09T20:29:10.621637] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:10.621671] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:10.621698] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:10.621755] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:10.676518] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:10.677261] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:10.677337] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:10.677369] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:10.779676] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:10.779821] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:10.779860] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:10.779887] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:10.783195] [DEBUG] [FORECASTER] PBFS: Forecast T+1@11:T+2@11: DOWN (p=22.86%)
[2025-12-09T20:29:10.783464] [INFO ] [FORECASTER] Completed predict_future for PBFS
[2025-12-09T20:29:10.783626] [INFO ] [sig       ] PBFS: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:29:10.922702] [INFO ] [LOCAL     ] Saved forecast: PBFS	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/PBFS.txt
[2025-12-09T20:29:10.922834] [INFO ] [sig       ] [2479/3614] Completed PBFS in 0.3s | 2.93 sym/s | Total: 14.1m | ETA: 6.5m
[2025-12-09T20:29:10.922875] [INFO ] [sig       ] [2480/3614] Forecasting PBH...
[2025-12-09T20:29:10.922905] [INFO ] [sig       ] Generating forecast for: PBH
[2025-12-09T20:29:10.922934] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBH' from 'https://tdm.silogroup.org/data/derivative_storage/PBH.csv'.
[2025-12-09T20:29:10.933710] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBH'.
[2025-12-09T20:29:10.933988] [INFO ] [FORECASTER] Starting predict_future for PBH
[2025-12-09T20:29:10.934753] [DEBUG] [LOCAL     ] No optimal features file found for PBH: ./output/feature-sets/PBH.txt
[2025-12-09T20:29:10.934802] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:10.934833] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:10.934859] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:10.934914] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:10.996415] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:10.997421] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:10.997544] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:10.997604] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:11.118854] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:11.118973] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:11.119013] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:11.119041] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:11.122329] [DEBUG] [FORECASTER] PBH: Forecast T+1@11:T+2@11: UP (p=97.34%)
[2025-12-09T20:29:11.122628] [INFO ] [FORECASTER] Completed predict_future for PBH
[2025-12-09T20:29:11.122749] [INFO ] [sig       ] PBH: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:29:11.259694] [INFO ] [LOCAL     ] Saved forecast: PBH	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/PBH.txt
[2025-12-09T20:29:11.259824] [INFO ] [sig       ] [2480/3614] Completed PBH in 0.3s | 2.93 sym/s | Total: 14.1m | ETA: 6.5m
[2025-12-09T20:29:11.259861] [INFO ] [sig       ] [2481/3614] Forecasting PBI...
[2025-12-09T20:29:11.259889] [INFO ] [sig       ] Generating forecast for: PBI
[2025-12-09T20:29:11.259923] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBI' from 'https://tdm.silogroup.org/data/derivative_storage/PBI.csv'.
[2025-12-09T20:29:11.270777] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBI'.
[2025-12-09T20:29:11.271044] [INFO ] [FORECASTER] Starting predict_future for PBI
[2025-12-09T20:29:11.271805] [DEBUG] [LOCAL     ] No optimal features file found for PBI: ./output/feature-sets/PBI.txt
[2025-12-09T20:29:11.271855] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:11.271886] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:11.271913] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:11.271967] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:11.327456] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:11.328171] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:11.328293] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:11.328326] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:11.442965] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:11.443106] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:11.443146] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:11.443174] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:11.446439] [DEBUG] [FORECASTER] PBI: Forecast T+1@11:T+2@11: UP (p=62.19%)
[2025-12-09T20:29:11.446723] [INFO ] [FORECASTER] Completed predict_future for PBI
[2025-12-09T20:29:11.446842] [INFO ] [sig       ] PBI: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:29:11.588371] [INFO ] [LOCAL     ] Saved forecast: PBI	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/PBI.txt
[2025-12-09T20:29:11.588500] [INFO ] [sig       ] [2481/3614] Completed PBI in 0.3s | 2.93 sym/s | Total: 14.1m | ETA: 6.4m
[2025-12-09T20:29:11.588538] [INFO ] [sig       ] [2482/3614] Forecasting PBM...
[2025-12-09T20:29:11.588587] [INFO ] [sig       ] Generating forecast for: PBM
[2025-12-09T20:29:11.588623] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBM' from 'https://tdm.silogroup.org/data/derivative_storage/PBM.csv'.
[2025-12-09T20:29:11.600032] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBM'.
[2025-12-09T20:29:11.600323] [INFO ] [FORECASTER] Starting predict_future for PBM
[2025-12-09T20:29:11.601127] [DEBUG] [LOCAL     ] No optimal features file found for PBM: ./output/feature-sets/PBM.txt
[2025-12-09T20:29:11.601180] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:11.601211] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:11.601238] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:11.601295] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:11.660264] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:11.660993] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:11.661074] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:11.661113] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:11.782126] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:11.782263] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:11.782320] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:11.782351] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:11.785841] [DEBUG] [FORECASTER] PBM: Forecast T+1@11:T+2@11: DOWN (p=24.92%)
[2025-12-09T20:29:11.786152] [INFO ] [FORECASTER] Completed predict_future for PBM
[2025-12-09T20:29:11.786301] [INFO ] [sig       ] PBM: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:29:11.933481] [INFO ] [LOCAL     ] Saved forecast: PBM	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/PBM.txt
[2025-12-09T20:29:11.933631] [INFO ] [sig       ] [2482/3614] Completed PBM in 0.3s | 2.93 sym/s | Total: 14.1m | ETA: 6.4m
[2025-12-09T20:29:11.933674] [INFO ] [sig       ] [2483/3614] Forecasting PBYI...
[2025-12-09T20:29:11.933711] [INFO ] [sig       ] Generating forecast for: PBYI
[2025-12-09T20:29:11.933753] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBYI' from 'https://tdm.silogroup.org/data/derivative_storage/PBYI.csv'.
[2025-12-09T20:29:11.945473] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBYI'.
[2025-12-09T20:29:11.945793] [INFO ] [FORECASTER] Starting predict_future for PBYI
[2025-12-09T20:29:11.946616] [DEBUG] [LOCAL     ] No optimal features file found for PBYI: ./output/feature-sets/PBYI.txt
[2025-12-09T20:29:11.946668] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:11.946709] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:11.946746] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:11.946823] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:12.006843] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:12.007547] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:12.007647] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:12.007683] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:12.131966] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:12.132107] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:12.132146] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:12.132174] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:12.135425] [DEBUG] [FORECASTER] PBYI: Forecast T+1@11:T+2@11: DOWN (p=2.21%)
[2025-12-09T20:29:12.135703] [INFO ] [FORECASTER] Completed predict_future for PBYI
[2025-12-09T20:29:12.135819] [INFO ] [sig       ] PBYI: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:29:12.281438] [INFO ] [LOCAL     ] Saved forecast: PBYI	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/PBYI.txt
[2025-12-09T20:29:12.281564] [INFO ] [sig       ] [2483/3614] Completed PBYI in 0.3s | 2.93 sym/s | Total: 14.1m | ETA: 6.4m
[2025-12-09T20:29:12.281622] [INFO ] [sig       ] [2484/3614] Forecasting PCB...
[2025-12-09T20:29:12.281653] [INFO ] [sig       ] Generating forecast for: PCB
[2025-12-09T20:29:12.281682] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCB' from 'https://tdm.silogroup.org/data/derivative_storage/PCB.csv'.
[2025-12-09T20:29:12.292300] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCB'.
[2025-12-09T20:29:12.292617] [INFO ] [FORECASTER] Starting predict_future for PCB
[2025-12-09T20:29:12.293439] [DEBUG] [LOCAL     ] No optimal features file found for PCB: ./output/feature-sets/PCB.txt
[2025-12-09T20:29:12.293492] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:12.293525] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:12.293552] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:12.293630] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:12.352355] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:12.352991] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:12.353073] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:12.353106] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:12.472769] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:12.472922] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:12.472964] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:12.472993] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:12.476695] [DEBUG] [FORECASTER] PCB: Forecast T+1@11:T+2@11: DOWN (p=28.30%)
[2025-12-09T20:29:12.477048] [INFO ] [FORECASTER] Completed predict_future for PCB
[2025-12-09T20:29:12.477190] [INFO ] [sig       ] PCB: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:29:12.634087] [INFO ] [LOCAL     ] Saved forecast: PCB	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/PCB.txt
[2025-12-09T20:29:12.634272] [INFO ] [sig       ] [2484/3614] Completed PCB in 0.4s | 2.93 sym/s | Total: 14.1m | ETA: 6.4m
[2025-12-09T20:29:12.634311] [INFO ] [sig       ] [2485/3614] Forecasting PCF...
[2025-12-09T20:29:12.634341] [INFO ] [sig       ] Generating forecast for: PCF
[2025-12-09T20:29:12.634371] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCF' from 'https://tdm.silogroup.org/data/derivative_storage/PCF.csv'.
[2025-12-09T20:29:12.645213] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCF'.
[2025-12-09T20:29:12.645565] [INFO ] [FORECASTER] Starting predict_future for PCF
[2025-12-09T20:29:12.646349] [DEBUG] [LOCAL     ] No optimal features file found for PCF: ./output/feature-sets/PCF.txt
[2025-12-09T20:29:12.646400] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:12.646431] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:12.646457] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:12.646516] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:12.704119] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:12.704955] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:12.705032] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:12.705064] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:12.826174] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:12.826321] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:12.826360] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:12.826388] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:12.829795] [DEBUG] [FORECASTER] PCF: Forecast T+1@11:T+2@11: UP (p=59.31%)
[2025-12-09T20:29:12.830061] [INFO ] [FORECASTER] Completed predict_future for PCF
[2025-12-09T20:29:12.830180] [INFO ] [sig       ] PCF: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:29:12.967745] [INFO ] [LOCAL     ] Saved forecast: PCF	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/PCF.txt
[2025-12-09T20:29:12.967854] [INFO ] [sig       ] [2485/3614] Completed PCF in 0.3s | 2.93 sym/s | Total: 14.1m | ETA: 6.4m
[2025-12-09T20:29:12.967892] [INFO ] [sig       ] [2486/3614] Forecasting PCG...
[2025-12-09T20:29:12.967920] [INFO ] [sig       ] Generating forecast for: PCG
[2025-12-09T20:29:12.967949] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCG' from 'https://tdm.silogroup.org/data/derivative_storage/PCG.csv'.
[2025-12-09T20:29:12.978851] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCG'.
[2025-12-09T20:29:12.979114] [INFO ] [FORECASTER] Starting predict_future for PCG
[2025-12-09T20:29:12.979881] [DEBUG] [LOCAL     ] No optimal features file found for PCG: ./output/feature-sets/PCG.txt
[2025-12-09T20:29:12.979930] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:12.979971] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:12.979998] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:12.980053] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:13.035412] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:13.036023] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:13.036094] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:13.036125] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:13.158026] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:13.158170] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:13.158210] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:13.158238] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:13.161506] [DEBUG] [FORECASTER] PCG: Forecast T+1@11:T+2@11: DOWN (p=5.85%)
[2025-12-09T20:29:13.161794] [INFO ] [FORECASTER] Completed predict_future for PCG
[2025-12-09T20:29:13.161915] [INFO ] [sig       ] PCG: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:29:13.297470] [INFO ] [LOCAL     ] Saved forecast: PCG	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/PCG.txt
[2025-12-09T20:29:13.297602] [INFO ] [sig       ] [2486/3614] Completed PCG in 0.3s | 2.93 sym/s | Total: 14.2m | ETA: 6.4m
[2025-12-09T20:29:13.297641] [INFO ] [sig       ] [2487/3614] Forecasting PCH...
[2025-12-09T20:29:13.297671] [INFO ] [sig       ] Generating forecast for: PCH
[2025-12-09T20:29:13.297700] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCH' from 'https://tdm.silogroup.org/data/derivative_storage/PCH.csv'.
[2025-12-09T20:29:13.308805] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCH'.
[2025-12-09T20:29:13.309084] [INFO ] [FORECASTER] Starting predict_future for PCH
[2025-12-09T20:29:13.309903] [DEBUG] [LOCAL     ] No optimal features file found for PCH: ./output/feature-sets/PCH.txt
[2025-12-09T20:29:13.309956] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:13.309990] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:13.310018] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:13.310074] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:13.366776] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:13.367355] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:13.367427] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:13.367459] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:13.484733] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:13.484864] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:13.484901] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:13.484931] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:13.488203] [DEBUG] [FORECASTER] PCH: Forecast T+1@11:T+2@11: UP (p=87.69%)
[2025-12-09T20:29:13.488466] [INFO ] [FORECASTER] Completed predict_future for PCH
[2025-12-09T20:29:13.488603] [INFO ] [sig       ] PCH: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:29:13.627195] [INFO ] [LOCAL     ] Saved forecast: PCH	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/PCH.txt
[2025-12-09T20:29:13.627303] [INFO ] [sig       ] [2487/3614] Completed PCH in 0.3s | 2.93 sym/s | Total: 14.2m | ETA: 6.4m
[2025-12-09T20:29:13.627340] [INFO ] [sig       ] [2488/3614] Forecasting PCM...
[2025-12-09T20:29:13.627367] [INFO ] [sig       ] Generating forecast for: PCM
[2025-12-09T20:29:13.627395] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCM' from 'https://tdm.silogroup.org/data/derivative_storage/PCM.csv'.
[2025-12-09T20:29:13.638035] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCM'.
[2025-12-09T20:29:13.638319] [INFO ] [FORECASTER] Starting predict_future for PCM
[2025-12-09T20:29:13.639188] [DEBUG] [LOCAL     ] No optimal features file found for PCM: ./output/feature-sets/PCM.txt
[2025-12-09T20:29:13.639239] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:13.639314] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:13.639354] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:13.639434] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:13.698400] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:13.699218] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:13.699293] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:13.699324] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:13.817438] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:13.820497] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:13.820539] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:13.820585] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:13.823837] [DEBUG] [FORECASTER] PCM: Forecast T+1@11:T+2@11: UP (p=67.31%)
[2025-12-09T20:29:13.824094] [INFO ] [FORECASTER] Completed predict_future for PCM
[2025-12-09T20:29:13.824216] [INFO ] [sig       ] PCM: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:29:14.004554] [INFO ] [LOCAL     ] Saved forecast: PCM	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/PCM.txt
[2025-12-09T20:29:14.004705] [INFO ] [sig       ] [2488/3614] Completed PCM in 0.4s | 2.93 sym/s | Total: 14.2m | ETA: 6.4m
[2025-12-09T20:29:14.004743] [INFO ] [sig       ] [2489/3614] Forecasting PCN...
[2025-12-09T20:29:14.004773] [INFO ] [sig       ] Generating forecast for: PCN
[2025-12-09T20:29:14.004802] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCN' from 'https://tdm.silogroup.org/data/derivative_storage/PCN.csv'.
[2025-12-09T20:29:14.016049] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCN'.
[2025-12-09T20:29:14.016311] [INFO ] [FORECASTER] Starting predict_future for PCN
[2025-12-09T20:29:14.017077] [DEBUG] [LOCAL     ] No optimal features file found for PCN: ./output/feature-sets/PCN.txt
[2025-12-09T20:29:14.017127] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:14.017158] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:14.017184] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:14.017239] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:14.072305] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:14.072909] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:14.072983] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:14.073015] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:14.192732] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:14.192878] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:14.192918] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:14.192946] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:14.196228] [DEBUG] [FORECASTER] PCN: Forecast T+1@11:T+2@11: UP (p=70.62%)
[2025-12-09T20:29:14.196488] [INFO ] [FORECASTER] Completed predict_future for PCN
[2025-12-09T20:29:14.196630] [INFO ] [sig       ] PCN: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:29:14.336066] [INFO ] [LOCAL     ] Saved forecast: PCN	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/PCN.txt
[2025-12-09T20:29:14.336179] [INFO ] [sig       ] [2489/3614] Completed PCN in 0.3s | 2.93 sym/s | Total: 14.2m | ETA: 6.4m
[2025-12-09T20:29:14.336217] [INFO ] [sig       ] [2490/3614] Forecasting PCQ...
[2025-12-09T20:29:14.336253] [INFO ] [sig       ] Generating forecast for: PCQ
[2025-12-09T20:29:14.336284] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCQ' from 'https://tdm.silogroup.org/data/derivative_storage/PCQ.csv'.
[2025-12-09T20:29:14.346734] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCQ'.
[2025-12-09T20:29:14.347034] [INFO ] [FORECASTER] Starting predict_future for PCQ
[2025-12-09T20:29:14.347880] [DEBUG] [LOCAL     ] No optimal features file found for PCQ: ./output/feature-sets/PCQ.txt
[2025-12-09T20:29:14.347932] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:14.347964] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:14.347991] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:14.348047] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:14.405363] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:14.406008] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:14.406085] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:14.406117] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:14.520478] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:14.520627] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:14.520667] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:14.520695] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:14.523972] [DEBUG] [FORECASTER] PCQ: Forecast T+1@11:T+2@11: UP (p=96.62%)
[2025-12-09T20:29:14.524244] [INFO ] [FORECASTER] Completed predict_future for PCQ
[2025-12-09T20:29:14.524363] [INFO ] [sig       ] PCQ: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:29:14.663851] [INFO ] [LOCAL     ] Saved forecast: PCQ	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/PCQ.txt
[2025-12-09T20:29:14.664002] [INFO ] [sig       ] [2490/3614] Completed PCQ in 0.3s | 2.93 sym/s | Total: 14.2m | ETA: 6.4m
[2025-12-09T20:29:14.664040] [INFO ] [sig       ] [2491/3614] Forecasting PCRX...
[2025-12-09T20:29:14.664069] [INFO ] [sig       ] Generating forecast for: PCRX
[2025-12-09T20:29:14.664102] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCRX' from 'https://tdm.silogroup.org/data/derivative_storage/PCRX.csv'.
[2025-12-09T20:29:14.675409] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCRX'.
[2025-12-09T20:29:14.675755] [INFO ] [FORECASTER] Starting predict_future for PCRX
[2025-12-09T20:29:14.676518] [DEBUG] [LOCAL     ] No optimal features file found for PCRX: ./output/feature-sets/PCRX.txt
[2025-12-09T20:29:14.676585] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:14.676621] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:14.676649] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:14.676704] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:14.732106] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:14.732940] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:14.733022] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:14.733054] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:14.854395] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:14.854528] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:14.854583] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:14.854614] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:14.858007] [DEBUG] [FORECASTER] PCRX: Forecast T+1@11:T+2@11: DOWN (p=22.06%)
[2025-12-09T20:29:14.858273] [INFO ] [FORECASTER] Completed predict_future for PCRX
[2025-12-09T20:29:14.858393] [INFO ] [sig       ] PCRX: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:29:14.997337] [INFO ] [LOCAL     ] Saved forecast: PCRX	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/PCRX.txt
[2025-12-09T20:29:14.997481] [INFO ] [sig       ] [2491/3614] Completed PCRX in 0.3s | 2.93 sym/s | Total: 14.2m | ETA: 6.4m
[2025-12-09T20:29:14.997543] [INFO ] [sig       ] [2492/3614] Forecasting PCTY...
[2025-12-09T20:29:14.997592] [INFO ] [sig       ] Generating forecast for: PCTY
[2025-12-09T20:29:14.997623] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCTY' from 'https://tdm.silogroup.org/data/derivative_storage/PCTY.csv'.
[2025-12-09T20:29:15.008660] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCTY'.
[2025-12-09T20:29:15.008926] [INFO ] [FORECASTER] Starting predict_future for PCTY
[2025-12-09T20:29:15.009703] [DEBUG] [LOCAL     ] No optimal features file found for PCTY: ./output/feature-sets/PCTY.txt
[2025-12-09T20:29:15.009753] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:15.009785] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:15.009811] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:15.009868] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:15.066929] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:15.067604] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:15.067681] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:15.067717] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:15.188868] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:15.189021] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:15.189063] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:15.189091] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:15.192521] [DEBUG] [FORECASTER] PCTY: Forecast T+1@11:T+2@11: DOWN (p=2.92%)
[2025-12-09T20:29:15.192821] [INFO ] [FORECASTER] Completed predict_future for PCTY
[2025-12-09T20:29:15.192945] [INFO ] [sig       ] PCTY: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:29:15.342093] [INFO ] [LOCAL     ] Saved forecast: PCTY	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/PCTY.txt
[2025-12-09T20:29:15.342234] [INFO ] [sig       ] [2492/3614] Completed PCTY in 0.3s | 2.93 sym/s | Total: 14.2m | ETA: 6.4m
[2025-12-09T20:29:15.342272] [INFO ] [sig       ] [2493/3614] Forecasting PCVX...
[2025-12-09T20:29:15.342301] [INFO ] [sig       ] Generating forecast for: PCVX
[2025-12-09T20:29:15.342332] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCVX' from 'https://tdm.silogroup.org/data/derivative_storage/PCVX.csv'.
[2025-12-09T20:29:15.352988] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCVX'.
[2025-12-09T20:29:15.353267] [INFO ] [FORECASTER] Starting predict_future for PCVX
[2025-12-09T20:29:15.354036] [DEBUG] [LOCAL     ] No optimal features file found for PCVX: ./output/feature-sets/PCVX.txt
[2025-12-09T20:29:15.354086] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:15.354116] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:15.354142] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:15.354196] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:15.409829] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:15.410412] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:15.410487] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:15.410519] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:15.529876] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:15.530002] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:15.530040] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:15.530093] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:15.533420] [DEBUG] [FORECASTER] PCVX: Forecast T+1@11:T+2@11: UP (p=99.17%)
[2025-12-09T20:29:15.533733] [INFO ] [FORECASTER] Completed predict_future for PCVX
[2025-12-09T20:29:15.533861] [INFO ] [sig       ] PCVX: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:29:15.677604] [INFO ] [LOCAL     ] Saved forecast: PCVX	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/PCVX.txt
[2025-12-09T20:29:15.677739] [INFO ] [sig       ] [2493/3614] Completed PCVX in 0.3s | 2.93 sym/s | Total: 14.2m | ETA: 6.4m
[2025-12-09T20:29:15.677777] [INFO ] [sig       ] [2494/3614] Forecasting PCYO...
[2025-12-09T20:29:15.677806] [INFO ] [sig       ] Generating forecast for: PCYO
[2025-12-09T20:29:15.677833] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCYO' from 'https://tdm.silogroup.org/data/derivative_storage/PCYO.csv'.
[2025-12-09T20:29:15.688614] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCYO'.
[2025-12-09T20:29:15.688886] [INFO ] [FORECASTER] Starting predict_future for PCYO
[2025-12-09T20:29:15.689672] [DEBUG] [LOCAL     ] No optimal features file found for PCYO: ./output/feature-sets/PCYO.txt
[2025-12-09T20:29:15.689734] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:15.689768] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:15.689794] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:15.689850] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:15.745883] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:15.746774] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:15.746853] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:15.746885] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:15.865217] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:15.865360] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:15.865399] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:15.865427] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:15.868708] [DEBUG] [FORECASTER] PCYO: Forecast T+1@11:T+2@11: DOWN (p=24.55%)
[2025-12-09T20:29:15.868970] [INFO ] [FORECASTER] Completed predict_future for PCYO
[2025-12-09T20:29:15.869087] [INFO ] [sig       ] PCYO: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:29:16.007471] [INFO ] [LOCAL     ] Saved forecast: PCYO	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/PCYO.txt
[2025-12-09T20:29:16.007642] [INFO ] [sig       ] [2494/3614] Completed PCYO in 0.3s | 2.93 sym/s | Total: 14.2m | ETA: 6.4m
[2025-12-09T20:29:16.007696] [INFO ] [sig       ] [2495/3614] Forecasting PD...
[2025-12-09T20:29:16.007726] [INFO ] [sig       ] Generating forecast for: PD
[2025-12-09T20:29:16.007761] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PD' from 'https://tdm.silogroup.org/data/derivative_storage/PD.csv'.
[2025-12-09T20:29:16.018935] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PD'.
[2025-12-09T20:29:16.019217] [INFO ] [FORECASTER] Starting predict_future for PD
[2025-12-09T20:29:16.020049] [DEBUG] [LOCAL     ] No optimal features file found for PD: ./output/feature-sets/PD.txt
[2025-12-09T20:29:16.020101] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:16.020133] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:16.020159] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:16.020214] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:16.076799] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:16.077410] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:16.077487] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:16.077551] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:16.193870] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:16.193989] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:16.194027] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:16.194055] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:16.197273] [DEBUG] [FORECASTER] PD: Forecast T+1@11:T+2@11: UP (p=97.74%)
[2025-12-09T20:29:16.197545] [INFO ] [FORECASTER] Completed predict_future for PD
[2025-12-09T20:29:16.197681] [INFO ] [sig       ] PD: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:29:16.336925] [INFO ] [LOCAL     ] Saved forecast: PD	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/PD.txt
[2025-12-09T20:29:16.337059] [INFO ] [sig       ] [2495/3614] Completed PD in 0.3s | 2.93 sym/s | Total: 14.2m | ETA: 6.4m
[2025-12-09T20:29:16.337097] [INFO ] [sig       ] [2496/3614] Forecasting PDBC...
[2025-12-09T20:29:16.337127] [INFO ] [sig       ] Generating forecast for: PDBC
[2025-12-09T20:29:16.337155] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDBC' from 'https://tdm.silogroup.org/data/derivative_storage/PDBC.csv'.
[2025-12-09T20:29:16.348910] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDBC'.
[2025-12-09T20:29:16.349219] [INFO ] [FORECASTER] Starting predict_future for PDBC
[2025-12-09T20:29:16.350006] [DEBUG] [LOCAL     ] No optimal features file found for PDBC: ./output/feature-sets/PDBC.txt
[2025-12-09T20:29:16.350057] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:16.350088] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:16.350115] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:16.350169] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:16.406706] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:16.407398] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:16.407477] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:16.407526] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:16.521856] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:16.522009] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:16.522048] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:16.522075] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:16.525434] [DEBUG] [FORECASTER] PDBC: Forecast T+1@11:T+2@11: DOWN (p=1.76%)
[2025-12-09T20:29:16.525750] [INFO ] [FORECASTER] Completed predict_future for PDBC
[2025-12-09T20:29:16.525874] [INFO ] [sig       ] PDBC: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:29:16.666467] [INFO ] [LOCAL     ] Saved forecast: PDBC	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/PDBC.txt
[2025-12-09T20:29:16.666617] [INFO ] [sig       ] [2496/3614] Completed PDBC in 0.3s | 2.93 sym/s | Total: 14.2m | ETA: 6.4m
[2025-12-09T20:29:16.666658] [INFO ] [sig       ] [2497/3614] Forecasting PDD...
[2025-12-09T20:29:16.666688] [INFO ] [sig       ] Generating forecast for: PDD
[2025-12-09T20:29:16.666716] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDD' from 'https://tdm.silogroup.org/data/derivative_storage/PDD.csv'.
[2025-12-09T20:29:16.678012] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDD'.
[2025-12-09T20:29:16.678290] [INFO ] [FORECASTER] Starting predict_future for PDD
[2025-12-09T20:29:16.679068] [DEBUG] [LOCAL     ] No optimal features file found for PDD: ./output/feature-sets/PDD.txt
[2025-12-09T20:29:16.679118] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:16.679148] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:16.679173] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:16.679239] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:16.734854] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:16.735460] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:16.735534] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:16.735565] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:16.857277] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:16.857426] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:16.857466] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:16.857493] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:16.860891] [DEBUG] [FORECASTER] PDD: Forecast T+1@11:T+2@11: UP (p=78.35%)
[2025-12-09T20:29:16.861164] [INFO ] [FORECASTER] Completed predict_future for PDD
[2025-12-09T20:29:16.861289] [INFO ] [sig       ] PDD: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:29:17.000117] [INFO ] [LOCAL     ] Saved forecast: PDD	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/PDD.txt
[2025-12-09T20:29:17.000246] [INFO ] [sig       ] [2497/3614] Completed PDD in 0.3s | 2.93 sym/s | Total: 14.2m | ETA: 6.4m
[2025-12-09T20:29:17.000284] [INFO ] [sig       ] [2498/3614] Forecasting PDEX...
[2025-12-09T20:29:17.000313] [INFO ] [sig       ] Generating forecast for: PDEX
[2025-12-09T20:29:17.000343] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDEX' from 'https://tdm.silogroup.org/data/derivative_storage/PDEX.csv'.
[2025-12-09T20:29:17.013904] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDEX'.
[2025-12-09T20:29:17.014190] [INFO ] [FORECASTER] Starting predict_future for PDEX
[2025-12-09T20:29:17.014949] [DEBUG] [LOCAL     ] No optimal features file found for PDEX: ./output/feature-sets/PDEX.txt
[2025-12-09T20:29:17.015000] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:17.015031] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:17.015057] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:17.015112] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:17.070745] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:17.071346] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:17.071446] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:17.071479] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:17.191923] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:17.192054] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:17.192094] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:17.192122] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:17.195369] [DEBUG] [FORECASTER] PDEX: Forecast T+1@11:T+2@11: UP (p=80.08%)
[2025-12-09T20:29:17.195656] [INFO ] [FORECASTER] Completed predict_future for PDEX
[2025-12-09T20:29:17.195779] [INFO ] [sig       ] PDEX: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:29:17.333927] [INFO ] [LOCAL     ] Saved forecast: PDEX	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/PDEX.txt
[2025-12-09T20:29:17.334075] [INFO ] [sig       ] [2498/3614] Completed PDEX in 0.3s | 2.93 sym/s | Total: 14.2m | ETA: 6.4m
[2025-12-09T20:29:17.334113] [INFO ] [sig       ] [2499/3614] Forecasting PDFS...
[2025-12-09T20:29:17.334144] [INFO ] [sig       ] Generating forecast for: PDFS
[2025-12-09T20:29:17.334173] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDFS' from 'https://tdm.silogroup.org/data/derivative_storage/PDFS.csv'.
[2025-12-09T20:29:17.345424] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDFS'.
[2025-12-09T20:29:17.345716] [INFO ] [FORECASTER] Starting predict_future for PDFS
[2025-12-09T20:29:17.346471] [DEBUG] [LOCAL     ] No optimal features file found for PDFS: ./output/feature-sets/PDFS.txt
[2025-12-09T20:29:17.346532] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:17.346564] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:17.346610] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:17.346671] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:17.401713] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:17.402336] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:17.402415] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:17.402447] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:17.523159] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:17.523303] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:17.523341] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:17.523368] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:17.526666] [DEBUG] [FORECASTER] PDFS: Forecast T+1@11:T+2@11: DOWN (p=2.13%)
[2025-12-09T20:29:17.526934] [INFO ] [FORECASTER] Completed predict_future for PDFS
[2025-12-09T20:29:17.527053] [INFO ] [sig       ] PDFS: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:29:17.664440] [INFO ] [LOCAL     ] Saved forecast: PDFS	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/PDFS.txt
[2025-12-09T20:29:17.664594] [INFO ] [sig       ] [2499/3614] Completed PDFS in 0.3s | 2.93 sym/s | Total: 14.2m | ETA: 6.3m
[2025-12-09T20:29:17.664635] [INFO ] [sig       ] [2500/3614] Forecasting PDI...
[2025-12-09T20:29:17.664666] [INFO ] [sig       ] Generating forecast for: PDI
[2025-12-09T20:29:17.664694] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDI' from 'https://tdm.silogroup.org/data/derivative_storage/PDI.csv'.
[2025-12-09T20:29:17.676188] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDI'.
[2025-12-09T20:29:17.676525] [INFO ] [FORECASTER] Starting predict_future for PDI
[2025-12-09T20:29:17.677282] [DEBUG] [LOCAL     ] No optimal features file found for PDI: ./output/feature-sets/PDI.txt
[2025-12-09T20:29:17.677332] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:17.677363] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:17.677389] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:17.677443] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:17.732951] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:17.733660] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:17.733737] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:17.733769] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:17.850339] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:17.850472] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:17.850512] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:17.850539] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:17.853869] [DEBUG] [FORECASTER] PDI: Forecast T+1@11:T+2@11: UP (p=65.26%)
[2025-12-09T20:29:17.854130] [INFO ] [FORECASTER] Completed predict_future for PDI
[2025-12-09T20:29:17.854246] [INFO ] [sig       ] PDI: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:29:17.996302] [INFO ] [LOCAL     ] Saved forecast: PDI	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/PDI.txt
[2025-12-09T20:29:17.996456] [INFO ] [sig       ] [2500/3614] Completed PDI in 0.3s | 2.93 sym/s | Total: 14.2m | ETA: 6.3m
[2025-12-09T20:29:17.996494] [INFO ] [sig       ] [2501/3614] Forecasting PDLB...
[2025-12-09T20:29:17.996523] [INFO ] [sig       ] Generating forecast for: PDLB
[2025-12-09T20:29:17.996552] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDLB' from 'https://tdm.silogroup.org/data/derivative_storage/PDLB.csv'.
[2025-12-09T20:29:18.007441] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDLB'.
[2025-12-09T20:29:18.007848] [INFO ] [FORECASTER] Starting predict_future for PDLB
[2025-12-09T20:29:18.008628] [DEBUG] [LOCAL     ] No optimal features file found for PDLB: ./output/feature-sets/PDLB.txt
[2025-12-09T20:29:18.008678] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:18.008709] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:18.008735] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:18.008790] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:18.065025] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:18.065840] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:18.065919] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:18.065951] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:18.187648] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:18.187772] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:18.187809] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:18.187837] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:18.191092] [DEBUG] [FORECASTER] PDLB: Forecast T+1@11:T+2@11: DOWN (p=21.88%)
[2025-12-09T20:29:18.191356] [INFO ] [FORECASTER] Completed predict_future for PDLB
[2025-12-09T20:29:18.191473] [INFO ] [sig       ] PDLB: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:29:18.330761] [INFO ] [LOCAL     ] Saved forecast: PDLB	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/PDLB.txt
[2025-12-09T20:29:18.330941] [INFO ] [sig       ] [2501/3614] Completed PDLB in 0.3s | 2.93 sym/s | Total: 14.2m | ETA: 6.3m
[2025-12-09T20:29:18.330981] [INFO ] [sig       ] [2502/3614] Forecasting PDM...
[2025-12-09T20:29:18.331010] [INFO ] [sig       ] Generating forecast for: PDM
[2025-12-09T20:29:18.331038] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDM' from 'https://tdm.silogroup.org/data/derivative_storage/PDM.csv'.
[2025-12-09T20:29:18.345022] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDM'.
[2025-12-09T20:29:18.345464] [INFO ] [FORECASTER] Starting predict_future for PDM
[2025-12-09T20:29:18.346596] [DEBUG] [LOCAL     ] No optimal features file found for PDM: ./output/feature-sets/PDM.txt
[2025-12-09T20:29:18.346669] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:18.346718] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:18.346759] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:18.346841] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:18.407161] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:18.408030] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:18.408107] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:18.408139] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:18.524062] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:18.524196] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:18.524235] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:18.524263] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:18.527542] [DEBUG] [FORECASTER] PDM: Forecast T+1@11:T+2@11: DOWN (p=25.74%)
[2025-12-09T20:29:18.527826] [INFO ] [FORECASTER] Completed predict_future for PDM
[2025-12-09T20:29:18.527944] [INFO ] [sig       ] PDM: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:29:18.665602] [INFO ] [LOCAL     ] Saved forecast: PDM	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/PDM.txt
[2025-12-09T20:29:18.665727] [INFO ] [sig       ] [2502/3614] Completed PDM in 0.3s | 2.93 sym/s | Total: 14.2m | ETA: 6.3m
[2025-12-09T20:29:18.665765] [INFO ] [sig       ] [2503/3614] Forecasting PDO...
[2025-12-09T20:29:18.665794] [INFO ] [sig       ] Generating forecast for: PDO
[2025-12-09T20:29:18.665823] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDO' from 'https://tdm.silogroup.org/data/derivative_storage/PDO.csv'.
[2025-12-09T20:29:18.677692] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDO'.
[2025-12-09T20:29:18.677996] [INFO ] [FORECASTER] Starting predict_future for PDO
[2025-12-09T20:29:18.678810] [DEBUG] [LOCAL     ] No optimal features file found for PDO: ./output/feature-sets/PDO.txt
[2025-12-09T20:29:18.678863] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:18.678896] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:18.678924] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:18.678979] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:18.735981] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:18.736641] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:18.736717] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:18.736750] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:18.848875] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:18.848997] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:18.849034] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:18.849061] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:18.852261] [DEBUG] [FORECASTER] PDO: Forecast T+1@11:T+2@11: UP (p=98.23%)
[2025-12-09T20:29:18.852517] [INFO ] [FORECASTER] Completed predict_future for PDO
[2025-12-09T20:29:18.852651] [INFO ] [sig       ] PDO: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:29:18.989846] [INFO ] [LOCAL     ] Saved forecast: PDO	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/PDO.txt
[2025-12-09T20:29:18.989961] [INFO ] [sig       ] [2503/3614] Completed PDO in 0.3s | 2.93 sym/s | Total: 14.2m | ETA: 6.3m
[2025-12-09T20:29:18.989998] [INFO ] [sig       ] [2504/3614] Forecasting PDP...
[2025-12-09T20:29:18.990027] [INFO ] [sig       ] Generating forecast for: PDP
[2025-12-09T20:29:18.990055] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDP' from 'https://tdm.silogroup.org/data/derivative_storage/PDP.csv'.
[2025-12-09T20:29:19.001806] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDP'.
[2025-12-09T20:29:19.002070] [INFO ] [FORECASTER] Starting predict_future for PDP
[2025-12-09T20:29:19.002834] [DEBUG] [LOCAL     ] No optimal features file found for PDP: ./output/feature-sets/PDP.txt
[2025-12-09T20:29:19.002884] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:19.002915] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:19.002941] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:19.002996] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:19.061770] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:19.062491] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:19.062566] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:19.062616] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:19.176182] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:19.176328] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:19.176368] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:19.176397] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:19.179760] [DEBUG] [FORECASTER] PDP: Forecast T+1@11:T+2@11: DOWN (p=16.28%)
[2025-12-09T20:29:19.180037] [INFO ] [FORECASTER] Completed predict_future for PDP
[2025-12-09T20:29:19.180154] [INFO ] [sig       ] PDP: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:29:19.316499] [INFO ] [LOCAL     ] Saved forecast: PDP	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/PDP.txt
[2025-12-09T20:29:19.316626] [INFO ] [sig       ] [2504/3614] Completed PDP in 0.3s | 2.93 sym/s | Total: 14.3m | ETA: 6.3m
[2025-12-09T20:29:19.316666] [INFO ] [sig       ] [2505/3614] Forecasting PDS...
[2025-12-09T20:29:19.316696] [INFO ] [sig       ] Generating forecast for: PDS
[2025-12-09T20:29:19.316724] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDS' from 'https://tdm.silogroup.org/data/derivative_storage/PDS.csv'.
[2025-12-09T20:29:19.327752] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDS'.
[2025-12-09T20:29:19.328057] [INFO ] [FORECASTER] Starting predict_future for PDS
[2025-12-09T20:29:19.328883] [DEBUG] [LOCAL     ] No optimal features file found for PDS: ./output/feature-sets/PDS.txt
[2025-12-09T20:29:19.328936] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:19.329004] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:19.329033] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:19.329103] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:19.399148] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:19.399995] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:19.400075] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:19.400108] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:19.516135] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:19.516278] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:19.516317] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:19.516345] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:19.519692] [DEBUG] [FORECASTER] PDS: Forecast T+1@11:T+2@11: DOWN (p=6.35%)
[2025-12-09T20:29:19.519960] [INFO ] [FORECASTER] Completed predict_future for PDS
[2025-12-09T20:29:19.520079] [INFO ] [sig       ] PDS: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:29:19.657624] [INFO ] [LOCAL     ] Saved forecast: PDS	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/PDS.txt
[2025-12-09T20:29:19.657759] [INFO ] [sig       ] [2505/3614] Completed PDS in 0.3s | 2.93 sym/s | Total: 14.3m | ETA: 6.3m
[2025-12-09T20:29:19.657805] [INFO ] [sig       ] [2506/3614] Forecasting PDX...
[2025-12-09T20:29:19.657841] [INFO ] [sig       ] Generating forecast for: PDX
[2025-12-09T20:29:19.657872] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDX' from 'https://tdm.silogroup.org/data/derivative_storage/PDX.csv'.
[2025-12-09T20:29:19.671197] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDX'.
[2025-12-09T20:29:19.671535] [INFO ] [FORECASTER] Starting predict_future for PDX
[2025-12-09T20:29:19.672324] [DEBUG] [LOCAL     ] No optimal features file found for PDX: ./output/feature-sets/PDX.txt
[2025-12-09T20:29:19.672374] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:19.672405] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:19.672430] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:19.672485] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:19.730364] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:19.731007] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:19.731088] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:19.731118] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:19.850044] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:19.850168] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:19.850222] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:19.850251] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:19.853614] [DEBUG] [FORECASTER] PDX: Forecast T+1@11:T+2@11: DOWN (p=23.35%)
[2025-12-09T20:29:19.853885] [INFO ] [FORECASTER] Completed predict_future for PDX
[2025-12-09T20:29:19.854005] [INFO ] [sig       ] PDX: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:29:19.998829] [INFO ] [LOCAL     ] Saved forecast: PDX	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/PDX.txt
[2025-12-09T20:29:19.998951] [INFO ] [sig       ] [2506/3614] Completed PDX in 0.3s | 2.93 sym/s | Total: 14.3m | ETA: 6.3m
[2025-12-09T20:29:19.998991] [INFO ] [sig       ] [2507/3614] Forecasting PDYN...
[2025-12-09T20:29:19.999019] [INFO ] [sig       ] Generating forecast for: PDYN
[2025-12-09T20:29:19.999047] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDYN' from 'https://tdm.silogroup.org/data/derivative_storage/PDYN.csv'.
[2025-12-09T20:29:20.011052] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDYN'.
[2025-12-09T20:29:20.011347] [INFO ] [FORECASTER] Starting predict_future for PDYN
[2025-12-09T20:29:20.012138] [DEBUG] [LOCAL     ] No optimal features file found for PDYN: ./output/feature-sets/PDYN.txt
[2025-12-09T20:29:20.012189] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:20.012220] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:20.012245] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:20.012298] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:20.068380] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:20.069030] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:20.069111] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:20.069141] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:20.184173] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:20.184335] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:20.184377] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:20.184405] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:20.187835] [DEBUG] [FORECASTER] PDYN: Forecast T+1@11:T+2@11: UP (p=83.65%)
[2025-12-09T20:29:20.188117] [INFO ] [FORECASTER] Completed predict_future for PDYN
[2025-12-09T20:29:20.188246] [INFO ] [sig       ] PDYN: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:29:20.325878] [INFO ] [LOCAL     ] Saved forecast: PDYN	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/PDYN.txt
[2025-12-09T20:29:20.326029] [INFO ] [sig       ] [2507/3614] Completed PDYN in 0.3s | 2.93 sym/s | Total: 14.3m | ETA: 6.3m
[2025-12-09T20:29:20.326068] [INFO ] [sig       ] [2508/3614] Forecasting PEB...
[2025-12-09T20:29:20.326097] [INFO ] [sig       ] Generating forecast for: PEB
[2025-12-09T20:29:20.326126] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEB' from 'https://tdm.silogroup.org/data/derivative_storage/PEB.csv'.
[2025-12-09T20:29:20.337305] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEB'.
[2025-12-09T20:29:20.337666] [INFO ] [FORECASTER] Starting predict_future for PEB
[2025-12-09T20:29:20.338423] [DEBUG] [LOCAL     ] No optimal features file found for PEB: ./output/feature-sets/PEB.txt
[2025-12-09T20:29:20.338474] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:20.338504] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:20.338530] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:20.338605] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:20.393834] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:20.394506] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:20.394598] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:20.394631] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:20.513079] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:20.513233] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:20.513272] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:20.513332] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:20.516692] [DEBUG] [FORECASTER] PEB: Forecast T+1@11:T+2@11: DOWN (p=0.80%)
[2025-12-09T20:29:20.516956] [INFO ] [FORECASTER] Completed predict_future for PEB
[2025-12-09T20:29:20.517077] [INFO ] [sig       ] PEB: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:29:20.656975] [INFO ] [LOCAL     ] Saved forecast: PEB	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/PEB.txt
[2025-12-09T20:29:20.657104] [INFO ] [sig       ] [2508/3614] Completed PEB in 0.3s | 2.93 sym/s | Total: 14.3m | ETA: 6.3m
[2025-12-09T20:29:20.657142] [INFO ] [sig       ] [2509/3614] Forecasting PEBK...
[2025-12-09T20:29:20.657171] [INFO ] [sig       ] Generating forecast for: PEBK
[2025-12-09T20:29:20.657202] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEBK' from 'https://tdm.silogroup.org/data/derivative_storage/PEBK.csv'.
[2025-12-09T20:29:20.666532] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEBK'.
[2025-12-09T20:29:20.666800] [INFO ] [FORECASTER] Starting predict_future for PEBK
[2025-12-09T20:29:20.667596] [DEBUG] [LOCAL     ] No optimal features file found for PEBK: ./output/feature-sets/PEBK.txt
[2025-12-09T20:29:20.667646] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:20.667677] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:20.667702] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:20.667756] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:20.724001] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:20.724718] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:20.724796] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:20.724828] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:20.821143] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:20.821266] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:20.821303] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:20.821331] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:20.824595] [DEBUG] [FORECASTER] PEBK: Forecast T+1@11:T+2@11: UP (p=85.54%)
[2025-12-09T20:29:20.824858] [INFO ] [FORECASTER] Completed predict_future for PEBK
[2025-12-09T20:29:20.824975] [INFO ] [sig       ] PEBK: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:29:20.964308] [INFO ] [LOCAL     ] Saved forecast: PEBK	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/PEBK.txt
[2025-12-09T20:29:20.964441] [INFO ] [sig       ] [2509/3614] Completed PEBK in 0.3s | 2.93 sym/s | Total: 14.3m | ETA: 6.3m
[2025-12-09T20:29:20.964479] [INFO ] [sig       ] [2510/3614] Forecasting PEBO...
[2025-12-09T20:29:20.964509] [INFO ] [sig       ] Generating forecast for: PEBO
[2025-12-09T20:29:20.964538] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEBO' from 'https://tdm.silogroup.org/data/derivative_storage/PEBO.csv'.
[2025-12-09T20:29:20.975286] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEBO'.
[2025-12-09T20:29:20.975552] [INFO ] [FORECASTER] Starting predict_future for PEBO
[2025-12-09T20:29:20.976311] [DEBUG] [LOCAL     ] No optimal features file found for PEBO: ./output/feature-sets/PEBO.txt
[2025-12-09T20:29:20.976361] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:20.976402] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:20.976435] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:20.976491] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:21.031866] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:21.032565] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:21.032660] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:21.032691] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:21.148682] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:21.148830] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:21.148868] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:21.148897] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:21.152211] [DEBUG] [FORECASTER] PEBO: Forecast T+1@11:T+2@11: DOWN (p=14.11%)
[2025-12-09T20:29:21.152479] [INFO ] [FORECASTER] Completed predict_future for PEBO
[2025-12-09T20:29:21.152612] [INFO ] [sig       ] PEBO: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:29:21.289799] [INFO ] [LOCAL     ] Saved forecast: PEBO	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/PEBO.txt
[2025-12-09T20:29:21.290051] [INFO ] [sig       ] [2510/3614] Completed PEBO in 0.3s | 2.93 sym/s | Total: 14.3m | ETA: 6.3m
[2025-12-09T20:29:21.290097] [INFO ] [sig       ] [2511/3614] Forecasting PECO...
[2025-12-09T20:29:21.290131] [INFO ] [sig       ] Generating forecast for: PECO
[2025-12-09T20:29:21.290159] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PECO' from 'https://tdm.silogroup.org/data/derivative_storage/PECO.csv'.
[2025-12-09T20:29:21.301099] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PECO'.
[2025-12-09T20:29:21.301432] [INFO ] [FORECASTER] Starting predict_future for PECO
[2025-12-09T20:29:21.302207] [DEBUG] [LOCAL     ] No optimal features file found for PECO: ./output/feature-sets/PECO.txt
[2025-12-09T20:29:21.302256] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:21.302287] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:21.302313] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:21.302368] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:21.357894] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:21.358766] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:21.358850] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:21.358882] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:21.480177] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:21.480329] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:21.480378] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:21.480407] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:21.483863] [DEBUG] [FORECASTER] PECO: Forecast T+1@11:T+2@11: UP (p=67.63%)
[2025-12-09T20:29:21.484154] [INFO ] [FORECASTER] Completed predict_future for PECO
[2025-12-09T20:29:21.484276] [INFO ] [sig       ] PECO: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:29:21.622946] [INFO ] [LOCAL     ] Saved forecast: PECO	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/PECO.txt
[2025-12-09T20:29:21.623071] [INFO ] [sig       ] [2511/3614] Completed PECO in 0.3s | 2.93 sym/s | Total: 14.3m | ETA: 6.3m
[2025-12-09T20:29:21.623109] [INFO ] [sig       ] [2512/3614] Forecasting PEG...
[2025-12-09T20:29:21.623138] [INFO ] [sig       ] Generating forecast for: PEG
[2025-12-09T20:29:21.623166] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEG' from 'https://tdm.silogroup.org/data/derivative_storage/PEG.csv'.
[2025-12-09T20:29:21.633728] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEG'.
[2025-12-09T20:29:21.634022] [INFO ] [FORECASTER] Starting predict_future for PEG
[2025-12-09T20:29:21.634783] [DEBUG] [LOCAL     ] No optimal features file found for PEG: ./output/feature-sets/PEG.txt
[2025-12-09T20:29:21.634833] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:21.634864] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:21.634891] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:21.634945] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:21.695397] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:21.696433] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:21.696543] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:21.696604] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:21.824746] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:21.824904] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:21.824947] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:21.824975] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:21.828708] [DEBUG] [FORECASTER] PEG: Forecast T+1@11:T+2@11: UP (p=93.17%)
[2025-12-09T20:29:21.829050] [INFO ] [FORECASTER] Completed predict_future for PEG
[2025-12-09T20:29:21.829186] [INFO ] [sig       ] PEG: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:29:21.978770] [INFO ] [LOCAL     ] Saved forecast: PEG	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/PEG.txt
[2025-12-09T20:29:21.978916] [INFO ] [sig       ] [2512/3614] Completed PEG in 0.4s | 2.93 sym/s | Total: 14.3m | ETA: 6.3m
[2025-12-09T20:29:21.978957] [INFO ] [sig       ] [2513/3614] Forecasting PEGA...
[2025-12-09T20:29:21.978987] [INFO ] [sig       ] Generating forecast for: PEGA
[2025-12-09T20:29:21.979016] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEGA' from 'https://tdm.silogroup.org/data/derivative_storage/PEGA.csv'.
[2025-12-09T20:29:21.990969] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEGA'.
[2025-12-09T20:29:21.991335] [INFO ] [FORECASTER] Starting predict_future for PEGA
[2025-12-09T20:29:21.992256] [DEBUG] [LOCAL     ] No optimal features file found for PEGA: ./output/feature-sets/PEGA.txt
[2025-12-09T20:29:21.992317] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:21.992357] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:21.992395] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:21.992464] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:22.053396] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:22.054241] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:22.054323] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:22.054355] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:22.184002] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:22.184148] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:22.184190] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:22.184218] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:22.187721] [DEBUG] [FORECASTER] PEGA: Forecast T+1@11:T+2@11: UP (p=59.93%)
[2025-12-09T20:29:22.187991] [INFO ] [FORECASTER] Completed predict_future for PEGA
[2025-12-09T20:29:22.188112] [INFO ] [sig       ] PEGA: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:29:22.338216] [INFO ] [LOCAL     ] Saved forecast: PEGA	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/PEGA.txt
[2025-12-09T20:29:22.338398] [INFO ] [sig       ] [2513/3614] Completed PEGA in 0.4s | 2.93 sym/s | Total: 14.3m | ETA: 6.3m
[2025-12-09T20:29:22.338457] [INFO ] [sig       ] [2514/3614] Forecasting PEN...
[2025-12-09T20:29:22.338491] [INFO ] [sig       ] Generating forecast for: PEN
[2025-12-09T20:29:22.338529] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEN' from 'https://tdm.silogroup.org/data/derivative_storage/PEN.csv'.
[2025-12-09T20:29:22.350396] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEN'.
[2025-12-09T20:29:22.350757] [INFO ] [FORECASTER] Starting predict_future for PEN
[2025-12-09T20:29:22.351604] [DEBUG] [LOCAL     ] No optimal features file found for PEN: ./output/feature-sets/PEN.txt
[2025-12-09T20:29:22.351675] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:22.351708] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:22.351734] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:22.351789] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:22.411379] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:22.412156] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:22.412249] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:22.412284] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:22.535899] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:22.536046] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:22.536088] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:22.536115] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:22.539643] [DEBUG] [FORECASTER] PEN: Forecast T+1@11:T+2@11: UP (p=97.58%)
[2025-12-09T20:29:22.539917] [INFO ] [FORECASTER] Completed predict_future for PEN
[2025-12-09T20:29:22.540043] [INFO ] [sig       ] PEN: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:29:22.686418] [INFO ] [LOCAL     ] Saved forecast: PEN	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/PEN.txt
[2025-12-09T20:29:22.686557] [INFO ] [sig       ] [2514/3614] Completed PEN in 0.3s | 2.93 sym/s | Total: 14.3m | ETA: 6.3m
[2025-12-09T20:29:22.686617] [INFO ] [sig       ] [2515/3614] Forecasting PENN...
[2025-12-09T20:29:22.686649] [INFO ] [sig       ] Generating forecast for: PENN
[2025-12-09T20:29:22.686678] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PENN' from 'https://tdm.silogroup.org/data/derivative_storage/PENN.csv'.
[2025-12-09T20:29:22.698446] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PENN'.
[2025-12-09T20:29:22.698784] [INFO ] [FORECASTER] Starting predict_future for PENN
[2025-12-09T20:29:22.699632] [DEBUG] [LOCAL     ] No optimal features file found for PENN: ./output/feature-sets/PENN.txt
[2025-12-09T20:29:22.699685] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:22.699716] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:22.699743] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:22.699798] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:22.758263] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:22.759064] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:22.759188] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:22.759223] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:22.883225] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:22.883370] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:22.883410] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:22.883438] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:22.886921] [DEBUG] [FORECASTER] PENN: Forecast T+1@11:T+2@11: DOWN (p=44.11%)
[2025-12-09T20:29:22.887195] [INFO ] [FORECASTER] Completed predict_future for PENN
[2025-12-09T20:29:22.887338] [INFO ] [sig       ] PENN: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:29:23.026438] [INFO ] [LOCAL     ] Saved forecast: PENN	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/PENN.txt
[2025-12-09T20:29:23.026590] [INFO ] [sig       ] [2515/3614] Completed PENN in 0.3s | 2.93 sym/s | Total: 14.3m | ETA: 6.3m
[2025-12-09T20:29:23.026631] [INFO ] [sig       ] [2516/3614] Forecasting PEO...
[2025-12-09T20:29:23.026660] [INFO ] [sig       ] Generating forecast for: PEO
[2025-12-09T20:29:23.026688] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEO' from 'https://tdm.silogroup.org/data/derivative_storage/PEO.csv'.
[2025-12-09T20:29:23.037686] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEO'.
[2025-12-09T20:29:23.037992] [INFO ] [FORECASTER] Starting predict_future for PEO
[2025-12-09T20:29:23.038800] [DEBUG] [LOCAL     ] No optimal features file found for PEO: ./output/feature-sets/PEO.txt
[2025-12-09T20:29:23.038854] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:23.038885] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:23.038910] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:23.038964] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:23.094495] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:23.095381] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:23.095463] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:23.095494] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:23.213164] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:23.213308] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:23.213348] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:23.213376] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:23.216735] [DEBUG] [FORECASTER] PEO: Forecast T+1@11:T+2@11: DOWN (p=18.55%)
[2025-12-09T20:29:23.217005] [INFO ] [FORECASTER] Completed predict_future for PEO
[2025-12-09T20:29:23.217124] [INFO ] [sig       ] PEO: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:29:23.352995] [INFO ] [LOCAL     ] Saved forecast: PEO	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/PEO.txt
[2025-12-09T20:29:23.353112] [INFO ] [sig       ] [2516/3614] Completed PEO in 0.3s | 2.93 sym/s | Total: 14.3m | ETA: 6.2m
[2025-12-09T20:29:23.353150] [INFO ] [sig       ] [2517/3614] Forecasting PEP...
[2025-12-09T20:29:23.353177] [INFO ] [sig       ] Generating forecast for: PEP
[2025-12-09T20:29:23.353206] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEP' from 'https://tdm.silogroup.org/data/derivative_storage/PEP.csv'.
[2025-12-09T20:29:23.364417] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEP'.
[2025-12-09T20:29:23.364710] [INFO ] [FORECASTER] Starting predict_future for PEP
[2025-12-09T20:29:23.365466] [DEBUG] [LOCAL     ] No optimal features file found for PEP: ./output/feature-sets/PEP.txt
[2025-12-09T20:29:23.365516] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:23.365546] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:23.365590] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:23.365649] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:23.420848] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:23.421442] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:23.421516] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:23.421546] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:23.541817] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:23.541977] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:23.542020] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:23.542065] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:23.545524] [DEBUG] [FORECASTER] PEP: Forecast T+1@11:T+2@11: DOWN (p=0.68%)
[2025-12-09T20:29:23.545840] [INFO ] [FORECASTER] Completed predict_future for PEP
[2025-12-09T20:29:23.545965] [INFO ] [sig       ] PEP: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:29:23.684906] [INFO ] [LOCAL     ] Saved forecast: PEP	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/PEP.txt
[2025-12-09T20:29:23.685073] [INFO ] [sig       ] [2517/3614] Completed PEP in 0.3s | 2.93 sym/s | Total: 14.3m | ETA: 6.2m
[2025-12-09T20:29:23.685114] [INFO ] [sig       ] [2518/3614] Forecasting PEPG...
[2025-12-09T20:29:23.685142] [INFO ] [sig       ] Generating forecast for: PEPG
[2025-12-09T20:29:23.685172] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEPG' from 'https://tdm.silogroup.org/data/derivative_storage/PEPG.csv'.
[2025-12-09T20:29:23.697006] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEPG'.
[2025-12-09T20:29:23.697482] [INFO ] [FORECASTER] Starting predict_future for PEPG
[2025-12-09T20:29:23.698318] [DEBUG] [LOCAL     ] No optimal features file found for PEPG: ./output/feature-sets/PEPG.txt
[2025-12-09T20:29:23.698368] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:23.698399] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:23.698424] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:23.698478] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:23.756997] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:23.757864] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:23.757951] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:23.757983] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:23.880429] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:23.880592] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:23.880635] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:23.880666] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:23.884093] [DEBUG] [FORECASTER] PEPG: Forecast T+1@11:T+2@11: UP (p=97.92%)
[2025-12-09T20:29:23.884363] [INFO ] [FORECASTER] Completed predict_future for PEPG
[2025-12-09T20:29:23.884488] [INFO ] [sig       ] PEPG: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:29:24.027673] [INFO ] [LOCAL     ] Saved forecast: PEPG	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/PEPG.txt
[2025-12-09T20:29:24.027889] [INFO ] [sig       ] [2518/3614] Completed PEPG in 0.3s | 2.93 sym/s | Total: 14.3m | ETA: 6.2m
[2025-12-09T20:29:24.027940] [INFO ] [sig       ] [2519/3614] Forecasting PERF...
[2025-12-09T20:29:24.027970] [INFO ] [sig       ] Generating forecast for: PERF
[2025-12-09T20:29:24.028001] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PERF' from 'https://tdm.silogroup.org/data/derivative_storage/PERF.csv'.
[2025-12-09T20:29:24.039277] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PERF'.
[2025-12-09T20:29:24.039564] [INFO ] [FORECASTER] Starting predict_future for PERF
[2025-12-09T20:29:24.040331] [DEBUG] [LOCAL     ] No optimal features file found for PERF: ./output/feature-sets/PERF.txt
[2025-12-09T20:29:24.040381] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:24.040412] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:24.040438] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:24.040493] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:24.096430] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:24.097152] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:24.097260] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:24.097294] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:24.208750] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:24.208909] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:24.208951] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:24.208979] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:24.212651] [DEBUG] [FORECASTER] PERF: Forecast T+1@11:T+2@11: UP (p=95.23%)
[2025-12-09T20:29:24.212946] [INFO ] [FORECASTER] Completed predict_future for PERF
[2025-12-09T20:29:24.213258] [INFO ] [sig       ] PERF: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:29:24.353718] [INFO ] [LOCAL     ] Saved forecast: PERF	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/PERF.txt
[2025-12-09T20:29:24.353886] [INFO ] [sig       ] [2519/3614] Completed PERF in 0.3s | 2.93 sym/s | Total: 14.3m | ETA: 6.2m
[2025-12-09T20:29:24.353927] [INFO ] [sig       ] [2520/3614] Forecasting PERI...
[2025-12-09T20:29:24.353956] [INFO ] [sig       ] Generating forecast for: PERI
[2025-12-09T20:29:24.353986] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PERI' from 'https://tdm.silogroup.org/data/derivative_storage/PERI.csv'.
[2025-12-09T20:29:24.365924] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PERI'.
[2025-12-09T20:29:24.366281] [INFO ] [FORECASTER] Starting predict_future for PERI
[2025-12-09T20:29:24.367053] [DEBUG] [LOCAL     ] No optimal features file found for PERI: ./output/feature-sets/PERI.txt
[2025-12-09T20:29:24.367102] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:24.367133] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:24.367160] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:24.367215] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:24.424350] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:24.425009] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:24.425085] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:24.425116] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:24.541428] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:24.541594] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:24.541637] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:24.541666] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:24.545028] [DEBUG] [FORECASTER] PERI: Forecast T+1@11:T+2@11: UP (p=68.57%)
[2025-12-09T20:29:24.545298] [INFO ] [FORECASTER] Completed predict_future for PERI
[2025-12-09T20:29:24.545419] [INFO ] [sig       ] PERI: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:29:24.685472] [INFO ] [LOCAL     ] Saved forecast: PERI	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/PERI.txt
[2025-12-09T20:29:24.685633] [INFO ] [sig       ] [2520/3614] Completed PERI in 0.3s | 2.93 sym/s | Total: 14.3m | ETA: 6.2m
[2025-12-09T20:29:24.685674] [INFO ] [sig       ] [2521/3614] Forecasting PESI...
[2025-12-09T20:29:24.685702] [INFO ] [sig       ] Generating forecast for: PESI
[2025-12-09T20:29:24.685731] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PESI' from 'https://tdm.silogroup.org/data/derivative_storage/PESI.csv'.
[2025-12-09T20:29:24.697761] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PESI'.
[2025-12-09T20:29:24.698163] [INFO ] [FORECASTER] Starting predict_future for PESI
[2025-12-09T20:29:24.698945] [DEBUG] [LOCAL     ] No optimal features file found for PESI: ./output/feature-sets/PESI.txt
[2025-12-09T20:29:24.698997] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:24.699028] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:24.699066] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:24.699123] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:24.755655] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:24.756552] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:24.756649] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:24.756681] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:24.880451] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:24.880622] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:24.880663] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:24.880693] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:24.884068] [DEBUG] [FORECASTER] PESI: Forecast T+1@11:T+2@11: UP (p=51.77%)
[2025-12-09T20:29:24.884335] [INFO ] [FORECASTER] Completed predict_future for PESI
[2025-12-09T20:29:24.884457] [INFO ] [sig       ] PESI: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:29:25.023639] [INFO ] [LOCAL     ] Saved forecast: PESI	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/PESI.txt
[2025-12-09T20:29:25.023763] [INFO ] [sig       ] [2521/3614] Completed PESI in 0.3s | 2.93 sym/s | Total: 14.3m | ETA: 6.2m
[2025-12-09T20:29:25.023801] [INFO ] [sig       ] [2522/3614] Forecasting PETS...
[2025-12-09T20:29:25.023830] [INFO ] [sig       ] Generating forecast for: PETS
[2025-12-09T20:29:25.023859] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PETS' from 'https://tdm.silogroup.org/data/derivative_storage/PETS.csv'.
[2025-12-09T20:29:25.035135] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PETS'.
[2025-12-09T20:29:25.035398] [INFO ] [FORECASTER] Starting predict_future for PETS
[2025-12-09T20:29:25.036194] [DEBUG] [LOCAL     ] No optimal features file found for PETS: ./output/feature-sets/PETS.txt
[2025-12-09T20:29:25.036246] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:25.036302] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:25.036330] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:25.036398] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:25.096732] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:25.097407] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:25.097483] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:25.097541] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:25.218777] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:25.218894] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:25.218931] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:25.218959] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:25.222192] [DEBUG] [FORECASTER] PETS: Forecast T+1@11:T+2@11: UP (p=57.13%)
[2025-12-09T20:29:25.222452] [INFO ] [FORECASTER] Completed predict_future for PETS
[2025-12-09T20:29:25.222566] [INFO ] [sig       ] PETS: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:29:25.362108] [INFO ] [LOCAL     ] Saved forecast: PETS	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/PETS.txt
[2025-12-09T20:29:25.362217] [INFO ] [sig       ] [2522/3614] Completed PETS in 0.3s | 2.93 sym/s | Total: 14.4m | ETA: 6.2m
[2025-12-09T20:29:25.362255] [INFO ] [sig       ] [2523/3614] Forecasting PEY...
[2025-12-09T20:29:25.362283] [INFO ] [sig       ] Generating forecast for: PEY
[2025-12-09T20:29:25.362312] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEY' from 'https://tdm.silogroup.org/data/derivative_storage/PEY.csv'.
[2025-12-09T20:29:25.373443] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEY'.
[2025-12-09T20:29:25.373754] [INFO ] [FORECASTER] Starting predict_future for PEY
[2025-12-09T20:29:25.374507] [DEBUG] [LOCAL     ] No optimal features file found for PEY: ./output/feature-sets/PEY.txt
[2025-12-09T20:29:25.374557] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:25.374607] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:25.374634] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:25.374689] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:25.431512] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:25.432115] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:25.432190] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:25.432221] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:25.547463] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:25.547623] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:25.547663] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:25.547696] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:25.551032] [DEBUG] [FORECASTER] PEY: Forecast T+1@11:T+2@11: UP (p=98.21%)
[2025-12-09T20:29:25.551302] [INFO ] [FORECASTER] Completed predict_future for PEY
[2025-12-09T20:29:25.551421] [INFO ] [sig       ] PEY: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:29:25.690781] [INFO ] [LOCAL     ] Saved forecast: PEY	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/PEY.txt
[2025-12-09T20:29:25.690898] [INFO ] [sig       ] [2523/3614] Completed PEY in 0.3s | 2.93 sym/s | Total: 14.4m | ETA: 6.2m
[2025-12-09T20:29:25.690936] [INFO ] [sig       ] [2524/3614] Forecasting PFBC...
[2025-12-09T20:29:25.690965] [INFO ] [sig       ] Generating forecast for: PFBC
[2025-12-09T20:29:25.690994] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFBC' from 'https://tdm.silogroup.org/data/derivative_storage/PFBC.csv'.
[2025-12-09T20:29:25.703443] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFBC'.
[2025-12-09T20:29:25.703779] [INFO ] [FORECASTER] Starting predict_future for PFBC
[2025-12-09T20:29:25.704558] [DEBUG] [LOCAL     ] No optimal features file found for PFBC: ./output/feature-sets/PFBC.txt
[2025-12-09T20:29:25.704626] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:25.704658] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:25.704683] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:25.704738] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:25.760492] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:25.761602] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:25.761736] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:25.761776] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:25.877777] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:25.877942] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:25.877986] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:25.878015] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:25.881464] [DEBUG] [FORECASTER] PFBC: Forecast T+1@11:T+2@11: DOWN (p=32.97%)
[2025-12-09T20:29:25.881761] [INFO ] [FORECASTER] Completed predict_future for PFBC
[2025-12-09T20:29:25.881888] [INFO ] [sig       ] PFBC: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:29:26.019332] [INFO ] [LOCAL     ] Saved forecast: PFBC	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/PFBC.txt
[2025-12-09T20:29:26.019465] [INFO ] [sig       ] [2524/3614] Completed PFBC in 0.3s | 2.93 sym/s | Total: 14.4m | ETA: 6.2m
[2025-12-09T20:29:26.019504] [INFO ] [sig       ] [2525/3614] Forecasting PFD...
[2025-12-09T20:29:26.019533] [INFO ] [sig       ] Generating forecast for: PFD
[2025-12-09T20:29:26.019585] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFD' from 'https://tdm.silogroup.org/data/derivative_storage/PFD.csv'.
[2025-12-09T20:29:26.031671] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFD'.
[2025-12-09T20:29:26.032012] [INFO ] [FORECASTER] Starting predict_future for PFD
[2025-12-09T20:29:26.032807] [DEBUG] [LOCAL     ] No optimal features file found for PFD: ./output/feature-sets/PFD.txt
[2025-12-09T20:29:26.032858] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:26.032888] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:26.032914] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:26.032968] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:26.088019] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:26.088743] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:26.088822] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:26.088852] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:26.198156] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:26.198303] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:26.198342] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:26.198401] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:26.201702] [DEBUG] [FORECASTER] PFD: Forecast T+1@11:T+2@11: UP (p=93.91%)
[2025-12-09T20:29:26.201993] [INFO ] [FORECASTER] Completed predict_future for PFD
[2025-12-09T20:29:26.202118] [INFO ] [sig       ] PFD: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:29:26.340188] [INFO ] [LOCAL     ] Saved forecast: PFD	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/PFD.txt
[2025-12-09T20:29:26.340308] [INFO ] [sig       ] [2525/3614] Completed PFD in 0.3s | 2.93 sym/s | Total: 14.4m | ETA: 6.2m
[2025-12-09T20:29:26.340346] [INFO ] [sig       ] [2526/3614] Forecasting PFE...
[2025-12-09T20:29:26.340376] [INFO ] [sig       ] Generating forecast for: PFE
[2025-12-09T20:29:26.340405] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFE' from 'https://tdm.silogroup.org/data/derivative_storage/PFE.csv'.
[2025-12-09T20:29:26.351711] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFE'.
[2025-12-09T20:29:26.352020] [INFO ] [FORECASTER] Starting predict_future for PFE
[2025-12-09T20:29:26.352793] [DEBUG] [LOCAL     ] No optimal features file found for PFE: ./output/feature-sets/PFE.txt
[2025-12-09T20:29:26.352846] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:26.352882] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:26.352914] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:26.352982] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:26.408214] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:26.408875] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:26.408949] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:26.408979] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:26.526901] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:26.527045] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:26.527085] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:26.527113] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:26.530609] [DEBUG] [FORECASTER] PFE: Forecast T+1@11:T+2@11: DOWN (p=23.52%)
[2025-12-09T20:29:26.530883] [INFO ] [FORECASTER] Completed predict_future for PFE
[2025-12-09T20:29:26.531004] [INFO ] [sig       ] PFE: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:29:26.668718] [INFO ] [LOCAL     ] Saved forecast: PFE	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/PFE.txt
[2025-12-09T20:29:26.668862] [INFO ] [sig       ] [2526/3614] Completed PFE in 0.3s | 2.93 sym/s | Total: 14.4m | ETA: 6.2m
[2025-12-09T20:29:26.668908] [INFO ] [sig       ] [2527/3614] Forecasting PFF...
[2025-12-09T20:29:26.668937] [INFO ] [sig       ] Generating forecast for: PFF
[2025-12-09T20:29:26.668967] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFF' from 'https://tdm.silogroup.org/data/derivative_storage/PFF.csv'.
[2025-12-09T20:29:26.680175] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFF'.
[2025-12-09T20:29:26.680500] [INFO ] [FORECASTER] Starting predict_future for PFF
[2025-12-09T20:29:26.681273] [DEBUG] [LOCAL     ] No optimal features file found for PFF: ./output/feature-sets/PFF.txt
[2025-12-09T20:29:26.681323] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:26.681353] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:26.681379] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:26.681435] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:26.736815] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:26.737455] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:26.737543] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:26.737592] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:26.859753] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:26.859900] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:26.859940] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:26.859969] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:26.863325] [DEBUG] [FORECASTER] PFF: Forecast T+1@11:T+2@11: DOWN (p=24.54%)
[2025-12-09T20:29:26.863614] [INFO ] [FORECASTER] Completed predict_future for PFF
[2025-12-09T20:29:26.863735] [INFO ] [sig       ] PFF: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:29:27.004586] [INFO ] [LOCAL     ] Saved forecast: PFF	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/PFF.txt
[2025-12-09T20:29:27.004715] [INFO ] [sig       ] [2527/3614] Completed PFF in 0.3s | 2.93 sym/s | Total: 14.4m | ETA: 6.2m
[2025-12-09T20:29:27.004753] [INFO ] [sig       ] [2528/3614] Forecasting PFG...
[2025-12-09T20:29:27.004783] [INFO ] [sig       ] Generating forecast for: PFG
[2025-12-09T20:29:27.004813] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFG' from 'https://tdm.silogroup.org/data/derivative_storage/PFG.csv'.
[2025-12-09T20:29:27.016687] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFG'.
[2025-12-09T20:29:27.017043] [INFO ] [FORECASTER] Starting predict_future for PFG
[2025-12-09T20:29:27.017904] [DEBUG] [LOCAL     ] No optimal features file found for PFG: ./output/feature-sets/PFG.txt
[2025-12-09T20:29:27.017957] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:27.017990] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:27.018017] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:27.018075] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:27.075236] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:27.075887] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:27.075979] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:27.076019] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:27.198244] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:27.198378] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:27.198418] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:27.198447] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:27.201924] [DEBUG] [FORECASTER] PFG: Forecast T+1@11:T+2@11: UP (p=80.90%)
[2025-12-09T20:29:27.202198] [INFO ] [FORECASTER] Completed predict_future for PFG
[2025-12-09T20:29:27.202332] [INFO ] [sig       ] PFG: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:29:27.343646] [INFO ] [LOCAL     ] Saved forecast: PFG	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/PFG.txt
[2025-12-09T20:29:27.343771] [INFO ] [sig       ] [2528/3614] Completed PFG in 0.3s | 2.93 sym/s | Total: 14.4m | ETA: 6.2m
[2025-12-09T20:29:27.343818] [INFO ] [sig       ] [2529/3614] Forecasting PFGC...
[2025-12-09T20:29:27.343847] [INFO ] [sig       ] Generating forecast for: PFGC
[2025-12-09T20:29:27.343875] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFGC' from 'https://tdm.silogroup.org/data/derivative_storage/PFGC.csv'.
[2025-12-09T20:29:27.354770] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFGC'.
[2025-12-09T20:29:27.355051] [INFO ] [FORECASTER] Starting predict_future for PFGC
[2025-12-09T20:29:27.355821] [DEBUG] [LOCAL     ] No optimal features file found for PFGC: ./output/feature-sets/PFGC.txt
[2025-12-09T20:29:27.355871] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:27.355903] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:27.355929] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:27.355984] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:27.411193] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:27.411787] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:27.411862] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:27.411900] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:27.542144] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:27.542292] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:27.542333] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:27.542360] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:27.545694] [DEBUG] [FORECASTER] PFGC: Forecast T+1@11:T+2@11: UP (p=93.42%)
[2025-12-09T20:29:27.545963] [INFO ] [FORECASTER] Completed predict_future for PFGC
[2025-12-09T20:29:27.546086] [INFO ] [sig       ] PFGC: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:29:27.685129] [INFO ] [LOCAL     ] Saved forecast: PFGC	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/PFGC.txt
[2025-12-09T20:29:27.685259] [INFO ] [sig       ] [2529/3614] Completed PFGC in 0.3s | 2.93 sym/s | Total: 14.4m | ETA: 6.2m
[2025-12-09T20:29:27.685298] [INFO ] [sig       ] [2530/3614] Forecasting PFH...
[2025-12-09T20:29:27.685327] [INFO ] [sig       ] Generating forecast for: PFH
[2025-12-09T20:29:27.685357] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFH' from 'https://tdm.silogroup.org/data/derivative_storage/PFH.csv'.
[2025-12-09T20:29:27.696673] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFH'.
[2025-12-09T20:29:27.696944] [INFO ] [FORECASTER] Starting predict_future for PFH
[2025-12-09T20:29:27.697744] [DEBUG] [LOCAL     ] No optimal features file found for PFH: ./output/feature-sets/PFH.txt
[2025-12-09T20:29:27.697796] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:27.697828] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:27.697855] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:27.697910] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:27.753007] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:27.753622] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:27.753697] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:27.753730] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:27.871361] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:27.871500] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:27.871539] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:27.871567] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:27.874813] [DEBUG] [FORECASTER] PFH: Forecast T+1@11:T+2@11: DOWN (p=31.24%)
[2025-12-09T20:29:27.875077] [INFO ] [FORECASTER] Completed predict_future for PFH
[2025-12-09T20:29:27.875194] [INFO ] [sig       ] PFH: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:29:28.012784] [INFO ] [LOCAL     ] Saved forecast: PFH	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/PFH.txt
[2025-12-09T20:29:28.012908] [INFO ] [sig       ] [2530/3614] Completed PFH in 0.3s | 2.93 sym/s | Total: 14.4m | ETA: 6.2m
[2025-12-09T20:29:28.012945] [INFO ] [sig       ] [2531/3614] Forecasting PFIS...
[2025-12-09T20:29:28.012973] [INFO ] [sig       ] Generating forecast for: PFIS
[2025-12-09T20:29:28.013001] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFIS' from 'https://tdm.silogroup.org/data/derivative_storage/PFIS.csv'.
[2025-12-09T20:29:28.025814] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFIS'.
[2025-12-09T20:29:28.026309] [INFO ] [FORECASTER] Starting predict_future for PFIS
[2025-12-09T20:29:28.027254] [DEBUG] [LOCAL     ] No optimal features file found for PFIS: ./output/feature-sets/PFIS.txt
[2025-12-09T20:29:28.027306] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:28.027338] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:28.027363] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:28.027419] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:28.086386] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:28.087533] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:28.087647] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:28.087684] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:28.200661] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:28.200886] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:28.200932] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:28.200962] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:28.205454] [DEBUG] [FORECASTER] PFIS: Forecast T+1@11:T+2@11: DOWN (p=41.76%)
[2025-12-09T20:29:28.205821] [INFO ] [FORECASTER] Completed predict_future for PFIS
[2025-12-09T20:29:28.205953] [INFO ] [sig       ] PFIS: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:29:28.349877] [INFO ] [LOCAL     ] Saved forecast: PFIS	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/PFIS.txt
[2025-12-09T20:29:28.350054] [INFO ] [sig       ] [2531/3614] Completed PFIS in 0.3s | 2.93 sym/s | Total: 14.4m | ETA: 6.2m
[2025-12-09T20:29:28.350094] [INFO ] [sig       ] [2532/3614] Forecasting PFL...
[2025-12-09T20:29:28.350123] [INFO ] [sig       ] Generating forecast for: PFL
[2025-12-09T20:29:28.350152] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFL' from 'https://tdm.silogroup.org/data/derivative_storage/PFL.csv'.
[2025-12-09T20:29:28.361276] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFL'.
[2025-12-09T20:29:28.361566] [INFO ] [FORECASTER] Starting predict_future for PFL
[2025-12-09T20:29:28.362335] [DEBUG] [LOCAL     ] No optimal features file found for PFL: ./output/feature-sets/PFL.txt
[2025-12-09T20:29:28.362384] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:28.362416] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:28.362443] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:28.362499] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:28.418482] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:28.419216] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:28.419320] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:28.419351] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:28.535518] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:28.535689] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:28.535730] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:28.535758] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:28.539098] [DEBUG] [FORECASTER] PFL: Forecast T+1@11:T+2@11: DOWN (p=34.54%)
[2025-12-09T20:29:28.539366] [INFO ] [FORECASTER] Completed predict_future for PFL
[2025-12-09T20:29:28.539507] [INFO ] [sig       ] PFL: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:29:28.678687] [INFO ] [LOCAL     ] Saved forecast: PFL	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/PFL.txt
[2025-12-09T20:29:28.678829] [INFO ] [sig       ] [2532/3614] Completed PFL in 0.3s | 2.93 sym/s | Total: 14.4m | ETA: 6.2m
[2025-12-09T20:29:28.678866] [INFO ] [sig       ] [2533/3614] Forecasting PFM...
[2025-12-09T20:29:28.678898] [INFO ] [sig       ] Generating forecast for: PFM
[2025-12-09T20:29:28.678932] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFM' from 'https://tdm.silogroup.org/data/derivative_storage/PFM.csv'.
[2025-12-09T20:29:28.690250] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFM'.
[2025-12-09T20:29:28.690553] [INFO ] [FORECASTER] Starting predict_future for PFM
[2025-12-09T20:29:28.691345] [DEBUG] [LOCAL     ] No optimal features file found for PFM: ./output/feature-sets/PFM.txt
[2025-12-09T20:29:28.691395] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:28.691427] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:28.691455] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:28.691511] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:28.751781] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:28.752954] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:28.753230] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:28.753269] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:28.892195] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:28.892360] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:28.892424] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:28.892455] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:28.896108] [DEBUG] [FORECASTER] PFM: Forecast T+1@11:T+2@11: UP (p=95.42%)
[2025-12-09T20:29:28.896417] [INFO ] [FORECASTER] Completed predict_future for PFM
[2025-12-09T20:29:28.896552] [INFO ] [sig       ] PFM: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:29:29.079871] [INFO ] [LOCAL     ] Saved forecast: PFM	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/PFM.txt
[2025-12-09T20:29:29.080041] [INFO ] [sig       ] [2533/3614] Completed PFM in 0.4s | 2.93 sym/s | Total: 14.4m | ETA: 6.2m
[2025-12-09T20:29:29.080091] [INFO ] [sig       ] [2534/3614] Forecasting PFN...
[2025-12-09T20:29:29.080121] [INFO ] [sig       ] Generating forecast for: PFN
[2025-12-09T20:29:29.080151] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFN' from 'https://tdm.silogroup.org/data/derivative_storage/PFN.csv'.
[2025-12-09T20:29:29.094559] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFN'.
[2025-12-09T20:29:29.095073] [INFO ] [FORECASTER] Starting predict_future for PFN
[2025-12-09T20:29:29.096264] [DEBUG] [LOCAL     ] No optimal features file found for PFN: ./output/feature-sets/PFN.txt
[2025-12-09T20:29:29.096373] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:29.096426] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:29.096471] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:29.096598] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:29.186938] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:29.188161] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:29.188280] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:29.188334] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:29.336630] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:29.336813] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:29.336867] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:29.336904] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:29.341981] [DEBUG] [FORECASTER] PFN: Forecast T+1@11:T+2@11: UP (p=71.86%)
[2025-12-09T20:29:29.342529] [INFO ] [FORECASTER] Completed predict_future for PFN
[2025-12-09T20:29:29.342772] [INFO ] [sig       ] PFN: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:29:29.548160] [INFO ] [LOCAL     ] Saved forecast: PFN	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/PFN.txt
[2025-12-09T20:29:29.548390] [INFO ] [sig       ] [2534/3614] Completed PFN in 0.5s | 2.93 sym/s | Total: 14.4m | ETA: 6.1m
[2025-12-09T20:29:29.548457] [INFO ] [sig       ] [2535/3614] Forecasting PFO...
[2025-12-09T20:29:29.548507] [INFO ] [sig       ] Generating forecast for: PFO
[2025-12-09T20:29:29.548554] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFO' from 'https://tdm.silogroup.org/data/derivative_storage/PFO.csv'.
[2025-12-09T20:29:29.567364] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFO'.
[2025-12-09T20:29:29.568025] [INFO ] [FORECASTER] Starting predict_future for PFO
[2025-12-09T20:29:29.569023] [DEBUG] [LOCAL     ] No optimal features file found for PFO: ./output/feature-sets/PFO.txt
[2025-12-09T20:29:29.569079] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:29.569112] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:29.569138] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:29.569194] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:29.643362] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:29.644424] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:29.644520] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:29.644553] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:29.787029] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:29.787223] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:29.787294] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:29.787345] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:29.793218] [DEBUG] [FORECASTER] PFO: Forecast T+1@11:T+2@11: UP (p=67.63%)
[2025-12-09T20:29:29.793817] [INFO ] [FORECASTER] Completed predict_future for PFO
[2025-12-09T20:29:29.794034] [INFO ] [sig       ] PFO: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:29:29.963965] [INFO ] [LOCAL     ] Saved forecast: PFO	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/PFO.txt
[2025-12-09T20:29:29.964160] [INFO ] [sig       ] [2535/3614] Completed PFO in 0.4s | 2.93 sym/s | Total: 14.4m | ETA: 6.1m
[2025-12-09T20:29:29.964202] [INFO ] [sig       ] [2536/3614] Forecasting PFS...
[2025-12-09T20:29:29.964233] [INFO ] [sig       ] Generating forecast for: PFS
[2025-12-09T20:29:29.964264] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFS' from 'https://tdm.silogroup.org/data/derivative_storage/PFS.csv'.
[2025-12-09T20:29:29.979479] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFS'.
[2025-12-09T20:29:29.980008] [INFO ] [FORECASTER] Starting predict_future for PFS
[2025-12-09T20:29:29.981262] [DEBUG] [LOCAL     ] No optimal features file found for PFS: ./output/feature-sets/PFS.txt
[2025-12-09T20:29:29.981340] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:29.981392] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:29.981436] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:29.981523] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:30.063539] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:30.064606] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:30.064703] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:30.064738] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:30.200554] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:30.200730] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:30.200775] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:30.200806] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:30.205094] [DEBUG] [FORECASTER] PFS: Forecast T+1@11:T+2@11: DOWN (p=13.09%)
[2025-12-09T20:29:30.205482] [INFO ] [FORECASTER] Completed predict_future for PFS
[2025-12-09T20:29:30.205681] [INFO ] [sig       ] PFS: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:29:30.372167] [INFO ] [LOCAL     ] Saved forecast: PFS	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/PFS.txt
[2025-12-09T20:29:30.372322] [INFO ] [sig       ] [2536/3614] Completed PFS in 0.4s | 2.93 sym/s | Total: 14.4m | ETA: 6.1m
[2025-12-09T20:29:30.372364] [INFO ] [sig       ] [2537/3614] Forecasting PFSI...
[2025-12-09T20:29:30.372396] [INFO ] [sig       ] Generating forecast for: PFSI
[2025-12-09T20:29:30.372429] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFSI' from 'https://tdm.silogroup.org/data/derivative_storage/PFSI.csv'.
[2025-12-09T20:29:30.384889] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFSI'.
[2025-12-09T20:29:30.385221] [INFO ] [FORECASTER] Starting predict_future for PFSI
[2025-12-09T20:29:30.386020] [DEBUG] [LOCAL     ] No optimal features file found for PFSI: ./output/feature-sets/PFSI.txt
[2025-12-09T20:29:30.386072] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:30.386104] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:30.386130] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:30.386185] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:30.444122] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:30.444917] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:30.445000] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:30.445033] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:30.565164] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:30.565313] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:30.565355] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:30.565389] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:30.568998] [DEBUG] [FORECASTER] PFSI: Forecast T+1@11:T+2@11: DOWN (p=29.47%)
[2025-12-09T20:29:30.569293] [INFO ] [FORECASTER] Completed predict_future for PFSI
[2025-12-09T20:29:30.569429] [INFO ] [sig       ] PFSI: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:29:30.721123] [INFO ] [LOCAL     ] Saved forecast: PFSI	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/PFSI.txt
[2025-12-09T20:29:30.721260] [INFO ] [sig       ] [2537/3614] Completed PFSI in 0.3s | 2.93 sym/s | Total: 14.4m | ETA: 6.1m
[2025-12-09T20:29:30.721305] [INFO ] [sig       ] [2538/3614] Forecasting PGC...
[2025-12-09T20:29:30.721337] [INFO ] [sig       ] Generating forecast for: PGC
[2025-12-09T20:29:30.721365] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGC' from 'https://tdm.silogroup.org/data/derivative_storage/PGC.csv'.
[2025-12-09T20:29:30.733239] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGC'.
[2025-12-09T20:29:30.733616] [INFO ] [FORECASTER] Starting predict_future for PGC
[2025-12-09T20:29:30.734440] [DEBUG] [LOCAL     ] No optimal features file found for PGC: ./output/feature-sets/PGC.txt
[2025-12-09T20:29:30.734491] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:30.734524] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:30.734551] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:30.734638] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:30.793263] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:30.794030] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:30.794109] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:30.794143] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:30.930044] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:30.930195] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:30.930235] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:30.930263] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:30.933682] [DEBUG] [FORECASTER] PGC: Forecast T+1@11:T+2@11: DOWN (p=8.91%)
[2025-12-09T20:29:30.933947] [INFO ] [FORECASTER] Completed predict_future for PGC
[2025-12-09T20:29:30.934070] [INFO ] [sig       ] PGC: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:29:31.073627] [INFO ] [LOCAL     ] Saved forecast: PGC	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/PGC.txt
[2025-12-09T20:29:31.073751] [INFO ] [sig       ] [2538/3614] Completed PGC in 0.4s | 2.93 sym/s | Total: 14.4m | ETA: 6.1m
[2025-12-09T20:29:31.073790] [INFO ] [sig       ] [2539/3614] Forecasting PGEN...
[2025-12-09T20:29:31.073818] [INFO ] [sig       ] Generating forecast for: PGEN
[2025-12-09T20:29:31.073847] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGEN' from 'https://tdm.silogroup.org/data/derivative_storage/PGEN.csv'.
[2025-12-09T20:29:31.085676] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGEN'.
[2025-12-09T20:29:31.086009] [INFO ] [FORECASTER] Starting predict_future for PGEN
[2025-12-09T20:29:31.086827] [DEBUG] [LOCAL     ] No optimal features file found for PGEN: ./output/feature-sets/PGEN.txt
[2025-12-09T20:29:31.086879] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:31.086938] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:31.086966] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:31.087022] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:31.141935] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:31.142544] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:31.142641] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:31.142674] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:31.260107] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:31.260260] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:31.260299] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:31.260328] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:31.263632] [DEBUG] [FORECASTER] PGEN: Forecast T+1@11:T+2@11: DOWN (p=42.16%)
[2025-12-09T20:29:31.263900] [INFO ] [FORECASTER] Completed predict_future for PGEN
[2025-12-09T20:29:31.264036] [INFO ] [sig       ] PGEN: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:29:31.400281] [INFO ] [LOCAL     ] Saved forecast: PGEN	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/PGEN.txt
[2025-12-09T20:29:31.400401] [INFO ] [sig       ] [2539/3614] Completed PGEN in 0.3s | 2.93 sym/s | Total: 14.5m | ETA: 6.1m
[2025-12-09T20:29:31.400440] [INFO ] [sig       ] [2540/3614] Forecasting PGJ...
[2025-12-09T20:29:31.400470] [INFO ] [sig       ] Generating forecast for: PGJ
[2025-12-09T20:29:31.400498] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGJ' from 'https://tdm.silogroup.org/data/derivative_storage/PGJ.csv'.
[2025-12-09T20:29:31.411282] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGJ'.
[2025-12-09T20:29:31.411555] [INFO ] [FORECASTER] Starting predict_future for PGJ
[2025-12-09T20:29:31.412331] [DEBUG] [LOCAL     ] No optimal features file found for PGJ: ./output/feature-sets/PGJ.txt
[2025-12-09T20:29:31.412383] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:31.412413] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:31.412440] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:31.412495] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:31.468433] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:31.469148] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:31.469223] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:31.469255] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:31.587846] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:31.587987] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:31.588037] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:31.588074] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:31.591466] [DEBUG] [FORECASTER] PGJ: Forecast T+1@11:T+2@11: DOWN (p=5.46%)
[2025-12-09T20:29:31.591765] [INFO ] [FORECASTER] Completed predict_future for PGJ
[2025-12-09T20:29:31.591892] [INFO ] [sig       ] PGJ: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:29:31.732755] [INFO ] [LOCAL     ] Saved forecast: PGJ	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/PGJ.txt
[2025-12-09T20:29:31.732905] [INFO ] [sig       ] [2540/3614] Completed PGJ in 0.3s | 2.93 sym/s | Total: 14.5m | ETA: 6.1m
[2025-12-09T20:29:31.732949] [INFO ] [sig       ] [2541/3614] Forecasting PGNY...
[2025-12-09T20:29:31.732986] [INFO ] [sig       ] Generating forecast for: PGNY
[2025-12-09T20:29:31.733021] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGNY' from 'https://tdm.silogroup.org/data/derivative_storage/PGNY.csv'.
[2025-12-09T20:29:31.744044] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGNY'.
[2025-12-09T20:29:31.744318] [INFO ] [FORECASTER] Starting predict_future for PGNY
[2025-12-09T20:29:31.745078] [DEBUG] [LOCAL     ] No optimal features file found for PGNY: ./output/feature-sets/PGNY.txt
[2025-12-09T20:29:31.745128] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:31.745159] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:31.745184] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:31.745239] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:31.801943] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:31.802607] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:31.802681] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:31.802712] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:31.919444] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:31.919610] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:31.919688] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:31.919719] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:31.923087] [DEBUG] [FORECASTER] PGNY: Forecast T+1@11:T+2@11: DOWN (p=8.09%)
[2025-12-09T20:29:31.923362] [INFO ] [FORECASTER] Completed predict_future for PGNY
[2025-12-09T20:29:31.923484] [INFO ] [sig       ] PGNY: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:29:32.071785] [INFO ] [LOCAL     ] Saved forecast: PGNY	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/PGNY.txt
[2025-12-09T20:29:32.071912] [INFO ] [sig       ] [2541/3614] Completed PGNY in 0.3s | 2.93 sym/s | Total: 14.5m | ETA: 6.1m
[2025-12-09T20:29:32.071951] [INFO ] [sig       ] [2542/3614] Forecasting PGP...
[2025-12-09T20:29:32.071981] [INFO ] [sig       ] Generating forecast for: PGP
[2025-12-09T20:29:32.072011] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGP' from 'https://tdm.silogroup.org/data/derivative_storage/PGP.csv'.
[2025-12-09T20:29:32.082090] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGP'.
[2025-12-09T20:29:32.082402] [INFO ] [FORECASTER] Starting predict_future for PGP
[2025-12-09T20:29:32.083197] [DEBUG] [LOCAL     ] No optimal features file found for PGP: ./output/feature-sets/PGP.txt
[2025-12-09T20:29:32.083247] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:32.083277] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:32.083303] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:32.083357] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:32.140469] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:32.141192] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:32.141270] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:32.141302] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:32.255709] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:32.255858] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:32.255899] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:32.255960] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:32.259356] [DEBUG] [FORECASTER] PGP: Forecast T+1@11:T+2@11: UP (p=86.20%)
[2025-12-09T20:29:32.259646] [INFO ] [FORECASTER] Completed predict_future for PGP
[2025-12-09T20:29:32.259771] [INFO ] [sig       ] PGP: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:29:32.400697] [INFO ] [LOCAL     ] Saved forecast: PGP	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/PGP.txt
[2025-12-09T20:29:32.400832] [INFO ] [sig       ] [2542/3614] Completed PGP in 0.3s | 2.93 sym/s | Total: 14.5m | ETA: 6.1m
[2025-12-09T20:29:32.400870] [INFO ] [sig       ] [2543/3614] Forecasting PGRE...
[2025-12-09T20:29:32.400900] [INFO ] [sig       ] Generating forecast for: PGRE
[2025-12-09T20:29:32.400929] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGRE' from 'https://tdm.silogroup.org/data/derivative_storage/PGRE.csv'.
[2025-12-09T20:29:32.411915] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGRE'.
[2025-12-09T20:29:32.412210] [INFO ] [FORECASTER] Starting predict_future for PGRE
[2025-12-09T20:29:32.413083] [DEBUG] [LOCAL     ] No optimal features file found for PGRE: ./output/feature-sets/PGRE.txt
[2025-12-09T20:29:32.413145] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:32.413188] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:32.413226] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:32.413298] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:32.471290] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:32.472106] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:32.472214] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:32.472251] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:32.593635] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:32.593776] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:32.593816] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:32.593844] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:32.597211] [DEBUG] [FORECASTER] PGRE: Forecast T+1@11:T+2@11: DOWN (p=44.36%)
[2025-12-09T20:29:32.597476] [INFO ] [FORECASTER] Completed predict_future for PGRE
[2025-12-09T20:29:32.597653] [INFO ] [sig       ] PGRE: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:29:32.739485] [INFO ] [LOCAL     ] Saved forecast: PGRE	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/PGRE.txt
[2025-12-09T20:29:32.739641] [INFO ] [sig       ] [2543/3614] Completed PGRE in 0.3s | 2.93 sym/s | Total: 14.5m | ETA: 6.1m
[2025-12-09T20:29:32.739681] [INFO ] [sig       ] [2544/3614] Forecasting PGY...
[2025-12-09T20:29:32.739710] [INFO ] [sig       ] Generating forecast for: PGY
[2025-12-09T20:29:32.739739] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGY' from 'https://tdm.silogroup.org/data/derivative_storage/PGY.csv'.
[2025-12-09T20:29:32.751956] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGY'.
[2025-12-09T20:29:32.752318] [INFO ] [FORECASTER] Starting predict_future for PGY
[2025-12-09T20:29:32.753183] [DEBUG] [LOCAL     ] No optimal features file found for PGY: ./output/feature-sets/PGY.txt
[2025-12-09T20:29:32.753236] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:32.753267] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:32.753293] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:32.753349] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:32.818132] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:32.819173] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:32.819302] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:32.819341] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:32.941039] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:32.941189] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:32.941230] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:32.941258] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:32.944546] [DEBUG] [FORECASTER] PGY: Forecast T+1@11:T+2@11: UP (p=92.38%)
[2025-12-09T20:29:32.944826] [INFO ] [FORECASTER] Completed predict_future for PGY
[2025-12-09T20:29:32.944946] [INFO ] [sig       ] PGY: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:29:33.083338] [INFO ] [LOCAL     ] Saved forecast: PGY	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/PGY.txt
[2025-12-09T20:29:33.083471] [INFO ] [sig       ] [2544/3614] Completed PGY in 0.3s | 2.93 sym/s | Total: 14.5m | ETA: 6.1m
[2025-12-09T20:29:33.083509] [INFO ] [sig       ] [2545/3614] Forecasting PGZ...
[2025-12-09T20:29:33.083538] [INFO ] [sig       ] Generating forecast for: PGZ
[2025-12-09T20:29:33.083585] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGZ' from 'https://tdm.silogroup.org/data/derivative_storage/PGZ.csv'.
[2025-12-09T20:29:33.094198] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGZ'.
[2025-12-09T20:29:33.094528] [INFO ] [FORECASTER] Starting predict_future for PGZ
[2025-12-09T20:29:33.095343] [DEBUG] [LOCAL     ] No optimal features file found for PGZ: ./output/feature-sets/PGZ.txt
[2025-12-09T20:29:33.095395] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:33.095439] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:33.095468] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:33.095525] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:33.153170] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:33.153876] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:33.153953] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:33.153986] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:33.269870] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:33.270015] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:33.270055] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:33.270083] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:33.273416] [DEBUG] [FORECASTER] PGZ: Forecast T+1@11:T+2@11: DOWN (p=31.21%)
[2025-12-09T20:29:33.273697] [INFO ] [FORECASTER] Completed predict_future for PGZ
[2025-12-09T20:29:33.273817] [INFO ] [sig       ] PGZ: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:29:33.413023] [INFO ] [LOCAL     ] Saved forecast: PGZ	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/PGZ.txt
[2025-12-09T20:29:33.413165] [INFO ] [sig       ] [2545/3614] Completed PGZ in 0.3s | 2.93 sym/s | Total: 14.5m | ETA: 6.1m
[2025-12-09T20:29:33.413207] [INFO ] [sig       ] [2546/3614] Forecasting PH...
[2025-12-09T20:29:33.413237] [INFO ] [sig       ] Generating forecast for: PH
[2025-12-09T20:29:33.413266] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PH' from 'https://tdm.silogroup.org/data/derivative_storage/PH.csv'.
[2025-12-09T20:29:33.424155] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PH'.
[2025-12-09T20:29:33.424454] [INFO ] [FORECASTER] Starting predict_future for PH
[2025-12-09T20:29:33.425228] [DEBUG] [LOCAL     ] No optimal features file found for PH: ./output/feature-sets/PH.txt
[2025-12-09T20:29:33.425278] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:33.425308] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:33.425334] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:33.425388] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:33.483343] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:33.484231] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:33.484315] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:33.484348] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:33.602734] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:33.602878] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:33.602919] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:33.602947] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:33.606232] [DEBUG] [FORECASTER] PH: Forecast T+1@11:T+2@11: DOWN (p=42.70%)
[2025-12-09T20:29:33.606495] [INFO ] [FORECASTER] Completed predict_future for PH
[2025-12-09T20:29:33.606630] [INFO ] [sig       ] PH: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:29:33.744294] [INFO ] [LOCAL     ] Saved forecast: PH	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/PH.txt
[2025-12-09T20:29:33.744424] [INFO ] [sig       ] [2546/3614] Completed PH in 0.3s | 2.93 sym/s | Total: 14.5m | ETA: 6.1m
[2025-12-09T20:29:33.744462] [INFO ] [sig       ] [2547/3614] Forecasting PHG...
[2025-12-09T20:29:33.744491] [INFO ] [sig       ] Generating forecast for: PHG
[2025-12-09T20:29:33.744520] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHG' from 'https://tdm.silogroup.org/data/derivative_storage/PHG.csv'.
[2025-12-09T20:29:33.756005] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHG'.
[2025-12-09T20:29:33.756295] [INFO ] [FORECASTER] Starting predict_future for PHG
[2025-12-09T20:29:33.757075] [DEBUG] [LOCAL     ] No optimal features file found for PHG: ./output/feature-sets/PHG.txt
[2025-12-09T20:29:33.757126] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:33.757157] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:33.757183] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:33.757237] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:33.812294] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:33.813092] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:33.813170] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:33.813202] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:33.932791] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:33.932939] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:33.932979] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:33.933007] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:33.936331] [DEBUG] [FORECASTER] PHG: Forecast T+1@11:T+2@11: DOWN (p=32.84%)
[2025-12-09T20:29:33.936608] [INFO ] [FORECASTER] Completed predict_future for PHG
[2025-12-09T20:29:33.936727] [INFO ] [sig       ] PHG: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:29:34.073335] [INFO ] [LOCAL     ] Saved forecast: PHG	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/PHG.txt
[2025-12-09T20:29:34.073474] [INFO ] [sig       ] [2547/3614] Completed PHG in 0.3s | 2.93 sym/s | Total: 14.5m | ETA: 6.1m
[2025-12-09T20:29:34.073513] [INFO ] [sig       ] [2548/3614] Forecasting PHI...
[2025-12-09T20:29:34.073542] [INFO ] [sig       ] Generating forecast for: PHI
[2025-12-09T20:29:34.073588] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHI' from 'https://tdm.silogroup.org/data/derivative_storage/PHI.csv'.
[2025-12-09T20:29:34.085022] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHI'.
[2025-12-09T20:29:34.085330] [INFO ] [FORECASTER] Starting predict_future for PHI
[2025-12-09T20:29:34.086092] [DEBUG] [LOCAL     ] No optimal features file found for PHI: ./output/feature-sets/PHI.txt
[2025-12-09T20:29:34.086143] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:34.086174] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:34.086200] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:34.086255] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:34.144495] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:34.145185] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:34.145260] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:34.145293] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:34.260000] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:34.260150] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:34.260189] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:34.260217] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:34.263521] [DEBUG] [FORECASTER] PHI: Forecast T+1@11:T+2@11: UP (p=97.81%)
[2025-12-09T20:29:34.263799] [INFO ] [FORECASTER] Completed predict_future for PHI
[2025-12-09T20:29:34.263918] [INFO ] [sig       ] PHI: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:29:34.406066] [INFO ] [LOCAL     ] Saved forecast: PHI	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/PHI.txt
[2025-12-09T20:29:34.406205] [INFO ] [sig       ] [2548/3614] Completed PHI in 0.3s | 2.93 sym/s | Total: 14.5m | ETA: 6.1m
[2025-12-09T20:29:34.406245] [INFO ] [sig       ] [2549/3614] Forecasting PHIN...
[2025-12-09T20:29:34.406273] [INFO ] [sig       ] Generating forecast for: PHIN
[2025-12-09T20:29:34.406308] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHIN' from 'https://tdm.silogroup.org/data/derivative_storage/PHIN.csv'.
[2025-12-09T20:29:34.417192] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHIN'.
[2025-12-09T20:29:34.417493] [INFO ] [FORECASTER] Starting predict_future for PHIN
[2025-12-09T20:29:34.418308] [DEBUG] [LOCAL     ] No optimal features file found for PHIN: ./output/feature-sets/PHIN.txt
[2025-12-09T20:29:34.418359] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:34.418391] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:34.418420] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:34.418476] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:34.476767] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:34.477537] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:34.477664] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:34.477698] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:34.602505] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:34.602676] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:34.602717] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:34.602747] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:34.606065] [DEBUG] [FORECASTER] PHIN: Forecast T+1@11:T+2@11: DOWN (p=2.08%)
[2025-12-09T20:29:34.606327] [INFO ] [FORECASTER] Completed predict_future for PHIN
[2025-12-09T20:29:34.606446] [INFO ] [sig       ] PHIN: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:29:34.744241] [INFO ] [LOCAL     ] Saved forecast: PHIN	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/PHIN.txt
[2025-12-09T20:29:34.744366] [INFO ] [sig       ] [2549/3614] Completed PHIN in 0.3s | 2.93 sym/s | Total: 14.5m | ETA: 6.1m
[2025-12-09T20:29:34.744403] [INFO ] [sig       ] [2550/3614] Forecasting PHIO...
[2025-12-09T20:29:34.744433] [INFO ] [sig       ] Generating forecast for: PHIO
[2025-12-09T20:29:34.744461] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHIO' from 'https://tdm.silogroup.org/data/derivative_storage/PHIO.csv'.
[2025-12-09T20:29:34.757264] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHIO'.
[2025-12-09T20:29:34.757650] [INFO ] [FORECASTER] Starting predict_future for PHIO
[2025-12-09T20:29:34.758438] [DEBUG] [LOCAL     ] No optimal features file found for PHIO: ./output/feature-sets/PHIO.txt
[2025-12-09T20:29:34.758489] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:34.758520] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:34.758546] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:34.758626] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:34.815068] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:34.815739] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:34.815817] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:34.815853] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:34.936617] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:34.936764] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:34.936806] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:34.936836] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:34.940261] [DEBUG] [FORECASTER] PHIO: Forecast T+1@11:T+2@11: DOWN (p=45.92%)
[2025-12-09T20:29:34.940538] [INFO ] [FORECASTER] Completed predict_future for PHIO
[2025-12-09T20:29:34.940681] [INFO ] [sig       ] PHIO: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:29:35.089075] [INFO ] [LOCAL     ] Saved forecast: PHIO	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/PHIO.txt
[2025-12-09T20:29:35.089233] [INFO ] [sig       ] [2550/3614] Completed PHIO in 0.3s | 2.93 sym/s | Total: 14.5m | ETA: 6.1m
[2025-12-09T20:29:35.089279] [INFO ] [sig       ] [2551/3614] Forecasting PHK...
[2025-12-09T20:29:35.089322] [INFO ] [sig       ] Generating forecast for: PHK
[2025-12-09T20:29:35.089356] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHK' from 'https://tdm.silogroup.org/data/derivative_storage/PHK.csv'.
[2025-12-09T20:29:35.102987] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHK'.
[2025-12-09T20:29:35.103563] [INFO ] [FORECASTER] Starting predict_future for PHK
[2025-12-09T20:29:35.104601] [DEBUG] [LOCAL     ] No optimal features file found for PHK: ./output/feature-sets/PHK.txt
[2025-12-09T20:29:35.104654] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:35.104687] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:35.104713] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:35.104770] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:35.161958] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:35.163032] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:35.163123] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:35.163156] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:35.280219] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:35.280445] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:35.280493] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:35.280523] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:35.284332] [DEBUG] [FORECASTER] PHK: Forecast T+1@11:T+2@11: DOWN (p=30.91%)
[2025-12-09T20:29:35.284656] [INFO ] [FORECASTER] Completed predict_future for PHK
[2025-12-09T20:29:35.284792] [INFO ] [sig       ] PHK: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:29:35.426328] [INFO ] [LOCAL     ] Saved forecast: PHK	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/PHK.txt
[2025-12-09T20:29:35.426503] [INFO ] [sig       ] [2551/3614] Completed PHK in 0.3s | 2.93 sym/s | Total: 14.5m | ETA: 6.1m
[2025-12-09T20:29:35.426544] [INFO ] [sig       ] [2552/3614] Forecasting PHM...
[2025-12-09T20:29:35.426593] [INFO ] [sig       ] Generating forecast for: PHM
[2025-12-09T20:29:35.426627] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHM' from 'https://tdm.silogroup.org/data/derivative_storage/PHM.csv'.
[2025-12-09T20:29:35.439826] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHM'.
[2025-12-09T20:29:35.440259] [INFO ] [FORECASTER] Starting predict_future for PHM
[2025-12-09T20:29:35.441175] [DEBUG] [LOCAL     ] No optimal features file found for PHM: ./output/feature-sets/PHM.txt
[2025-12-09T20:29:35.441226] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:35.441258] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:35.441284] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:35.441341] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:35.497986] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:35.499002] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:35.499098] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:35.499130] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:35.621816] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:35.621973] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:35.622014] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:35.622042] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:35.625413] [DEBUG] [FORECASTER] PHM: Forecast T+1@11:T+2@11: DOWN (p=47.25%)
[2025-12-09T20:29:35.625705] [INFO ] [FORECASTER] Completed predict_future for PHM
[2025-12-09T20:29:35.625826] [INFO ] [sig       ] PHM: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:29:35.762878] [INFO ] [LOCAL     ] Saved forecast: PHM	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/PHM.txt
[2025-12-09T20:29:35.763082] [INFO ] [sig       ] [2552/3614] Completed PHM in 0.3s | 2.93 sym/s | Total: 14.5m | ETA: 6.0m
[2025-12-09T20:29:35.763130] [INFO ] [sig       ] [2553/3614] Forecasting PHO...
[2025-12-09T20:29:35.763166] [INFO ] [sig       ] Generating forecast for: PHO
[2025-12-09T20:29:35.763202] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHO' from 'https://tdm.silogroup.org/data/derivative_storage/PHO.csv'.
[2025-12-09T20:29:35.774218] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHO'.
[2025-12-09T20:29:35.774502] [INFO ] [FORECASTER] Starting predict_future for PHO
[2025-12-09T20:29:35.775264] [DEBUG] [LOCAL     ] No optimal features file found for PHO: ./output/feature-sets/PHO.txt
[2025-12-09T20:29:35.775314] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:35.775345] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:35.775371] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:35.775426] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:35.832630] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:35.833331] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:35.833408] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:35.833443] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:35.951923] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:35.952078] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:35.952119] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:35.952148] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:35.955498] [DEBUG] [FORECASTER] PHO: Forecast T+1@11:T+2@11: DOWN (p=1.57%)
[2025-12-09T20:29:35.955786] [INFO ] [FORECASTER] Completed predict_future for PHO
[2025-12-09T20:29:35.955905] [INFO ] [sig       ] PHO: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:29:36.097310] [INFO ] [LOCAL     ] Saved forecast: PHO	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/PHO.txt
[2025-12-09T20:29:36.097435] [INFO ] [sig       ] [2553/3614] Completed PHO in 0.3s | 2.93 sym/s | Total: 14.5m | ETA: 6.0m
[2025-12-09T20:29:36.097473] [INFO ] [sig       ] [2554/3614] Forecasting PHUN...
[2025-12-09T20:29:36.097528] [INFO ] [sig       ] Generating forecast for: PHUN
[2025-12-09T20:29:36.097561] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHUN' from 'https://tdm.silogroup.org/data/derivative_storage/PHUN.csv'.
[2025-12-09T20:29:36.109619] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHUN'.
[2025-12-09T20:29:36.110018] [INFO ] [FORECASTER] Starting predict_future for PHUN
[2025-12-09T20:29:36.110905] [DEBUG] [LOCAL     ] No optimal features file found for PHUN: ./output/feature-sets/PHUN.txt
[2025-12-09T20:29:36.110958] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:36.110992] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:36.111019] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:36.111075] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:36.169932] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:36.170886] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:36.170969] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:36.171002] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:36.290468] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:36.290647] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:36.290690] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:36.290717] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:36.294058] [DEBUG] [FORECASTER] PHUN: Forecast T+1@11:T+2@11: UP (p=92.48%)
[2025-12-09T20:29:36.294331] [INFO ] [FORECASTER] Completed predict_future for PHUN
[2025-12-09T20:29:36.294451] [INFO ] [sig       ] PHUN: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:29:36.435236] [INFO ] [LOCAL     ] Saved forecast: PHUN	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/PHUN.txt
[2025-12-09T20:29:36.435383] [INFO ] [sig       ] [2554/3614] Completed PHUN in 0.3s | 2.93 sym/s | Total: 14.5m | ETA: 6.0m
[2025-12-09T20:29:36.435422] [INFO ] [sig       ] [2555/3614] Forecasting PHVS...
[2025-12-09T20:29:36.435451] [INFO ] [sig       ] Generating forecast for: PHVS
[2025-12-09T20:29:36.435480] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHVS' from 'https://tdm.silogroup.org/data/derivative_storage/PHVS.csv'.
[2025-12-09T20:29:36.446960] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHVS'.
[2025-12-09T20:29:36.447260] [INFO ] [FORECASTER] Starting predict_future for PHVS
[2025-12-09T20:29:36.448076] [DEBUG] [LOCAL     ] No optimal features file found for PHVS: ./output/feature-sets/PHVS.txt
[2025-12-09T20:29:36.448133] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:36.448165] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:36.448192] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:36.448258] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:36.504015] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:36.504709] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:36.504783] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:36.504814] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:36.623457] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:36.623651] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:36.623694] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:36.623723] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:36.627159] [DEBUG] [FORECASTER] PHVS: Forecast T+1@11:T+2@11: DOWN (p=2.08%)
[2025-12-09T20:29:36.627425] [INFO ] [FORECASTER] Completed predict_future for PHVS
[2025-12-09T20:29:36.627566] [INFO ] [sig       ] PHVS: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:29:36.774817] [INFO ] [LOCAL     ] Saved forecast: PHVS	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/PHVS.txt
[2025-12-09T20:29:36.774983] [INFO ] [sig       ] [2555/3614] Completed PHVS in 0.3s | 2.93 sym/s | Total: 14.5m | ETA: 6.0m
[2025-12-09T20:29:36.775026] [INFO ] [sig       ] [2556/3614] Forecasting PI...
[2025-12-09T20:29:36.775056] [INFO ] [sig       ] Generating forecast for: PI
[2025-12-09T20:29:36.775087] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PI' from 'https://tdm.silogroup.org/data/derivative_storage/PI.csv'.
[2025-12-09T20:29:36.790799] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PI'.
[2025-12-09T20:29:36.791238] [INFO ] [FORECASTER] Starting predict_future for PI
[2025-12-09T20:29:36.792373] [DEBUG] [LOCAL     ] No optimal features file found for PI: ./output/feature-sets/PI.txt
[2025-12-09T20:29:36.792442] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:36.792522] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:36.792568] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:36.792684] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:36.858174] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:36.859033] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:36.859123] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:36.859156] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:36.982892] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:36.983042] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:36.983086] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:36.983121] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:36.986553] [DEBUG] [FORECASTER] PI: Forecast T+1@11:T+2@11: UP (p=94.44%)
[2025-12-09T20:29:36.986857] [INFO ] [FORECASTER] Completed predict_future for PI
[2025-12-09T20:29:36.986990] [INFO ] [sig       ] PI: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:29:37.126615] [INFO ] [LOCAL     ] Saved forecast: PI	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/PI.txt
[2025-12-09T20:29:37.126750] [INFO ] [sig       ] [2556/3614] Completed PI in 0.4s | 2.93 sym/s | Total: 14.5m | ETA: 6.0m
[2025-12-09T20:29:37.126789] [INFO ] [sig       ] [2557/3614] Forecasting PID...
[2025-12-09T20:29:37.126820] [INFO ] [sig       ] Generating forecast for: PID
[2025-12-09T20:29:37.126849] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PID' from 'https://tdm.silogroup.org/data/derivative_storage/PID.csv'.
[2025-12-09T20:29:37.137861] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PID'.
[2025-12-09T20:29:37.138140] [INFO ] [FORECASTER] Starting predict_future for PID
[2025-12-09T20:29:37.138911] [DEBUG] [LOCAL     ] No optimal features file found for PID: ./output/feature-sets/PID.txt
[2025-12-09T20:29:37.138961] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:37.138993] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:37.139020] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:37.139075] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:37.198114] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:37.198879] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:37.198960] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:37.198993] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:37.318913] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:37.319058] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:37.319109] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:37.319144] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:37.322498] [DEBUG] [FORECASTER] PID: Forecast T+1@11:T+2@11: DOWN (p=24.01%)
[2025-12-09T20:29:37.322787] [INFO ] [FORECASTER] Completed predict_future for PID
[2025-12-09T20:29:37.322909] [INFO ] [sig       ] PID: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:29:37.468867] [INFO ] [LOCAL     ] Saved forecast: PID	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/PID.txt
[2025-12-09T20:29:37.468996] [INFO ] [sig       ] [2557/3614] Completed PID in 0.3s | 2.93 sym/s | Total: 14.6m | ETA: 6.0m
[2025-12-09T20:29:37.469035] [INFO ] [sig       ] [2558/3614] Forecasting PIE...
[2025-12-09T20:29:37.469065] [INFO ] [sig       ] Generating forecast for: PIE
[2025-12-09T20:29:37.469093] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PIE' from 'https://tdm.silogroup.org/data/derivative_storage/PIE.csv'.
[2025-12-09T20:29:37.479776] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PIE'.
[2025-12-09T20:29:37.480079] [INFO ] [FORECASTER] Starting predict_future for PIE
[2025-12-09T20:29:37.480872] [DEBUG] [LOCAL     ] No optimal features file found for PIE: ./output/feature-sets/PIE.txt
[2025-12-09T20:29:37.480933] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:37.480965] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:37.480990] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:37.481045] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:37.538067] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:37.538862] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:37.538939] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:37.538971] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:37.652163] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:37.652313] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:37.652352] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:37.652380] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:37.655782] [DEBUG] [FORECASTER] PIE: Forecast T+1@11:T+2@11: UP (p=68.29%)
[2025-12-09T20:29:37.656054] [INFO ] [FORECASTER] Completed predict_future for PIE
[2025-12-09T20:29:37.656171] [INFO ] [sig       ] PIE: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:29:37.803298] [INFO ] [LOCAL     ] Saved forecast: PIE	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/PIE.txt
[2025-12-09T20:29:37.803444] [INFO ] [sig       ] [2558/3614] Completed PIE in 0.3s | 2.93 sym/s | Total: 14.6m | ETA: 6.0m
[2025-12-09T20:29:37.803483] [INFO ] [sig       ] [2559/3614] Forecasting PII...
[2025-12-09T20:29:37.803513] [INFO ] [sig       ] Generating forecast for: PII
[2025-12-09T20:29:37.803544] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PII' from 'https://tdm.silogroup.org/data/derivative_storage/PII.csv'.
[2025-12-09T20:29:37.814534] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PII'.
[2025-12-09T20:29:37.814870] [INFO ] [FORECASTER] Starting predict_future for PII
[2025-12-09T20:29:37.815652] [DEBUG] [LOCAL     ] No optimal features file found for PII: ./output/feature-sets/PII.txt
[2025-12-09T20:29:37.815702] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:37.815733] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:37.815758] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:37.815813] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:37.872125] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:37.872957] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:37.873034] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:37.873067] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:37.991239] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:37.991383] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:37.991424] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:37.991453] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:37.994865] [DEBUG] [FORECASTER] PII: Forecast T+1@11:T+2@11: UP (p=58.03%)
[2025-12-09T20:29:37.995139] [INFO ] [FORECASTER] Completed predict_future for PII
[2025-12-09T20:29:37.995264] [INFO ] [sig       ] PII: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:29:38.145928] [INFO ] [LOCAL     ] Saved forecast: PII	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/PII.txt
[2025-12-09T20:29:38.146072] [INFO ] [sig       ] [2559/3614] Completed PII in 0.3s | 2.93 sym/s | Total: 14.6m | ETA: 6.0m
[2025-12-09T20:29:38.146124] [INFO ] [sig       ] [2560/3614] Forecasting PIM...
[2025-12-09T20:29:38.146161] [INFO ] [sig       ] Generating forecast for: PIM
[2025-12-09T20:29:38.146191] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PIM' from 'https://tdm.silogroup.org/data/derivative_storage/PIM.csv'.
[2025-12-09T20:29:38.157181] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PIM'.
[2025-12-09T20:29:38.157517] [INFO ] [FORECASTER] Starting predict_future for PIM
[2025-12-09T20:29:38.158381] [DEBUG] [LOCAL     ] No optimal features file found for PIM: ./output/feature-sets/PIM.txt
[2025-12-09T20:29:38.158432] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:38.158464] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:38.158491] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:38.158546] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:38.216586] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:38.217337] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:38.217413] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:38.217447] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:38.331071] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:38.331207] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:38.331248] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:38.331276] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:38.334657] [DEBUG] [FORECASTER] PIM: Forecast T+1@11:T+2@11: UP (p=55.88%)
[2025-12-09T20:29:38.334932] [INFO ] [FORECASTER] Completed predict_future for PIM
[2025-12-09T20:29:38.335057] [INFO ] [sig       ] PIM: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:29:38.480421] [INFO ] [LOCAL     ] Saved forecast: PIM	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/PIM.txt
[2025-12-09T20:29:38.480562] [INFO ] [sig       ] [2560/3614] Completed PIM in 0.3s | 2.93 sym/s | Total: 14.6m | ETA: 6.0m
[2025-12-09T20:29:38.480618] [INFO ] [sig       ] [2561/3614] Forecasting PINE...
[2025-12-09T20:29:38.480649] [INFO ] [sig       ] Generating forecast for: PINE
[2025-12-09T20:29:38.480677] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PINE' from 'https://tdm.silogroup.org/data/derivative_storage/PINE.csv'.
[2025-12-09T20:29:38.492006] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PINE'.
[2025-12-09T20:29:38.492279] [INFO ] [FORECASTER] Starting predict_future for PINE
[2025-12-09T20:29:38.493042] [DEBUG] [LOCAL     ] No optimal features file found for PINE: ./output/feature-sets/PINE.txt
[2025-12-09T20:29:38.493093] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:38.493124] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:38.493155] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:38.493222] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:38.549139] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:38.549798] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:38.549872] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:38.549904] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:38.665057] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:38.665205] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:38.665244] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:38.665272] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:38.668589] [DEBUG] [FORECASTER] PINE: Forecast T+1@11:T+2@11: DOWN (p=17.38%)
[2025-12-09T20:29:38.668857] [INFO ] [FORECASTER] Completed predict_future for PINE
[2025-12-09T20:29:38.668975] [INFO ] [sig       ] PINE: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:29:38.809527] [INFO ] [LOCAL     ] Saved forecast: PINE	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/PINE.txt
[2025-12-09T20:29:38.809682] [INFO ] [sig       ] [2561/3614] Completed PINE in 0.3s | 2.93 sym/s | Total: 14.6m | ETA: 6.0m
[2025-12-09T20:29:38.809729] [INFO ] [sig       ] [2562/3614] Forecasting PINS...
[2025-12-09T20:29:38.809760] [INFO ] [sig       ] Generating forecast for: PINS
[2025-12-09T20:29:38.809790] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PINS' from 'https://tdm.silogroup.org/data/derivative_storage/PINS.csv'.
[2025-12-09T20:29:38.820683] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PINS'.
[2025-12-09T20:29:38.820967] [INFO ] [FORECASTER] Starting predict_future for PINS
[2025-12-09T20:29:38.821728] [DEBUG] [LOCAL     ] No optimal features file found for PINS: ./output/feature-sets/PINS.txt
[2025-12-09T20:29:38.821777] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:38.821809] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:38.821835] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:38.821890] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:38.880997] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:38.881851] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:38.881925] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:38.881957] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:39.004942] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:39.005083] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:39.005122] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:39.005150] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:39.008490] [DEBUG] [FORECASTER] PINS: Forecast T+1@11:T+2@11: DOWN (p=30.62%)
[2025-12-09T20:29:39.008774] [INFO ] [FORECASTER] Completed predict_future for PINS
[2025-12-09T20:29:39.008893] [INFO ] [sig       ] PINS: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:29:39.149899] [INFO ] [LOCAL     ] Saved forecast: PINS	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/PINS.txt
[2025-12-09T20:29:39.150026] [INFO ] [sig       ] [2562/3614] Completed PINS in 0.3s | 2.93 sym/s | Total: 14.6m | ETA: 6.0m
[2025-12-09T20:29:39.150065] [INFO ] [sig       ] [2563/3614] Forecasting PK...
[2025-12-09T20:29:39.150094] [INFO ] [sig       ] Generating forecast for: PK
[2025-12-09T20:29:39.150122] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PK' from 'https://tdm.silogroup.org/data/derivative_storage/PK.csv'.
[2025-12-09T20:29:39.161476] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PK'.
[2025-12-09T20:29:39.161779] [INFO ] [FORECASTER] Starting predict_future for PK
[2025-12-09T20:29:39.162523] [DEBUG] [LOCAL     ] No optimal features file found for PK: ./output/feature-sets/PK.txt
[2025-12-09T20:29:39.162593] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:39.162630] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:39.162656] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:39.162711] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:39.219560] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:39.220272] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:39.220349] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:39.220382] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:39.342996] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:39.343138] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:39.343177] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:39.343206] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:39.346491] [DEBUG] [FORECASTER] PK: Forecast T+1@11:T+2@11: DOWN (p=10.93%)
[2025-12-09T20:29:39.346772] [INFO ] [FORECASTER] Completed predict_future for PK
[2025-12-09T20:29:39.346908] [INFO ] [sig       ] PK: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:29:39.493292] [INFO ] [LOCAL     ] Saved forecast: PK	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/PK.txt
[2025-12-09T20:29:39.493427] [INFO ] [sig       ] [2563/3614] Completed PK in 0.3s | 2.93 sym/s | Total: 14.6m | ETA: 6.0m
[2025-12-09T20:29:39.493466] [INFO ] [sig       ] [2564/3614] Forecasting PKBK...
[2025-12-09T20:29:39.493496] [INFO ] [sig       ] Generating forecast for: PKBK
[2025-12-09T20:29:39.493525] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PKBK' from 'https://tdm.silogroup.org/data/derivative_storage/PKBK.csv'.
[2025-12-09T20:29:39.504249] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PKBK'.
[2025-12-09T20:29:39.504551] [INFO ] [FORECASTER] Starting predict_future for PKBK
[2025-12-09T20:29:39.505349] [DEBUG] [LOCAL     ] No optimal features file found for PKBK: ./output/feature-sets/PKBK.txt
[2025-12-09T20:29:39.505400] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:39.505644] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:39.505672] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:39.505728] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:39.562221] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:39.562843] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:39.562917] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:39.562949] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:39.675930] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:39.676070] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:39.676108] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:39.676137] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:39.679526] [DEBUG] [FORECASTER] PKBK: Forecast T+1@11:T+2@11: UP (p=93.13%)
[2025-12-09T20:29:39.679802] [INFO ] [FORECASTER] Completed predict_future for PKBK
[2025-12-09T20:29:39.679919] [INFO ] [sig       ] PKBK: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:29:39.829054] [INFO ] [LOCAL     ] Saved forecast: PKBK	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/PKBK.txt
[2025-12-09T20:29:39.829197] [INFO ] [sig       ] [2564/3614] Completed PKBK in 0.3s | 2.93 sym/s | Total: 14.6m | ETA: 6.0m
[2025-12-09T20:29:39.829244] [INFO ] [sig       ] [2565/3614] Forecasting PKE...
[2025-12-09T20:29:39.829279] [INFO ] [sig       ] Generating forecast for: PKE
[2025-12-09T20:29:39.829315] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PKE' from 'https://tdm.silogroup.org/data/derivative_storage/PKE.csv'.
[2025-12-09T20:29:39.840631] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PKE'.
[2025-12-09T20:29:39.840901] [INFO ] [FORECASTER] Starting predict_future for PKE
[2025-12-09T20:29:39.841677] [DEBUG] [LOCAL     ] No optimal features file found for PKE: ./output/feature-sets/PKE.txt
[2025-12-09T20:29:39.841726] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:39.841757] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:39.841784] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:39.841839] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:39.899087] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:39.899801] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:39.899878] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:39.899910] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:40.019071] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:40.019209] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:40.019263] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:40.019292] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:40.022655] [DEBUG] [FORECASTER] PKE: Forecast T+1@11:T+2@11: DOWN (p=37.18%)
[2025-12-09T20:29:40.022920] [INFO ] [FORECASTER] Completed predict_future for PKE
[2025-12-09T20:29:40.023037] [INFO ] [sig       ] PKE: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:29:40.162394] [INFO ] [LOCAL     ] Saved forecast: PKE	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/PKE.txt
[2025-12-09T20:29:40.162518] [INFO ] [sig       ] [2565/3614] Completed PKE in 0.3s | 2.93 sym/s | Total: 14.6m | ETA: 6.0m
[2025-12-09T20:29:40.162584] [INFO ] [sig       ] [2566/3614] Forecasting PKG...
[2025-12-09T20:29:40.162617] [INFO ] [sig       ] Generating forecast for: PKG
[2025-12-09T20:29:40.162646] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PKG' from 'https://tdm.silogroup.org/data/derivative_storage/PKG.csv'.
[2025-12-09T20:29:40.174246] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PKG'.
[2025-12-09T20:29:40.174539] [INFO ] [FORECASTER] Starting predict_future for PKG
[2025-12-09T20:29:40.175342] [DEBUG] [LOCAL     ] No optimal features file found for PKG: ./output/feature-sets/PKG.txt
[2025-12-09T20:29:40.175395] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:40.175427] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:40.175456] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:40.175513] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:40.234417] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:40.235160] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:40.235267] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:40.235301] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:40.357295] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:40.357439] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:40.357482] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:40.357532] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:40.360978] [DEBUG] [FORECASTER] PKG: Forecast T+1@11:T+2@11: UP (p=99.50%)
[2025-12-09T20:29:40.361255] [INFO ] [FORECASTER] Completed predict_future for PKG
[2025-12-09T20:29:40.361378] [INFO ] [sig       ] PKG: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:29:40.502094] [INFO ] [LOCAL     ] Saved forecast: PKG	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/PKG.txt
[2025-12-09T20:29:40.502257] [INFO ] [sig       ] [2566/3614] Completed PKG in 0.3s | 2.93 sym/s | Total: 14.6m | ETA: 6.0m
[2025-12-09T20:29:40.502304] [INFO ] [sig       ] [2567/3614] Forecasting PKOH...
[2025-12-09T20:29:40.502342] [INFO ] [sig       ] Generating forecast for: PKOH
[2025-12-09T20:29:40.502372] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PKOH' from 'https://tdm.silogroup.org/data/derivative_storage/PKOH.csv'.
[2025-12-09T20:29:40.514027] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PKOH'.
[2025-12-09T20:29:40.514378] [INFO ] [FORECASTER] Starting predict_future for PKOH
[2025-12-09T20:29:40.515200] [DEBUG] [LOCAL     ] No optimal features file found for PKOH: ./output/feature-sets/PKOH.txt
[2025-12-09T20:29:40.515256] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:40.515290] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:40.515318] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:40.515374] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:40.574020] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:40.574892] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:40.574990] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:40.575025] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:40.689977] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:40.690124] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:40.690165] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:40.690196] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:40.693742] [DEBUG] [FORECASTER] PKOH: Forecast T+1@11:T+2@11: DOWN (p=33.79%)
[2025-12-09T20:29:40.694018] [INFO ] [FORECASTER] Completed predict_future for PKOH
[2025-12-09T20:29:40.694143] [INFO ] [sig       ] PKOH: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:29:40.834418] [INFO ] [LOCAL     ] Saved forecast: PKOH	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/PKOH.txt
[2025-12-09T20:29:40.834541] [INFO ] [sig       ] [2567/3614] Completed PKOH in 0.3s | 2.93 sym/s | Total: 14.6m | ETA: 6.0m
[2025-12-09T20:29:40.834600] [INFO ] [sig       ] [2568/3614] Forecasting PKX...
[2025-12-09T20:29:40.834632] [INFO ] [sig       ] Generating forecast for: PKX
[2025-12-09T20:29:40.834661] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PKX' from 'https://tdm.silogroup.org/data/derivative_storage/PKX.csv'.
[2025-12-09T20:29:40.845770] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PKX'.
[2025-12-09T20:29:40.846055] [INFO ] [FORECASTER] Starting predict_future for PKX
[2025-12-09T20:29:40.846917] [DEBUG] [LOCAL     ] No optimal features file found for PKX: ./output/feature-sets/PKX.txt
[2025-12-09T20:29:40.846970] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:40.847002] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:40.847028] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:40.847083] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:40.904439] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:40.905189] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:40.905267] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:40.905300] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:41.023894] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:41.024036] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:41.024075] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:41.024103] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:41.027368] [DEBUG] [FORECASTER] PKX: Forecast T+1@11:T+2@11: DOWN (p=16.03%)
[2025-12-09T20:29:41.027666] [INFO ] [FORECASTER] Completed predict_future for PKX
[2025-12-09T20:29:41.027787] [INFO ] [sig       ] PKX: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:29:41.168552] [INFO ] [LOCAL     ] Saved forecast: PKX	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/PKX.txt
[2025-12-09T20:29:41.168694] [INFO ] [sig       ] [2568/3614] Completed PKX in 0.3s | 2.93 sym/s | Total: 14.6m | ETA: 6.0m
[2025-12-09T20:29:41.168732] [INFO ] [sig       ] [2569/3614] Forecasting PL...
[2025-12-09T20:29:41.168761] [INFO ] [sig       ] Generating forecast for: PL
[2025-12-09T20:29:41.168790] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PL' from 'https://tdm.silogroup.org/data/derivative_storage/PL.csv'.
[2025-12-09T20:29:41.180252] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PL'.
[2025-12-09T20:29:41.180555] [INFO ] [FORECASTER] Starting predict_future for PL
[2025-12-09T20:29:41.181322] [DEBUG] [LOCAL     ] No optimal features file found for PL: ./output/feature-sets/PL.txt
[2025-12-09T20:29:41.181372] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:41.181403] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:41.181440] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:41.181501] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:41.237900] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:41.238592] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:41.238667] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:41.238698] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:41.357422] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:41.357594] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:41.357635] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:41.357664] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:41.360929] [DEBUG] [FORECASTER] PL: Forecast T+1@11:T+2@11: DOWN (p=31.57%)
[2025-12-09T20:29:41.361192] [INFO ] [FORECASTER] Completed predict_future for PL
[2025-12-09T20:29:41.361309] [INFO ] [sig       ] PL: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:29:41.502337] [INFO ] [LOCAL     ] Saved forecast: PL	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/PL.txt
[2025-12-09T20:29:41.502492] [INFO ] [sig       ] [2569/3614] Completed PL in 0.3s | 2.93 sym/s | Total: 14.6m | ETA: 5.9m
[2025-12-09T20:29:41.502531] [INFO ] [sig       ] [2570/3614] Forecasting PLAB...
[2025-12-09T20:29:41.502561] [INFO ] [sig       ] Generating forecast for: PLAB
[2025-12-09T20:29:41.502609] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLAB' from 'https://tdm.silogroup.org/data/derivative_storage/PLAB.csv'.
[2025-12-09T20:29:41.513219] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLAB'.
[2025-12-09T20:29:41.513515] [INFO ] [FORECASTER] Starting predict_future for PLAB
[2025-12-09T20:29:41.514289] [DEBUG] [LOCAL     ] No optimal features file found for PLAB: ./output/feature-sets/PLAB.txt
[2025-12-09T20:29:41.514339] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:41.514370] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:41.514396] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:41.514451] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:41.569398] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:41.570005] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:41.570080] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:41.570111] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:41.689208] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:41.689349] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:41.689389] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:41.689417] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:41.692722] [DEBUG] [FORECASTER] PLAB: Forecast T+1@11:T+2@11: DOWN (p=19.35%)
[2025-12-09T20:29:41.692988] [INFO ] [FORECASTER] Completed predict_future for PLAB
[2025-12-09T20:29:41.693106] [INFO ] [sig       ] PLAB: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:29:41.833929] [INFO ] [LOCAL     ] Saved forecast: PLAB	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/PLAB.txt
[2025-12-09T20:29:41.834065] [INFO ] [sig       ] [2570/3614] Completed PLAB in 0.3s | 2.93 sym/s | Total: 14.6m | ETA: 5.9m
[2025-12-09T20:29:41.834102] [INFO ] [sig       ] [2571/3614] Forecasting PLAY...
[2025-12-09T20:29:41.834131] [INFO ] [sig       ] Generating forecast for: PLAY
[2025-12-09T20:29:41.834161] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLAY' from 'https://tdm.silogroup.org/data/derivative_storage/PLAY.csv'.
[2025-12-09T20:29:41.845000] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLAY'.
[2025-12-09T20:29:41.845305] [INFO ] [FORECASTER] Starting predict_future for PLAY
[2025-12-09T20:29:41.846107] [DEBUG] [LOCAL     ] No optimal features file found for PLAY: ./output/feature-sets/PLAY.txt
[2025-12-09T20:29:41.846157] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:41.846190] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:41.846217] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:41.846273] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:41.902416] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:41.903150] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:41.903224] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:41.903256] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:42.021723] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:42.021865] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:42.021905] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:42.021932] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:42.025226] [DEBUG] [FORECASTER] PLAY: Forecast T+1@11:T+2@11: DOWN (p=43.79%)
[2025-12-09T20:29:42.025493] [INFO ] [FORECASTER] Completed predict_future for PLAY
[2025-12-09T20:29:42.025627] [INFO ] [sig       ] PLAY: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:29:42.171405] [INFO ] [LOCAL     ] Saved forecast: PLAY	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/PLAY.txt
[2025-12-09T20:29:42.171542] [INFO ] [sig       ] [2571/3614] Completed PLAY in 0.3s | 2.93 sym/s | Total: 14.6m | ETA: 5.9m
[2025-12-09T20:29:42.171596] [INFO ] [sig       ] [2572/3614] Forecasting PLBC...
[2025-12-09T20:29:42.171629] [INFO ] [sig       ] Generating forecast for: PLBC
[2025-12-09T20:29:42.171658] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLBC' from 'https://tdm.silogroup.org/data/derivative_storage/PLBC.csv'.
[2025-12-09T20:29:42.181852] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLBC'.
[2025-12-09T20:29:42.182170] [INFO ] [FORECASTER] Starting predict_future for PLBC
[2025-12-09T20:29:42.183003] [DEBUG] [LOCAL     ] No optimal features file found for PLBC: ./output/feature-sets/PLBC.txt
[2025-12-09T20:29:42.183055] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:42.183087] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:42.183114] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:42.183171] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:42.239759] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:42.240462] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:42.240536] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:42.240567] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:42.351505] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:42.351662] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:42.351710] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:42.351741] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:42.355142] [DEBUG] [FORECASTER] PLBC: Forecast T+1@11:T+2@11: UP (p=93.33%)
[2025-12-09T20:29:42.355405] [INFO ] [FORECASTER] Completed predict_future for PLBC
[2025-12-09T20:29:42.355524] [INFO ] [sig       ] PLBC: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:29:42.498489] [INFO ] [LOCAL     ] Saved forecast: PLBC	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/PLBC.txt
[2025-12-09T20:29:42.498663] [INFO ] [sig       ] [2572/3614] Completed PLBC in 0.3s | 2.93 sym/s | Total: 14.6m | ETA: 5.9m
[2025-12-09T20:29:42.498720] [INFO ] [sig       ] [2573/3614] Forecasting PLBY...
[2025-12-09T20:29:42.498760] [INFO ] [sig       ] Generating forecast for: PLBY
[2025-12-09T20:29:42.498792] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLBY' from 'https://tdm.silogroup.org/data/derivative_storage/PLBY.csv'.
[2025-12-09T20:29:42.509852] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLBY'.
[2025-12-09T20:29:42.510149] [INFO ] [FORECASTER] Starting predict_future for PLBY
[2025-12-09T20:29:42.510931] [DEBUG] [LOCAL     ] No optimal features file found for PLBY: ./output/feature-sets/PLBY.txt
[2025-12-09T20:29:42.510981] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:42.511047] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:42.511076] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:42.511132] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:42.568805] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:42.569569] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:42.569664] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:42.569697] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:42.690035] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:42.690180] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:42.690225] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:42.690260] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:42.693780] [DEBUG] [FORECASTER] PLBY: Forecast T+1@11:T+2@11: UP (p=54.92%)
[2025-12-09T20:29:42.694042] [INFO ] [FORECASTER] Completed predict_future for PLBY
[2025-12-09T20:29:42.694161] [INFO ] [sig       ] PLBY: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:29:42.836125] [INFO ] [LOCAL     ] Saved forecast: PLBY	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/PLBY.txt
[2025-12-09T20:29:42.836253] [INFO ] [sig       ] [2573/3614] Completed PLBY in 0.3s | 2.93 sym/s | Total: 14.6m | ETA: 5.9m
[2025-12-09T20:29:42.836291] [INFO ] [sig       ] [2574/3614] Forecasting PLCE...
[2025-12-09T20:29:42.836320] [INFO ] [sig       ] Generating forecast for: PLCE
[2025-12-09T20:29:42.836349] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLCE' from 'https://tdm.silogroup.org/data/derivative_storage/PLCE.csv'.
[2025-12-09T20:29:42.847304] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLCE'.
[2025-12-09T20:29:42.847613] [INFO ] [FORECASTER] Starting predict_future for PLCE
[2025-12-09T20:29:42.848388] [DEBUG] [LOCAL     ] No optimal features file found for PLCE: ./output/feature-sets/PLCE.txt
[2025-12-09T20:29:42.848439] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:42.848471] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:42.848498] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:42.848553] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:42.905546] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:42.906258] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:42.906335] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:42.906366] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:43.032148] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:43.032318] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:43.032359] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:43.032389] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:43.035940] [DEBUG] [FORECASTER] PLCE: Forecast T+1@11:T+2@11: DOWN (p=2.80%)
[2025-12-09T20:29:43.036214] [INFO ] [FORECASTER] Completed predict_future for PLCE
[2025-12-09T20:29:43.036344] [INFO ] [sig       ] PLCE: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:29:43.175101] [INFO ] [LOCAL     ] Saved forecast: PLCE	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/PLCE.txt
[2025-12-09T20:29:43.175225] [INFO ] [sig       ] [2574/3614] Completed PLCE in 0.3s | 2.93 sym/s | Total: 14.6m | ETA: 5.9m
[2025-12-09T20:29:43.175263] [INFO ] [sig       ] [2575/3614] Forecasting PLD...
[2025-12-09T20:29:43.175293] [INFO ] [sig       ] Generating forecast for: PLD
[2025-12-09T20:29:43.175321] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLD' from 'https://tdm.silogroup.org/data/derivative_storage/PLD.csv'.
[2025-12-09T20:29:43.186668] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLD'.
[2025-12-09T20:29:43.187010] [INFO ] [FORECASTER] Starting predict_future for PLD
[2025-12-09T20:29:43.187806] [DEBUG] [LOCAL     ] No optimal features file found for PLD: ./output/feature-sets/PLD.txt
[2025-12-09T20:29:43.187856] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:43.187887] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:43.187912] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:43.187966] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:43.244179] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:43.244851] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:43.244925] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:43.244957] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:43.368462] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:43.368621] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:43.368663] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:43.368691] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:43.371961] [DEBUG] [FORECASTER] PLD: Forecast T+1@11:T+2@11: UP (p=61.55%)
[2025-12-09T20:29:43.372221] [INFO ] [FORECASTER] Completed predict_future for PLD
[2025-12-09T20:29:43.372339] [INFO ] [sig       ] PLD: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:29:43.514199] [INFO ] [LOCAL     ] Saved forecast: PLD	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/PLD.txt
[2025-12-09T20:29:43.514331] [INFO ] [sig       ] [2575/3614] Completed PLD in 0.3s | 2.93 sym/s | Total: 14.7m | ETA: 5.9m
[2025-12-09T20:29:43.514369] [INFO ] [sig       ] [2576/3614] Forecasting PLPC...
[2025-12-09T20:29:43.514397] [INFO ] [sig       ] Generating forecast for: PLPC
[2025-12-09T20:29:43.514427] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLPC' from 'https://tdm.silogroup.org/data/derivative_storage/PLPC.csv'.
[2025-12-09T20:29:43.525170] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLPC'.
[2025-12-09T20:29:43.525485] [INFO ] [FORECASTER] Starting predict_future for PLPC
[2025-12-09T20:29:43.526262] [DEBUG] [LOCAL     ] No optimal features file found for PLPC: ./output/feature-sets/PLPC.txt
[2025-12-09T20:29:43.526311] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:43.526341] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:43.526367] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:43.526421] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:43.583065] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:43.583719] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:43.583795] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:43.583826] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:43.698309] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:43.698448] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:43.698489] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:43.698561] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:43.701871] [DEBUG] [FORECASTER] PLPC: Forecast T+1@11:T+2@11: UP (p=85.20%)
[2025-12-09T20:29:43.702141] [INFO ] [FORECASTER] Completed predict_future for PLPC
[2025-12-09T20:29:43.702263] [INFO ] [sig       ] PLPC: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:29:43.850389] [INFO ] [LOCAL     ] Saved forecast: PLPC	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/PLPC.txt
[2025-12-09T20:29:43.850520] [INFO ] [sig       ] [2576/3614] Completed PLPC in 0.3s | 2.93 sym/s | Total: 14.7m | ETA: 5.9m
[2025-12-09T20:29:43.850768] [INFO ] [sig       ] [2577/3614] Forecasting PLRX...
[2025-12-09T20:29:43.850798] [INFO ] [sig       ] Generating forecast for: PLRX
[2025-12-09T20:29:43.850827] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLRX' from 'https://tdm.silogroup.org/data/derivative_storage/PLRX.csv'.
[2025-12-09T20:29:43.863039] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLRX'.
[2025-12-09T20:29:43.863314] [INFO ] [FORECASTER] Starting predict_future for PLRX
[2025-12-09T20:29:43.864099] [DEBUG] [LOCAL     ] No optimal features file found for PLRX: ./output/feature-sets/PLRX.txt
[2025-12-09T20:29:43.864149] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:43.864182] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:43.864214] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:43.864270] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:43.920340] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:43.921044] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:43.921122] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:43.921155] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:44.037999] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:44.038142] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:44.038184] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:44.038214] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:44.041595] [DEBUG] [FORECASTER] PLRX: Forecast T+1@11:T+2@11: DOWN (p=45.35%)
[2025-12-09T20:29:44.041864] [INFO ] [FORECASTER] Completed predict_future for PLRX
[2025-12-09T20:29:44.041986] [INFO ] [sig       ] PLRX: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:29:44.185331] [INFO ] [LOCAL     ] Saved forecast: PLRX	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/PLRX.txt
[2025-12-09T20:29:44.185478] [INFO ] [sig       ] [2577/3614] Completed PLRX in 0.3s | 2.93 sym/s | Total: 14.7m | ETA: 5.9m
[2025-12-09T20:29:44.185517] [INFO ] [sig       ] [2578/3614] Forecasting PLSE...
[2025-12-09T20:29:44.185547] [INFO ] [sig       ] Generating forecast for: PLSE
[2025-12-09T20:29:44.185593] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLSE' from 'https://tdm.silogroup.org/data/derivative_storage/PLSE.csv'.
[2025-12-09T20:29:44.197061] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLSE'.
[2025-12-09T20:29:44.197378] [INFO ] [FORECASTER] Starting predict_future for PLSE
[2025-12-09T20:29:44.198387] [DEBUG] [LOCAL     ] No optimal features file found for PLSE: ./output/feature-sets/PLSE.txt
[2025-12-09T20:29:44.198447] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:44.198478] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:44.198505] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:44.198560] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:44.256625] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:44.257436] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:44.257526] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:44.257594] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:44.376629] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:44.376771] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:44.376813] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:44.376846] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:44.380357] [DEBUG] [FORECASTER] PLSE: Forecast T+1@11:T+2@11: UP (p=93.85%)
[2025-12-09T20:29:44.380830] [INFO ] [FORECASTER] Completed predict_future for PLSE
[2025-12-09T20:29:44.380955] [INFO ] [sig       ] PLSE: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:29:44.528699] [INFO ] [LOCAL     ] Saved forecast: PLSE	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/PLSE.txt
[2025-12-09T20:29:44.528824] [INFO ] [sig       ] [2578/3614] Completed PLSE in 0.3s | 2.93 sym/s | Total: 14.7m | ETA: 5.9m
[2025-12-09T20:29:44.528862] [INFO ] [sig       ] [2579/3614] Forecasting PLTK...
[2025-12-09T20:29:44.528891] [INFO ] [sig       ] Generating forecast for: PLTK
[2025-12-09T20:29:44.528920] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLTK' from 'https://tdm.silogroup.org/data/derivative_storage/PLTK.csv'.
[2025-12-09T20:29:44.539519] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLTK'.
[2025-12-09T20:29:44.539809] [INFO ] [FORECASTER] Starting predict_future for PLTK
[2025-12-09T20:29:44.540615] [DEBUG] [LOCAL     ] No optimal features file found for PLTK: ./output/feature-sets/PLTK.txt
[2025-12-09T20:29:44.540671] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:44.540702] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:44.540729] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:44.540784] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:44.598421] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:44.599093] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:44.599168] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:44.599202] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:44.721330] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:44.721494] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:44.721543] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:44.721590] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:44.725159] [DEBUG] [FORECASTER] PLTK: Forecast T+1@11:T+2@11: UP (p=96.43%)
[2025-12-09T20:29:44.725475] [INFO ] [FORECASTER] Completed predict_future for PLTK
[2025-12-09T20:29:44.725627] [INFO ] [sig       ] PLTK: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:29:44.872591] [INFO ] [LOCAL     ] Saved forecast: PLTK	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/PLTK.txt
[2025-12-09T20:29:44.872716] [INFO ] [sig       ] [2579/3614] Completed PLTK in 0.3s | 2.93 sym/s | Total: 14.7m | ETA: 5.9m
[2025-12-09T20:29:44.872754] [INFO ] [sig       ] [2580/3614] Forecasting PLUG...
[2025-12-09T20:29:44.872783] [INFO ] [sig       ] Generating forecast for: PLUG
[2025-12-09T20:29:44.872811] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLUG' from 'https://tdm.silogroup.org/data/derivative_storage/PLUG.csv'.
[2025-12-09T20:29:44.884452] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLUG'.
[2025-12-09T20:29:44.884766] [INFO ] [FORECASTER] Starting predict_future for PLUG
[2025-12-09T20:29:44.885524] [DEBUG] [LOCAL     ] No optimal features file found for PLUG: ./output/feature-sets/PLUG.txt
[2025-12-09T20:29:44.885593] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:44.885628] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:44.885654] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:44.885720] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:44.944447] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:44.945163] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:44.945239] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:44.945272] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:45.068536] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:45.068690] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:45.068730] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:45.068758] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:45.072052] [DEBUG] [FORECASTER] PLUG: Forecast T+1@11:T+2@11: DOWN (p=30.13%)
[2025-12-09T20:29:45.072315] [INFO ] [FORECASTER] Completed predict_future for PLUG
[2025-12-09T20:29:45.072435] [INFO ] [sig       ] PLUG: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:29:45.217835] [INFO ] [LOCAL     ] Saved forecast: PLUG	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/PLUG.txt
[2025-12-09T20:29:45.217960] [INFO ] [sig       ] [2580/3614] Completed PLUG in 0.3s | 2.93 sym/s | Total: 14.7m | ETA: 5.9m
[2025-12-09T20:29:45.217999] [INFO ] [sig       ] [2581/3614] Forecasting PLUS...
[2025-12-09T20:29:45.218030] [INFO ] [sig       ] Generating forecast for: PLUS
[2025-12-09T20:29:45.218059] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLUS' from 'https://tdm.silogroup.org/data/derivative_storage/PLUS.csv'.
[2025-12-09T20:29:45.229067] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLUS'.
[2025-12-09T20:29:45.229351] [INFO ] [FORECASTER] Starting predict_future for PLUS
[2025-12-09T20:29:45.230172] [DEBUG] [LOCAL     ] No optimal features file found for PLUS: ./output/feature-sets/PLUS.txt
[2025-12-09T20:29:45.230222] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:45.230253] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:45.230279] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:45.230333] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:45.287132] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:45.287806] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:45.287881] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:45.287912] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:45.411164] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:45.411310] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:45.411363] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:45.411397] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:45.414774] [DEBUG] [FORECASTER] PLUS: Forecast T+1@11:T+2@11: DOWN (p=24.01%)
[2025-12-09T20:29:45.415040] [INFO ] [FORECASTER] Completed predict_future for PLUS
[2025-12-09T20:29:45.415164] [INFO ] [sig       ] PLUS: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:29:45.558839] [INFO ] [LOCAL     ] Saved forecast: PLUS	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/PLUS.txt
[2025-12-09T20:29:45.558962] [INFO ] [sig       ] [2581/3614] Completed PLUS in 0.3s | 2.93 sym/s | Total: 14.7m | ETA: 5.9m
[2025-12-09T20:29:45.559001] [INFO ] [sig       ] [2582/3614] Forecasting PLXS...
[2025-12-09T20:29:45.559032] [INFO ] [sig       ] Generating forecast for: PLXS
[2025-12-09T20:29:45.559062] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLXS' from 'https://tdm.silogroup.org/data/derivative_storage/PLXS.csv'.
[2025-12-09T20:29:45.571112] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLXS'.
[2025-12-09T20:29:45.571398] [INFO ] [FORECASTER] Starting predict_future for PLXS
[2025-12-09T20:29:45.572167] [DEBUG] [LOCAL     ] No optimal features file found for PLXS: ./output/feature-sets/PLXS.txt
[2025-12-09T20:29:45.572217] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:45.572248] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:45.572274] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:45.572331] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:45.629640] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:45.630278] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:45.630368] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:45.630406] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:45.754840] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:45.754995] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:45.755036] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:45.755064] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:45.758492] [DEBUG] [FORECASTER] PLXS: Forecast T+1@11:T+2@11: UP (p=68.32%)
[2025-12-09T20:29:45.758783] [INFO ] [FORECASTER] Completed predict_future for PLXS
[2025-12-09T20:29:45.758903] [INFO ] [sig       ] PLXS: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:29:45.900237] [INFO ] [LOCAL     ] Saved forecast: PLXS	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/PLXS.txt
[2025-12-09T20:29:45.900355] [INFO ] [sig       ] [2582/3614] Completed PLXS in 0.3s | 2.93 sym/s | Total: 14.7m | ETA: 5.9m
[2025-12-09T20:29:45.900392] [INFO ] [sig       ] [2583/3614] Forecasting PLYM...
[2025-12-09T20:29:45.900420] [INFO ] [sig       ] Generating forecast for: PLYM
[2025-12-09T20:29:45.900449] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLYM' from 'https://tdm.silogroup.org/data/derivative_storage/PLYM.csv'.
[2025-12-09T20:29:45.911611] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLYM'.
[2025-12-09T20:29:45.911875] [INFO ] [FORECASTER] Starting predict_future for PLYM
[2025-12-09T20:29:45.912633] [DEBUG] [LOCAL     ] No optimal features file found for PLYM: ./output/feature-sets/PLYM.txt
[2025-12-09T20:29:45.912682] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:45.912713] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:45.912740] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:45.912794] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:45.969462] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:45.970114] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:45.970212] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:45.970245] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:46.091095] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:46.091234] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:46.091273] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:46.091302] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:46.094677] [DEBUG] [FORECASTER] PLYM: Forecast T+1@11:T+2@11: DOWN (p=1.69%)
[2025-12-09T20:29:46.094968] [INFO ] [FORECASTER] Completed predict_future for PLYM
[2025-12-09T20:29:46.095097] [INFO ] [sig       ] PLYM: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:29:46.239980] [INFO ] [LOCAL     ] Saved forecast: PLYM	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/PLYM.txt
[2025-12-09T20:29:46.240114] [INFO ] [sig       ] [2583/3614] Completed PLYM in 0.3s | 2.93 sym/s | Total: 14.7m | ETA: 5.9m
[2025-12-09T20:29:46.240152] [INFO ] [sig       ] [2584/3614] Forecasting PM...
[2025-12-09T20:29:46.240182] [INFO ] [sig       ] Generating forecast for: PM
[2025-12-09T20:29:46.240218] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PM' from 'https://tdm.silogroup.org/data/derivative_storage/PM.csv'.
[2025-12-09T20:29:46.251453] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PM'.
[2025-12-09T20:29:46.251743] [INFO ] [FORECASTER] Starting predict_future for PM
[2025-12-09T20:29:46.252500] [DEBUG] [LOCAL     ] No optimal features file found for PM: ./output/feature-sets/PM.txt
[2025-12-09T20:29:46.252550] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:46.252601] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:46.252630] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:46.252686] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:46.309481] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:46.310138] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:46.310212] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:46.310243] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:46.437020] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:46.437161] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:46.437200] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:46.437230] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:46.441128] [DEBUG] [FORECASTER] PM: Forecast T+1@11:T+2@11: UP (p=97.25%)
[2025-12-09T20:29:46.441399] [INFO ] [FORECASTER] Completed predict_future for PM
[2025-12-09T20:29:46.441517] [INFO ] [sig       ] PM: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:29:46.583837] [INFO ] [LOCAL     ] Saved forecast: PM	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/PM.txt
[2025-12-09T20:29:46.583978] [INFO ] [sig       ] [2584/3614] Completed PM in 0.3s | 2.93 sym/s | Total: 14.7m | ETA: 5.9m
[2025-12-09T20:29:46.584016] [INFO ] [sig       ] [2585/3614] Forecasting PMAX...
[2025-12-09T20:29:46.584044] [INFO ] [sig       ] Generating forecast for: PMAX
[2025-12-09T20:29:46.584071] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PMAX' from 'https://tdm.silogroup.org/data/derivative_storage/PMAX.csv'.
[2025-12-09T20:29:46.594670] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PMAX'.
[2025-12-09T20:29:46.594937] [INFO ] [FORECASTER] Starting predict_future for PMAX
[2025-12-09T20:29:46.595693] [DEBUG] [LOCAL     ] No optimal features file found for PMAX: ./output/feature-sets/PMAX.txt
[2025-12-09T20:29:46.595742] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:46.595773] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:46.595799] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:46.595858] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:46.658561] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:46.659454] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:46.659543] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:46.659593] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:46.776915] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:46.777055] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:46.777094] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:46.777122] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:46.780668] [DEBUG] [FORECASTER] PMAX: Forecast T+1@11:T+2@11: DOWN (p=2.99%)
[2025-12-09T20:29:46.780934] [INFO ] [FORECASTER] Completed predict_future for PMAX
[2025-12-09T20:29:46.781052] [INFO ] [sig       ] PMAX: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:29:46.924923] [INFO ] [LOCAL     ] Saved forecast: PMAX	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/PMAX.txt
[2025-12-09T20:29:46.925050] [INFO ] [sig       ] [2585/3614] Completed PMAX in 0.3s | 2.93 sym/s | Total: 14.7m | ETA: 5.9m
[2025-12-09T20:29:46.925088] [INFO ] [sig       ] [2586/3614] Forecasting PML...
[2025-12-09T20:29:46.925116] [INFO ] [sig       ] Generating forecast for: PML
[2025-12-09T20:29:46.925145] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PML' from 'https://tdm.silogroup.org/data/derivative_storage/PML.csv'.
[2025-12-09T20:29:46.936436] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PML'.
[2025-12-09T20:29:46.936751] [INFO ] [FORECASTER] Starting predict_future for PML
[2025-12-09T20:29:46.937546] [DEBUG] [LOCAL     ] No optimal features file found for PML: ./output/feature-sets/PML.txt
[2025-12-09T20:29:46.937615] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:46.937648] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:46.937674] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:46.937729] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:46.996832] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:46.997440] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:46.997534] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:46.997588] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:47.116773] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:47.116910] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:47.116949] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:47.116977] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:47.120392] [DEBUG] [FORECASTER] PML: Forecast T+1@11:T+2@11: DOWN (p=27.25%)
[2025-12-09T20:29:47.120696] [INFO ] [FORECASTER] Completed predict_future for PML
[2025-12-09T20:29:47.120816] [INFO ] [sig       ] PML: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:29:47.270963] [INFO ] [LOCAL     ] Saved forecast: PML	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/PML.txt
[2025-12-09T20:29:47.271111] [INFO ] [sig       ] [2586/3614] Completed PML in 0.3s | 2.93 sym/s | Total: 14.7m | ETA: 5.9m
[2025-12-09T20:29:47.271149] [INFO ] [sig       ] [2587/3614] Forecasting PMM...
[2025-12-09T20:29:47.271179] [INFO ] [sig       ] Generating forecast for: PMM
[2025-12-09T20:29:47.271208] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PMM' from 'https://tdm.silogroup.org/data/derivative_storage/PMM.csv'.
[2025-12-09T20:29:47.282498] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PMM'.
[2025-12-09T20:29:47.282984] [INFO ] [FORECASTER] Starting predict_future for PMM
[2025-12-09T20:29:47.283790] [DEBUG] [LOCAL     ] No optimal features file found for PMM: ./output/feature-sets/PMM.txt
[2025-12-09T20:29:47.283841] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:47.283872] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:47.283898] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:47.283960] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:47.344216] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:47.344916] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:47.344991] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:47.345023] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:47.464538] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:47.464693] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:47.464732] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:47.464760] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:47.468079] [DEBUG] [FORECASTER] PMM: Forecast T+1@11:T+2@11: DOWN (p=15.75%)
[2025-12-09T20:29:47.468361] [INFO ] [FORECASTER] Completed predict_future for PMM
[2025-12-09T20:29:47.468483] [INFO ] [sig       ] PMM: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:29:47.609641] [INFO ] [LOCAL     ] Saved forecast: PMM	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/PMM.txt
[2025-12-09T20:29:47.609762] [INFO ] [sig       ] [2587/3614] Completed PMM in 0.3s | 2.93 sym/s | Total: 14.7m | ETA: 5.8m
[2025-12-09T20:29:47.609800] [INFO ] [sig       ] [2588/3614] Forecasting PMO...
[2025-12-09T20:29:47.609830] [INFO ] [sig       ] Generating forecast for: PMO
[2025-12-09T20:29:47.609860] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PMO' from 'https://tdm.silogroup.org/data/derivative_storage/PMO.csv'.
[2025-12-09T20:29:47.621532] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PMO'.
[2025-12-09T20:29:47.621829] [INFO ] [FORECASTER] Starting predict_future for PMO
[2025-12-09T20:29:47.622622] [DEBUG] [LOCAL     ] No optimal features file found for PMO: ./output/feature-sets/PMO.txt
[2025-12-09T20:29:47.622672] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:47.622702] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:47.622728] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:47.622783] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:47.681224] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:47.681909] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:47.681989] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:47.682021] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:47.803057] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:47.803209] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:47.803259] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:47.803296] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:47.806838] [DEBUG] [FORECASTER] PMO: Forecast T+1@11:T+2@11: DOWN (p=5.93%)
[2025-12-09T20:29:47.807114] [INFO ] [FORECASTER] Completed predict_future for PMO
[2025-12-09T20:29:47.807235] [INFO ] [sig       ] PMO: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:29:47.952447] [INFO ] [LOCAL     ] Saved forecast: PMO	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/PMO.txt
[2025-12-09T20:29:47.952606] [INFO ] [sig       ] [2588/3614] Completed PMO in 0.3s | 2.93 sym/s | Total: 14.7m | ETA: 5.8m
[2025-12-09T20:29:47.952651] [INFO ] [sig       ] [2589/3614] Forecasting PMTS...
[2025-12-09T20:29:47.952682] [INFO ] [sig       ] Generating forecast for: PMTS
[2025-12-09T20:29:47.952711] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PMTS' from 'https://tdm.silogroup.org/data/derivative_storage/PMTS.csv'.
[2025-12-09T20:29:47.964242] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PMTS'.
[2025-12-09T20:29:47.964706] [INFO ] [FORECASTER] Starting predict_future for PMTS
[2025-12-09T20:29:47.965467] [DEBUG] [LOCAL     ] No optimal features file found for PMTS: ./output/feature-sets/PMTS.txt
[2025-12-09T20:29:47.965517] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:47.965549] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:47.965593] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:47.965651] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:48.023747] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:48.024353] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:48.024428] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:48.024458] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:48.148944] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:48.149123] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:48.149166] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:48.149197] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:48.152670] [DEBUG] [FORECASTER] PMTS: Forecast T+1@11:T+2@11: DOWN (p=21.87%)
[2025-12-09T20:29:48.152936] [INFO ] [FORECASTER] Completed predict_future for PMTS
[2025-12-09T20:29:48.153052] [INFO ] [sig       ] PMTS: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:29:48.301368] [INFO ] [LOCAL     ] Saved forecast: PMTS	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/PMTS.txt
[2025-12-09T20:29:48.301497] [INFO ] [sig       ] [2589/3614] Completed PMTS in 0.3s | 2.93 sym/s | Total: 14.7m | ETA: 5.8m
[2025-12-09T20:29:48.301535] [INFO ] [sig       ] [2590/3614] Forecasting PMVP...
[2025-12-09T20:29:48.301563] [INFO ] [sig       ] Generating forecast for: PMVP
[2025-12-09T20:29:48.301611] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PMVP' from 'https://tdm.silogroup.org/data/derivative_storage/PMVP.csv'.
[2025-12-09T20:29:48.313060] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PMVP'.
[2025-12-09T20:29:48.313345] [INFO ] [FORECASTER] Starting predict_future for PMVP
[2025-12-09T20:29:48.314113] [DEBUG] [LOCAL     ] No optimal features file found for PMVP: ./output/feature-sets/PMVP.txt
[2025-12-09T20:29:48.314163] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:48.314219] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:48.314246] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:48.314301] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:48.370551] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:48.371275] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:48.371350] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:48.371383] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:48.493195] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:48.493353] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:48.493394] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:48.493422] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:48.497092] [DEBUG] [FORECASTER] PMVP: Forecast T+1@11:T+2@11: UP (p=91.43%)
[2025-12-09T20:29:48.497354] [INFO ] [FORECASTER] Completed predict_future for PMVP
[2025-12-09T20:29:48.497475] [INFO ] [sig       ] PMVP: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:29:48.640690] [INFO ] [LOCAL     ] Saved forecast: PMVP	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/PMVP.txt
[2025-12-09T20:29:48.640991] [INFO ] [sig       ] [2590/3614] Completed PMVP in 0.3s | 2.93 sym/s | Total: 14.7m | ETA: 5.8m
[2025-12-09T20:29:48.641029] [INFO ] [sig       ] [2591/3614] Forecasting PNC...
[2025-12-09T20:29:48.641057] [INFO ] [sig       ] Generating forecast for: PNC
[2025-12-09T20:29:48.641086] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNC' from 'https://tdm.silogroup.org/data/derivative_storage/PNC.csv'.
[2025-12-09T20:29:48.653821] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PNC'.
[2025-12-09T20:29:48.654150] [INFO ] [FORECASTER] Starting predict_future for PNC
[2025-12-09T20:29:48.655152] [DEBUG] [LOCAL     ] No optimal features file found for PNC: ./output/feature-sets/PNC.txt
[2025-12-09T20:29:48.655202] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:48.655234] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:48.655260] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:48.655317] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:48.714696] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:48.715393] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:48.715469] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:48.715502] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:48.840707] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:48.840841] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:48.840880] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:48.840909] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:48.844186] [DEBUG] [FORECASTER] PNC: Forecast T+1@11:T+2@11: UP (p=95.50%)
[2025-12-09T20:29:48.844456] [INFO ] [FORECASTER] Completed predict_future for PNC
[2025-12-09T20:29:48.844590] [INFO ] [sig       ] PNC: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:29:48.993850] [INFO ] [LOCAL     ] Saved forecast: PNC	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/PNC.txt
[2025-12-09T20:29:48.993979] [INFO ] [sig       ] [2591/3614] Completed PNC in 0.4s | 2.93 sym/s | Total: 14.7m | ETA: 5.8m
[2025-12-09T20:29:48.994017] [INFO ] [sig       ] [2592/3614] Forecasting PNFP...
[2025-12-09T20:29:48.994046] [INFO ] [sig       ] Generating forecast for: PNFP
[2025-12-09T20:29:48.994075] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNFP' from 'https://tdm.silogroup.org/data/derivative_storage/PNFP.csv'.
[2025-12-09T20:29:49.005535] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PNFP'.
[2025-12-09T20:29:49.005821] [INFO ] [FORECASTER] Starting predict_future for PNFP
[2025-12-09T20:29:49.006619] [DEBUG] [LOCAL     ] No optimal features file found for PNFP: ./output/feature-sets/PNFP.txt
[2025-12-09T20:29:49.006673] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:49.006705] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:49.006731] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:49.006785] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:49.063752] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:49.064424] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:49.064501] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:49.064534] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:49.183310] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:49.183455] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:49.183494] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:49.183521] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:49.187043] [DEBUG] [FORECASTER] PNFP: Forecast T+1@11:T+2@11: DOWN (p=14.59%)
[2025-12-09T20:29:49.187306] [INFO ] [FORECASTER] Completed predict_future for PNFP
[2025-12-09T20:29:49.187425] [INFO ] [sig       ] PNFP: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:29:49.329829] [INFO ] [LOCAL     ] Saved forecast: PNFP	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/PNFP.txt
[2025-12-09T20:29:49.329950] [INFO ] [sig       ] [2592/3614] Completed PNFP in 0.3s | 2.93 sym/s | Total: 14.8m | ETA: 5.8m
[2025-12-09T20:29:49.329987] [INFO ] [sig       ] [2593/3614] Forecasting PNI...
[2025-12-09T20:29:49.330015] [INFO ] [sig       ] Generating forecast for: PNI
[2025-12-09T20:29:49.330046] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNI' from 'https://tdm.silogroup.org/data/derivative_storage/PNI.csv'.
[2025-12-09T20:29:49.341026] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PNI'.
[2025-12-09T20:29:49.341348] [INFO ] [FORECASTER] Starting predict_future for PNI
[2025-12-09T20:29:49.342117] [DEBUG] [LOCAL     ] No optimal features file found for PNI: ./output/feature-sets/PNI.txt
[2025-12-09T20:29:49.342167] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:49.342208] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:49.342235] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:49.342290] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:49.402817] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:49.403614] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:49.403690] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:49.403722] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:49.513038] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:49.513189] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:49.513231] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:49.513291] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:49.516729] [DEBUG] [FORECASTER] PNI: Forecast T+1@11:T+2@11: UP (p=83.94%)
[2025-12-09T20:29:49.517015] [INFO ] [FORECASTER] Completed predict_future for PNI
[2025-12-09T20:29:49.517140] [INFO ] [sig       ] PNI: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:29:49.656842] [INFO ] [LOCAL     ] Saved forecast: PNI	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/PNI.txt
[2025-12-09T20:29:49.656970] [INFO ] [sig       ] [2593/3614] Completed PNI in 0.3s | 2.93 sym/s | Total: 14.8m | ETA: 5.8m
[2025-12-09T20:29:49.657016] [INFO ] [sig       ] [2594/3614] Forecasting PNQI...
[2025-12-09T20:29:49.657050] [INFO ] [sig       ] Generating forecast for: PNQI
[2025-12-09T20:29:49.657086] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNQI' from 'https://tdm.silogroup.org/data/derivative_storage/PNQI.csv'.
[2025-12-09T20:29:49.669417] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PNQI'.
[2025-12-09T20:29:49.669728] [INFO ] [FORECASTER] Starting predict_future for PNQI
[2025-12-09T20:29:49.670498] [DEBUG] [LOCAL     ] No optimal features file found for PNQI: ./output/feature-sets/PNQI.txt
[2025-12-09T20:29:49.670549] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:49.670597] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:49.670625] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:49.670681] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:49.728843] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:49.729528] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:49.729622] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:49.729656] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:49.849810] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:49.849949] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:49.849988] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:49.850017] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:49.853448] [DEBUG] [FORECASTER] PNQI: Forecast T+1@11:T+2@11: DOWN (p=24.10%)
[2025-12-09T20:29:49.853911] [INFO ] [FORECASTER] Completed predict_future for PNQI
[2025-12-09T20:29:49.854038] [INFO ] [sig       ] PNQI: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:29:49.999454] [INFO ] [LOCAL     ] Saved forecast: PNQI	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/PNQI.txt
[2025-12-09T20:29:49.999607] [INFO ] [sig       ] [2594/3614] Completed PNQI in 0.3s | 2.93 sym/s | Total: 14.8m | ETA: 5.8m
[2025-12-09T20:29:49.999650] [INFO ] [sig       ] [2595/3614] Forecasting PNRG...
[2025-12-09T20:29:49.999679] [INFO ] [sig       ] Generating forecast for: PNRG
[2025-12-09T20:29:49.999707] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNRG' from 'https://tdm.silogroup.org/data/derivative_storage/PNRG.csv'.
[2025-12-09T20:29:50.010280] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PNRG'.
[2025-12-09T20:29:50.010607] [INFO ] [FORECASTER] Starting predict_future for PNRG
[2025-12-09T20:29:50.011351] [DEBUG] [LOCAL     ] No optimal features file found for PNRG: ./output/feature-sets/PNRG.txt
[2025-12-09T20:29:50.011401] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:50.011432] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:50.011458] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:50.011514] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:50.067494] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:50.068198] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:50.068271] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:50.068302] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:50.180990] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:50.181136] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:50.181175] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:50.181205] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:50.184514] [DEBUG] [FORECASTER] PNRG: Forecast T+1@11:T+2@11: DOWN (p=25.69%)
[2025-12-09T20:29:50.184808] [INFO ] [FORECASTER] Completed predict_future for PNRG
[2025-12-09T20:29:50.184926] [INFO ] [sig       ] PNRG: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:29:50.322967] [INFO ] [LOCAL     ] Saved forecast: PNRG	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/PNRG.txt
[2025-12-09T20:29:50.323096] [INFO ] [sig       ] [2595/3614] Completed PNRG in 0.3s | 2.93 sym/s | Total: 14.8m | ETA: 5.8m
[2025-12-09T20:29:50.323133] [INFO ] [sig       ] [2596/3614] Forecasting PNTG...
[2025-12-09T20:29:50.323162] [INFO ] [sig       ] Generating forecast for: PNTG
[2025-12-09T20:29:50.323191] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNTG' from 'https://tdm.silogroup.org/data/derivative_storage/PNTG.csv'.
[2025-12-09T20:29:50.333869] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PNTG'.
[2025-12-09T20:29:50.334145] [INFO ] [FORECASTER] Starting predict_future for PNTG
[2025-12-09T20:29:50.334905] [DEBUG] [LOCAL     ] No optimal features file found for PNTG: ./output/feature-sets/PNTG.txt
[2025-12-09T20:29:50.334955] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:50.334985] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:50.335011] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:50.335066] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:50.393354] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:50.394060] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:50.394136] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:50.394169] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:50.512504] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:50.512662] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:50.512703] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:50.512731] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:50.516003] [DEBUG] [FORECASTER] PNTG: Forecast T+1@11:T+2@11: UP (p=94.44%)
[2025-12-09T20:29:50.516269] [INFO ] [FORECASTER] Completed predict_future for PNTG
[2025-12-09T20:29:50.516387] [INFO ] [sig       ] PNTG: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:29:50.657266] [INFO ] [LOCAL     ] Saved forecast: PNTG	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/PNTG.txt
[2025-12-09T20:29:50.657409] [INFO ] [sig       ] [2596/3614] Completed PNTG in 0.3s | 2.93 sym/s | Total: 14.8m | ETA: 5.8m
[2025-12-09T20:29:50.657455] [INFO ] [sig       ] [2597/3614] Forecasting POAI...
[2025-12-09T20:29:50.657490] [INFO ] [sig       ] Generating forecast for: POAI
[2025-12-09T20:29:50.657537] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'POAI' from 'https://tdm.silogroup.org/data/derivative_storage/POAI.csv'.
[2025-12-09T20:29:50.668142] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'POAI'.
[2025-12-09T20:29:50.668467] [INFO ] [FORECASTER] Starting predict_future for POAI
[2025-12-09T20:29:50.669251] [DEBUG] [LOCAL     ] No optimal features file found for POAI: ./output/feature-sets/POAI.txt
[2025-12-09T20:29:50.669301] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:50.669332] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:50.669359] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:50.669417] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:50.725471] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:50.726331] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:50.726411] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:50.726443] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:50.844043] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:50.844186] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:50.844225] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:50.844253] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:50.847565] [DEBUG] [FORECASTER] POAI: Forecast T+1@11:T+2@11: DOWN (p=37.24%)
[2025-12-09T20:29:50.847871] [INFO ] [FORECASTER] Completed predict_future for POAI
[2025-12-09T20:29:50.848012] [INFO ] [sig       ] POAI: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:29:50.991656] [INFO ] [LOCAL     ] Saved forecast: POAI	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/POAI.txt
[2025-12-09T20:29:50.991861] [INFO ] [sig       ] [2597/3614] Completed POAI in 0.3s | 2.93 sym/s | Total: 14.8m | ETA: 5.8m
[2025-12-09T20:29:50.991920] [INFO ] [sig       ] [2598/3614] Forecasting PODD...
[2025-12-09T20:29:50.991969] [INFO ] [sig       ] Generating forecast for: PODD
[2025-12-09T20:29:50.992013] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PODD' from 'https://tdm.silogroup.org/data/derivative_storage/PODD.csv'.
[2025-12-09T20:29:51.007211] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PODD'.
[2025-12-09T20:29:51.007716] [INFO ] [FORECASTER] Starting predict_future for PODD
[2025-12-09T20:29:51.008782] [DEBUG] [LOCAL     ] No optimal features file found for PODD: ./output/feature-sets/PODD.txt
[2025-12-09T20:29:51.008848] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:51.008893] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:51.008933] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:51.009015] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:51.078956] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:51.079828] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:51.079909] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:51.079942] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:51.201745] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:51.201890] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:51.201932] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:51.201963] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:51.205416] [DEBUG] [FORECASTER] PODD: Forecast T+1@11:T+2@11: UP (p=89.64%)
[2025-12-09T20:29:51.205722] [INFO ] [FORECASTER] Completed predict_future for PODD
[2025-12-09T20:29:51.205866] [INFO ] [sig       ] PODD: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:29:51.348314] [INFO ] [LOCAL     ] Saved forecast: PODD	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/PODD.txt
[2025-12-09T20:29:51.348450] [INFO ] [sig       ] [2598/3614] Completed PODD in 0.4s | 2.93 sym/s | Total: 14.8m | ETA: 5.8m
[2025-12-09T20:29:51.348488] [INFO ] [sig       ] [2599/3614] Forecasting POOL...
[2025-12-09T20:29:51.348521] [INFO ] [sig       ] Generating forecast for: POOL
[2025-12-09T20:29:51.348551] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'POOL' from 'https://tdm.silogroup.org/data/derivative_storage/POOL.csv'.
[2025-12-09T20:29:51.360199] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'POOL'.
[2025-12-09T20:29:51.360463] [INFO ] [FORECASTER] Starting predict_future for POOL
[2025-12-09T20:29:51.361230] [DEBUG] [LOCAL     ] No optimal features file found for POOL: ./output/feature-sets/POOL.txt
[2025-12-09T20:29:51.361281] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:51.361313] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:51.361339] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:51.361395] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:51.417613] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:51.418384] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:51.418462] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:51.418494] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:51.537311] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:51.537459] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:51.537510] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:51.537545] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:51.541454] [DEBUG] [FORECASTER] POOL: Forecast T+1@11:T+2@11: DOWN (p=12.09%)
[2025-12-09T20:29:51.541746] [INFO ] [FORECASTER] Completed predict_future for POOL
[2025-12-09T20:29:51.541866] [INFO ] [sig       ] POOL: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:29:51.680604] [INFO ] [LOCAL     ] Saved forecast: POOL	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/POOL.txt
[2025-12-09T20:29:51.680737] [INFO ] [sig       ] [2599/3614] Completed POOL in 0.3s | 2.93 sym/s | Total: 14.8m | ETA: 5.8m
[2025-12-09T20:29:51.680777] [INFO ] [sig       ] [2600/3614] Forecasting POWI...
[2025-12-09T20:29:51.680806] [INFO ] [sig       ] Generating forecast for: POWI
[2025-12-09T20:29:51.680836] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'POWI' from 'https://tdm.silogroup.org/data/derivative_storage/POWI.csv'.
[2025-12-09T20:29:51.692250] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'POWI'.
[2025-12-09T20:29:51.692529] [INFO ] [FORECASTER] Starting predict_future for POWI
[2025-12-09T20:29:51.693294] [DEBUG] [LOCAL     ] No optimal features file found for POWI: ./output/feature-sets/POWI.txt
[2025-12-09T20:29:51.693345] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:51.693375] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:51.693402] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:51.693457] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:51.751665] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:51.752562] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:51.752701] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:51.752753] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:51.874861] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:51.875007] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:51.875066] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:51.875096] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:51.878691] [DEBUG] [FORECASTER] POWI: Forecast T+1@11:T+2@11: UP (p=93.16%)
[2025-12-09T20:29:51.878974] [INFO ] [FORECASTER] Completed predict_future for POWI
[2025-12-09T20:29:51.879101] [INFO ] [sig       ] POWI: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:29:52.020125] [INFO ] [LOCAL     ] Saved forecast: POWI	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/POWI.txt
[2025-12-09T20:29:52.020293] [INFO ] [sig       ] [2600/3614] Completed POWI in 0.3s | 2.93 sym/s | Total: 14.8m | ETA: 5.8m
[2025-12-09T20:29:52.020333] [INFO ] [sig       ] [2601/3614] Forecasting POWL...
[2025-12-09T20:29:52.020365] [INFO ] [sig       ] Generating forecast for: POWL
[2025-12-09T20:29:52.020394] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'POWL' from 'https://tdm.silogroup.org/data/derivative_storage/POWL.csv'.
[2025-12-09T20:29:52.032214] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'POWL'.
[2025-12-09T20:29:52.032521] [INFO ] [FORECASTER] Starting predict_future for POWL
[2025-12-09T20:29:52.033319] [DEBUG] [LOCAL     ] No optimal features file found for POWL: ./output/feature-sets/POWL.txt
[2025-12-09T20:29:52.033371] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:52.033402] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:52.033428] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:52.033483] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:52.089393] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:52.090019] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:52.090092] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:52.090124] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:52.208940] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:52.209090] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:52.209129] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:52.209158] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:52.212485] [DEBUG] [FORECASTER] POWL: Forecast T+1@11:T+2@11: UP (p=60.94%)
[2025-12-09T20:29:52.212765] [INFO ] [FORECASTER] Completed predict_future for POWL
[2025-12-09T20:29:52.212884] [INFO ] [sig       ] POWL: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:29:52.349615] [INFO ] [LOCAL     ] Saved forecast: POWL	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/POWL.txt
[2025-12-09T20:29:52.349748] [INFO ] [sig       ] [2601/3614] Completed POWL in 0.3s | 2.93 sym/s | Total: 14.8m | ETA: 5.8m
[2025-12-09T20:29:52.349787] [INFO ] [sig       ] [2602/3614] Forecasting PPC...
[2025-12-09T20:29:52.349816] [INFO ] [sig       ] Generating forecast for: PPC
[2025-12-09T20:29:52.349845] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPC' from 'https://tdm.silogroup.org/data/derivative_storage/PPC.csv'.
[2025-12-09T20:29:52.361049] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPC'.
[2025-12-09T20:29:52.361332] [INFO ] [FORECASTER] Starting predict_future for PPC
[2025-12-09T20:29:52.362104] [DEBUG] [LOCAL     ] No optimal features file found for PPC: ./output/feature-sets/PPC.txt
[2025-12-09T20:29:52.362153] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:52.362184] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:52.362210] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:52.362265] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:52.418012] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:52.418692] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:52.418765] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:52.418796] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:52.537215] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:52.537351] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:52.537391] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:52.537419] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:52.540737] [DEBUG] [FORECASTER] PPC: Forecast T+1@11:T+2@11: DOWN (p=43.27%)
[2025-12-09T20:29:52.541004] [INFO ] [FORECASTER] Completed predict_future for PPC
[2025-12-09T20:29:52.541122] [INFO ] [sig       ] PPC: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:29:52.677980] [INFO ] [LOCAL     ] Saved forecast: PPC	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/PPC.txt
[2025-12-09T20:29:52.678099] [INFO ] [sig       ] [2602/3614] Completed PPC in 0.3s | 2.93 sym/s | Total: 14.8m | ETA: 5.8m
[2025-12-09T20:29:52.678136] [INFO ] [sig       ] [2603/3614] Forecasting PPG...
[2025-12-09T20:29:52.678164] [INFO ] [sig       ] Generating forecast for: PPG
[2025-12-09T20:29:52.678193] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPG' from 'https://tdm.silogroup.org/data/derivative_storage/PPG.csv'.
[2025-12-09T20:29:52.689660] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPG'.
[2025-12-09T20:29:52.689945] [INFO ] [FORECASTER] Starting predict_future for PPG
[2025-12-09T20:29:52.690700] [DEBUG] [LOCAL     ] No optimal features file found for PPG: ./output/feature-sets/PPG.txt
[2025-12-09T20:29:52.690749] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:52.690780] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:52.690806] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:52.690861] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:52.746454] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:52.747087] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:52.747158] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:52.747189] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:52.867722] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:52.867874] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:52.867914] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:52.867942] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:52.871212] [DEBUG] [FORECASTER] PPG: Forecast T+1@11:T+2@11: UP (p=93.11%)
[2025-12-09T20:29:52.871471] [INFO ] [FORECASTER] Completed predict_future for PPG
[2025-12-09T20:29:52.871604] [INFO ] [sig       ] PPG: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:29:53.012349] [INFO ] [LOCAL     ] Saved forecast: PPG	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/PPG.txt
[2025-12-09T20:29:53.012510] [INFO ] [sig       ] [2603/3614] Completed PPG in 0.3s | 2.93 sym/s | Total: 14.8m | ETA: 5.8m
[2025-12-09T20:29:53.012549] [INFO ] [sig       ] [2604/3614] Forecasting PPH...
[2025-12-09T20:29:53.012596] [INFO ] [sig       ] Generating forecast for: PPH
[2025-12-09T20:29:53.012627] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPH' from 'https://tdm.silogroup.org/data/derivative_storage/PPH.csv'.
[2025-12-09T20:29:53.023337] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPH'.
[2025-12-09T20:29:53.023617] [INFO ] [FORECASTER] Starting predict_future for PPH
[2025-12-09T20:29:53.024351] [DEBUG] [LOCAL     ] No optimal features file found for PPH: ./output/feature-sets/PPH.txt
[2025-12-09T20:29:53.024401] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:53.024442] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:53.024470] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:53.024529] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:53.080501] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:53.081115] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:53.081187] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:53.081218] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:53.195923] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:53.196066] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:53.196105] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:53.196134] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:53.199467] [DEBUG] [FORECASTER] PPH: Forecast T+1@11:T+2@11: DOWN (p=2.04%)
[2025-12-09T20:29:53.199786] [INFO ] [FORECASTER] Completed predict_future for PPH
[2025-12-09T20:29:53.199906] [INFO ] [sig       ] PPH: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:29:53.337697] [INFO ] [LOCAL     ] Saved forecast: PPH	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/PPH.txt
[2025-12-09T20:29:53.337842] [INFO ] [sig       ] [2604/3614] Completed PPH in 0.3s | 2.93 sym/s | Total: 14.8m | ETA: 5.7m
[2025-12-09T20:29:53.337881] [INFO ] [sig       ] [2605/3614] Forecasting PPIH...
[2025-12-09T20:29:53.337909] [INFO ] [sig       ] Generating forecast for: PPIH
[2025-12-09T20:29:53.337938] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPIH' from 'https://tdm.silogroup.org/data/derivative_storage/PPIH.csv'.
[2025-12-09T20:29:53.348889] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPIH'.
[2025-12-09T20:29:53.349147] [INFO ] [FORECASTER] Starting predict_future for PPIH
[2025-12-09T20:29:53.349947] [DEBUG] [LOCAL     ] No optimal features file found for PPIH: ./output/feature-sets/PPIH.txt
[2025-12-09T20:29:53.349996] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:53.350026] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:53.350053] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:53.350107] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:53.406439] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:53.407112] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:53.407186] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:53.407217] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:53.522639] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:53.522796] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:53.522843] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:53.522871] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:53.526173] [DEBUG] [FORECASTER] PPIH: Forecast T+1@11:T+2@11: UP (p=55.96%)
[2025-12-09T20:29:53.526439] [INFO ] [FORECASTER] Completed predict_future for PPIH
[2025-12-09T20:29:53.526560] [INFO ] [sig       ] PPIH: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:29:53.663263] [INFO ] [LOCAL     ] Saved forecast: PPIH	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/PPIH.txt
[2025-12-09T20:29:53.663389] [INFO ] [sig       ] [2605/3614] Completed PPIH in 0.3s | 2.93 sym/s | Total: 14.8m | ETA: 5.7m
[2025-12-09T20:29:53.663428] [INFO ] [sig       ] [2606/3614] Forecasting PPL...
[2025-12-09T20:29:53.663456] [INFO ] [sig       ] Generating forecast for: PPL
[2025-12-09T20:29:53.663485] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPL' from 'https://tdm.silogroup.org/data/derivative_storage/PPL.csv'.
[2025-12-09T20:29:53.674553] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPL'.
[2025-12-09T20:29:53.674856] [INFO ] [FORECASTER] Starting predict_future for PPL
[2025-12-09T20:29:53.675618] [DEBUG] [LOCAL     ] No optimal features file found for PPL: ./output/feature-sets/PPL.txt
[2025-12-09T20:29:53.675667] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:53.675698] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:53.675725] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:53.675779] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:53.731293] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:53.731953] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:53.732029] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:53.732060] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:53.849267] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:53.849415] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:53.849454] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:53.849484] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:53.852791] [DEBUG] [FORECASTER] PPL: Forecast T+1@11:T+2@11: DOWN (p=2.16%)
[2025-12-09T20:29:53.853055] [INFO ] [FORECASTER] Completed predict_future for PPL
[2025-12-09T20:29:53.853170] [INFO ] [sig       ] PPL: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:29:53.991174] [INFO ] [LOCAL     ] Saved forecast: PPL	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/PPL.txt
[2025-12-09T20:29:53.991324] [INFO ] [sig       ] [2606/3614] Completed PPL in 0.3s | 2.93 sym/s | Total: 14.8m | ETA: 5.7m
[2025-12-09T20:29:53.991363] [INFO ] [sig       ] [2607/3614] Forecasting PPSI...
[2025-12-09T20:29:53.991393] [INFO ] [sig       ] Generating forecast for: PPSI
[2025-12-09T20:29:53.991423] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPSI' from 'https://tdm.silogroup.org/data/derivative_storage/PPSI.csv'.
[2025-12-09T20:29:54.003499] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPSI'.
[2025-12-09T20:29:54.004067] [INFO ] [FORECASTER] Starting predict_future for PPSI
[2025-12-09T20:29:54.005048] [DEBUG] [LOCAL     ] No optimal features file found for PPSI: ./output/feature-sets/PPSI.txt
[2025-12-09T20:29:54.005101] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:54.005159] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:54.005187] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:54.005243] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:54.062758] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:54.063966] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:54.064052] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:54.064083] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:54.186071] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:54.186223] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:54.186264] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:54.186292] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:54.189691] [DEBUG] [FORECASTER] PPSI: Forecast T+1@11:T+2@11: UP (p=77.14%)
[2025-12-09T20:29:54.189962] [INFO ] [FORECASTER] Completed predict_future for PPSI
[2025-12-09T20:29:54.190081] [INFO ] [sig       ] PPSI: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:29:54.335094] [INFO ] [LOCAL     ] Saved forecast: PPSI	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/PPSI.txt
[2025-12-09T20:29:54.335225] [INFO ] [sig       ] [2607/3614] Completed PPSI in 0.3s | 2.93 sym/s | Total: 14.8m | ETA: 5.7m
[2025-12-09T20:29:54.335263] [INFO ] [sig       ] [2608/3614] Forecasting PPTA...
[2025-12-09T20:29:54.335301] [INFO ] [sig       ] Generating forecast for: PPTA
[2025-12-09T20:29:54.335331] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPTA' from 'https://tdm.silogroup.org/data/derivative_storage/PPTA.csv'.
[2025-12-09T20:29:54.347239] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPTA'.
[2025-12-09T20:29:54.347592] [INFO ] [FORECASTER] Starting predict_future for PPTA
[2025-12-09T20:29:54.348361] [DEBUG] [LOCAL     ] No optimal features file found for PPTA: ./output/feature-sets/PPTA.txt
[2025-12-09T20:29:54.348411] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:54.348442] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:54.348470] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:54.348536] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:54.404973] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:54.405818] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:54.405893] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:54.405925] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:54.525662] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:54.525807] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:54.525847] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:54.525876] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:54.529237] [DEBUG] [FORECASTER] PPTA: Forecast T+1@11:T+2@11: UP (p=64.00%)
[2025-12-09T20:29:54.529506] [INFO ] [FORECASTER] Completed predict_future for PPTA
[2025-12-09T20:29:54.529666] [INFO ] [sig       ] PPTA: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:29:54.671930] [INFO ] [LOCAL     ] Saved forecast: PPTA	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/PPTA.txt
[2025-12-09T20:29:54.672050] [INFO ] [sig       ] [2608/3614] Completed PPTA in 0.3s | 2.93 sym/s | Total: 14.8m | ETA: 5.7m
[2025-12-09T20:29:54.672088] [INFO ] [sig       ] [2609/3614] Forecasting PRA...
[2025-12-09T20:29:54.672119] [INFO ] [sig       ] Generating forecast for: PRA
[2025-12-09T20:29:54.672147] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRA' from 'https://tdm.silogroup.org/data/derivative_storage/PRA.csv'.
[2025-12-09T20:29:54.683564] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRA'.
[2025-12-09T20:29:54.683837] [INFO ] [FORECASTER] Starting predict_future for PRA
[2025-12-09T20:29:54.684597] [DEBUG] [LOCAL     ] No optimal features file found for PRA: ./output/feature-sets/PRA.txt
[2025-12-09T20:29:54.684648] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:54.684679] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:54.684706] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:54.684760] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:54.744188] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:54.744862] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:54.744937] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:54.744973] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:54.862693] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:54.862837] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:54.862876] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:54.862904] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:54.866255] [DEBUG] [FORECASTER] PRA: Forecast T+1@11:T+2@11: UP (p=93.49%)
[2025-12-09T20:29:54.866523] [INFO ] [FORECASTER] Completed predict_future for PRA
[2025-12-09T20:29:54.866661] [INFO ] [sig       ] PRA: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:29:55.003453] [INFO ] [LOCAL     ] Saved forecast: PRA	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/PRA.txt
[2025-12-09T20:29:55.003606] [INFO ] [sig       ] [2609/3614] Completed PRA in 0.3s | 2.93 sym/s | Total: 14.8m | ETA: 5.7m
[2025-12-09T20:29:55.003647] [INFO ] [sig       ] [2610/3614] Forecasting PRAA...
[2025-12-09T20:29:55.003677] [INFO ] [sig       ] Generating forecast for: PRAA
[2025-12-09T20:29:55.003707] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRAA' from 'https://tdm.silogroup.org/data/derivative_storage/PRAA.csv'.
[2025-12-09T20:29:55.016183] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRAA'.
[2025-12-09T20:29:55.016493] [INFO ] [FORECASTER] Starting predict_future for PRAA
[2025-12-09T20:29:55.017271] [DEBUG] [LOCAL     ] No optimal features file found for PRAA: ./output/feature-sets/PRAA.txt
[2025-12-09T20:29:55.017322] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:55.017352] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:55.017378] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:55.017432] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:55.072897] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:55.073725] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:55.073805] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:55.073837] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:55.190989] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:55.191138] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:55.191178] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:55.191242] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:55.194558] [DEBUG] [FORECASTER] PRAA: Forecast T+1@11:T+2@11: UP (p=60.23%)
[2025-12-09T20:29:55.194842] [INFO ] [FORECASTER] Completed predict_future for PRAA
[2025-12-09T20:29:55.194962] [INFO ] [sig       ] PRAA: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:29:55.338046] [INFO ] [LOCAL     ] Saved forecast: PRAA	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/PRAA.txt
[2025-12-09T20:29:55.338176] [INFO ] [sig       ] [2610/3614] Completed PRAA in 0.3s | 2.93 sym/s | Total: 14.9m | ETA: 5.7m
[2025-12-09T20:29:55.338214] [INFO ] [sig       ] [2611/3614] Forecasting PRAX...
[2025-12-09T20:29:55.338243] [INFO ] [sig       ] Generating forecast for: PRAX
[2025-12-09T20:29:55.338272] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRAX' from 'https://tdm.silogroup.org/data/derivative_storage/PRAX.csv'.
[2025-12-09T20:29:55.349536] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRAX'.
[2025-12-09T20:29:55.349847] [INFO ] [FORECASTER] Starting predict_future for PRAX
[2025-12-09T20:29:55.350620] [DEBUG] [LOCAL     ] No optimal features file found for PRAX: ./output/feature-sets/PRAX.txt
[2025-12-09T20:29:55.350670] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:55.350701] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:55.350727] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:55.350781] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:55.407919] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:55.408711] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:55.408791] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:55.408823] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:55.533656] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:55.533810] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:55.533852] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:55.533900] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:55.537305] [DEBUG] [FORECASTER] PRAX: Forecast T+1@11:T+2@11: UP (p=81.18%)
[2025-12-09T20:29:55.537647] [INFO ] [FORECASTER] Completed predict_future for PRAX
[2025-12-09T20:29:55.537775] [INFO ] [sig       ] PRAX: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:29:55.679926] [INFO ] [LOCAL     ] Saved forecast: PRAX	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/PRAX.txt
[2025-12-09T20:29:55.680077] [INFO ] [sig       ] [2611/3614] Completed PRAX in 0.3s | 2.93 sym/s | Total: 14.9m | ETA: 5.7m
[2025-12-09T20:29:55.680118] [INFO ] [sig       ] [2612/3614] Forecasting PRCH...
[2025-12-09T20:29:55.680149] [INFO ] [sig       ] Generating forecast for: PRCH
[2025-12-09T20:29:55.680178] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRCH' from 'https://tdm.silogroup.org/data/derivative_storage/PRCH.csv'.
[2025-12-09T20:29:55.691843] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRCH'.
[2025-12-09T20:29:55.692182] [INFO ] [FORECASTER] Starting predict_future for PRCH
[2025-12-09T20:29:55.692964] [DEBUG] [LOCAL     ] No optimal features file found for PRCH: ./output/feature-sets/PRCH.txt
[2025-12-09T20:29:55.693015] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:55.693046] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:55.693072] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:55.693129] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:55.749515] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:55.750381] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:55.750461] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:55.750493] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:55.872359] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:55.872502] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:55.872543] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:55.872588] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:55.875918] [DEBUG] [FORECASTER] PRCH: Forecast T+1@11:T+2@11: DOWN (p=26.94%)
[2025-12-09T20:29:55.876187] [INFO ] [FORECASTER] Completed predict_future for PRCH
[2025-12-09T20:29:55.876305] [INFO ] [sig       ] PRCH: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:29:56.013941] [INFO ] [LOCAL     ] Saved forecast: PRCH	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/PRCH.txt
[2025-12-09T20:29:56.014083] [INFO ] [sig       ] [2612/3614] Completed PRCH in 0.3s | 2.93 sym/s | Total: 14.9m | ETA: 5.7m
[2025-12-09T20:29:56.014122] [INFO ] [sig       ] [2613/3614] Forecasting PRDO...
[2025-12-09T20:29:56.014151] [INFO ] [sig       ] Generating forecast for: PRDO
[2025-12-09T20:29:56.014180] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRDO' from 'https://tdm.silogroup.org/data/derivative_storage/PRDO.csv'.
[2025-12-09T20:29:56.025601] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRDO'.
[2025-12-09T20:29:56.025861] [INFO ] [FORECASTER] Starting predict_future for PRDO
[2025-12-09T20:29:56.026612] [DEBUG] [LOCAL     ] No optimal features file found for PRDO: ./output/feature-sets/PRDO.txt
[2025-12-09T20:29:56.026661] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:56.026692] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:56.026718] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:56.026773] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:56.084277] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:56.085129] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:56.085210] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:56.085263] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:56.208394] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:56.208544] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:56.208605] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:56.208637] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:56.212071] [DEBUG] [FORECASTER] PRDO: Forecast T+1@11:T+2@11: UP (p=54.34%)
[2025-12-09T20:29:56.212345] [INFO ] [FORECASTER] Completed predict_future for PRDO
[2025-12-09T20:29:56.212469] [INFO ] [sig       ] PRDO: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:29:56.353183] [INFO ] [LOCAL     ] Saved forecast: PRDO	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/PRDO.txt
[2025-12-09T20:29:56.353308] [INFO ] [sig       ] [2613/3614] Completed PRDO in 0.3s | 2.93 sym/s | Total: 14.9m | ETA: 5.7m
[2025-12-09T20:29:56.353347] [INFO ] [sig       ] [2614/3614] Forecasting PRFZ...
[2025-12-09T20:29:56.353376] [INFO ] [sig       ] Generating forecast for: PRFZ
[2025-12-09T20:29:56.353405] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRFZ' from 'https://tdm.silogroup.org/data/derivative_storage/PRFZ.csv'.
[2025-12-09T20:29:56.364493] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRFZ'.
[2025-12-09T20:29:56.364794] [INFO ] [FORECASTER] Starting predict_future for PRFZ
[2025-12-09T20:29:56.365532] [DEBUG] [LOCAL     ] No optimal features file found for PRFZ: ./output/feature-sets/PRFZ.txt
[2025-12-09T20:29:56.365605] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:56.365638] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:56.365665] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:56.365720] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:56.423880] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:56.424519] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:56.424624] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:56.424661] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:56.544843] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:56.544993] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:56.545035] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:56.545064] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:56.548388] [DEBUG] [FORECASTER] PRFZ: Forecast T+1@11:T+2@11: DOWN (p=23.76%)
[2025-12-09T20:29:56.548717] [INFO ] [FORECASTER] Completed predict_future for PRFZ
[2025-12-09T20:29:56.548844] [INFO ] [sig       ] PRFZ: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:29:56.688231] [INFO ] [LOCAL     ] Saved forecast: PRFZ	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/PRFZ.txt
[2025-12-09T20:29:56.688354] [INFO ] [sig       ] [2614/3614] Completed PRFZ in 0.3s | 2.93 sym/s | Total: 14.9m | ETA: 5.7m
[2025-12-09T20:29:56.688392] [INFO ] [sig       ] [2615/3614] Forecasting PRG...
[2025-12-09T20:29:56.688422] [INFO ] [sig       ] Generating forecast for: PRG
[2025-12-09T20:29:56.688451] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRG' from 'https://tdm.silogroup.org/data/derivative_storage/PRG.csv'.
[2025-12-09T20:29:56.699911] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRG'.
[2025-12-09T20:29:56.700196] [INFO ] [FORECASTER] Starting predict_future for PRG
[2025-12-09T20:29:56.700985] [DEBUG] [LOCAL     ] No optimal features file found for PRG: ./output/feature-sets/PRG.txt
[2025-12-09T20:29:56.701038] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:56.701072] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:56.701100] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:56.701169] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:56.759979] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:56.760624] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:56.760699] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:56.760732] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:56.879509] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:56.879698] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:56.879762] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:56.879795] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:56.883207] [DEBUG] [FORECASTER] PRG: Forecast T+1@11:T+2@11: UP (p=84.23%)
[2025-12-09T20:29:56.883478] [INFO ] [FORECASTER] Completed predict_future for PRG
[2025-12-09T20:29:56.883620] [INFO ] [sig       ] PRG: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:29:57.022095] [INFO ] [LOCAL     ] Saved forecast: PRG	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/PRG.txt
[2025-12-09T20:29:57.022232] [INFO ] [sig       ] [2615/3614] Completed PRG in 0.3s | 2.93 sym/s | Total: 14.9m | ETA: 5.7m
[2025-12-09T20:29:57.022269] [INFO ] [sig       ] [2616/3614] Forecasting PRGO...
[2025-12-09T20:29:57.022298] [INFO ] [sig       ] Generating forecast for: PRGO
[2025-12-09T20:29:57.022328] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRGO' from 'https://tdm.silogroup.org/data/derivative_storage/PRGO.csv'.
[2025-12-09T20:29:57.034093] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRGO'.
[2025-12-09T20:29:57.034369] [INFO ] [FORECASTER] Starting predict_future for PRGO
[2025-12-09T20:29:57.035126] [DEBUG] [LOCAL     ] No optimal features file found for PRGO: ./output/feature-sets/PRGO.txt
[2025-12-09T20:29:57.035176] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:57.035207] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:57.035234] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:57.035288] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:57.093090] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:57.093740] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:57.093815] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:57.093847] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:57.213062] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:57.213207] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:57.213248] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:57.213278] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:57.216696] [DEBUG] [FORECASTER] PRGO: Forecast T+1@11:T+2@11: UP (p=71.76%)
[2025-12-09T20:29:57.216976] [INFO ] [FORECASTER] Completed predict_future for PRGO
[2025-12-09T20:29:57.217103] [INFO ] [sig       ] PRGO: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:29:57.357651] [INFO ] [LOCAL     ] Saved forecast: PRGO	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/PRGO.txt
[2025-12-09T20:29:57.357780] [INFO ] [sig       ] [2616/3614] Completed PRGO in 0.3s | 2.93 sym/s | Total: 14.9m | ETA: 5.7m
[2025-12-09T20:29:57.357818] [INFO ] [sig       ] [2617/3614] Forecasting PRGS...
[2025-12-09T20:29:57.357847] [INFO ] [sig       ] Generating forecast for: PRGS
[2025-12-09T20:29:57.357876] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRGS' from 'https://tdm.silogroup.org/data/derivative_storage/PRGS.csv'.
[2025-12-09T20:29:57.368788] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRGS'.
[2025-12-09T20:29:57.369069] [INFO ] [FORECASTER] Starting predict_future for PRGS
[2025-12-09T20:29:57.369867] [DEBUG] [LOCAL     ] No optimal features file found for PRGS: ./output/feature-sets/PRGS.txt
[2025-12-09T20:29:57.369918] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:57.369949] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:57.369974] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:57.370029] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:57.428471] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:57.429172] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:57.429276] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:57.429310] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:57.545954] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:57.546092] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:57.546131] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:57.546160] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:57.549552] [DEBUG] [FORECASTER] PRGS: Forecast T+1@11:T+2@11: DOWN (p=10.50%)
[2025-12-09T20:29:57.549884] [INFO ] [FORECASTER] Completed predict_future for PRGS
[2025-12-09T20:29:57.550004] [INFO ] [sig       ] PRGS: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:29:57.691132] [INFO ] [LOCAL     ] Saved forecast: PRGS	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/PRGS.txt
[2025-12-09T20:29:57.691262] [INFO ] [sig       ] [2617/3614] Completed PRGS in 0.3s | 2.93 sym/s | Total: 14.9m | ETA: 5.7m
[2025-12-09T20:29:57.691303] [INFO ] [sig       ] [2618/3614] Forecasting PRH...
[2025-12-09T20:29:57.691334] [INFO ] [sig       ] Generating forecast for: PRH
[2025-12-09T20:29:57.691364] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRH' from 'https://tdm.silogroup.org/data/derivative_storage/PRH.csv'.
[2025-12-09T20:29:57.702406] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRH'.
[2025-12-09T20:29:57.702695] [INFO ] [FORECASTER] Starting predict_future for PRH
[2025-12-09T20:29:57.703471] [DEBUG] [LOCAL     ] No optimal features file found for PRH: ./output/feature-sets/PRH.txt
[2025-12-09T20:29:57.703524] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:57.703558] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:57.703610] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:57.703684] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:57.763363] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:57.764101] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:57.764180] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:57.764214] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:57.885683] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:57.885845] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:57.886065] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:57.886101] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:57.889833] [DEBUG] [FORECASTER] PRH: Forecast T+1@11:T+2@11: UP (p=79.62%)
[2025-12-09T20:29:57.890133] [INFO ] [FORECASTER] Completed predict_future for PRH
[2025-12-09T20:29:57.890265] [INFO ] [sig       ] PRH: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:29:58.038234] [INFO ] [LOCAL     ] Saved forecast: PRH	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/PRH.txt
[2025-12-09T20:29:58.038365] [INFO ] [sig       ] [2618/3614] Completed PRH in 0.3s | 2.93 sym/s | Total: 14.9m | ETA: 5.7m
[2025-12-09T20:29:58.038403] [INFO ] [sig       ] [2619/3614] Forecasting PRI...
[2025-12-09T20:29:58.038432] [INFO ] [sig       ] Generating forecast for: PRI
[2025-12-09T20:29:58.038461] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRI' from 'https://tdm.silogroup.org/data/derivative_storage/PRI.csv'.
[2025-12-09T20:29:58.050901] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRI'.
[2025-12-09T20:29:58.051234] [INFO ] [FORECASTER] Starting predict_future for PRI
[2025-12-09T20:29:58.052074] [DEBUG] [LOCAL     ] No optimal features file found for PRI: ./output/feature-sets/PRI.txt
[2025-12-09T20:29:58.052126] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:58.052159] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:58.052186] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:58.052243] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:58.110622] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:58.111406] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:58.111490] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:58.111523] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:58.233424] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:58.233588] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:58.233640] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:58.233670] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:58.237167] [DEBUG] [FORECASTER] PRI: Forecast T+1@11:T+2@11: UP (p=75.07%)
[2025-12-09T20:29:58.237441] [INFO ] [FORECASTER] Completed predict_future for PRI
[2025-12-09T20:29:58.237611] [INFO ] [sig       ] PRI: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:29:58.436944] [INFO ] [LOCAL     ] Saved forecast: PRI	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/PRI.txt
[2025-12-09T20:29:58.437085] [INFO ] [sig       ] [2619/3614] Completed PRI in 0.4s | 2.93 sym/s | Total: 14.9m | ETA: 5.7m
[2025-12-09T20:29:58.437124] [INFO ] [sig       ] [2620/3614] Forecasting PRIM...
[2025-12-09T20:29:58.437153] [INFO ] [sig       ] Generating forecast for: PRIM
[2025-12-09T20:29:58.437184] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRIM' from 'https://tdm.silogroup.org/data/derivative_storage/PRIM.csv'.
[2025-12-09T20:29:58.449239] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRIM'.
[2025-12-09T20:29:58.449591] [INFO ] [FORECASTER] Starting predict_future for PRIM
[2025-12-09T20:29:58.450387] [DEBUG] [LOCAL     ] No optimal features file found for PRIM: ./output/feature-sets/PRIM.txt
[2025-12-09T20:29:58.450439] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:58.450472] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:58.450499] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:58.450555] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:58.509046] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:58.509797] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:58.509877] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:58.509911] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:58.636544] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:58.636707] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:58.636750] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:58.636781] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:58.640361] [DEBUG] [FORECASTER] PRIM: Forecast T+1@11:T+2@11: DOWN (p=23.24%)
[2025-12-09T20:29:58.640673] [INFO ] [FORECASTER] Completed predict_future for PRIM
[2025-12-09T20:29:58.640820] [INFO ] [sig       ] PRIM: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:29:58.790479] [INFO ] [LOCAL     ] Saved forecast: PRIM	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/PRIM.txt
[2025-12-09T20:29:58.790692] [INFO ] [sig       ] [2620/3614] Completed PRIM in 0.4s | 2.93 sym/s | Total: 14.9m | ETA: 5.7m
[2025-12-09T20:29:58.790735] [INFO ] [sig       ] [2621/3614] Forecasting PRLB...
[2025-12-09T20:29:58.790764] [INFO ] [sig       ] Generating forecast for: PRLB
[2025-12-09T20:29:58.790793] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRLB' from 'https://tdm.silogroup.org/data/derivative_storage/PRLB.csv'.
[2025-12-09T20:29:58.802325] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRLB'.
[2025-12-09T20:29:58.802620] [INFO ] [FORECASTER] Starting predict_future for PRLB
[2025-12-09T20:29:58.803382] [DEBUG] [LOCAL     ] No optimal features file found for PRLB: ./output/feature-sets/PRLB.txt
[2025-12-09T20:29:58.803432] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:58.803463] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:58.803489] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:58.803543] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:58.861598] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:58.862290] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:58.862369] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:58.862405] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:58.985101] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:58.985241] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:58.985280] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:58.985307] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:58.988664] [DEBUG] [FORECASTER] PRLB: Forecast T+1@11:T+2@11: DOWN (p=10.74%)
[2025-12-09T20:29:58.988943] [INFO ] [FORECASTER] Completed predict_future for PRLB
[2025-12-09T20:29:58.989079] [INFO ] [sig       ] PRLB: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:29:59.134253] [INFO ] [LOCAL     ] Saved forecast: PRLB	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/PRLB.txt
[2025-12-09T20:29:59.134396] [INFO ] [sig       ] [2621/3614] Completed PRLB in 0.3s | 2.93 sym/s | Total: 14.9m | ETA: 5.7m
[2025-12-09T20:29:59.134435] [INFO ] [sig       ] [2622/3614] Forecasting PRM...
[2025-12-09T20:29:59.134464] [INFO ] [sig       ] Generating forecast for: PRM
[2025-12-09T20:29:59.134493] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRM' from 'https://tdm.silogroup.org/data/derivative_storage/PRM.csv'.
[2025-12-09T20:29:59.147063] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRM'.
[2025-12-09T20:29:59.147490] [INFO ] [FORECASTER] Starting predict_future for PRM
[2025-12-09T20:29:59.148331] [DEBUG] [LOCAL     ] No optimal features file found for PRM: ./output/feature-sets/PRM.txt
[2025-12-09T20:29:59.148385] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:59.148420] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:59.148449] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:59.148508] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:59.206244] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:59.206879] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:59.206954] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:59.206987] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:59.327387] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:59.327595] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:59.327639] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:59.327671] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:59.330912] [DEBUG] [FORECASTER] PRM: Forecast T+1@11:T+2@11: DOWN (p=44.79%)
[2025-12-09T20:29:59.331188] [INFO ] [FORECASTER] Completed predict_future for PRM
[2025-12-09T20:29:59.331307] [INFO ] [sig       ] PRM: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:29:59.474454] [INFO ] [LOCAL     ] Saved forecast: PRM	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/PRM.txt
[2025-12-09T20:29:59.474594] [INFO ] [sig       ] [2622/3614] Completed PRM in 0.3s | 2.93 sym/s | Total: 14.9m | ETA: 5.6m
[2025-12-09T20:29:59.474637] [INFO ] [sig       ] [2623/3614] Forecasting PRME...
[2025-12-09T20:29:59.474671] [INFO ] [sig       ] Generating forecast for: PRME
[2025-12-09T20:29:59.474702] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRME' from 'https://tdm.silogroup.org/data/derivative_storage/PRME.csv'.
[2025-12-09T20:29:59.486658] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRME'.
[2025-12-09T20:29:59.486976] [INFO ] [FORECASTER] Starting predict_future for PRME
[2025-12-09T20:29:59.487834] [DEBUG] [LOCAL     ] No optimal features file found for PRME: ./output/feature-sets/PRME.txt
[2025-12-09T20:29:59.487887] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:59.487919] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:59.487946] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:59.488002] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:59.546142] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:59.546770] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:59.546846] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:59.546880] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:29:59.665971] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:29:59.666124] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:29:59.666163] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:29:59.666192] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:29:59.669641] [DEBUG] [FORECASTER] PRME: Forecast T+1@11:T+2@11: DOWN (p=35.34%)
[2025-12-09T20:29:59.669938] [INFO ] [FORECASTER] Completed predict_future for PRME
[2025-12-09T20:29:59.670061] [INFO ] [sig       ] PRME: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:29:59.815821] [INFO ] [LOCAL     ] Saved forecast: PRME	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/PRME.txt
[2025-12-09T20:29:59.815981] [INFO ] [sig       ] [2623/3614] Completed PRME in 0.3s | 2.93 sym/s | Total: 14.9m | ETA: 5.6m
[2025-12-09T20:29:59.816023] [INFO ] [sig       ] [2624/3614] Forecasting PRN...
[2025-12-09T20:29:59.816055] [INFO ] [sig       ] Generating forecast for: PRN
[2025-12-09T20:29:59.816086] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRN' from 'https://tdm.silogroup.org/data/derivative_storage/PRN.csv'.
[2025-12-09T20:29:59.827941] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRN'.
[2025-12-09T20:29:59.828312] [INFO ] [FORECASTER] Starting predict_future for PRN
[2025-12-09T20:29:59.829311] [DEBUG] [LOCAL     ] No optimal features file found for PRN: ./output/feature-sets/PRN.txt
[2025-12-09T20:29:59.829363] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:29:59.829432] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:29:59.829471] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:29:59.829550] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:29:59.888879] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:29:59.889797] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:29:59.889892] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:29:59.889926] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:00.006822] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:00.006990] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:00.007030] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:00.007060] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:00.010910] [DEBUG] [FORECASTER] PRN: Forecast T+1@11:T+2@11: UP (p=59.36%)
[2025-12-09T20:30:00.011186] [INFO ] [FORECASTER] Completed predict_future for PRN
[2025-12-09T20:30:00.011308] [INFO ] [sig       ] PRN: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:30:00.158110] [INFO ] [LOCAL     ] Saved forecast: PRN	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/PRN.txt
[2025-12-09T20:30:00.158264] [INFO ] [sig       ] [2624/3614] Completed PRN in 0.3s | 2.93 sym/s | Total: 14.9m | ETA: 5.6m
[2025-12-09T20:30:00.158304] [INFO ] [sig       ] [2625/3614] Forecasting PROF...
[2025-12-09T20:30:00.158335] [INFO ] [sig       ] Generating forecast for: PROF
[2025-12-09T20:30:00.158366] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PROF' from 'https://tdm.silogroup.org/data/derivative_storage/PROF.csv'.
[2025-12-09T20:30:00.169276] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PROF'.
[2025-12-09T20:30:00.169636] [INFO ] [FORECASTER] Starting predict_future for PROF
[2025-12-09T20:30:00.170620] [DEBUG] [LOCAL     ] No optimal features file found for PROF: ./output/feature-sets/PROF.txt
[2025-12-09T20:30:00.170677] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:00.170711] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:00.170747] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:00.170804] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:00.230697] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:00.231375] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:00.231455] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:00.231488] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:00.353638] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:00.353805] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:00.353847] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:00.353875] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:00.357356] [DEBUG] [FORECASTER] PROF: Forecast T+1@11:T+2@11: UP (p=58.50%)
[2025-12-09T20:30:00.357786] [INFO ] [FORECASTER] Completed predict_future for PROF
[2025-12-09T20:30:00.357932] [INFO ] [sig       ] PROF: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:30:00.519331] [INFO ] [LOCAL     ] Saved forecast: PROF	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/PROF.txt
[2025-12-09T20:30:00.519489] [INFO ] [sig       ] [2625/3614] Completed PROF in 0.4s | 2.93 sym/s | Total: 14.9m | ETA: 5.6m
[2025-12-09T20:30:00.519532] [INFO ] [sig       ] [2626/3614] Forecasting PROK...
[2025-12-09T20:30:00.519563] [INFO ] [sig       ] Generating forecast for: PROK
[2025-12-09T20:30:00.519647] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PROK' from 'https://tdm.silogroup.org/data/derivative_storage/PROK.csv'.
[2025-12-09T20:30:00.531989] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PROK'.
[2025-12-09T20:30:00.532432] [INFO ] [FORECASTER] Starting predict_future for PROK
[2025-12-09T20:30:00.533236] [DEBUG] [LOCAL     ] No optimal features file found for PROK: ./output/feature-sets/PROK.txt
[2025-12-09T20:30:00.533288] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:00.533322] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:00.533350] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:00.533408] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:00.592754] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:00.593512] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:00.593612] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:00.593649] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:00.712752] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:00.712900] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:00.712940] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:00.712967] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:00.716292] [DEBUG] [FORECASTER] PROK: Forecast T+1@11:T+2@11: UP (p=98.05%)
[2025-12-09T20:30:00.716552] [INFO ] [FORECASTER] Completed predict_future for PROK
[2025-12-09T20:30:00.716703] [INFO ] [sig       ] PROK: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:30:00.860749] [INFO ] [LOCAL     ] Saved forecast: PROK	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/PROK.txt
[2025-12-09T20:30:00.860876] [INFO ] [sig       ] [2626/3614] Completed PROK in 0.3s | 2.93 sym/s | Total: 14.9m | ETA: 5.6m
[2025-12-09T20:30:00.860915] [INFO ] [sig       ] [2627/3614] Forecasting PRTA...
[2025-12-09T20:30:00.860945] [INFO ] [sig       ] Generating forecast for: PRTA
[2025-12-09T20:30:00.860974] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRTA' from 'https://tdm.silogroup.org/data/derivative_storage/PRTA.csv'.
[2025-12-09T20:30:00.871953] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRTA'.
[2025-12-09T20:30:00.872206] [INFO ] [FORECASTER] Starting predict_future for PRTA
[2025-12-09T20:30:00.873001] [DEBUG] [LOCAL     ] No optimal features file found for PRTA: ./output/feature-sets/PRTA.txt
[2025-12-09T20:30:00.873053] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:00.873086] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:00.873114] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:00.873169] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:00.931411] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:00.932043] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:00.932119] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:00.932153] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:01.047533] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:01.047690] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:01.047729] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:01.047786] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:01.051071] [DEBUG] [FORECASTER] PRTA: Forecast T+1@11:T+2@11: UP (p=60.14%)
[2025-12-09T20:30:01.051332] [INFO ] [FORECASTER] Completed predict_future for PRTA
[2025-12-09T20:30:01.051452] [INFO ] [sig       ] PRTA: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:30:01.188679] [INFO ] [LOCAL     ] Saved forecast: PRTA	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/PRTA.txt
[2025-12-09T20:30:01.188810] [INFO ] [sig       ] [2627/3614] Completed PRTA in 0.3s | 2.93 sym/s | Total: 14.9m | ETA: 5.6m
[2025-12-09T20:30:01.189041] [INFO ] [sig       ] [2628/3614] Forecasting PRTH...
[2025-12-09T20:30:01.189071] [INFO ] [sig       ] Generating forecast for: PRTH
[2025-12-09T20:30:01.189101] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRTH' from 'https://tdm.silogroup.org/data/derivative_storage/PRTH.csv'.
[2025-12-09T20:30:01.200893] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRTH'.
[2025-12-09T20:30:01.201180] [INFO ] [FORECASTER] Starting predict_future for PRTH
[2025-12-09T20:30:01.202376] [DEBUG] [LOCAL     ] No optimal features file found for PRTH: ./output/feature-sets/PRTH.txt
[2025-12-09T20:30:01.202453] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:01.202487] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:01.202520] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:01.202598] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:01.261270] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:01.262240] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:01.262342] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:01.262375] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:01.388497] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:01.388697] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:01.388738] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:01.388765] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:01.392631] [DEBUG] [FORECASTER] PRTH: Forecast T+1@11:T+2@11: DOWN (p=5.68%)
[2025-12-09T20:30:01.393017] [INFO ] [FORECASTER] Completed predict_future for PRTH
[2025-12-09T20:30:01.393161] [INFO ] [sig       ] PRTH: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:30:01.536324] [INFO ] [LOCAL     ] Saved forecast: PRTH	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/PRTH.txt
[2025-12-09T20:30:01.536483] [INFO ] [sig       ] [2628/3614] Completed PRTH in 0.3s | 2.93 sym/s | Total: 15.0m | ETA: 5.6m
[2025-12-09T20:30:01.536522] [INFO ] [sig       ] [2629/3614] Forecasting PRVA...
[2025-12-09T20:30:01.536552] [INFO ] [sig       ] Generating forecast for: PRVA
[2025-12-09T20:30:01.536603] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRVA' from 'https://tdm.silogroup.org/data/derivative_storage/PRVA.csv'.
[2025-12-09T20:30:01.557548] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRVA'.
[2025-12-09T20:30:01.557987] [INFO ] [FORECASTER] Starting predict_future for PRVA
[2025-12-09T20:30:01.558827] [DEBUG] [LOCAL     ] No optimal features file found for PRVA: ./output/feature-sets/PRVA.txt
[2025-12-09T20:30:01.558879] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:01.559100] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:01.559126] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:01.559182] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:01.617441] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:01.618405] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:01.618507] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:01.618540] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:01.741680] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:01.741830] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:01.741870] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:01.741899] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:01.745198] [DEBUG] [FORECASTER] PRVA: Forecast T+1@11:T+2@11: UP (p=72.56%)
[2025-12-09T20:30:01.745460] [INFO ] [FORECASTER] Completed predict_future for PRVA
[2025-12-09T20:30:01.745595] [INFO ] [sig       ] PRVA: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:30:01.889521] [INFO ] [LOCAL     ] Saved forecast: PRVA	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/PRVA.txt
[2025-12-09T20:30:01.889664] [INFO ] [sig       ] [2629/3614] Completed PRVA in 0.4s | 2.93 sym/s | Total: 15.0m | ETA: 5.6m
[2025-12-09T20:30:01.889707] [INFO ] [sig       ] [2630/3614] Forecasting PRZO...
[2025-12-09T20:30:01.889737] [INFO ] [sig       ] Generating forecast for: PRZO
[2025-12-09T20:30:01.889766] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRZO' from 'https://tdm.silogroup.org/data/derivative_storage/PRZO.csv'.
[2025-12-09T20:30:01.900799] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRZO'.
[2025-12-09T20:30:01.901046] [INFO ] [FORECASTER] Starting predict_future for PRZO
[2025-12-09T20:30:01.901816] [DEBUG] [LOCAL     ] No optimal features file found for PRZO: ./output/feature-sets/PRZO.txt
[2025-12-09T20:30:01.901866] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:01.901897] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:01.901923] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:01.901978] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:01.957879] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:01.958448] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:01.958525] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:01.958556] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:02.075717] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:02.075871] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:02.075911] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:02.075940] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:02.079246] [DEBUG] [FORECASTER] PRZO: Forecast T+1@11:T+2@11: DOWN (p=7.86%)
[2025-12-09T20:30:02.079512] [INFO ] [FORECASTER] Completed predict_future for PRZO
[2025-12-09T20:30:02.079661] [INFO ] [sig       ] PRZO: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:30:02.216556] [INFO ] [LOCAL     ] Saved forecast: PRZO	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/PRZO.txt
[2025-12-09T20:30:02.216713] [INFO ] [sig       ] [2630/3614] Completed PRZO in 0.3s | 2.93 sym/s | Total: 15.0m | ETA: 5.6m
[2025-12-09T20:30:02.216752] [INFO ] [sig       ] [2631/3614] Forecasting PSC...
[2025-12-09T20:30:02.216780] [INFO ] [sig       ] Generating forecast for: PSC
[2025-12-09T20:30:02.216809] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSC' from 'https://tdm.silogroup.org/data/derivative_storage/PSC.csv'.
[2025-12-09T20:30:02.228324] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSC'.
[2025-12-09T20:30:02.228653] [INFO ] [FORECASTER] Starting predict_future for PSC
[2025-12-09T20:30:02.229423] [DEBUG] [LOCAL     ] No optimal features file found for PSC: ./output/feature-sets/PSC.txt
[2025-12-09T20:30:02.229474] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:02.229504] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:02.229530] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:02.229602] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:02.284522] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:02.285160] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:02.285236] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:02.285267] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:02.402931] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:02.403078] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:02.403118] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:02.403146] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:02.406453] [DEBUG] [FORECASTER] PSC: Forecast T+1@11:T+2@11: UP (p=64.01%)
[2025-12-09T20:30:02.406737] [INFO ] [FORECASTER] Completed predict_future for PSC
[2025-12-09T20:30:02.406853] [INFO ] [sig       ] PSC: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:30:02.546012] [INFO ] [LOCAL     ] Saved forecast: PSC	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/PSC.txt
[2025-12-09T20:30:02.546149] [INFO ] [sig       ] [2631/3614] Completed PSC in 0.3s | 2.93 sym/s | Total: 15.0m | ETA: 5.6m
[2025-12-09T20:30:02.546196] [INFO ] [sig       ] [2632/3614] Forecasting PSCE...
[2025-12-09T20:30:02.546226] [INFO ] [sig       ] Generating forecast for: PSCE
[2025-12-09T20:30:02.546255] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSCE' from 'https://tdm.silogroup.org/data/derivative_storage/PSCE.csv'.
[2025-12-09T20:30:02.623328] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSCE'.
[2025-12-09T20:30:02.623827] [INFO ] [FORECASTER] Starting predict_future for PSCE
[2025-12-09T20:30:02.625133] [DEBUG] [LOCAL     ] No optimal features file found for PSCE: ./output/feature-sets/PSCE.txt
[2025-12-09T20:30:02.625201] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:02.625240] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:02.625271] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:02.625343] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:02.683996] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:02.684838] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:02.684920] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:02.684952] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:02.792063] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:02.792182] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:02.792223] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:02.792251] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:02.795844] [DEBUG] [FORECASTER] PSCE: Forecast T+1@11:T+2@11: UP (p=99.29%)
[2025-12-09T20:30:02.796152] [INFO ] [FORECASTER] Completed predict_future for PSCE
[2025-12-09T20:30:02.796283] [INFO ] [sig       ] PSCE: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:30:02.937364] [INFO ] [LOCAL     ] Saved forecast: PSCE	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/PSCE.txt
[2025-12-09T20:30:02.937537] [INFO ] [sig       ] [2632/3614] Completed PSCE in 0.4s | 2.93 sym/s | Total: 15.0m | ETA: 5.6m
[2025-12-09T20:30:02.937595] [INFO ] [sig       ] [2633/3614] Forecasting PSCH...
[2025-12-09T20:30:02.937627] [INFO ] [sig       ] Generating forecast for: PSCH
[2025-12-09T20:30:02.937658] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSCH' from 'https://tdm.silogroup.org/data/derivative_storage/PSCH.csv'.
[2025-12-09T20:30:02.948233] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSCH'.
[2025-12-09T20:30:02.948596] [INFO ] [FORECASTER] Starting predict_future for PSCH
[2025-12-09T20:30:02.949364] [DEBUG] [LOCAL     ] No optimal features file found for PSCH: ./output/feature-sets/PSCH.txt
[2025-12-09T20:30:02.949415] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:02.949446] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:02.949473] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:02.949530] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:03.005568] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:03.006405] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:03.006485] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:03.006517] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:03.113441] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:03.113616] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:03.113657] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:03.113685] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:03.117030] [DEBUG] [FORECASTER] PSCH: Forecast T+1@11:T+2@11: DOWN (p=19.50%)
[2025-12-09T20:30:03.117339] [INFO ] [FORECASTER] Completed predict_future for PSCH
[2025-12-09T20:30:03.117486] [INFO ] [sig       ] PSCH: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:30:03.257767] [INFO ] [LOCAL     ] Saved forecast: PSCH	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/PSCH.txt
[2025-12-09T20:30:03.257918] [INFO ] [sig       ] [2633/3614] Completed PSCH in 0.3s | 2.93 sym/s | Total: 15.0m | ETA: 5.6m
[2025-12-09T20:30:03.257957] [INFO ] [sig       ] [2634/3614] Forecasting PSEC...
[2025-12-09T20:30:03.257987] [INFO ] [sig       ] Generating forecast for: PSEC
[2025-12-09T20:30:03.258016] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSEC' from 'https://tdm.silogroup.org/data/derivative_storage/PSEC.csv'.
[2025-12-09T20:30:03.269183] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSEC'.
[2025-12-09T20:30:03.269542] [INFO ] [FORECASTER] Starting predict_future for PSEC
[2025-12-09T20:30:03.270316] [DEBUG] [LOCAL     ] No optimal features file found for PSEC: ./output/feature-sets/PSEC.txt
[2025-12-09T20:30:03.270367] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:03.270398] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:03.270425] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:03.270480] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:03.326917] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:03.327785] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:03.327911] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:03.327945] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:03.449558] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:03.449724] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:03.449772] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:03.449808] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:03.453197] [DEBUG] [FORECASTER] PSEC: Forecast T+1@11:T+2@11: UP (p=99.13%)
[2025-12-09T20:30:03.453470] [INFO ] [FORECASTER] Completed predict_future for PSEC
[2025-12-09T20:30:03.453612] [INFO ] [sig       ] PSEC: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:30:03.594139] [INFO ] [LOCAL     ] Saved forecast: PSEC	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/PSEC.txt
[2025-12-09T20:30:03.594292] [INFO ] [sig       ] [2634/3614] Completed PSEC in 0.3s | 2.93 sym/s | Total: 15.0m | ETA: 5.6m
[2025-12-09T20:30:03.594331] [INFO ] [sig       ] [2635/3614] Forecasting PSF...
[2025-12-09T20:30:03.594361] [INFO ] [sig       ] Generating forecast for: PSF
[2025-12-09T20:30:03.594392] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSF' from 'https://tdm.silogroup.org/data/derivative_storage/PSF.csv'.
[2025-12-09T20:30:03.605276] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSF'.
[2025-12-09T20:30:03.605619] [INFO ] [FORECASTER] Starting predict_future for PSF
[2025-12-09T20:30:03.606398] [DEBUG] [LOCAL     ] No optimal features file found for PSF: ./output/feature-sets/PSF.txt
[2025-12-09T20:30:03.606448] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:03.606480] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:03.606506] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:03.606563] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:03.665334] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:03.666238] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:03.666323] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:03.666356] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:03.784466] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:03.784596] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:03.784655] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:03.784685] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:03.788028] [DEBUG] [FORECASTER] PSF: Forecast T+1@11:T+2@11: DOWN (p=5.99%)
[2025-12-09T20:30:03.788290] [INFO ] [FORECASTER] Completed predict_future for PSF
[2025-12-09T20:30:03.788410] [INFO ] [sig       ] PSF: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:30:03.930242] [INFO ] [LOCAL     ] Saved forecast: PSF	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/PSF.txt
[2025-12-09T20:30:03.930366] [INFO ] [sig       ] [2635/3614] Completed PSF in 0.3s | 2.93 sym/s | Total: 15.0m | ETA: 5.6m
[2025-12-09T20:30:03.930403] [INFO ] [sig       ] [2636/3614] Forecasting PSFE...
[2025-12-09T20:30:03.930432] [INFO ] [sig       ] Generating forecast for: PSFE
[2025-12-09T20:30:03.930461] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSFE' from 'https://tdm.silogroup.org/data/derivative_storage/PSFE.csv'.
[2025-12-09T20:30:03.941961] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSFE'.
[2025-12-09T20:30:03.942393] [INFO ] [FORECASTER] Starting predict_future for PSFE
[2025-12-09T20:30:03.943171] [DEBUG] [LOCAL     ] No optimal features file found for PSFE: ./output/feature-sets/PSFE.txt
[2025-12-09T20:30:03.943220] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:03.943251] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:03.943277] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:03.943331] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:04.001094] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:04.001729] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:04.001803] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:04.001835] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:04.121508] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:04.121663] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:04.121702] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:04.121731] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:04.125072] [DEBUG] [FORECASTER] PSFE: Forecast T+1@11:T+2@11: UP (p=78.59%)
[2025-12-09T20:30:04.125343] [INFO ] [FORECASTER] Completed predict_future for PSFE
[2025-12-09T20:30:04.125466] [INFO ] [sig       ] PSFE: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:30:04.263252] [INFO ] [LOCAL     ] Saved forecast: PSFE	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/PSFE.txt
[2025-12-09T20:30:04.263389] [INFO ] [sig       ] [2636/3614] Completed PSFE in 0.3s | 2.93 sym/s | Total: 15.0m | ETA: 5.6m
[2025-12-09T20:30:04.263428] [INFO ] [sig       ] [2637/3614] Forecasting PSHG...
[2025-12-09T20:30:04.263457] [INFO ] [sig       ] Generating forecast for: PSHG
[2025-12-09T20:30:04.263487] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSHG' from 'https://tdm.silogroup.org/data/derivative_storage/PSHG.csv'.
[2025-12-09T20:30:04.278437] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSHG'.
[2025-12-09T20:30:04.278704] [INFO ] [FORECASTER] Starting predict_future for PSHG
[2025-12-09T20:30:04.279452] [DEBUG] [LOCAL     ] No optimal features file found for PSHG: ./output/feature-sets/PSHG.txt
[2025-12-09T20:30:04.279502] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:04.279534] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:04.279561] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:04.279634] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:04.335837] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:04.336443] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:04.336518] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:04.336549] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:04.454958] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:04.455105] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:04.455144] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:04.455172] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:04.458604] [DEBUG] [FORECASTER] PSHG: Forecast T+1@11:T+2@11: DOWN (p=4.02%)
[2025-12-09T20:30:04.458893] [INFO ] [FORECASTER] Completed predict_future for PSHG
[2025-12-09T20:30:04.459016] [INFO ] [sig       ] PSHG: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:30:04.599996] [INFO ] [LOCAL     ] Saved forecast: PSHG	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/PSHG.txt
[2025-12-09T20:30:04.600139] [INFO ] [sig       ] [2637/3614] Completed PSHG in 0.3s | 2.93 sym/s | Total: 15.0m | ETA: 5.6m
[2025-12-09T20:30:04.600178] [INFO ] [sig       ] [2638/3614] Forecasting PSN...
[2025-12-09T20:30:04.600207] [INFO ] [sig       ] Generating forecast for: PSN
[2025-12-09T20:30:04.600237] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSN' from 'https://tdm.silogroup.org/data/derivative_storage/PSN.csv'.
[2025-12-09T20:30:04.610874] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSN'.
[2025-12-09T20:30:04.611144] [INFO ] [FORECASTER] Starting predict_future for PSN
[2025-12-09T20:30:04.611922] [DEBUG] [LOCAL     ] No optimal features file found for PSN: ./output/feature-sets/PSN.txt
[2025-12-09T20:30:04.611972] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:04.612002] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:04.612029] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:04.612083] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:04.669225] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:04.669925] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:04.670002] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:04.670035] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:04.787204] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:04.787314] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:04.787351] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:04.787380] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:04.790597] [DEBUG] [FORECASTER] PSN: Forecast T+1@11:T+2@11: DOWN (p=14.21%)
[2025-12-09T20:30:04.790854] [INFO ] [FORECASTER] Completed predict_future for PSN
[2025-12-09T20:30:04.790970] [INFO ] [sig       ] PSN: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:30:04.929947] [INFO ] [LOCAL     ] Saved forecast: PSN	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/PSN.txt
[2025-12-09T20:30:04.930055] [INFO ] [sig       ] [2638/3614] Completed PSN in 0.3s | 2.93 sym/s | Total: 15.0m | ETA: 5.6m
[2025-12-09T20:30:04.930092] [INFO ] [sig       ] [2639/3614] Forecasting PSNL...
[2025-12-09T20:30:04.930120] [INFO ] [sig       ] Generating forecast for: PSNL
[2025-12-09T20:30:04.930149] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSNL' from 'https://tdm.silogroup.org/data/derivative_storage/PSNL.csv'.
[2025-12-09T20:30:04.941289] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSNL'.
[2025-12-09T20:30:04.941548] [INFO ] [FORECASTER] Starting predict_future for PSNL
[2025-12-09T20:30:04.942521] [DEBUG] [LOCAL     ] No optimal features file found for PSNL: ./output/feature-sets/PSNL.txt
[2025-12-09T20:30:04.942589] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:04.942635] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:04.942663] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:04.942721] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:05.002063] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:05.002683] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:05.002758] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:05.002794] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:05.121423] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:05.121527] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:05.121563] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:05.121609] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:05.124782] [DEBUG] [FORECASTER] PSNL: Forecast T+1@11:T+2@11: DOWN (p=18.19%)
[2025-12-09T20:30:05.125046] [INFO ] [FORECASTER] Completed predict_future for PSNL
[2025-12-09T20:30:05.125161] [INFO ] [sig       ] PSNL: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:30:05.262589] [INFO ] [LOCAL     ] Saved forecast: PSNL	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/PSNL.txt
[2025-12-09T20:30:05.262695] [INFO ] [sig       ] [2639/3614] Completed PSNL in 0.3s | 2.93 sym/s | Total: 15.0m | ETA: 5.5m
[2025-12-09T20:30:05.262737] [INFO ] [sig       ] [2640/3614] Forecasting PSO...
[2025-12-09T20:30:05.262772] [INFO ] [sig       ] Generating forecast for: PSO
[2025-12-09T20:30:05.262806] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSO' from 'https://tdm.silogroup.org/data/derivative_storage/PSO.csv'.
[2025-12-09T20:30:05.274015] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSO'.
[2025-12-09T20:30:05.274283] [INFO ] [FORECASTER] Starting predict_future for PSO
[2025-12-09T20:30:05.275063] [DEBUG] [LOCAL     ] No optimal features file found for PSO: ./output/feature-sets/PSO.txt
[2025-12-09T20:30:05.275114] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:05.275147] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:05.275174] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:05.275230] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:05.332452] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:05.333055] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:05.333132] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:05.333163] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:05.453980] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:05.454128] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:05.454168] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:05.454197] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:05.457494] [DEBUG] [FORECASTER] PSO: Forecast T+1@11:T+2@11: DOWN (p=2.83%)
[2025-12-09T20:30:05.457819] [INFO ] [FORECASTER] Completed predict_future for PSO
[2025-12-09T20:30:05.457954] [INFO ] [sig       ] PSO: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:30:05.599798] [INFO ] [LOCAL     ] Saved forecast: PSO	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/PSO.txt
[2025-12-09T20:30:05.599956] [INFO ] [sig       ] [2640/3614] Completed PSO in 0.3s | 2.93 sym/s | Total: 15.0m | ETA: 5.5m
[2025-12-09T20:30:05.599994] [INFO ] [sig       ] [2641/3614] Forecasting PSQH...
[2025-12-09T20:30:05.600023] [INFO ] [sig       ] Generating forecast for: PSQH
[2025-12-09T20:30:05.600051] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSQH' from 'https://tdm.silogroup.org/data/derivative_storage/PSQH.csv'.
[2025-12-09T20:30:05.612457] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSQH'.
[2025-12-09T20:30:05.612855] [INFO ] [FORECASTER] Starting predict_future for PSQH
[2025-12-09T20:30:05.613720] [DEBUG] [LOCAL     ] No optimal features file found for PSQH: ./output/feature-sets/PSQH.txt
[2025-12-09T20:30:05.613771] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:05.613839] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:05.613867] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:05.613935] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:05.673077] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:05.673947] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:05.674028] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:05.674061] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:05.791466] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:05.791633] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:05.791677] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:05.791705] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:05.795056] [DEBUG] [FORECASTER] PSQH: Forecast T+1@11:T+2@11: DOWN (p=35.19%)
[2025-12-09T20:30:05.795322] [INFO ] [FORECASTER] Completed predict_future for PSQH
[2025-12-09T20:30:05.795438] [INFO ] [sig       ] PSQH: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:30:05.932534] [INFO ] [LOCAL     ] Saved forecast: PSQH	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/PSQH.txt
[2025-12-09T20:30:05.932674] [INFO ] [sig       ] [2641/3614] Completed PSQH in 0.3s | 2.93 sym/s | Total: 15.0m | ETA: 5.5m
[2025-12-09T20:30:05.932714] [INFO ] [sig       ] [2642/3614] Forecasting PSTG...
[2025-12-09T20:30:05.932747] [INFO ] [sig       ] Generating forecast for: PSTG
[2025-12-09T20:30:05.932781] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSTG' from 'https://tdm.silogroup.org/data/derivative_storage/PSTG.csv'.
[2025-12-09T20:30:05.944058] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSTG'.
[2025-12-09T20:30:05.944328] [INFO ] [FORECASTER] Starting predict_future for PSTG
[2025-12-09T20:30:05.945171] [DEBUG] [LOCAL     ] No optimal features file found for PSTG: ./output/feature-sets/PSTG.txt
[2025-12-09T20:30:05.945225] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:05.945257] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:05.945284] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:05.945342] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:06.002761] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:06.003385] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:06.003461] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:06.003494] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:06.123055] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:06.123200] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:06.123242] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:06.123272] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:06.126704] [DEBUG] [FORECASTER] PSTG: Forecast T+1@11:T+2@11: DOWN (p=20.21%)
[2025-12-09T20:30:06.126966] [INFO ] [FORECASTER] Completed predict_future for PSTG
[2025-12-09T20:30:06.127085] [INFO ] [sig       ] PSTG: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:30:06.262369] [INFO ] [LOCAL     ] Saved forecast: PSTG	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/PSTG.txt
[2025-12-09T20:30:06.262520] [INFO ] [sig       ] [2642/3614] Completed PSTG in 0.3s | 2.93 sym/s | Total: 15.0m | ETA: 5.5m
[2025-12-09T20:30:06.262559] [INFO ] [sig       ] [2643/3614] Forecasting PSTL...
[2025-12-09T20:30:06.262615] [INFO ] [sig       ] Generating forecast for: PSTL
[2025-12-09T20:30:06.262648] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSTL' from 'https://tdm.silogroup.org/data/derivative_storage/PSTL.csv'.
[2025-12-09T20:30:06.273977] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSTL'.
[2025-12-09T20:30:06.274351] [INFO ] [FORECASTER] Starting predict_future for PSTL
[2025-12-09T20:30:06.275223] [DEBUG] [LOCAL     ] No optimal features file found for PSTL: ./output/feature-sets/PSTL.txt
[2025-12-09T20:30:06.275275] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:06.275308] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:06.275335] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:06.275390] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:06.331294] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:06.332156] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:06.332239] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:06.332271] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:06.448158] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:06.448319] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:06.448360] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:06.448388] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:06.451703] [DEBUG] [FORECASTER] PSTL: Forecast T+1@11:T+2@11: DOWN (p=45.56%)
[2025-12-09T20:30:06.451967] [INFO ] [FORECASTER] Completed predict_future for PSTL
[2025-12-09T20:30:06.452088] [INFO ] [sig       ] PSTL: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:30:06.588161] [INFO ] [LOCAL     ] Saved forecast: PSTL	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/PSTL.txt
[2025-12-09T20:30:06.588286] [INFO ] [sig       ] [2643/3614] Completed PSTL in 0.3s | 2.93 sym/s | Total: 15.0m | ETA: 5.5m
[2025-12-09T20:30:06.588325] [INFO ] [sig       ] [2644/3614] Forecasting PSX...
[2025-12-09T20:30:06.588354] [INFO ] [sig       ] Generating forecast for: PSX
[2025-12-09T20:30:06.588384] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSX' from 'https://tdm.silogroup.org/data/derivative_storage/PSX.csv'.
[2025-12-09T20:30:06.599862] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSX'.
[2025-12-09T20:30:06.600262] [INFO ] [FORECASTER] Starting predict_future for PSX
[2025-12-09T20:30:06.601132] [DEBUG] [LOCAL     ] No optimal features file found for PSX: ./output/feature-sets/PSX.txt
[2025-12-09T20:30:06.601183] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:06.601215] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:06.601241] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:06.601296] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:06.657774] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:06.658549] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:06.658644] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:06.658678] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:06.780545] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:06.780680] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:06.780740] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:06.780830] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:06.785130] [DEBUG] [FORECASTER] PSX: Forecast T+1@11:T+2@11: DOWN (p=21.82%)
[2025-12-09T20:30:06.785504] [INFO ] [FORECASTER] Completed predict_future for PSX
[2025-12-09T20:30:06.785689] [INFO ] [sig       ] PSX: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:30:06.923122] [INFO ] [LOCAL     ] Saved forecast: PSX	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/PSX.txt
[2025-12-09T20:30:06.923234] [INFO ] [sig       ] [2644/3614] Completed PSX in 0.3s | 2.93 sym/s | Total: 15.0m | ETA: 5.5m
[2025-12-09T20:30:06.923274] [INFO ] [sig       ] [2645/3614] Forecasting PTA...
[2025-12-09T20:30:06.923304] [INFO ] [sig       ] Generating forecast for: PTA
[2025-12-09T20:30:06.923334] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTA' from 'https://tdm.silogroup.org/data/derivative_storage/PTA.csv'.
[2025-12-09T20:30:06.935024] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTA'.
[2025-12-09T20:30:06.935308] [INFO ] [FORECASTER] Starting predict_future for PTA
[2025-12-09T20:30:06.936111] [DEBUG] [LOCAL     ] No optimal features file found for PTA: ./output/feature-sets/PTA.txt
[2025-12-09T20:30:06.936162] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:06.936193] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:06.936219] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:06.936275] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:06.992983] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:06.993602] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:06.993679] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:06.993711] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:07.110832] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:07.110948] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:07.110985] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:07.111014] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:07.114214] [DEBUG] [FORECASTER] PTA: Forecast T+1@11:T+2@11: DOWN (p=46.60%)
[2025-12-09T20:30:07.114472] [INFO ] [FORECASTER] Completed predict_future for PTA
[2025-12-09T20:30:07.114610] [INFO ] [sig       ] PTA: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:30:07.254982] [INFO ] [LOCAL     ] Saved forecast: PTA	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/PTA.txt
[2025-12-09T20:30:07.255141] [INFO ] [sig       ] [2645/3614] Completed PTA in 0.3s | 2.93 sym/s | Total: 15.1m | ETA: 5.5m
[2025-12-09T20:30:07.255181] [INFO ] [sig       ] [2646/3614] Forecasting PTC...
[2025-12-09T20:30:07.255209] [INFO ] [sig       ] Generating forecast for: PTC
[2025-12-09T20:30:07.255240] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTC' from 'https://tdm.silogroup.org/data/derivative_storage/PTC.csv'.
[2025-12-09T20:30:07.267690] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTC'.
[2025-12-09T20:30:07.268058] [INFO ] [FORECASTER] Starting predict_future for PTC
[2025-12-09T20:30:07.268904] [DEBUG] [LOCAL     ] No optimal features file found for PTC: ./output/feature-sets/PTC.txt
[2025-12-09T20:30:07.268964] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:07.268995] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:07.269021] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:07.269078] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:07.327673] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:07.328601] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:07.328685] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:07.328718] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:07.453990] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:07.454139] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:07.454181] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:07.454226] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:07.457688] [DEBUG] [FORECASTER] PTC: Forecast T+1@11:T+2@11: UP (p=96.07%)
[2025-12-09T20:30:07.457997] [INFO ] [FORECASTER] Completed predict_future for PTC
[2025-12-09T20:30:07.458124] [INFO ] [sig       ] PTC: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:30:07.598039] [INFO ] [LOCAL     ] Saved forecast: PTC	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/PTC.txt
[2025-12-09T20:30:07.598230] [INFO ] [sig       ] [2646/3614] Completed PTC in 0.3s | 2.93 sym/s | Total: 15.1m | ETA: 5.5m
[2025-12-09T20:30:07.598283] [INFO ] [sig       ] [2647/3614] Forecasting PTEN...
[2025-12-09T20:30:07.598322] [INFO ] [sig       ] Generating forecast for: PTEN
[2025-12-09T20:30:07.598361] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTEN' from 'https://tdm.silogroup.org/data/derivative_storage/PTEN.csv'.
[2025-12-09T20:30:07.609837] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTEN'.
[2025-12-09T20:30:07.610157] [INFO ] [FORECASTER] Starting predict_future for PTEN
[2025-12-09T20:30:07.610934] [DEBUG] [LOCAL     ] No optimal features file found for PTEN: ./output/feature-sets/PTEN.txt
[2025-12-09T20:30:07.610984] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:07.611014] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:07.611040] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:07.611095] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:07.671205] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:07.672062] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:07.672144] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:07.672178] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:07.789286] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:07.789441] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:07.789482] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:07.789509] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:07.793066] [DEBUG] [FORECASTER] PTEN: Forecast T+1@11:T+2@11: UP (p=72.75%)
[2025-12-09T20:30:07.793342] [INFO ] [FORECASTER] Completed predict_future for PTEN
[2025-12-09T20:30:07.793464] [INFO ] [sig       ] PTEN: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:30:07.935396] [INFO ] [LOCAL     ] Saved forecast: PTEN	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/PTEN.txt
[2025-12-09T20:30:07.935546] [INFO ] [sig       ] [2647/3614] Completed PTEN in 0.3s | 2.93 sym/s | Total: 15.1m | ETA: 5.5m
[2025-12-09T20:30:07.935602] [INFO ] [sig       ] [2648/3614] Forecasting PTF...
[2025-12-09T20:30:07.935634] [INFO ] [sig       ] Generating forecast for: PTF
[2025-12-09T20:30:07.935663] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTF' from 'https://tdm.silogroup.org/data/derivative_storage/PTF.csv'.
[2025-12-09T20:30:07.947085] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTF'.
[2025-12-09T20:30:07.947437] [INFO ] [FORECASTER] Starting predict_future for PTF
[2025-12-09T20:30:07.948295] [DEBUG] [LOCAL     ] No optimal features file found for PTF: ./output/feature-sets/PTF.txt
[2025-12-09T20:30:07.948347] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:07.948381] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:07.948408] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:07.948464] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:08.007126] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:08.008210] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:08.008307] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:08.008358] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:08.131858] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:08.132020] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:08.132078] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:08.132115] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:08.135998] [DEBUG] [FORECASTER] PTF: Forecast T+1@11:T+2@11: DOWN (p=21.45%)
[2025-12-09T20:30:08.136378] [INFO ] [FORECASTER] Completed predict_future for PTF
[2025-12-09T20:30:08.136538] [INFO ] [sig       ] PTF: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:30:08.288033] [INFO ] [LOCAL     ] Saved forecast: PTF	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/PTF.txt
[2025-12-09T20:30:08.288190] [INFO ] [sig       ] [2648/3614] Completed PTF in 0.4s | 2.93 sym/s | Total: 15.1m | ETA: 5.5m
[2025-12-09T20:30:08.288231] [INFO ] [sig       ] [2649/3614] Forecasting PTGX...
[2025-12-09T20:30:08.288261] [INFO ] [sig       ] Generating forecast for: PTGX
[2025-12-09T20:30:08.288292] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTGX' from 'https://tdm.silogroup.org/data/derivative_storage/PTGX.csv'.
[2025-12-09T20:30:08.299460] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTGX'.
[2025-12-09T20:30:08.299730] [INFO ] [FORECASTER] Starting predict_future for PTGX
[2025-12-09T20:30:08.300498] [DEBUG] [LOCAL     ] No optimal features file found for PTGX: ./output/feature-sets/PTGX.txt
[2025-12-09T20:30:08.300549] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:08.300602] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:08.300632] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:08.300687] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:08.356242] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:08.356848] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:08.356927] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:08.356958] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:08.471731] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:08.471865] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:08.471906] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:08.471935] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:08.475193] [DEBUG] [FORECASTER] PTGX: Forecast T+1@11:T+2@11: UP (p=95.19%)
[2025-12-09T20:30:08.475456] [INFO ] [FORECASTER] Completed predict_future for PTGX
[2025-12-09T20:30:08.475591] [INFO ] [sig       ] PTGX: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:30:08.613097] [INFO ] [LOCAL     ] Saved forecast: PTGX	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/PTGX.txt
[2025-12-09T20:30:08.613241] [INFO ] [sig       ] [2649/3614] Completed PTGX in 0.3s | 2.93 sym/s | Total: 15.1m | ETA: 5.5m
[2025-12-09T20:30:08.613281] [INFO ] [sig       ] [2650/3614] Forecasting PTH...
[2025-12-09T20:30:08.613310] [INFO ] [sig       ] Generating forecast for: PTH
[2025-12-09T20:30:08.613340] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTH' from 'https://tdm.silogroup.org/data/derivative_storage/PTH.csv'.
[2025-12-09T20:30:08.623857] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTH'.
[2025-12-09T20:30:08.624123] [INFO ] [FORECASTER] Starting predict_future for PTH
[2025-12-09T20:30:08.624896] [DEBUG] [LOCAL     ] No optimal features file found for PTH: ./output/feature-sets/PTH.txt
[2025-12-09T20:30:08.624948] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:08.624979] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:08.625017] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:08.625073] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:08.681871] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:08.682446] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:08.682520] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:08.682550] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:08.782759] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:08.782853] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:08.782887] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:08.782914] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:08.785982] [DEBUG] [FORECASTER] PTH: Forecast T+1@11:T+2@11: DOWN (p=8.79%)
[2025-12-09T20:30:08.786240] [INFO ] [FORECASTER] Completed predict_future for PTH
[2025-12-09T20:30:08.786356] [INFO ] [sig       ] PTH: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:30:08.922752] [INFO ] [LOCAL     ] Saved forecast: PTH	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/PTH.txt
[2025-12-09T20:30:08.922862] [INFO ] [sig       ] [2650/3614] Completed PTH in 0.3s | 2.93 sym/s | Total: 15.1m | ETA: 5.5m
[2025-12-09T20:30:08.922899] [INFO ] [sig       ] [2651/3614] Forecasting PTIX...
[2025-12-09T20:30:08.922927] [INFO ] [sig       ] Generating forecast for: PTIX
[2025-12-09T20:30:08.922956] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTIX' from 'https://tdm.silogroup.org/data/derivative_storage/PTIX.csv'.
[2025-12-09T20:30:08.935068] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTIX'.
[2025-12-09T20:30:08.935339] [INFO ] [FORECASTER] Starting predict_future for PTIX
[2025-12-09T20:30:08.936099] [DEBUG] [LOCAL     ] No optimal features file found for PTIX: ./output/feature-sets/PTIX.txt
[2025-12-09T20:30:08.936149] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:08.936179] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:08.936205] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:08.936260] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:08.991387] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:08.992015] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:08.992111] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:08.992143] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:09.111836] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:09.111972] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:09.112016] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:09.112046] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:09.115376] [DEBUG] [FORECASTER] PTIX: Forecast T+1@11:T+2@11: DOWN (p=37.87%)
[2025-12-09T20:30:09.115675] [INFO ] [FORECASTER] Completed predict_future for PTIX
[2025-12-09T20:30:09.115800] [INFO ] [sig       ] PTIX: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:30:09.252412] [INFO ] [LOCAL     ] Saved forecast: PTIX	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/PTIX.txt
[2025-12-09T20:30:09.252531] [INFO ] [sig       ] [2651/3614] Completed PTIX in 0.3s | 2.93 sym/s | Total: 15.1m | ETA: 5.5m
[2025-12-09T20:30:09.252584] [INFO ] [sig       ] [2652/3614] Forecasting PTLO...
[2025-12-09T20:30:09.252616] [INFO ] [sig       ] Generating forecast for: PTLO
[2025-12-09T20:30:09.252646] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTLO' from 'https://tdm.silogroup.org/data/derivative_storage/PTLO.csv'.
[2025-12-09T20:30:09.263984] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTLO'.
[2025-12-09T20:30:09.264235] [INFO ] [FORECASTER] Starting predict_future for PTLO
[2025-12-09T20:30:09.265260] [DEBUG] [LOCAL     ] No optimal features file found for PTLO: ./output/feature-sets/PTLO.txt
[2025-12-09T20:30:09.265313] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:09.265344] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:09.265370] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:09.265426] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:09.320653] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:09.321383] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:09.321457] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:09.321487] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:09.436692] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:09.436817] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:09.436855] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:09.436883] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:09.440200] [DEBUG] [FORECASTER] PTLO: Forecast T+1@11:T+2@11: DOWN (p=11.90%)
[2025-12-09T20:30:09.440460] [INFO ] [FORECASTER] Completed predict_future for PTLO
[2025-12-09T20:30:09.440595] [INFO ] [sig       ] PTLO: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:30:09.578403] [INFO ] [LOCAL     ] Saved forecast: PTLO	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/PTLO.txt
[2025-12-09T20:30:09.578533] [INFO ] [sig       ] [2652/3614] Completed PTLO in 0.3s | 2.93 sym/s | Total: 15.1m | ETA: 5.5m
[2025-12-09T20:30:09.578587] [INFO ] [sig       ] [2653/3614] Forecasting PTNQ...
[2025-12-09T20:30:09.578618] [INFO ] [sig       ] Generating forecast for: PTNQ
[2025-12-09T20:30:09.578647] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTNQ' from 'https://tdm.silogroup.org/data/derivative_storage/PTNQ.csv'.
[2025-12-09T20:30:09.589593] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTNQ'.
[2025-12-09T20:30:09.589860] [INFO ] [FORECASTER] Starting predict_future for PTNQ
[2025-12-09T20:30:09.590648] [DEBUG] [LOCAL     ] No optimal features file found for PTNQ: ./output/feature-sets/PTNQ.txt
[2025-12-09T20:30:09.590698] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:09.590729] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:09.590754] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:09.590809] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:09.646249] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:09.646846] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:09.646919] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:09.646950] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:09.768157] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:09.768309] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:09.768354] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:09.768384] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:09.771858] [DEBUG] [FORECASTER] PTNQ: Forecast T+1@11:T+2@11: DOWN (p=32.69%)
[2025-12-09T20:30:09.772138] [INFO ] [FORECASTER] Completed predict_future for PTNQ
[2025-12-09T20:30:09.772269] [INFO ] [sig       ] PTNQ: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:30:09.909343] [INFO ] [LOCAL     ] Saved forecast: PTNQ	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/PTNQ.txt
[2025-12-09T20:30:09.909496] [INFO ] [sig       ] [2653/3614] Completed PTNQ in 0.3s | 2.93 sym/s | Total: 15.1m | ETA: 5.5m
[2025-12-09T20:30:09.909536] [INFO ] [sig       ] [2654/3614] Forecasting PTON...
[2025-12-09T20:30:09.909564] [INFO ] [sig       ] Generating forecast for: PTON
[2025-12-09T20:30:09.909623] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTON' from 'https://tdm.silogroup.org/data/derivative_storage/PTON.csv'.
[2025-12-09T20:30:09.920401] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTON'.
[2025-12-09T20:30:09.920696] [INFO ] [FORECASTER] Starting predict_future for PTON
[2025-12-09T20:30:09.921437] [DEBUG] [LOCAL     ] No optimal features file found for PTON: ./output/feature-sets/PTON.txt
[2025-12-09T20:30:09.921487] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:09.921519] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:09.921545] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:09.921625] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:09.976652] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:09.977240] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:09.977313] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:09.977344] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:10.098490] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:10.098654] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:10.098694] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:10.098723] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:10.102006] [DEBUG] [FORECASTER] PTON: Forecast T+1@11:T+2@11: DOWN (p=23.11%)
[2025-12-09T20:30:10.102273] [INFO ] [FORECASTER] Completed predict_future for PTON
[2025-12-09T20:30:10.102392] [INFO ] [sig       ] PTON: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:30:10.240029] [INFO ] [LOCAL     ] Saved forecast: PTON	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/PTON.txt
[2025-12-09T20:30:10.240211] [INFO ] [sig       ] [2654/3614] Completed PTON in 0.3s | 2.93 sym/s | Total: 15.1m | ETA: 5.5m
[2025-12-09T20:30:10.240254] [INFO ] [sig       ] [2655/3614] Forecasting PTY...
[2025-12-09T20:30:10.240285] [INFO ] [sig       ] Generating forecast for: PTY
[2025-12-09T20:30:10.240317] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTY' from 'https://tdm.silogroup.org/data/derivative_storage/PTY.csv'.
[2025-12-09T20:30:10.252217] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTY'.
[2025-12-09T20:30:10.252549] [INFO ] [FORECASTER] Starting predict_future for PTY
[2025-12-09T20:30:10.253406] [DEBUG] [LOCAL     ] No optimal features file found for PTY: ./output/feature-sets/PTY.txt
[2025-12-09T20:30:10.253458] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:10.253490] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:10.253515] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:10.253570] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:10.310842] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:10.311710] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:10.311795] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:10.311827] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:10.433615] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:10.433772] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:10.433813] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:10.433841] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:10.437393] [DEBUG] [FORECASTER] PTY: Forecast T+1@11:T+2@11: DOWN (p=13.61%)
[2025-12-09T20:30:10.437711] [INFO ] [FORECASTER] Completed predict_future for PTY
[2025-12-09T20:30:10.437839] [INFO ] [sig       ] PTY: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:30:10.579361] [INFO ] [LOCAL     ] Saved forecast: PTY	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/PTY.txt
[2025-12-09T20:30:10.579510] [INFO ] [sig       ] [2655/3614] Completed PTY in 0.3s | 2.93 sym/s | Total: 15.1m | ETA: 5.5m
[2025-12-09T20:30:10.579551] [INFO ] [sig       ] [2656/3614] Forecasting PUBM...
[2025-12-09T20:30:10.579597] [INFO ] [sig       ] Generating forecast for: PUBM
[2025-12-09T20:30:10.579627] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PUBM' from 'https://tdm.silogroup.org/data/derivative_storage/PUBM.csv'.
[2025-12-09T20:30:10.591614] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PUBM'.
[2025-12-09T20:30:10.591930] [INFO ] [FORECASTER] Starting predict_future for PUBM
[2025-12-09T20:30:10.592732] [DEBUG] [LOCAL     ] No optimal features file found for PUBM: ./output/feature-sets/PUBM.txt
[2025-12-09T20:30:10.592782] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:10.592812] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:10.592838] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:10.592894] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:10.648193] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:10.648979] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:10.649059] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:10.649092] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:10.767373] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:10.767546] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:10.767603] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:10.767632] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:10.770982] [DEBUG] [FORECASTER] PUBM: Forecast T+1@11:T+2@11: DOWN (p=7.93%)
[2025-12-09T20:30:10.771247] [INFO ] [FORECASTER] Completed predict_future for PUBM
[2025-12-09T20:30:10.771367] [INFO ] [sig       ] PUBM: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:30:10.908616] [INFO ] [LOCAL     ] Saved forecast: PUBM	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/PUBM.txt
[2025-12-09T20:30:10.908748] [INFO ] [sig       ] [2656/3614] Completed PUBM in 0.3s | 2.93 sym/s | Total: 15.1m | ETA: 5.5m
[2025-12-09T20:30:10.908786] [INFO ] [sig       ] [2657/3614] Forecasting PUK...
[2025-12-09T20:30:10.908816] [INFO ] [sig       ] Generating forecast for: PUK
[2025-12-09T20:30:10.908845] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PUK' from 'https://tdm.silogroup.org/data/derivative_storage/PUK.csv'.
[2025-12-09T20:30:10.920046] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PUK'.
[2025-12-09T20:30:10.920346] [INFO ] [FORECASTER] Starting predict_future for PUK
[2025-12-09T20:30:10.921115] [DEBUG] [LOCAL     ] No optimal features file found for PUK: ./output/feature-sets/PUK.txt
[2025-12-09T20:30:10.921166] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:10.921196] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:10.921222] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:10.921276] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:10.977392] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:10.978281] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:10.978363] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:10.978396] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:11.094948] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:11.095089] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:11.095129] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:11.095157] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:11.098460] [DEBUG] [FORECASTER] PUK: Forecast T+1@11:T+2@11: DOWN (p=2.53%)
[2025-12-09T20:30:11.098739] [INFO ] [FORECASTER] Completed predict_future for PUK
[2025-12-09T20:30:11.098856] [INFO ] [sig       ] PUK: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:30:11.242276] [INFO ] [LOCAL     ] Saved forecast: PUK	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/PUK.txt
[2025-12-09T20:30:11.242443] [INFO ] [sig       ] [2657/3614] Completed PUK in 0.3s | 2.93 sym/s | Total: 15.1m | ETA: 5.4m
[2025-12-09T20:30:11.242484] [INFO ] [sig       ] [2658/3614] Forecasting PUMP...
[2025-12-09T20:30:11.242514] [INFO ] [sig       ] Generating forecast for: PUMP
[2025-12-09T20:30:11.242543] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PUMP' from 'https://tdm.silogroup.org/data/derivative_storage/PUMP.csv'.
[2025-12-09T20:30:11.254309] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PUMP'.
[2025-12-09T20:30:11.254657] [INFO ] [FORECASTER] Starting predict_future for PUMP
[2025-12-09T20:30:11.255424] [DEBUG] [LOCAL     ] No optimal features file found for PUMP: ./output/feature-sets/PUMP.txt
[2025-12-09T20:30:11.255503] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:11.255536] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:11.255563] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:11.255639] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:11.310849] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:11.311502] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:11.311642] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:11.311680] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:11.434192] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:11.434342] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:11.434381] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:11.434410] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:11.437754] [DEBUG] [FORECASTER] PUMP: Forecast T+1@11:T+2@11: UP (p=67.52%)
[2025-12-09T20:30:11.438017] [INFO ] [FORECASTER] Completed predict_future for PUMP
[2025-12-09T20:30:11.438134] [INFO ] [sig       ] PUMP: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:30:11.576193] [INFO ] [LOCAL     ] Saved forecast: PUMP	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/PUMP.txt
[2025-12-09T20:30:11.576326] [INFO ] [sig       ] [2658/3614] Completed PUMP in 0.3s | 2.93 sym/s | Total: 15.1m | ETA: 5.4m
[2025-12-09T20:30:11.576365] [INFO ] [sig       ] [2659/3614] Forecasting PVH...
[2025-12-09T20:30:11.576394] [INFO ] [sig       ] Generating forecast for: PVH
[2025-12-09T20:30:11.576423] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PVH' from 'https://tdm.silogroup.org/data/derivative_storage/PVH.csv'.
[2025-12-09T20:30:11.587713] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PVH'.
[2025-12-09T20:30:11.587970] [INFO ] [FORECASTER] Starting predict_future for PVH
[2025-12-09T20:30:11.588727] [DEBUG] [LOCAL     ] No optimal features file found for PVH: ./output/feature-sets/PVH.txt
[2025-12-09T20:30:11.588778] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:11.588808] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:11.588834] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:11.588893] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:11.645202] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:11.645923] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:11.646003] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:11.646038] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:11.766734] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:11.766885] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:11.766927] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:11.766956] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:11.770593] [DEBUG] [FORECASTER] PVH: Forecast T+1@11:T+2@11: DOWN (p=47.98%)
[2025-12-09T20:30:11.770868] [INFO ] [FORECASTER] Completed predict_future for PVH
[2025-12-09T20:30:11.770995] [INFO ] [sig       ] PVH: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:30:11.911683] [INFO ] [LOCAL     ] Saved forecast: PVH	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/PVH.txt
[2025-12-09T20:30:11.911812] [INFO ] [sig       ] [2659/3614] Completed PVH in 0.3s | 2.93 sym/s | Total: 15.1m | ETA: 5.4m
[2025-12-09T20:30:11.911850] [INFO ] [sig       ] [2660/3614] Forecasting PVL...
[2025-12-09T20:30:11.911880] [INFO ] [sig       ] Generating forecast for: PVL
[2025-12-09T20:30:11.911909] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PVL' from 'https://tdm.silogroup.org/data/derivative_storage/PVL.csv'.
[2025-12-09T20:30:11.922958] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PVL'.
[2025-12-09T20:30:11.923264] [INFO ] [FORECASTER] Starting predict_future for PVL
[2025-12-09T20:30:11.924126] [DEBUG] [LOCAL     ] No optimal features file found for PVL: ./output/feature-sets/PVL.txt
[2025-12-09T20:30:11.924177] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:11.924209] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:11.924235] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:11.924290] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:11.987365] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:11.988597] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:11.988700] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:11.988751] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:12.115524] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:12.115688] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:12.115729] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:12.115757] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:12.119069] [DEBUG] [FORECASTER] PVL: Forecast T+1@11:T+2@11: DOWN (p=6.53%)
[2025-12-09T20:30:12.119328] [INFO ] [FORECASTER] Completed predict_future for PVL
[2025-12-09T20:30:12.119454] [INFO ] [sig       ] PVL: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:30:12.259545] [INFO ] [LOCAL     ] Saved forecast: PVL	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/PVL.txt
[2025-12-09T20:30:12.259700] [INFO ] [sig       ] [2660/3614] Completed PVL in 0.3s | 2.93 sym/s | Total: 15.1m | ETA: 5.4m
[2025-12-09T20:30:12.259738] [INFO ] [sig       ] [2661/3614] Forecasting PX...
[2025-12-09T20:30:12.259768] [INFO ] [sig       ] Generating forecast for: PX
[2025-12-09T20:30:12.259796] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PX' from 'https://tdm.silogroup.org/data/derivative_storage/PX.csv'.
[2025-12-09T20:30:12.271186] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PX'.
[2025-12-09T20:30:12.271453] [INFO ] [FORECASTER] Starting predict_future for PX
[2025-12-09T20:30:12.272254] [DEBUG] [LOCAL     ] No optimal features file found for PX: ./output/feature-sets/PX.txt
[2025-12-09T20:30:12.272308] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:12.272338] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:12.272364] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:12.272419] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:12.327638] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:12.328264] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:12.328338] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:12.328370] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:12.454934] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:12.455130] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:12.455247] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:12.455288] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:12.460060] [DEBUG] [FORECASTER] PX: Forecast T+1@11:T+2@11: DOWN (p=15.15%)
[2025-12-09T20:30:12.460457] [INFO ] [FORECASTER] Completed predict_future for PX
[2025-12-09T20:30:12.460669] [INFO ] [sig       ] PX: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:30:12.615231] [INFO ] [LOCAL     ] Saved forecast: PX	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/PX.txt
[2025-12-09T20:30:12.615388] [INFO ] [sig       ] [2661/3614] Completed PX in 0.4s | 2.93 sym/s | Total: 15.1m | ETA: 5.4m
[2025-12-09T20:30:12.615427] [INFO ] [sig       ] [2662/3614] Forecasting PXS...
[2025-12-09T20:30:12.615459] [INFO ] [sig       ] Generating forecast for: PXS
[2025-12-09T20:30:12.615487] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PXS' from 'https://tdm.silogroup.org/data/derivative_storage/PXS.csv'.
[2025-12-09T20:30:12.626497] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PXS'.
[2025-12-09T20:30:12.626885] [INFO ] [FORECASTER] Starting predict_future for PXS
[2025-12-09T20:30:12.627684] [DEBUG] [LOCAL     ] No optimal features file found for PXS: ./output/feature-sets/PXS.txt
[2025-12-09T20:30:12.627735] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:12.627764] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:12.627789] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:12.627844] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:12.683528] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:12.684381] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:12.684462] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:12.684493] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:12.792773] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:12.792947] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:12.792996] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:12.793030] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:12.796447] [DEBUG] [FORECASTER] PXS: Forecast T+1@11:T+2@11: UP (p=72.36%)
[2025-12-09T20:30:12.796737] [INFO ] [FORECASTER] Completed predict_future for PXS
[2025-12-09T20:30:12.796856] [INFO ] [sig       ] PXS: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:30:12.935132] [INFO ] [LOCAL     ] Saved forecast: PXS	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/PXS.txt
[2025-12-09T20:30:12.935248] [INFO ] [sig       ] [2662/3614] Completed PXS in 0.3s | 2.93 sym/s | Total: 15.1m | ETA: 5.4m
[2025-12-09T20:30:12.935286] [INFO ] [sig       ] [2663/3614] Forecasting PY...
[2025-12-09T20:30:12.935316] [INFO ] [sig       ] Generating forecast for: PY
[2025-12-09T20:30:12.935345] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PY' from 'https://tdm.silogroup.org/data/derivative_storage/PY.csv'.
[2025-12-09T20:30:12.946208] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PY'.
[2025-12-09T20:30:12.946541] [INFO ] [FORECASTER] Starting predict_future for PY
[2025-12-09T20:30:12.947287] [DEBUG] [LOCAL     ] No optimal features file found for PY: ./output/feature-sets/PY.txt
[2025-12-09T20:30:12.947337] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:12.947379] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:12.947407] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:12.947479] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:13.003231] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:13.003870] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:13.003943] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:13.003975] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:13.105893] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:13.106042] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:13.106085] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:13.106114] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:13.109486] [DEBUG] [FORECASTER] PY: Forecast T+1@11:T+2@11: DOWN (p=21.33%)
[2025-12-09T20:30:13.109773] [INFO ] [FORECASTER] Completed predict_future for PY
[2025-12-09T20:30:13.109898] [INFO ] [sig       ] PY: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:30:13.248098] [INFO ] [LOCAL     ] Saved forecast: PY	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/PY.txt
[2025-12-09T20:30:13.248240] [INFO ] [sig       ] [2663/3614] Completed PY in 0.3s | 2.93 sym/s | Total: 15.2m | ETA: 5.4m
[2025-12-09T20:30:13.248278] [INFO ] [sig       ] [2664/3614] Forecasting PYPL...
[2025-12-09T20:30:13.248308] [INFO ] [sig       ] Generating forecast for: PYPL
[2025-12-09T20:30:13.248337] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PYPL' from 'https://tdm.silogroup.org/data/derivative_storage/PYPL.csv'.
[2025-12-09T20:30:13.259894] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PYPL'.
[2025-12-09T20:30:13.260268] [INFO ] [FORECASTER] Starting predict_future for PYPL
[2025-12-09T20:30:13.261066] [DEBUG] [LOCAL     ] No optimal features file found for PYPL: ./output/feature-sets/PYPL.txt
[2025-12-09T20:30:13.261116] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:13.261148] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:13.261173] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:13.261226] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:13.316070] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:13.316884] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:13.316966] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:13.316996] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:13.433597] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:13.433756] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:13.433801] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:13.433830] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:13.437240] [DEBUG] [FORECASTER] PYPL: Forecast T+1@11:T+2@11: DOWN (p=0.28%)
[2025-12-09T20:30:13.437527] [INFO ] [FORECASTER] Completed predict_future for PYPL
[2025-12-09T20:30:13.437669] [INFO ] [sig       ] PYPL: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:30:13.576662] [INFO ] [LOCAL     ] Saved forecast: PYPL	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/PYPL.txt
[2025-12-09T20:30:13.576811] [INFO ] [sig       ] [2664/3614] Completed PYPL in 0.3s | 2.93 sym/s | Total: 15.2m | ETA: 5.4m
[2025-12-09T20:30:13.576850] [INFO ] [sig       ] [2665/3614] Forecasting PYXS...
[2025-12-09T20:30:13.576880] [INFO ] [sig       ] Generating forecast for: PYXS
[2025-12-09T20:30:13.576964] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PYXS' from 'https://tdm.silogroup.org/data/derivative_storage/PYXS.csv'.
[2025-12-09T20:30:13.588484] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PYXS'.
[2025-12-09T20:30:13.588868] [INFO ] [FORECASTER] Starting predict_future for PYXS
[2025-12-09T20:30:13.589654] [DEBUG] [LOCAL     ] No optimal features file found for PYXS: ./output/feature-sets/PYXS.txt
[2025-12-09T20:30:13.589705] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:13.589735] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:13.589760] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:13.589815] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:13.644864] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:13.645740] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:13.645821] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:13.645852] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:13.766650] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:13.766800] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:13.766840] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:13.766868] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:13.770295] [DEBUG] [FORECASTER] PYXS: Forecast T+1@11:T+2@11: DOWN (p=5.07%)
[2025-12-09T20:30:13.770567] [INFO ] [FORECASTER] Completed predict_future for PYXS
[2025-12-09T20:30:13.770708] [INFO ] [sig       ] PYXS: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:30:13.911404] [INFO ] [LOCAL     ] Saved forecast: PYXS	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/PYXS.txt
[2025-12-09T20:30:13.911549] [INFO ] [sig       ] [2665/3614] Completed PYXS in 0.3s | 2.93 sym/s | Total: 15.2m | ETA: 5.4m
[2025-12-09T20:30:13.911609] [INFO ] [sig       ] [2666/3614] Forecasting PZZA...
[2025-12-09T20:30:13.911640] [INFO ] [sig       ] Generating forecast for: PZZA
[2025-12-09T20:30:13.911669] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PZZA' from 'https://tdm.silogroup.org/data/derivative_storage/PZZA.csv'.
[2025-12-09T20:30:13.922944] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PZZA'.
[2025-12-09T20:30:13.923296] [INFO ] [FORECASTER] Starting predict_future for PZZA
[2025-12-09T20:30:13.924065] [DEBUG] [LOCAL     ] No optimal features file found for PZZA: ./output/feature-sets/PZZA.txt
[2025-12-09T20:30:13.924115] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:13.924145] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:13.924171] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:13.924226] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:13.980515] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:13.981376] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:13.981464] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:13.981497] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:14.097989] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:14.098155] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:14.098194] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:14.098223] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:14.101882] [DEBUG] [FORECASTER] PZZA: Forecast T+1@11:T+2@11: DOWN (p=7.47%)
[2025-12-09T20:30:14.102246] [INFO ] [FORECASTER] Completed predict_future for PZZA
[2025-12-09T20:30:14.102382] [INFO ] [sig       ] PZZA: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:30:14.249850] [INFO ] [LOCAL     ] Saved forecast: PZZA	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/PZZA.txt
[2025-12-09T20:30:14.250018] [INFO ] [sig       ] [2666/3614] Completed PZZA in 0.3s | 2.93 sym/s | Total: 15.2m | ETA: 5.4m
[2025-12-09T20:30:14.250081] [INFO ] [sig       ] [2667/3614] Forecasting QBTS...
[2025-12-09T20:30:14.250120] [INFO ] [sig       ] Generating forecast for: QBTS
[2025-12-09T20:30:14.250149] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QBTS' from 'https://tdm.silogroup.org/data/derivative_storage/QBTS.csv'.
[2025-12-09T20:30:14.261962] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QBTS'.
[2025-12-09T20:30:14.262329] [INFO ] [FORECASTER] Starting predict_future for QBTS
[2025-12-09T20:30:14.263114] [DEBUG] [LOCAL     ] No optimal features file found for QBTS: ./output/feature-sets/QBTS.txt
[2025-12-09T20:30:14.263164] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:14.263195] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:14.263220] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:14.263275] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:14.319975] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:14.320794] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:14.320878] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:14.320909] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:14.445500] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:14.445672] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:14.445715] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:14.445744] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:14.449151] [DEBUG] [FORECASTER] QBTS: Forecast T+1@11:T+2@11: DOWN (p=21.71%)
[2025-12-09T20:30:14.449419] [INFO ] [FORECASTER] Completed predict_future for QBTS
[2025-12-09T20:30:14.449542] [INFO ] [sig       ] QBTS: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:30:14.589238] [INFO ] [LOCAL     ] Saved forecast: QBTS	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/QBTS.txt
[2025-12-09T20:30:14.589383] [INFO ] [sig       ] [2667/3614] Completed QBTS in 0.3s | 2.93 sym/s | Total: 15.2m | ETA: 5.4m
[2025-12-09T20:30:14.589421] [INFO ] [sig       ] [2668/3614] Forecasting QCLN...
[2025-12-09T20:30:14.589450] [INFO ] [sig       ] Generating forecast for: QCLN
[2025-12-09T20:30:14.589480] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QCLN' from 'https://tdm.silogroup.org/data/derivative_storage/QCLN.csv'.
[2025-12-09T20:30:14.600556] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QCLN'.
[2025-12-09T20:30:14.600876] [INFO ] [FORECASTER] Starting predict_future for QCLN
[2025-12-09T20:30:14.601637] [DEBUG] [LOCAL     ] No optimal features file found for QCLN: ./output/feature-sets/QCLN.txt
[2025-12-09T20:30:14.601687] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:14.601718] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:14.601744] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:14.601798] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:14.659511] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:14.660408] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:14.660498] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:14.660543] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:14.785528] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:14.785691] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:14.785734] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:14.785763] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:14.789284] [DEBUG] [FORECASTER] QCLN: Forecast T+1@11:T+2@11: UP (p=75.57%)
[2025-12-09T20:30:14.789547] [INFO ] [FORECASTER] Completed predict_future for QCLN
[2025-12-09T20:30:14.789703] [INFO ] [sig       ] QCLN: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:30:14.935038] [INFO ] [LOCAL     ] Saved forecast: QCLN	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/QCLN.txt
[2025-12-09T20:30:14.935164] [INFO ] [sig       ] [2668/3614] Completed QCLN in 0.3s | 2.93 sym/s | Total: 15.2m | ETA: 5.4m
[2025-12-09T20:30:14.935202] [INFO ] [sig       ] [2669/3614] Forecasting QCOM...
[2025-12-09T20:30:14.935231] [INFO ] [sig       ] Generating forecast for: QCOM
[2025-12-09T20:30:14.935259] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QCOM' from 'https://tdm.silogroup.org/data/derivative_storage/QCOM.csv'.
[2025-12-09T20:30:14.947061] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QCOM'.
[2025-12-09T20:30:14.947319] [INFO ] [FORECASTER] Starting predict_future for QCOM
[2025-12-09T20:30:14.948119] [DEBUG] [LOCAL     ] No optimal features file found for QCOM: ./output/feature-sets/QCOM.txt
[2025-12-09T20:30:14.948170] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:14.948201] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:14.948228] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:14.948283] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:15.004790] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:15.005409] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:15.005485] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:15.005516] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:15.125321] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:15.125466] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:15.125508] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:15.125537] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:15.128919] [DEBUG] [FORECASTER] QCOM: Forecast T+1@11:T+2@11: DOWN (p=47.05%)
[2025-12-09T20:30:15.129187] [INFO ] [FORECASTER] Completed predict_future for QCOM
[2025-12-09T20:30:15.129306] [INFO ] [sig       ] QCOM: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:30:15.271970] [INFO ] [LOCAL     ] Saved forecast: QCOM	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/QCOM.txt
[2025-12-09T20:30:15.272144] [INFO ] [sig       ] [2669/3614] Completed QCOM in 0.3s | 2.93 sym/s | Total: 15.2m | ETA: 5.4m
[2025-12-09T20:30:15.272184] [INFO ] [sig       ] [2670/3614] Forecasting QCRH...
[2025-12-09T20:30:15.272215] [INFO ] [sig       ] Generating forecast for: QCRH
[2025-12-09T20:30:15.272245] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QCRH' from 'https://tdm.silogroup.org/data/derivative_storage/QCRH.csv'.
[2025-12-09T20:30:15.283457] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QCRH'.
[2025-12-09T20:30:15.283753] [INFO ] [FORECASTER] Starting predict_future for QCRH
[2025-12-09T20:30:15.284506] [DEBUG] [LOCAL     ] No optimal features file found for QCRH: ./output/feature-sets/QCRH.txt
[2025-12-09T20:30:15.284556] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:15.284607] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:15.284635] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:15.284691] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:15.346119] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:15.346948] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:15.347030] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:15.347062] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:15.464926] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:15.465082] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:15.465142] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:15.465172] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:15.468654] [DEBUG] [FORECASTER] QCRH: Forecast T+1@11:T+2@11: DOWN (p=34.25%)
[2025-12-09T20:30:15.468932] [INFO ] [FORECASTER] Completed predict_future for QCRH
[2025-12-09T20:30:15.469055] [INFO ] [sig       ] QCRH: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:30:15.611526] [INFO ] [LOCAL     ] Saved forecast: QCRH	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/QCRH.txt
[2025-12-09T20:30:15.611668] [INFO ] [sig       ] [2670/3614] Completed QCRH in 0.3s | 2.93 sym/s | Total: 15.2m | ETA: 5.4m
[2025-12-09T20:30:15.611707] [INFO ] [sig       ] [2671/3614] Forecasting QD...
[2025-12-09T20:30:15.611737] [INFO ] [sig       ] Generating forecast for: QD
[2025-12-09T20:30:15.611766] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QD' from 'https://tdm.silogroup.org/data/derivative_storage/QD.csv'.
[2025-12-09T20:30:15.622816] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QD'.
[2025-12-09T20:30:15.623094] [INFO ] [FORECASTER] Starting predict_future for QD
[2025-12-09T20:30:15.623859] [DEBUG] [LOCAL     ] No optimal features file found for QD: ./output/feature-sets/QD.txt
[2025-12-09T20:30:15.623909] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:15.623939] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:15.623964] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:15.624017] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:15.683604] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:15.684484] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:15.684563] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:15.684613] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:15.798728] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:15.798877] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:15.798918] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:15.798946] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:15.802269] [DEBUG] [FORECASTER] QD: Forecast T+1@11:T+2@11: UP (p=89.83%)
[2025-12-09T20:30:15.802531] [INFO ] [FORECASTER] Completed predict_future for QD
[2025-12-09T20:30:15.802696] [INFO ] [sig       ] QD: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:30:15.941792] [INFO ] [LOCAL     ] Saved forecast: QD	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/QD.txt
[2025-12-09T20:30:15.941955] [INFO ] [sig       ] [2671/3614] Completed QD in 0.3s | 2.93 sym/s | Total: 15.2m | ETA: 5.4m
[2025-12-09T20:30:15.941995] [INFO ] [sig       ] [2672/3614] Forecasting QDEL...
[2025-12-09T20:30:15.942025] [INFO ] [sig       ] Generating forecast for: QDEL
[2025-12-09T20:30:15.942054] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QDEL' from 'https://tdm.silogroup.org/data/derivative_storage/QDEL.csv'.
[2025-12-09T20:30:15.954042] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QDEL'.
[2025-12-09T20:30:15.954425] [INFO ] [FORECASTER] Starting predict_future for QDEL
[2025-12-09T20:30:15.955202] [DEBUG] [LOCAL     ] No optimal features file found for QDEL: ./output/feature-sets/QDEL.txt
[2025-12-09T20:30:15.955252] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:15.955283] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:15.955309] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:15.955363] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:16.011713] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:16.012542] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:16.012660] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:16.012694] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:16.129853] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:16.130001] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:16.130048] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:16.130077] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:16.133445] [DEBUG] [FORECASTER] QDEL: Forecast T+1@11:T+2@11: DOWN (p=3.03%)
[2025-12-09T20:30:16.133737] [INFO ] [FORECASTER] Completed predict_future for QDEL
[2025-12-09T20:30:16.133860] [INFO ] [sig       ] QDEL: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:30:16.278680] [INFO ] [LOCAL     ] Saved forecast: QDEL	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/QDEL.txt
[2025-12-09T20:30:16.278836] [INFO ] [sig       ] [2672/3614] Completed QDEL in 0.3s | 2.93 sym/s | Total: 15.2m | ETA: 5.4m
[2025-12-09T20:30:16.278876] [INFO ] [sig       ] [2673/3614] Forecasting QFIN...
[2025-12-09T20:30:16.278905] [INFO ] [sig       ] Generating forecast for: QFIN
[2025-12-09T20:30:16.278933] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QFIN' from 'https://tdm.silogroup.org/data/derivative_storage/QFIN.csv'.
[2025-12-09T20:30:16.291041] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QFIN'.
[2025-12-09T20:30:16.291410] [INFO ] [FORECASTER] Starting predict_future for QFIN
[2025-12-09T20:30:16.292186] [DEBUG] [LOCAL     ] No optimal features file found for QFIN: ./output/feature-sets/QFIN.txt
[2025-12-09T20:30:16.292238] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:16.292269] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:16.292294] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:16.292348] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:16.348332] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:16.349191] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:16.349274] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:16.349306] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:16.474289] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:16.474454] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:16.474496] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:16.474523] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:16.478015] [DEBUG] [FORECASTER] QFIN: Forecast T+1@11:T+2@11: UP (p=69.77%)
[2025-12-09T20:30:16.478292] [INFO ] [FORECASTER] Completed predict_future for QFIN
[2025-12-09T20:30:16.478414] [INFO ] [sig       ] QFIN: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:30:16.616508] [INFO ] [LOCAL     ] Saved forecast: QFIN	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/QFIN.txt
[2025-12-09T20:30:16.616647] [INFO ] [sig       ] [2673/3614] Completed QFIN in 0.3s | 2.93 sym/s | Total: 15.2m | ETA: 5.4m
[2025-12-09T20:30:16.616687] [INFO ] [sig       ] [2674/3614] Forecasting QGEN...
[2025-12-09T20:30:16.616717] [INFO ] [sig       ] Generating forecast for: QGEN
[2025-12-09T20:30:16.616745] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QGEN' from 'https://tdm.silogroup.org/data/derivative_storage/QGEN.csv'.
[2025-12-09T20:30:16.628459] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QGEN'.
[2025-12-09T20:30:16.628748] [INFO ] [FORECASTER] Starting predict_future for QGEN
[2025-12-09T20:30:16.629474] [DEBUG] [LOCAL     ] No optimal features file found for QGEN: ./output/feature-sets/QGEN.txt
[2025-12-09T20:30:16.629523] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:16.629564] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:16.629611] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:16.629667] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:16.685309] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:16.685933] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:16.686006] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:16.686041] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:16.817212] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:16.817393] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:16.817436] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:16.817464] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:16.821196] [DEBUG] [FORECASTER] QGEN: Forecast T+1@11:T+2@11: DOWN (p=21.12%)
[2025-12-09T20:30:16.821519] [INFO ] [FORECASTER] Completed predict_future for QGEN
[2025-12-09T20:30:16.821682] [INFO ] [sig       ] QGEN: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:30:16.971489] [INFO ] [LOCAL     ] Saved forecast: QGEN	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/QGEN.txt
[2025-12-09T20:30:16.971651] [INFO ] [sig       ] [2674/3614] Completed QGEN in 0.4s | 2.93 sym/s | Total: 15.2m | ETA: 5.3m
[2025-12-09T20:30:16.971692] [INFO ] [sig       ] [2675/3614] Forecasting QLYS...
[2025-12-09T20:30:16.971721] [INFO ] [sig       ] Generating forecast for: QLYS
[2025-12-09T20:30:16.971749] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QLYS' from 'https://tdm.silogroup.org/data/derivative_storage/QLYS.csv'.
[2025-12-09T20:30:16.985134] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QLYS'.
[2025-12-09T20:30:16.985719] [INFO ] [FORECASTER] Starting predict_future for QLYS
[2025-12-09T20:30:16.986795] [DEBUG] [LOCAL     ] No optimal features file found for QLYS: ./output/feature-sets/QLYS.txt
[2025-12-09T20:30:16.986851] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:16.986888] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:16.986920] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:16.986980] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:17.045825] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:17.047037] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:17.047141] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:17.047177] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:17.170979] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:17.171208] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:17.171256] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:17.171288] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:17.175486] [DEBUG] [FORECASTER] QLYS: Forecast T+1@11:T+2@11: DOWN (p=3.11%)
[2025-12-09T20:30:17.175841] [INFO ] [FORECASTER] Completed predict_future for QLYS
[2025-12-09T20:30:17.175984] [INFO ] [sig       ] QLYS: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:30:17.324272] [INFO ] [LOCAL     ] Saved forecast: QLYS	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/QLYS.txt
[2025-12-09T20:30:17.324456] [INFO ] [sig       ] [2675/3614] Completed QLYS in 0.4s | 2.93 sym/s | Total: 15.2m | ETA: 5.3m
[2025-12-09T20:30:17.324500] [INFO ] [sig       ] [2676/3614] Forecasting QMCO...
[2025-12-09T20:30:17.324530] [INFO ] [sig       ] Generating forecast for: QMCO
[2025-12-09T20:30:17.324560] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QMCO' from 'https://tdm.silogroup.org/data/derivative_storage/QMCO.csv'.
[2025-12-09T20:30:17.338511] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QMCO'.
[2025-12-09T20:30:17.338950] [INFO ] [FORECASTER] Starting predict_future for QMCO
[2025-12-09T20:30:17.339867] [DEBUG] [LOCAL     ] No optimal features file found for QMCO: ./output/feature-sets/QMCO.txt
[2025-12-09T20:30:17.339920] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:17.339952] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:17.339979] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:17.340036] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:17.398474] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:17.399336] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:17.399426] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:17.399459] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:17.521344] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:17.521586] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:17.521635] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:17.521663] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:17.525464] [DEBUG] [FORECASTER] QMCO: Forecast T+1@11:T+2@11: UP (p=73.63%)
[2025-12-09T20:30:17.525781] [INFO ] [FORECASTER] Completed predict_future for QMCO
[2025-12-09T20:30:17.525915] [INFO ] [sig       ] QMCO: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:30:17.666158] [INFO ] [LOCAL     ] Saved forecast: QMCO	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/QMCO.txt
[2025-12-09T20:30:17.666364] [INFO ] [sig       ] [2676/3614] Completed QMCO in 0.3s | 2.93 sym/s | Total: 15.2m | ETA: 5.3m
[2025-12-09T20:30:17.666406] [INFO ] [sig       ] [2677/3614] Forecasting QMOM...
[2025-12-09T20:30:17.666436] [INFO ] [sig       ] Generating forecast for: QMOM
[2025-12-09T20:30:17.666466] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QMOM' from 'https://tdm.silogroup.org/data/derivative_storage/QMOM.csv'.
[2025-12-09T20:30:17.679411] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QMOM'.
[2025-12-09T20:30:17.679969] [INFO ] [FORECASTER] Starting predict_future for QMOM
[2025-12-09T20:30:17.680857] [DEBUG] [LOCAL     ] No optimal features file found for QMOM: ./output/feature-sets/QMOM.txt
[2025-12-09T20:30:17.680909] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:17.680943] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:17.680972] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:17.681028] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:17.738946] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:17.739936] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:17.740026] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:17.740059] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:17.857692] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:17.857919] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:17.857966] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:17.857994] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:17.861742] [DEBUG] [FORECASTER] QMOM: Forecast T+1@11:T+2@11: DOWN (p=41.88%)
[2025-12-09T20:30:17.862040] [INFO ] [FORECASTER] Completed predict_future for QMOM
[2025-12-09T20:30:17.862169] [INFO ] [sig       ] QMOM: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:30:18.007163] [INFO ] [LOCAL     ] Saved forecast: QMOM	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/QMOM.txt
[2025-12-09T20:30:18.007386] [INFO ] [sig       ] [2677/3614] Completed QMOM in 0.3s | 2.93 sym/s | Total: 15.2m | ETA: 5.3m
[2025-12-09T20:30:18.007438] [INFO ] [sig       ] [2678/3614] Forecasting QNCX...
[2025-12-09T20:30:18.007481] [INFO ] [sig       ] Generating forecast for: QNCX
[2025-12-09T20:30:18.007537] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QNCX' from 'https://tdm.silogroup.org/data/derivative_storage/QNCX.csv'.
[2025-12-09T20:30:18.023616] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QNCX'.
[2025-12-09T20:30:18.024115] [INFO ] [FORECASTER] Starting predict_future for QNCX
[2025-12-09T20:30:18.025320] [DEBUG] [LOCAL     ] No optimal features file found for QNCX: ./output/feature-sets/QNCX.txt
[2025-12-09T20:30:18.025385] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:18.025427] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:18.025464] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:18.025539] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:18.083623] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:18.084628] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:18.084717] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:18.084749] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:18.203638] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:18.203829] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:18.203872] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:18.203900] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:18.207649] [DEBUG] [FORECASTER] QNCX: Forecast T+1@11:T+2@11: UP (p=56.79%)
[2025-12-09T20:30:18.207946] [INFO ] [FORECASTER] Completed predict_future for QNCX
[2025-12-09T20:30:18.208083] [INFO ] [sig       ] QNCX: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:30:18.362918] [INFO ] [LOCAL     ] Saved forecast: QNCX	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/QNCX.txt
[2025-12-09T20:30:18.363068] [INFO ] [sig       ] [2678/3614] Completed QNCX in 0.4s | 2.93 sym/s | Total: 15.2m | ETA: 5.3m
[2025-12-09T20:30:18.363125] [INFO ] [sig       ] [2679/3614] Forecasting QNTM...
[2025-12-09T20:30:18.363162] [INFO ] [sig       ] Generating forecast for: QNTM
[2025-12-09T20:30:18.363192] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QNTM' from 'https://tdm.silogroup.org/data/derivative_storage/QNTM.csv'.
[2025-12-09T20:30:18.377270] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QNTM'.
[2025-12-09T20:30:18.378127] [INFO ] [FORECASTER] Starting predict_future for QNTM
[2025-12-09T20:30:18.379619] [DEBUG] [LOCAL     ] No optimal features file found for QNTM: ./output/feature-sets/QNTM.txt
[2025-12-09T20:30:18.379675] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:18.379717] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:18.379748] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:18.379806] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:18.439027] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:18.440236] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:18.440331] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:18.440364] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:18.564044] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:18.564279] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:18.564323] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:18.564351] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:18.568248] [DEBUG] [FORECASTER] QNTM: Forecast T+1@11:T+2@11: UP (p=96.18%)
[2025-12-09T20:30:18.568542] [INFO ] [FORECASTER] Completed predict_future for QNTM
[2025-12-09T20:30:18.568689] [INFO ] [sig       ] QNTM: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:30:18.708636] [INFO ] [LOCAL     ] Saved forecast: QNTM	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/QNTM.txt
[2025-12-09T20:30:18.708838] [INFO ] [sig       ] [2679/3614] Completed QNTM in 0.3s | 2.93 sym/s | Total: 15.2m | ETA: 5.3m
[2025-12-09T20:30:18.708881] [INFO ] [sig       ] [2680/3614] Forecasting QQMG...
[2025-12-09T20:30:18.708912] [INFO ] [sig       ] Generating forecast for: QQMG
[2025-12-09T20:30:18.708970] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQMG' from 'https://tdm.silogroup.org/data/derivative_storage/QQMG.csv'.
[2025-12-09T20:30:18.721600] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQMG'.
[2025-12-09T20:30:18.722047] [INFO ] [FORECASTER] Starting predict_future for QQMG
[2025-12-09T20:30:18.722990] [DEBUG] [LOCAL     ] No optimal features file found for QQMG: ./output/feature-sets/QQMG.txt
[2025-12-09T20:30:18.723043] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:18.723075] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:18.723101] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:18.723158] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:18.780901] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:18.781922] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:18.782015] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:18.782048] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:18.894061] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:18.894279] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:18.894326] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:18.894355] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:18.898482] [DEBUG] [FORECASTER] QQMG: Forecast T+1@11:T+2@11: UP (p=65.57%)
[2025-12-09T20:30:18.898802] [INFO ] [FORECASTER] Completed predict_future for QQMG
[2025-12-09T20:30:18.898933] [INFO ] [sig       ] QQMG: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:30:19.045632] [INFO ] [LOCAL     ] Saved forecast: QQMG	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/QQMG.txt
[2025-12-09T20:30:19.045834] [INFO ] [sig       ] [2680/3614] Completed QQMG in 0.3s | 2.93 sym/s | Total: 15.2m | ETA: 5.3m
[2025-12-09T20:30:19.045879] [INFO ] [sig       ] [2681/3614] Forecasting QQQ...
[2025-12-09T20:30:19.045912] [INFO ] [sig       ] Generating forecast for: QQQ
[2025-12-09T20:30:19.045944] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQ' from 'https://tdm.silogroup.org/data/derivative_storage/QQQ.csv'.
[2025-12-09T20:30:19.059357] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQ'.
[2025-12-09T20:30:19.059791] [INFO ] [FORECASTER] Starting predict_future for QQQ
[2025-12-09T20:30:19.060718] [DEBUG] [LOCAL     ] No optimal features file found for QQQ: ./output/feature-sets/QQQ.txt
[2025-12-09T20:30:19.060770] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:19.060803] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:19.060828] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:19.060885] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:19.122342] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:19.123593] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:19.123685] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:19.123717] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:19.252706] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:19.252961] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:19.253008] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:19.253101] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:19.257391] [DEBUG] [FORECASTER] QQQ: Forecast T+1@11:T+2@11: DOWN (p=44.11%)
[2025-12-09T20:30:19.257789] [INFO ] [FORECASTER] Completed predict_future for QQQ
[2025-12-09T20:30:19.257936] [INFO ] [sig       ] QQQ: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:30:19.404548] [INFO ] [LOCAL     ] Saved forecast: QQQ	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/QQQ.txt
[2025-12-09T20:30:19.404770] [INFO ] [sig       ] [2681/3614] Completed QQQ in 0.4s | 2.93 sym/s | Total: 15.3m | ETA: 5.3m
[2025-12-09T20:30:19.404857] [INFO ] [sig       ] [2682/3614] Forecasting QQQE...
[2025-12-09T20:30:19.404888] [INFO ] [sig       ] Generating forecast for: QQQE
[2025-12-09T20:30:19.404919] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQE' from 'https://tdm.silogroup.org/data/derivative_storage/QQQE.csv'.
[2025-12-09T20:30:19.419190] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQE'.
[2025-12-09T20:30:19.419764] [INFO ] [FORECASTER] Starting predict_future for QQQE
[2025-12-09T20:30:19.420678] [DEBUG] [LOCAL     ] No optimal features file found for QQQE: ./output/feature-sets/QQQE.txt
[2025-12-09T20:30:19.420730] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:19.420763] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:19.420789] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:19.420846] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:19.479311] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:19.480362] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:19.480453] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:19.480488] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:19.599976] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:19.600206] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:19.600254] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:19.600283] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:19.604298] [DEBUG] [FORECASTER] QQQE: Forecast T+1@11:T+2@11: UP (p=69.27%)
[2025-12-09T20:30:19.604643] [INFO ] [FORECASTER] Completed predict_future for QQQE
[2025-12-09T20:30:19.604779] [INFO ] [sig       ] QQQE: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:30:19.745900] [INFO ] [LOCAL     ] Saved forecast: QQQE	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/QQQE.txt
[2025-12-09T20:30:19.746090] [INFO ] [sig       ] [2682/3614] Completed QQQE in 0.3s | 2.93 sym/s | Total: 15.3m | ETA: 5.3m
[2025-12-09T20:30:19.746131] [INFO ] [sig       ] [2683/3614] Forecasting QQQI...
[2025-12-09T20:30:19.746162] [INFO ] [sig       ] Generating forecast for: QQQI
[2025-12-09T20:30:19.746193] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQI' from 'https://tdm.silogroup.org/data/derivative_storage/QQQI.csv'.
[2025-12-09T20:30:19.759172] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQI'.
[2025-12-09T20:30:19.759604] [INFO ] [FORECASTER] Starting predict_future for QQQI
[2025-12-09T20:30:19.760556] [DEBUG] [LOCAL     ] No optimal features file found for QQQI: ./output/feature-sets/QQQI.txt
[2025-12-09T20:30:19.760638] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:19.760671] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:19.760696] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:19.760753] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:19.821854] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:19.823166] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:19.823277] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:19.823339] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:19.943083] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:19.943316] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:19.943366] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:19.943397] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:19.947368] [DEBUG] [FORECASTER] QQQI: Forecast T+1@11:T+2@11: DOWN (p=43.43%)
[2025-12-09T20:30:19.947742] [INFO ] [FORECASTER] Completed predict_future for QQQI
[2025-12-09T20:30:19.947892] [INFO ] [sig       ] QQQI: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:30:20.091911] [INFO ] [LOCAL     ] Saved forecast: QQQI	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/QQQI.txt
[2025-12-09T20:30:20.092104] [INFO ] [sig       ] [2683/3614] Completed QQQI in 0.3s | 2.93 sym/s | Total: 15.3m | ETA: 5.3m
[2025-12-09T20:30:20.092147] [INFO ] [sig       ] [2684/3614] Forecasting QQQJ...
[2025-12-09T20:30:20.092180] [INFO ] [sig       ] Generating forecast for: QQQJ
[2025-12-09T20:30:20.092229] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQJ' from 'https://tdm.silogroup.org/data/derivative_storage/QQQJ.csv'.
[2025-12-09T20:30:20.105311] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQJ'.
[2025-12-09T20:30:20.105723] [INFO ] [FORECASTER] Starting predict_future for QQQJ
[2025-12-09T20:30:20.106609] [DEBUG] [LOCAL     ] No optimal features file found for QQQJ: ./output/feature-sets/QQQJ.txt
[2025-12-09T20:30:20.106674] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:20.106708] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:20.106735] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:20.106800] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:20.164419] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:20.165469] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:20.165560] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:20.165612] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:20.287271] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:20.287524] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:20.287602] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:20.287645] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:20.291661] [DEBUG] [FORECASTER] QQQJ: Forecast T+1@11:T+2@11: DOWN (p=33.47%)
[2025-12-09T20:30:20.291967] [INFO ] [FORECASTER] Completed predict_future for QQQJ
[2025-12-09T20:30:20.292110] [INFO ] [sig       ] QQQJ: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:30:20.434759] [INFO ] [LOCAL     ] Saved forecast: QQQJ	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/QQQJ.txt
[2025-12-09T20:30:20.434951] [INFO ] [sig       ] [2684/3614] Completed QQQJ in 0.3s | 2.93 sym/s | Total: 15.3m | ETA: 5.3m
[2025-12-09T20:30:20.434994] [INFO ] [sig       ] [2685/3614] Forecasting QQQM...
[2025-12-09T20:30:20.435024] [INFO ] [sig       ] Generating forecast for: QQQM
[2025-12-09T20:30:20.435055] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQM' from 'https://tdm.silogroup.org/data/derivative_storage/QQQM.csv'.
[2025-12-09T20:30:20.448260] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQM'.
[2025-12-09T20:30:20.448785] [INFO ] [FORECASTER] Starting predict_future for QQQM
[2025-12-09T20:30:20.449710] [DEBUG] [LOCAL     ] No optimal features file found for QQQM: ./output/feature-sets/QQQM.txt
[2025-12-09T20:30:20.449764] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:20.449828] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:20.449953] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:20.450017] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:20.508637] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:20.509802] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:20.509894] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:20.509927] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:20.636678] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:20.636931] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:20.636981] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:20.637013] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:20.642212] [DEBUG] [FORECASTER] QQQM: Forecast T+1@11:T+2@11: UP (p=59.39%)
[2025-12-09T20:30:20.642704] [INFO ] [FORECASTER] Completed predict_future for QQQM
[2025-12-09T20:30:20.642913] [INFO ] [sig       ] QQQM: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:30:20.790094] [INFO ] [LOCAL     ] Saved forecast: QQQM	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/QQQM.txt
[2025-12-09T20:30:20.790281] [INFO ] [sig       ] [2685/3614] Completed QQQM in 0.4s | 2.93 sym/s | Total: 15.3m | ETA: 5.3m
[2025-12-09T20:30:20.790324] [INFO ] [sig       ] [2686/3614] Forecasting QQQX...
[2025-12-09T20:30:20.790355] [INFO ] [sig       ] Generating forecast for: QQQX
[2025-12-09T20:30:20.790384] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQX' from 'https://tdm.silogroup.org/data/derivative_storage/QQQX.csv'.
[2025-12-09T20:30:20.803831] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQX'.
[2025-12-09T20:30:20.804285] [INFO ] [FORECASTER] Starting predict_future for QQQX
[2025-12-09T20:30:20.805194] [DEBUG] [LOCAL     ] No optimal features file found for QQQX: ./output/feature-sets/QQQX.txt
[2025-12-09T20:30:20.805248] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:20.805288] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:20.805321] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:20.805382] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:20.864318] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:20.865245] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:20.865337] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:20.865371] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:20.989030] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:20.989249] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:20.989295] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:20.989324] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:20.993246] [DEBUG] [FORECASTER] QQQX: Forecast T+1@11:T+2@11: UP (p=76.97%)
[2025-12-09T20:30:20.993636] [INFO ] [FORECASTER] Completed predict_future for QQQX
[2025-12-09T20:30:20.993785] [INFO ] [sig       ] QQQX: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:30:21.138740] [INFO ] [LOCAL     ] Saved forecast: QQQX	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/QQQX.txt
[2025-12-09T20:30:21.138937] [INFO ] [sig       ] [2686/3614] Completed QQQX in 0.3s | 2.93 sym/s | Total: 15.3m | ETA: 5.3m
[2025-12-09T20:30:21.138981] [INFO ] [sig       ] [2687/3614] Forecasting QQQY...
[2025-12-09T20:30:21.139010] [INFO ] [sig       ] Generating forecast for: QQQY
[2025-12-09T20:30:21.139040] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQY' from 'https://tdm.silogroup.org/data/derivative_storage/QQQY.csv'.
[2025-12-09T20:30:21.152106] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQY'.
[2025-12-09T20:30:21.152539] [INFO ] [FORECASTER] Starting predict_future for QQQY
[2025-12-09T20:30:21.153420] [DEBUG] [LOCAL     ] No optimal features file found for QQQY: ./output/feature-sets/QQQY.txt
[2025-12-09T20:30:21.153473] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:21.153504] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:21.153532] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:21.153617] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:21.211222] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:21.212367] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:21.212466] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:21.212500] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:21.331752] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:21.331994] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:21.332049] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:21.332080] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:21.335996] [DEBUG] [FORECASTER] QQQY: Forecast T+1@11:T+2@11: UP (p=93.42%)
[2025-12-09T20:30:21.336327] [INFO ] [FORECASTER] Completed predict_future for QQQY
[2025-12-09T20:30:21.336463] [INFO ] [sig       ] QQQY: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:30:21.477167] [INFO ] [LOCAL     ] Saved forecast: QQQY	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/QQQY.txt
[2025-12-09T20:30:21.477348] [INFO ] [sig       ] [2687/3614] Completed QQQY in 0.3s | 2.93 sym/s | Total: 15.3m | ETA: 5.3m
[2025-12-09T20:30:21.477390] [INFO ] [sig       ] [2688/3614] Forecasting QRHC...
[2025-12-09T20:30:21.477420] [INFO ] [sig       ] Generating forecast for: QRHC
[2025-12-09T20:30:21.477450] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QRHC' from 'https://tdm.silogroup.org/data/derivative_storage/QRHC.csv'.
[2025-12-09T20:30:21.490826] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QRHC'.
[2025-12-09T20:30:21.491389] [INFO ] [FORECASTER] Starting predict_future for QRHC
[2025-12-09T20:30:21.492290] [DEBUG] [LOCAL     ] No optimal features file found for QRHC: ./output/feature-sets/QRHC.txt
[2025-12-09T20:30:21.492343] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:21.492375] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:21.492400] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:21.492456] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:21.550796] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:21.551974] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:21.552074] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:21.552110] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:21.678428] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:21.678674] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:21.678727] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:21.678769] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:21.682937] [DEBUG] [FORECASTER] QRHC: Forecast T+1@11:T+2@11: UP (p=61.35%)
[2025-12-09T20:30:21.683256] [INFO ] [FORECASTER] Completed predict_future for QRHC
[2025-12-09T20:30:21.683400] [INFO ] [sig       ] QRHC: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:30:21.829942] [INFO ] [LOCAL     ] Saved forecast: QRHC	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/QRHC.txt
[2025-12-09T20:30:21.830164] [INFO ] [sig       ] [2688/3614] Completed QRHC in 0.4s | 2.93 sym/s | Total: 15.3m | ETA: 5.3m
[2025-12-09T20:30:21.830213] [INFO ] [sig       ] [2689/3614] Forecasting QRVO...
[2025-12-09T20:30:21.830244] [INFO ] [sig       ] Generating forecast for: QRVO
[2025-12-09T20:30:21.830283] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QRVO' from 'https://tdm.silogroup.org/data/derivative_storage/QRVO.csv'.
[2025-12-09T20:30:21.843499] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QRVO'.
[2025-12-09T20:30:21.844015] [INFO ] [FORECASTER] Starting predict_future for QRVO
[2025-12-09T20:30:21.844902] [DEBUG] [LOCAL     ] No optimal features file found for QRVO: ./output/feature-sets/QRVO.txt
[2025-12-09T20:30:21.844955] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:21.844987] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:21.845015] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:21.845074] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:21.904603] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:21.905553] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:21.905669] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:21.905706] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:22.031776] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:22.032044] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:22.032103] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:22.032135] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:22.036313] [DEBUG] [FORECASTER] QRVO: Forecast T+1@11:T+2@11: DOWN (p=32.51%)
[2025-12-09T20:30:22.036667] [INFO ] [FORECASTER] Completed predict_future for QRVO
[2025-12-09T20:30:22.036813] [INFO ] [sig       ] QRVO: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:30:22.179858] [INFO ] [LOCAL     ] Saved forecast: QRVO	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/QRVO.txt
[2025-12-09T20:30:22.180028] [INFO ] [sig       ] [2689/3614] Completed QRVO in 0.3s | 2.93 sym/s | Total: 15.3m | ETA: 5.3m
[2025-12-09T20:30:22.180068] [INFO ] [sig       ] [2690/3614] Forecasting QS...
[2025-12-09T20:30:22.180098] [INFO ] [sig       ] Generating forecast for: QS
[2025-12-09T20:30:22.180129] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QS' from 'https://tdm.silogroup.org/data/derivative_storage/QS.csv'.
[2025-12-09T20:30:22.193358] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QS'.
[2025-12-09T20:30:22.193797] [INFO ] [FORECASTER] Starting predict_future for QS
[2025-12-09T20:30:22.194758] [DEBUG] [LOCAL     ] No optimal features file found for QS: ./output/feature-sets/QS.txt
[2025-12-09T20:30:22.194812] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:22.194844] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:22.194871] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:22.194928] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:22.252100] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:22.253051] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:22.253161] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:22.253194] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:22.378293] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:22.378534] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:22.378596] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:22.378628] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:22.382445] [DEBUG] [FORECASTER] QS: Forecast T+1@11:T+2@11: DOWN (p=44.13%)
[2025-12-09T20:30:22.382768] [INFO ] [FORECASTER] Completed predict_future for QS
[2025-12-09T20:30:22.382932] [INFO ] [sig       ] QS: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:30:22.524026] [INFO ] [LOCAL     ] Saved forecast: QS	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/QS.txt
[2025-12-09T20:30:22.524200] [INFO ] [sig       ] [2690/3614] Completed QS in 0.3s | 2.93 sym/s | Total: 15.3m | ETA: 5.3m
[2025-12-09T20:30:22.524239] [INFO ] [sig       ] [2691/3614] Forecasting QSI...
[2025-12-09T20:30:22.524269] [INFO ] [sig       ] Generating forecast for: QSI
[2025-12-09T20:30:22.524298] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QSI' from 'https://tdm.silogroup.org/data/derivative_storage/QSI.csv'.
[2025-12-09T20:30:22.537265] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QSI'.
[2025-12-09T20:30:22.537771] [INFO ] [FORECASTER] Starting predict_future for QSI
[2025-12-09T20:30:22.538656] [DEBUG] [LOCAL     ] No optimal features file found for QSI: ./output/feature-sets/QSI.txt
[2025-12-09T20:30:22.538707] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:22.538737] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:22.538763] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:22.538823] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:22.596213] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:22.597235] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:22.597334] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:22.597369] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:22.717038] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:22.717268] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:22.717313] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:22.717341] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:22.721169] [DEBUG] [FORECASTER] QSI: Forecast T+1@11:T+2@11: DOWN (p=5.14%)
[2025-12-09T20:30:22.721494] [INFO ] [FORECASTER] Completed predict_future for QSI
[2025-12-09T20:30:22.721645] [INFO ] [sig       ] QSI: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:30:22.866208] [INFO ] [LOCAL     ] Saved forecast: QSI	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/QSI.txt
[2025-12-09T20:30:22.866425] [INFO ] [sig       ] [2691/3614] Completed QSI in 0.3s | 2.93 sym/s | Total: 15.3m | ETA: 5.3m
[2025-12-09T20:30:22.866476] [INFO ] [sig       ] [2692/3614] Forecasting QTEC...
[2025-12-09T20:30:22.866505] [INFO ] [sig       ] Generating forecast for: QTEC
[2025-12-09T20:30:22.866534] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QTEC' from 'https://tdm.silogroup.org/data/derivative_storage/QTEC.csv'.
[2025-12-09T20:30:22.880023] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QTEC'.
[2025-12-09T20:30:22.880544] [INFO ] [FORECASTER] Starting predict_future for QTEC
[2025-12-09T20:30:22.881433] [DEBUG] [LOCAL     ] No optimal features file found for QTEC: ./output/feature-sets/QTEC.txt
[2025-12-09T20:30:22.881487] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:22.881526] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:22.881564] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:22.881667] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:22.939154] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:22.940100] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:22.940194] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:22.940227] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:23.062519] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:23.062762] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:23.062808] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:23.062837] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:23.066753] [DEBUG] [FORECASTER] QTEC: Forecast T+1@11:T+2@11: DOWN (p=42.43%)
[2025-12-09T20:30:23.067083] [INFO ] [FORECASTER] Completed predict_future for QTEC
[2025-12-09T20:30:23.067226] [INFO ] [sig       ] QTEC: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:30:23.211947] [INFO ] [LOCAL     ] Saved forecast: QTEC	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/QTEC.txt
[2025-12-09T20:30:23.212142] [INFO ] [sig       ] [2692/3614] Completed QTEC in 0.3s | 2.93 sym/s | Total: 15.3m | ETA: 5.2m
[2025-12-09T20:30:23.212183] [INFO ] [sig       ] [2693/3614] Forecasting QTRX...
[2025-12-09T20:30:23.212213] [INFO ] [sig       ] Generating forecast for: QTRX
[2025-12-09T20:30:23.212243] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QTRX' from 'https://tdm.silogroup.org/data/derivative_storage/QTRX.csv'.
[2025-12-09T20:30:23.225267] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QTRX'.
[2025-12-09T20:30:23.225737] [INFO ] [FORECASTER] Starting predict_future for QTRX
[2025-12-09T20:30:23.226635] [DEBUG] [LOCAL     ] No optimal features file found for QTRX: ./output/feature-sets/QTRX.txt
[2025-12-09T20:30:23.226687] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:23.226720] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:23.226747] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:23.226806] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:23.285326] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:23.286358] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:23.286454] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:23.286488] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:23.408684] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:23.408912] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:23.408959] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:23.408986] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:23.412864] [DEBUG] [FORECASTER] QTRX: Forecast T+1@11:T+2@11: DOWN (p=37.90%)
[2025-12-09T20:30:23.413164] [INFO ] [FORECASTER] Completed predict_future for QTRX
[2025-12-09T20:30:23.413335] [INFO ] [sig       ] QTRX: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:30:23.559163] [INFO ] [LOCAL     ] Saved forecast: QTRX	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/QTRX.txt
[2025-12-09T20:30:23.559339] [INFO ] [sig       ] [2693/3614] Completed QTRX in 0.3s | 2.93 sym/s | Total: 15.3m | ETA: 5.2m
[2025-12-09T20:30:23.559387] [INFO ] [sig       ] [2694/3614] Forecasting QTTB...
[2025-12-09T20:30:23.559420] [INFO ] [sig       ] Generating forecast for: QTTB
[2025-12-09T20:30:23.559451] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QTTB' from 'https://tdm.silogroup.org/data/derivative_storage/QTTB.csv'.
[2025-12-09T20:30:23.572620] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QTTB'.
[2025-12-09T20:30:23.573068] [INFO ] [FORECASTER] Starting predict_future for QTTB
[2025-12-09T20:30:23.573945] [DEBUG] [LOCAL     ] No optimal features file found for QTTB: ./output/feature-sets/QTTB.txt
[2025-12-09T20:30:23.573999] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:23.574033] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:23.574061] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:23.574119] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:23.630721] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:23.631693] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:23.631792] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:23.631826] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:23.757787] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:23.758022] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:23.758074] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:23.758104] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:23.762018] [DEBUG] [FORECASTER] QTTB: Forecast T+1@11:T+2@11: UP (p=90.38%)
[2025-12-09T20:30:23.762343] [INFO ] [FORECASTER] Completed predict_future for QTTB
[2025-12-09T20:30:23.762490] [INFO ] [sig       ] QTTB: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:30:23.909104] [INFO ] [LOCAL     ] Saved forecast: QTTB	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/QTTB.txt
[2025-12-09T20:30:23.909321] [INFO ] [sig       ] [2694/3614] Completed QTTB in 0.3s | 2.93 sym/s | Total: 15.3m | ETA: 5.2m
[2025-12-09T20:30:23.909364] [INFO ] [sig       ] [2695/3614] Forecasting QTUM...
[2025-12-09T20:30:23.909395] [INFO ] [sig       ] Generating forecast for: QTUM
[2025-12-09T20:30:23.909425] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QTUM' from 'https://tdm.silogroup.org/data/derivative_storage/QTUM.csv'.
[2025-12-09T20:30:23.922542] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QTUM'.
[2025-12-09T20:30:23.922969] [INFO ] [FORECASTER] Starting predict_future for QTUM
[2025-12-09T20:30:23.923897] [DEBUG] [LOCAL     ] No optimal features file found for QTUM: ./output/feature-sets/QTUM.txt
[2025-12-09T20:30:23.923956] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:23.923989] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:23.924016] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:23.924074] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:23.980969] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:23.981872] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:23.982007] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:23.982042] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:24.098326] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:24.098554] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:24.098620] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:24.098651] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:24.102460] [DEBUG] [FORECASTER] QTUM: Forecast T+1@11:T+2@11: UP (p=91.35%)
[2025-12-09T20:30:24.102781] [INFO ] [FORECASTER] Completed predict_future for QTUM
[2025-12-09T20:30:24.102914] [INFO ] [sig       ] QTUM: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:30:24.248361] [INFO ] [LOCAL     ] Saved forecast: QTUM	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/QTUM.txt
[2025-12-09T20:30:24.248599] [INFO ] [sig       ] [2695/3614] Completed QTUM in 0.3s | 2.93 sym/s | Total: 15.3m | ETA: 5.2m
[2025-12-09T20:30:24.248644] [INFO ] [sig       ] [2696/3614] Forecasting QTWO...
[2025-12-09T20:30:24.248688] [INFO ] [sig       ] Generating forecast for: QTWO
[2025-12-09T20:30:24.248731] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QTWO' from 'https://tdm.silogroup.org/data/derivative_storage/QTWO.csv'.
[2025-12-09T20:30:24.262731] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QTWO'.
[2025-12-09T20:30:24.263105] [INFO ] [FORECASTER] Starting predict_future for QTWO
[2025-12-09T20:30:24.264124] [DEBUG] [LOCAL     ] No optimal features file found for QTWO: ./output/feature-sets/QTWO.txt
[2025-12-09T20:30:24.264189] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:24.264230] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:24.264265] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:24.264362] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:24.324081] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:24.325300] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:24.325414] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:24.325446] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:24.472554] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:24.472795] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:24.472844] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:24.472876] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:24.477441] [DEBUG] [FORECASTER] QTWO: Forecast T+1@11:T+2@11: UP (p=95.56%)
[2025-12-09T20:30:24.477950] [INFO ] [FORECASTER] Completed predict_future for QTWO
[2025-12-09T20:30:24.478126] [INFO ] [sig       ] QTWO: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:30:24.631363] [INFO ] [LOCAL     ] Saved forecast: QTWO	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/QTWO.txt
[2025-12-09T20:30:24.631545] [INFO ] [sig       ] [2696/3614] Completed QTWO in 0.4s | 2.93 sym/s | Total: 15.3m | ETA: 5.2m
[2025-12-09T20:30:24.631606] [INFO ] [sig       ] [2697/3614] Forecasting QUAD...
[2025-12-09T20:30:24.631638] [INFO ] [sig       ] Generating forecast for: QUAD
[2025-12-09T20:30:24.631668] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QUAD' from 'https://tdm.silogroup.org/data/derivative_storage/QUAD.csv'.
[2025-12-09T20:30:24.644464] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QUAD'.
[2025-12-09T20:30:24.644936] [INFO ] [FORECASTER] Starting predict_future for QUAD
[2025-12-09T20:30:24.645855] [DEBUG] [LOCAL     ] No optimal features file found for QUAD: ./output/feature-sets/QUAD.txt
[2025-12-09T20:30:24.645911] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:24.645944] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:24.645972] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:24.646030] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:24.705382] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:24.706438] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:24.706533] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:24.706567] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:24.829943] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:24.830170] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:24.830216] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:24.830245] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:24.834145] [DEBUG] [FORECASTER] QUAD: Forecast T+1@11:T+2@11: UP (p=55.81%)
[2025-12-09T20:30:24.834449] [INFO ] [FORECASTER] Completed predict_future for QUAD
[2025-12-09T20:30:24.834602] [INFO ] [sig       ] QUAD: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:30:24.978511] [INFO ] [LOCAL     ] Saved forecast: QUAD	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/QUAD.txt
[2025-12-09T20:30:24.978717] [INFO ] [sig       ] [2697/3614] Completed QUAD in 0.3s | 2.93 sym/s | Total: 15.3m | ETA: 5.2m
[2025-12-09T20:30:24.978760] [INFO ] [sig       ] [2698/3614] Forecasting QUIK...
[2025-12-09T20:30:24.978790] [INFO ] [sig       ] Generating forecast for: QUIK
[2025-12-09T20:30:24.978820] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QUIK' from 'https://tdm.silogroup.org/data/derivative_storage/QUIK.csv'.
[2025-12-09T20:30:24.992010] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QUIK'.
[2025-12-09T20:30:24.992465] [INFO ] [FORECASTER] Starting predict_future for QUIK
[2025-12-09T20:30:24.993377] [DEBUG] [LOCAL     ] No optimal features file found for QUIK: ./output/feature-sets/QUIK.txt
[2025-12-09T20:30:24.993446] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:24.993480] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:24.993507] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:24.993562] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:25.052848] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:25.054002] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:25.054101] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:25.054136] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:25.183341] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:25.183566] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:25.183636] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:25.183669] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:25.187688] [DEBUG] [FORECASTER] QUIK: Forecast T+1@11:T+2@11: UP (p=65.22%)
[2025-12-09T20:30:25.188099] [INFO ] [FORECASTER] Completed predict_future for QUIK
[2025-12-09T20:30:25.188251] [INFO ] [sig       ] QUIK: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:30:25.339027] [INFO ] [LOCAL     ] Saved forecast: QUIK	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/QUIK.txt
[2025-12-09T20:30:25.339277] [INFO ] [sig       ] [2698/3614] Completed QUIK in 0.4s | 2.93 sym/s | Total: 15.4m | ETA: 5.2m
[2025-12-09T20:30:25.339321] [INFO ] [sig       ] [2699/3614] Forecasting QURE...
[2025-12-09T20:30:25.339352] [INFO ] [sig       ] Generating forecast for: QURE
[2025-12-09T20:30:25.339382] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QURE' from 'https://tdm.silogroup.org/data/derivative_storage/QURE.csv'.
[2025-12-09T20:30:25.352267] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QURE'.
[2025-12-09T20:30:25.352753] [INFO ] [FORECASTER] Starting predict_future for QURE
[2025-12-09T20:30:25.353648] [DEBUG] [LOCAL     ] No optimal features file found for QURE: ./output/feature-sets/QURE.txt
[2025-12-09T20:30:25.353701] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:25.353733] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:25.353759] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:25.353816] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:25.410188] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:25.411288] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:25.411381] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:25.411414] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:25.536174] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:25.536401] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:25.536450] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:25.536483] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:25.540751] [DEBUG] [FORECASTER] QURE: Forecast T+1@11:T+2@11: DOWN (p=19.41%)
[2025-12-09T20:30:25.541089] [INFO ] [FORECASTER] Completed predict_future for QURE
[2025-12-09T20:30:25.541247] [INFO ] [sig       ] QURE: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:30:25.688134] [INFO ] [LOCAL     ] Saved forecast: QURE	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/QURE.txt
[2025-12-09T20:30:25.688343] [INFO ] [sig       ] [2699/3614] Completed QURE in 0.3s | 2.93 sym/s | Total: 15.4m | ETA: 5.2m
[2025-12-09T20:30:25.688388] [INFO ] [sig       ] [2700/3614] Forecasting QVAL...
[2025-12-09T20:30:25.688418] [INFO ] [sig       ] Generating forecast for: QVAL
[2025-12-09T20:30:25.688453] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QVAL' from 'https://tdm.silogroup.org/data/derivative_storage/QVAL.csv'.
[2025-12-09T20:30:25.703218] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QVAL'.
[2025-12-09T20:30:25.703634] [INFO ] [FORECASTER] Starting predict_future for QVAL
[2025-12-09T20:30:25.704561] [DEBUG] [LOCAL     ] No optimal features file found for QVAL: ./output/feature-sets/QVAL.txt
[2025-12-09T20:30:25.704639] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:25.704672] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:25.704709] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:25.704789] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:25.761300] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:25.762185] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:25.762279] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:25.762312] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:25.878102] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:25.878258] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:25.878311] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:25.878344] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:25.881745] [DEBUG] [FORECASTER] QVAL: Forecast T+1@11:T+2@11: DOWN (p=14.57%)
[2025-12-09T20:30:25.882008] [INFO ] [FORECASTER] Completed predict_future for QVAL
[2025-12-09T20:30:25.882129] [INFO ] [sig       ] QVAL: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:30:26.019093] [INFO ] [LOCAL     ] Saved forecast: QVAL	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/QVAL.txt
[2025-12-09T20:30:26.019252] [INFO ] [sig       ] [2700/3614] Completed QVAL in 0.3s | 2.93 sym/s | Total: 15.4m | ETA: 5.2m
[2025-12-09T20:30:26.019291] [INFO ] [sig       ] [2701/3614] Forecasting QVCC...
[2025-12-09T20:30:26.019321] [INFO ] [sig       ] Generating forecast for: QVCC
[2025-12-09T20:30:26.019348] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QVCC' from 'https://tdm.silogroup.org/data/derivative_storage/QVCC.csv'.
[2025-12-09T20:30:26.031049] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QVCC'.
[2025-12-09T20:30:26.031316] [INFO ] [FORECASTER] Starting predict_future for QVCC
[2025-12-09T20:30:26.032091] [DEBUG] [LOCAL     ] No optimal features file found for QVCC: ./output/feature-sets/QVCC.txt
[2025-12-09T20:30:26.032141] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:26.032172] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:26.032199] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:26.032263] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:26.088873] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:26.089465] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:26.089538] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:26.089569] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:26.203761] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:26.203905] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:26.203942] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:26.203971] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:26.207253] [DEBUG] [FORECASTER] QVCC: Forecast T+1@11:T+2@11: UP (p=87.25%)
[2025-12-09T20:30:26.207534] [INFO ] [FORECASTER] Completed predict_future for QVCC
[2025-12-09T20:30:26.207689] [INFO ] [sig       ] QVCC: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:30:26.345623] [INFO ] [LOCAL     ] Saved forecast: QVCC	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/QVCC.txt
[2025-12-09T20:30:26.345748] [INFO ] [sig       ] [2701/3614] Completed QVCC in 0.3s | 2.93 sym/s | Total: 15.4m | ETA: 5.2m
[2025-12-09T20:30:26.345787] [INFO ] [sig       ] [2702/3614] Forecasting QYLD...
[2025-12-09T20:30:26.345816] [INFO ] [sig       ] Generating forecast for: QYLD
[2025-12-09T20:30:26.345844] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QYLD' from 'https://tdm.silogroup.org/data/derivative_storage/QYLD.csv'.
[2025-12-09T20:30:26.357365] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QYLD'.
[2025-12-09T20:30:26.357665] [INFO ] [FORECASTER] Starting predict_future for QYLD
[2025-12-09T20:30:26.358409] [DEBUG] [LOCAL     ] No optimal features file found for QYLD: ./output/feature-sets/QYLD.txt
[2025-12-09T20:30:26.358462] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:26.358521] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:26.358548] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:26.358629] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:26.414143] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:26.414792] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:26.414867] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:26.414899] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:26.532018] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:26.532173] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:26.532212] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:26.532240] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:26.535611] [DEBUG] [FORECASTER] QYLD: Forecast T+1@11:T+2@11: DOWN (p=25.28%)
[2025-12-09T20:30:26.535871] [INFO ] [FORECASTER] Completed predict_future for QYLD
[2025-12-09T20:30:26.535987] [INFO ] [sig       ] QYLD: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:30:26.672057] [INFO ] [LOCAL     ] Saved forecast: QYLD	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/QYLD.txt
[2025-12-09T20:30:26.672189] [INFO ] [sig       ] [2702/3614] Completed QYLD in 0.3s | 2.93 sym/s | Total: 15.4m | ETA: 5.2m
[2025-12-09T20:30:26.672229] [INFO ] [sig       ] [2703/3614] Forecasting QYLG...
[2025-12-09T20:30:26.672258] [INFO ] [sig       ] Generating forecast for: QYLG
[2025-12-09T20:30:26.672286] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QYLG' from 'https://tdm.silogroup.org/data/derivative_storage/QYLG.csv'.
[2025-12-09T20:30:26.684117] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QYLG'.
[2025-12-09T20:30:26.684526] [INFO ] [FORECASTER] Starting predict_future for QYLG
[2025-12-09T20:30:26.685323] [DEBUG] [LOCAL     ] No optimal features file found for QYLG: ./output/feature-sets/QYLG.txt
[2025-12-09T20:30:26.685374] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:26.685405] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:26.685431] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:26.685491] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:26.741241] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:26.742171] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:26.742252] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:26.742284] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:26.860543] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:26.860738] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:26.860781] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:26.860808] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:26.864287] [DEBUG] [FORECASTER] QYLG: Forecast T+1@11:T+2@11: UP (p=97.94%)
[2025-12-09T20:30:26.864648] [INFO ] [FORECASTER] Completed predict_future for QYLG
[2025-12-09T20:30:26.864781] [INFO ] [sig       ] QYLG: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:30:27.008923] [INFO ] [LOCAL     ] Saved forecast: QYLG	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/QYLG.txt
[2025-12-09T20:30:27.009144] [INFO ] [sig       ] [2703/3614] Completed QYLG in 0.3s | 2.93 sym/s | Total: 15.4m | ETA: 5.2m
[2025-12-09T20:30:27.009189] [INFO ] [sig       ] [2704/3614] Forecasting RA...
[2025-12-09T20:30:27.009221] [INFO ] [sig       ] Generating forecast for: RA
[2025-12-09T20:30:27.009254] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RA' from 'https://tdm.silogroup.org/data/derivative_storage/RA.csv'.
[2025-12-09T20:30:27.022983] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RA'.
[2025-12-09T20:30:27.023346] [INFO ] [FORECASTER] Starting predict_future for RA
[2025-12-09T20:30:27.024138] [DEBUG] [LOCAL     ] No optimal features file found for RA: ./output/feature-sets/RA.txt
[2025-12-09T20:30:27.024189] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:27.024221] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:27.024246] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:27.024299] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:27.081167] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:27.081810] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:27.081887] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:27.081919] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:27.199037] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:27.199167] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:27.199205] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:27.199232] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:27.202450] [DEBUG] [FORECASTER] RA: Forecast T+1@11:T+2@11: DOWN (p=7.39%)
[2025-12-09T20:30:27.202730] [INFO ] [FORECASTER] Completed predict_future for RA
[2025-12-09T20:30:27.202852] [INFO ] [sig       ] RA: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:30:27.340856] [INFO ] [LOCAL     ] Saved forecast: RA	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/RA.txt
[2025-12-09T20:30:27.340964] [INFO ] [sig       ] [2704/3614] Completed RA in 0.3s | 2.93 sym/s | Total: 15.4m | ETA: 5.2m
[2025-12-09T20:30:27.341001] [INFO ] [sig       ] [2705/3614] Forecasting RACE...
[2025-12-09T20:30:27.341030] [INFO ] [sig       ] Generating forecast for: RACE
[2025-12-09T20:30:27.341058] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RACE' from 'https://tdm.silogroup.org/data/derivative_storage/RACE.csv'.
[2025-12-09T20:30:27.353004] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RACE'.
[2025-12-09T20:30:27.353268] [INFO ] [FORECASTER] Starting predict_future for RACE
[2025-12-09T20:30:27.354097] [DEBUG] [LOCAL     ] No optimal features file found for RACE: ./output/feature-sets/RACE.txt
[2025-12-09T20:30:27.354148] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:27.354179] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:27.354204] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:27.354259] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:27.427049] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:27.428009] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:27.428092] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:27.428123] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:27.549652] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:27.549863] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:27.549908] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:27.549970] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:27.553474] [DEBUG] [FORECASTER] RACE: Forecast T+1@11:T+2@11: DOWN (p=43.67%)
[2025-12-09T20:30:27.553768] [INFO ] [FORECASTER] Completed predict_future for RACE
[2025-12-09T20:30:27.553893] [INFO ] [sig       ] RACE: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:30:27.691364] [INFO ] [LOCAL     ] Saved forecast: RACE	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/RACE.txt
[2025-12-09T20:30:27.691505] [INFO ] [sig       ] [2705/3614] Completed RACE in 0.4s | 2.93 sym/s | Total: 15.4m | ETA: 5.2m
[2025-12-09T20:30:27.691544] [INFO ] [sig       ] [2706/3614] Forecasting RAIL...
[2025-12-09T20:30:27.691590] [INFO ] [sig       ] Generating forecast for: RAIL
[2025-12-09T20:30:27.691622] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RAIL' from 'https://tdm.silogroup.org/data/derivative_storage/RAIL.csv'.
[2025-12-09T20:30:27.703675] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RAIL'.
[2025-12-09T20:30:27.703989] [INFO ] [FORECASTER] Starting predict_future for RAIL
[2025-12-09T20:30:27.704764] [DEBUG] [LOCAL     ] No optimal features file found for RAIL: ./output/feature-sets/RAIL.txt
[2025-12-09T20:30:27.704814] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:27.704845] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:27.704870] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:27.704924] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:27.760463] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:27.761239] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:27.761319] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:27.761354] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:27.884122] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:27.884284] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:27.884323] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:27.884352] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:27.887798] [DEBUG] [FORECASTER] RAIL: Forecast T+1@11:T+2@11: UP (p=59.13%)
[2025-12-09T20:30:27.888071] [INFO ] [FORECASTER] Completed predict_future for RAIL
[2025-12-09T20:30:27.888194] [INFO ] [sig       ] RAIL: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:30:28.027172] [INFO ] [LOCAL     ] Saved forecast: RAIL	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/RAIL.txt
[2025-12-09T20:30:28.027318] [INFO ] [sig       ] [2706/3614] Completed RAIL in 0.3s | 2.93 sym/s | Total: 15.4m | ETA: 5.2m
[2025-12-09T20:30:28.027359] [INFO ] [sig       ] [2707/3614] Forecasting RAMP...
[2025-12-09T20:30:28.027391] [INFO ] [sig       ] Generating forecast for: RAMP
[2025-12-09T20:30:28.027420] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RAMP' from 'https://tdm.silogroup.org/data/derivative_storage/RAMP.csv'.
[2025-12-09T20:30:28.040385] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RAMP'.
[2025-12-09T20:30:28.040804] [INFO ] [FORECASTER] Starting predict_future for RAMP
[2025-12-09T20:30:28.041649] [DEBUG] [LOCAL     ] No optimal features file found for RAMP: ./output/feature-sets/RAMP.txt
[2025-12-09T20:30:28.041700] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:28.041733] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:28.041759] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:28.041817] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:28.097386] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:28.098334] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:28.098423] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:28.098455] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:28.216698] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:28.216923] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:28.216971] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:28.217001] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:28.220783] [DEBUG] [FORECASTER] RAMP: Forecast T+1@11:T+2@11: DOWN (p=7.96%)
[2025-12-09T20:30:28.221077] [INFO ] [FORECASTER] Completed predict_future for RAMP
[2025-12-09T20:30:28.221205] [INFO ] [sig       ] RAMP: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:30:28.358225] [INFO ] [LOCAL     ] Saved forecast: RAMP	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/RAMP.txt
[2025-12-09T20:30:28.358383] [INFO ] [sig       ] [2707/3614] Completed RAMP in 0.3s | 2.93 sym/s | Total: 15.4m | ETA: 5.2m
[2025-12-09T20:30:28.358421] [INFO ] [sig       ] [2708/3614] Forecasting RAPP...
[2025-12-09T20:30:28.358450] [INFO ] [sig       ] Generating forecast for: RAPP
[2025-12-09T20:30:28.358483] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RAPP' from 'https://tdm.silogroup.org/data/derivative_storage/RAPP.csv'.
[2025-12-09T20:30:28.373202] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RAPP'.
[2025-12-09T20:30:28.373853] [INFO ] [FORECASTER] Starting predict_future for RAPP
[2025-12-09T20:30:28.374980] [DEBUG] [LOCAL     ] No optimal features file found for RAPP: ./output/feature-sets/RAPP.txt
[2025-12-09T20:30:28.375042] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:28.375078] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:28.375106] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:28.375166] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:28.437024] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:28.438389] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:28.438551] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:28.438611] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:28.571103] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:28.571349] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:28.571399] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:28.571430] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:28.575917] [DEBUG] [FORECASTER] RAPP: Forecast T+1@11:T+2@11: DOWN (p=19.99%)
[2025-12-09T20:30:28.576371] [INFO ] [FORECASTER] Completed predict_future for RAPP
[2025-12-09T20:30:28.576537] [INFO ] [sig       ] RAPP: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:30:28.730769] [INFO ] [LOCAL     ] Saved forecast: RAPP	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/RAPP.txt
[2025-12-09T20:30:28.730974] [INFO ] [sig       ] [2708/3614] Completed RAPP in 0.4s | 2.93 sym/s | Total: 15.4m | ETA: 5.2m
[2025-12-09T20:30:28.731021] [INFO ] [sig       ] [2709/3614] Forecasting RARE...
[2025-12-09T20:30:28.731053] [INFO ] [sig       ] Generating forecast for: RARE
[2025-12-09T20:30:28.731083] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RARE' from 'https://tdm.silogroup.org/data/derivative_storage/RARE.csv'.
[2025-12-09T20:30:28.744398] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RARE'.
[2025-12-09T20:30:28.744840] [INFO ] [FORECASTER] Starting predict_future for RARE
[2025-12-09T20:30:28.745727] [DEBUG] [LOCAL     ] No optimal features file found for RARE: ./output/feature-sets/RARE.txt
[2025-12-09T20:30:28.745778] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:28.745827] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:28.745855] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:28.745911] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:28.805353] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:28.806426] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:28.806522] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:28.806555] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:28.931364] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:28.931526] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:28.931584] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:28.931616] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:28.934969] [DEBUG] [FORECASTER] RARE: Forecast T+1@11:T+2@11: UP (p=95.08%)
[2025-12-09T20:30:28.935246] [INFO ] [FORECASTER] Completed predict_future for RARE
[2025-12-09T20:30:28.935367] [INFO ] [sig       ] RARE: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:30:29.072181] [INFO ] [LOCAL     ] Saved forecast: RARE	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/RARE.txt
[2025-12-09T20:30:29.072312] [INFO ] [sig       ] [2709/3614] Completed RARE in 0.3s | 2.93 sym/s | Total: 15.4m | ETA: 5.1m
[2025-12-09T20:30:29.072353] [INFO ] [sig       ] [2710/3614] Forecasting RAVE...
[2025-12-09T20:30:29.072382] [INFO ] [sig       ] Generating forecast for: RAVE
[2025-12-09T20:30:29.072414] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RAVE' from 'https://tdm.silogroup.org/data/derivative_storage/RAVE.csv'.
[2025-12-09T20:30:29.083528] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RAVE'.
[2025-12-09T20:30:29.083831] [INFO ] [FORECASTER] Starting predict_future for RAVE
[2025-12-09T20:30:29.084615] [DEBUG] [LOCAL     ] No optimal features file found for RAVE: ./output/feature-sets/RAVE.txt
[2025-12-09T20:30:29.084666] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:29.084698] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:29.084724] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:29.084779] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:29.145769] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:29.146730] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:29.146813] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:29.146846] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:29.252448] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:29.252603] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:29.252644] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:29.252672] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:29.255946] [DEBUG] [FORECASTER] RAVE: Forecast T+1@11:T+2@11: UP (p=50.02%)
[2025-12-09T20:30:29.256211] [INFO ] [FORECASTER] Completed predict_future for RAVE
[2025-12-09T20:30:29.256332] [INFO ] [sig       ] RAVE: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:30:29.395350] [INFO ] [LOCAL     ] Saved forecast: RAVE	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/RAVE.txt
[2025-12-09T20:30:29.395503] [INFO ] [sig       ] [2710/3614] Completed RAVE in 0.3s | 2.93 sym/s | Total: 15.4m | ETA: 5.1m
[2025-12-09T20:30:29.395543] [INFO ] [sig       ] [2711/3614] Forecasting RAY...
[2025-12-09T20:30:29.395600] [INFO ] [sig       ] Generating forecast for: RAY
[2025-12-09T20:30:29.395633] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RAY' from 'https://tdm.silogroup.org/data/derivative_storage/RAY.csv'.
[2025-12-09T20:30:29.407420] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RAY'.
[2025-12-09T20:30:29.407864] [INFO ] [FORECASTER] Starting predict_future for RAY
[2025-12-09T20:30:29.408701] [DEBUG] [LOCAL     ] No optimal features file found for RAY: ./output/feature-sets/RAY.txt
[2025-12-09T20:30:29.408758] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:29.408799] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:29.408834] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:29.408899] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:29.466601] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:29.467315] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:29.467405] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:29.467447] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:29.580096] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:29.580256] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:29.580310] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:29.580345] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:29.583688] [DEBUG] [FORECASTER] RAY: Forecast T+1@11:T+2@11: DOWN (p=14.78%)
[2025-12-09T20:30:29.583957] [INFO ] [FORECASTER] Completed predict_future for RAY
[2025-12-09T20:30:29.584079] [INFO ] [sig       ] RAY: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:30:29.726878] [INFO ] [LOCAL     ] Saved forecast: RAY	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/RAY.txt
[2025-12-09T20:30:29.727023] [INFO ] [sig       ] [2711/3614] Completed RAY in 0.3s | 2.93 sym/s | Total: 15.4m | ETA: 5.1m
[2025-12-09T20:30:29.727062] [INFO ] [sig       ] [2712/3614] Forecasting RBA...
[2025-12-09T20:30:29.727091] [INFO ] [sig       ] Generating forecast for: RBA
[2025-12-09T20:30:29.727136] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBA' from 'https://tdm.silogroup.org/data/derivative_storage/RBA.csv'.
[2025-12-09T20:30:29.738997] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RBA'.
[2025-12-09T20:30:29.739305] [INFO ] [FORECASTER] Starting predict_future for RBA
[2025-12-09T20:30:29.740121] [DEBUG] [LOCAL     ] No optimal features file found for RBA: ./output/feature-sets/RBA.txt
[2025-12-09T20:30:29.740172] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:29.740204] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:29.740233] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:29.740288] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:29.795985] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:29.796813] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:29.796926] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:29.796958] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:29.917713] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:29.917869] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:29.917909] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:29.917938] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:29.921272] [DEBUG] [FORECASTER] RBA: Forecast T+1@11:T+2@11: UP (p=99.00%)
[2025-12-09T20:30:29.921541] [INFO ] [FORECASTER] Completed predict_future for RBA
[2025-12-09T20:30:29.921684] [INFO ] [sig       ] RBA: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:30:30.067110] [INFO ] [LOCAL     ] Saved forecast: RBA	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/RBA.txt
[2025-12-09T20:30:30.067255] [INFO ] [sig       ] [2712/3614] Completed RBA in 0.3s | 2.93 sym/s | Total: 15.4m | ETA: 5.1m
[2025-12-09T20:30:30.067315] [INFO ] [sig       ] [2713/3614] Forecasting RBB...
[2025-12-09T20:30:30.067349] [INFO ] [sig       ] Generating forecast for: RBB
[2025-12-09T20:30:30.067379] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBB' from 'https://tdm.silogroup.org/data/derivative_storage/RBB.csv'.
[2025-12-09T20:30:30.078735] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RBB'.
[2025-12-09T20:30:30.079043] [INFO ] [FORECASTER] Starting predict_future for RBB
[2025-12-09T20:30:30.079814] [DEBUG] [LOCAL     ] No optimal features file found for RBB: ./output/feature-sets/RBB.txt
[2025-12-09T20:30:30.079864] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:30.079895] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:30.079920] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:30.079975] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:30.137233] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:30.138033] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:30.138112] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:30.138144] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:30.262148] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:30.262308] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:30.262348] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:30.262375] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:30.265840] [DEBUG] [FORECASTER] RBB: Forecast T+1@11:T+2@11: DOWN (p=5.58%)
[2025-12-09T20:30:30.266127] [INFO ] [FORECASTER] Completed predict_future for RBB
[2025-12-09T20:30:30.266255] [INFO ] [sig       ] RBB: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:30:30.411807] [INFO ] [LOCAL     ] Saved forecast: RBB	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/RBB.txt
[2025-12-09T20:30:30.411946] [INFO ] [sig       ] [2713/3614] Completed RBB in 0.3s | 2.93 sym/s | Total: 15.4m | ETA: 5.1m
[2025-12-09T20:30:30.411985] [INFO ] [sig       ] [2714/3614] Forecasting RBBN...
[2025-12-09T20:30:30.412014] [INFO ] [sig       ] Generating forecast for: RBBN
[2025-12-09T20:30:30.412043] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBBN' from 'https://tdm.silogroup.org/data/derivative_storage/RBBN.csv'.
[2025-12-09T20:30:30.423460] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RBBN'.
[2025-12-09T20:30:30.423806] [INFO ] [FORECASTER] Starting predict_future for RBBN
[2025-12-09T20:30:30.424564] [DEBUG] [LOCAL     ] No optimal features file found for RBBN: ./output/feature-sets/RBBN.txt
[2025-12-09T20:30:30.424637] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:30.424670] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:30.424697] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:30.424753] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:30.481650] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:30.482361] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:30.482444] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:30.482476] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:30.601111] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:30.601269] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:30.601311] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:30.601346] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:30.604742] [DEBUG] [FORECASTER] RBBN: Forecast T+1@11:T+2@11: UP (p=87.58%)
[2025-12-09T20:30:30.605022] [INFO ] [FORECASTER] Completed predict_future for RBBN
[2025-12-09T20:30:30.605165] [INFO ] [sig       ] RBBN: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:30:30.750091] [INFO ] [LOCAL     ] Saved forecast: RBBN	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/RBBN.txt
[2025-12-09T20:30:30.750232] [INFO ] [sig       ] [2714/3614] Completed RBBN in 0.3s | 2.93 sym/s | Total: 15.4m | ETA: 5.1m
[2025-12-09T20:30:30.750271] [INFO ] [sig       ] [2715/3614] Forecasting RBC...
[2025-12-09T20:30:30.750300] [INFO ] [sig       ] Generating forecast for: RBC
[2025-12-09T20:30:30.750328] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBC' from 'https://tdm.silogroup.org/data/derivative_storage/RBC.csv'.
[2025-12-09T20:30:30.761449] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RBC'.
[2025-12-09T20:30:30.761752] [INFO ] [FORECASTER] Starting predict_future for RBC
[2025-12-09T20:30:30.762522] [DEBUG] [LOCAL     ] No optimal features file found for RBC: ./output/feature-sets/RBC.txt
[2025-12-09T20:30:30.762591] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:30.762625] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:30.762651] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:30.762706] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:30.818421] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:30.819078] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:30.819154] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:30.819185] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:30.936599] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:30.936763] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:30.936803] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:30.936831] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:30.940508] [DEBUG] [FORECASTER] RBC: Forecast T+1@11:T+2@11: UP (p=67.43%)
[2025-12-09T20:30:30.940879] [INFO ] [FORECASTER] Completed predict_future for RBC
[2025-12-09T20:30:30.941021] [INFO ] [sig       ] RBC: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:30:31.085972] [INFO ] [LOCAL     ] Saved forecast: RBC	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/RBC.txt
[2025-12-09T20:30:31.086128] [INFO ] [sig       ] [2715/3614] Completed RBC in 0.3s | 2.93 sym/s | Total: 15.4m | ETA: 5.1m
[2025-12-09T20:30:31.086167] [INFO ] [sig       ] [2716/3614] Forecasting RBCAA...
[2025-12-09T20:30:31.086196] [INFO ] [sig       ] Generating forecast for: RBCAA
[2025-12-09T20:30:31.086225] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBCAA' from 'https://tdm.silogroup.org/data/derivative_storage/RBCAA.csv'.
[2025-12-09T20:30:31.096592] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RBCAA'.
[2025-12-09T20:30:31.096900] [INFO ] [FORECASTER] Starting predict_future for RBCAA
[2025-12-09T20:30:31.097726] [DEBUG] [LOCAL     ] No optimal features file found for RBCAA: ./output/feature-sets/RBCAA.txt
[2025-12-09T20:30:31.097776] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:31.097806] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:31.097832] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:31.097887] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:31.154163] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:31.154914] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:31.154992] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:31.155025] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:31.268078] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:31.268227] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:31.268285] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:31.268314] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:31.271739] [DEBUG] [FORECASTER] RBCAA: Forecast T+1@11:T+2@11: UP (p=91.79%)
[2025-12-09T20:30:31.272010] [INFO ] [FORECASTER] Completed predict_future for RBCAA
[2025-12-09T20:30:31.272131] [INFO ] [sig       ] RBCAA: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:30:31.418087] [INFO ] [LOCAL     ] Saved forecast: RBCAA	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/RBCAA.txt
[2025-12-09T20:30:31.418247] [INFO ] [sig       ] [2716/3614] Completed RBCAA in 0.3s | 2.93 sym/s | Total: 15.5m | ETA: 5.1m
[2025-12-09T20:30:31.418286] [INFO ] [sig       ] [2717/3614] Forecasting RBLX...
[2025-12-09T20:30:31.418318] [INFO ] [sig       ] Generating forecast for: RBLX
[2025-12-09T20:30:31.418348] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBLX' from 'https://tdm.silogroup.org/data/derivative_storage/RBLX.csv'.
[2025-12-09T20:30:31.430310] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RBLX'.
[2025-12-09T20:30:31.430689] [INFO ] [FORECASTER] Starting predict_future for RBLX
[2025-12-09T20:30:31.431437] [DEBUG] [LOCAL     ] No optimal features file found for RBLX: ./output/feature-sets/RBLX.txt
[2025-12-09T20:30:31.431487] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:31.431518] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:31.431545] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:31.431617] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:31.487470] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:31.488206] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:31.488285] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:31.488317] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:31.608711] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:31.608855] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:31.608896] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:31.608925] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:31.612315] [DEBUG] [FORECASTER] RBLX: Forecast T+1@11:T+2@11: UP (p=57.75%)
[2025-12-09T20:30:31.612601] [INFO ] [FORECASTER] Completed predict_future for RBLX
[2025-12-09T20:30:31.612729] [INFO ] [sig       ] RBLX: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:30:31.757363] [INFO ] [LOCAL     ] Saved forecast: RBLX	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/RBLX.txt
[2025-12-09T20:30:31.757492] [INFO ] [sig       ] [2717/3614] Completed RBLX in 0.3s | 2.93 sym/s | Total: 15.5m | ETA: 5.1m
[2025-12-09T20:30:31.757550] [INFO ] [sig       ] [2718/3614] Forecasting RC...
[2025-12-09T20:30:31.757599] [INFO ] [sig       ] Generating forecast for: RC
[2025-12-09T20:30:31.757636] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RC' from 'https://tdm.silogroup.org/data/derivative_storage/RC.csv'.
[2025-12-09T20:30:31.769337] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RC'.
[2025-12-09T20:30:31.769670] [INFO ] [FORECASTER] Starting predict_future for RC
[2025-12-09T20:30:31.770466] [DEBUG] [LOCAL     ] No optimal features file found for RC: ./output/feature-sets/RC.txt
[2025-12-09T20:30:31.770518] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:31.770551] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:31.770597] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:31.770657] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:31.828995] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:31.829710] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:31.829803] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:31.829837] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:31.948418] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:31.948598] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:31.948641] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:31.948672] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:31.952188] [DEBUG] [FORECASTER] RC: Forecast T+1@11:T+2@11: UP (p=66.20%)
[2025-12-09T20:30:31.952531] [INFO ] [FORECASTER] Completed predict_future for RC
[2025-12-09T20:30:31.952685] [INFO ] [sig       ] RC: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:30:32.097023] [INFO ] [LOCAL     ] Saved forecast: RC	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/RC.txt
[2025-12-09T20:30:32.097152] [INFO ] [sig       ] [2718/3614] Completed RC in 0.3s | 2.93 sym/s | Total: 15.5m | ETA: 5.1m
[2025-12-09T20:30:32.097190] [INFO ] [sig       ] [2719/3614] Forecasting RCEL...
[2025-12-09T20:30:32.097219] [INFO ] [sig       ] Generating forecast for: RCEL
[2025-12-09T20:30:32.097248] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCEL' from 'https://tdm.silogroup.org/data/derivative_storage/RCEL.csv'.
[2025-12-09T20:30:32.108547] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RCEL'.
[2025-12-09T20:30:32.108862] [INFO ] [FORECASTER] Starting predict_future for RCEL
[2025-12-09T20:30:32.109668] [DEBUG] [LOCAL     ] No optimal features file found for RCEL: ./output/feature-sets/RCEL.txt
[2025-12-09T20:30:32.109720] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:32.109775] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:32.109804] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:32.109860] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:32.168996] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:32.169863] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:32.169942] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:32.169975] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:32.288221] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:32.288350] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:32.288388] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:32.288416] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:32.291634] [DEBUG] [FORECASTER] RCEL: Forecast T+1@11:T+2@11: DOWN (p=18.81%)
[2025-12-09T20:30:32.291896] [INFO ] [FORECASTER] Completed predict_future for RCEL
[2025-12-09T20:30:32.292011] [INFO ] [sig       ] RCEL: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:30:32.439626] [INFO ] [LOCAL     ] Saved forecast: RCEL	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/RCEL.txt
[2025-12-09T20:30:32.439786] [INFO ] [sig       ] [2719/3614] Completed RCEL in 0.3s | 2.93 sym/s | Total: 15.5m | ETA: 5.1m
[2025-12-09T20:30:32.439827] [INFO ] [sig       ] [2720/3614] Forecasting RCI...
[2025-12-09T20:30:32.439858] [INFO ] [sig       ] Generating forecast for: RCI
[2025-12-09T20:30:32.439889] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCI' from 'https://tdm.silogroup.org/data/derivative_storage/RCI.csv'.
[2025-12-09T20:30:32.451675] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RCI'.
[2025-12-09T20:30:32.452046] [INFO ] [FORECASTER] Starting predict_future for RCI
[2025-12-09T20:30:32.452857] [DEBUG] [LOCAL     ] No optimal features file found for RCI: ./output/feature-sets/RCI.txt
[2025-12-09T20:30:32.452909] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:32.452941] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:32.452981] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:32.453038] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:32.509540] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:32.510386] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:32.510466] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:32.510499] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:32.629016] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:32.629159] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:32.629201] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:32.629229] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:32.632520] [DEBUG] [FORECASTER] RCI: Forecast T+1@11:T+2@11: DOWN (p=16.99%)
[2025-12-09T20:30:32.632799] [INFO ] [FORECASTER] Completed predict_future for RCI
[2025-12-09T20:30:32.632925] [INFO ] [sig       ] RCI: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:30:32.771280] [INFO ] [LOCAL     ] Saved forecast: RCI	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/RCI.txt
[2025-12-09T20:30:32.771385] [INFO ] [sig       ] [2720/3614] Completed RCI in 0.3s | 2.93 sym/s | Total: 15.5m | ETA: 5.1m
[2025-12-09T20:30:32.771422] [INFO ] [sig       ] [2721/3614] Forecasting RCKY...
[2025-12-09T20:30:32.771450] [INFO ] [sig       ] Generating forecast for: RCKY
[2025-12-09T20:30:32.771478] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCKY' from 'https://tdm.silogroup.org/data/derivative_storage/RCKY.csv'.
[2025-12-09T20:30:32.782818] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RCKY'.
[2025-12-09T20:30:32.783097] [INFO ] [FORECASTER] Starting predict_future for RCKY
[2025-12-09T20:30:32.784075] [DEBUG] [LOCAL     ] No optimal features file found for RCKY: ./output/feature-sets/RCKY.txt
[2025-12-09T20:30:32.784125] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:32.784156] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:32.784181] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:32.784235] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:32.840186] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:32.840777] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:32.840850] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:32.840881] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:32.960385] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:32.960484] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:32.960520] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:32.960547] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:32.963731] [DEBUG] [FORECASTER] RCKY: Forecast T+1@11:T+2@11: DOWN (p=14.60%)
[2025-12-09T20:30:32.963987] [INFO ] [FORECASTER] Completed predict_future for RCKY
[2025-12-09T20:30:32.964103] [INFO ] [sig       ] RCKY: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:30:33.101749] [INFO ] [LOCAL     ] Saved forecast: RCKY	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/RCKY.txt
[2025-12-09T20:30:33.101853] [INFO ] [sig       ] [2721/3614] Completed RCKY in 0.3s | 2.93 sym/s | Total: 15.5m | ETA: 5.1m
[2025-12-09T20:30:33.101890] [INFO ] [sig       ] [2722/3614] Forecasting RCL...
[2025-12-09T20:30:33.101919] [INFO ] [sig       ] Generating forecast for: RCL
[2025-12-09T20:30:33.101948] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCL' from 'https://tdm.silogroup.org/data/derivative_storage/RCL.csv'.
[2025-12-09T20:30:33.113446] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RCL'.
[2025-12-09T20:30:33.113741] [INFO ] [FORECASTER] Starting predict_future for RCL
[2025-12-09T20:30:33.114479] [DEBUG] [LOCAL     ] No optimal features file found for RCL: ./output/feature-sets/RCL.txt
[2025-12-09T20:30:33.114529] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:33.114560] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:33.114605] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:33.114661] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:33.169870] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:33.170442] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:33.170515] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:33.170546] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:33.286932] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:33.287032] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:33.287068] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:33.287123] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:33.290227] [DEBUG] [FORECASTER] RCL: Forecast T+1@11:T+2@11: DOWN (p=18.06%)
[2025-12-09T20:30:33.290487] [INFO ] [FORECASTER] Completed predict_future for RCL
[2025-12-09T20:30:33.290623] [INFO ] [sig       ] RCL: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:30:33.427773] [INFO ] [LOCAL     ] Saved forecast: RCL	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/RCL.txt
[2025-12-09T20:30:33.427897] [INFO ] [sig       ] [2722/3614] Completed RCL in 0.3s | 2.93 sym/s | Total: 15.5m | ETA: 5.1m
[2025-12-09T20:30:33.427935] [INFO ] [sig       ] [2723/3614] Forecasting RCS...
[2025-12-09T20:30:33.427964] [INFO ] [sig       ] Generating forecast for: RCS
[2025-12-09T20:30:33.427994] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCS' from 'https://tdm.silogroup.org/data/derivative_storage/RCS.csv'.
[2025-12-09T20:30:33.439287] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RCS'.
[2025-12-09T20:30:33.439604] [INFO ] [FORECASTER] Starting predict_future for RCS
[2025-12-09T20:30:33.440342] [DEBUG] [LOCAL     ] No optimal features file found for RCS: ./output/feature-sets/RCS.txt
[2025-12-09T20:30:33.440392] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:33.440422] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:33.440448] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:33.440503] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:33.496411] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:33.497048] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:33.497119] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:33.497150] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:33.612312] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:33.612467] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:33.612508] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:33.612535] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:33.615898] [DEBUG] [FORECASTER] RCS: Forecast T+1@11:T+2@11: UP (p=98.00%)
[2025-12-09T20:30:33.616171] [INFO ] [FORECASTER] Completed predict_future for RCS
[2025-12-09T20:30:33.616290] [INFO ] [sig       ] RCS: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:30:33.755512] [INFO ] [LOCAL     ] Saved forecast: RCS	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/RCS.txt
[2025-12-09T20:30:33.755660] [INFO ] [sig       ] [2723/3614] Completed RCS in 0.3s | 2.93 sym/s | Total: 15.5m | ETA: 5.1m
[2025-12-09T20:30:33.755699] [INFO ] [sig       ] [2724/3614] Forecasting RCUS...
[2025-12-09T20:30:33.755728] [INFO ] [sig       ] Generating forecast for: RCUS
[2025-12-09T20:30:33.755762] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCUS' from 'https://tdm.silogroup.org/data/derivative_storage/RCUS.csv'.
[2025-12-09T20:30:33.767042] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RCUS'.
[2025-12-09T20:30:33.767311] [INFO ] [FORECASTER] Starting predict_future for RCUS
[2025-12-09T20:30:33.768120] [DEBUG] [LOCAL     ] No optimal features file found for RCUS: ./output/feature-sets/RCUS.txt
[2025-12-09T20:30:33.768171] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:33.768201] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:33.768227] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:33.768283] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:33.824211] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:33.824884] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:33.824958] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:33.824989] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:33.945176] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:33.945324] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:33.945364] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:33.945392] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:33.948759] [DEBUG] [FORECASTER] RCUS: Forecast T+1@11:T+2@11: DOWN (p=18.13%)
[2025-12-09T20:30:33.949021] [INFO ] [FORECASTER] Completed predict_future for RCUS
[2025-12-09T20:30:33.949139] [INFO ] [sig       ] RCUS: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:30:34.088061] [INFO ] [LOCAL     ] Saved forecast: RCUS	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/RCUS.txt
[2025-12-09T20:30:34.088184] [INFO ] [sig       ] [2724/3614] Completed RCUS in 0.3s | 2.93 sym/s | Total: 15.5m | ETA: 5.1m
[2025-12-09T20:30:34.088221] [INFO ] [sig       ] [2725/3614] Forecasting RDCM...
[2025-12-09T20:30:34.088250] [INFO ] [sig       ] Generating forecast for: RDCM
[2025-12-09T20:30:34.088280] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RDCM' from 'https://tdm.silogroup.org/data/derivative_storage/RDCM.csv'.
[2025-12-09T20:30:34.098976] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RDCM'.
[2025-12-09T20:30:34.099263] [INFO ] [FORECASTER] Starting predict_future for RDCM
[2025-12-09T20:30:34.100046] [DEBUG] [LOCAL     ] No optimal features file found for RDCM: ./output/feature-sets/RDCM.txt
[2025-12-09T20:30:34.100096] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:34.100126] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:34.100152] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:34.100207] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:34.155602] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:34.156185] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:34.156258] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:34.156288] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:34.270533] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:34.270685] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:34.270723] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:34.270751] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:34.274001] [DEBUG] [FORECASTER] RDCM: Forecast T+1@11:T+2@11: DOWN (p=29.10%)
[2025-12-09T20:30:34.274261] [INFO ] [FORECASTER] Completed predict_future for RDCM
[2025-12-09T20:30:34.274378] [INFO ] [sig       ] RDCM: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:30:34.417017] [INFO ] [LOCAL     ] Saved forecast: RDCM	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/RDCM.txt
[2025-12-09T20:30:34.417157] [INFO ] [sig       ] [2725/3614] Completed RDCM in 0.3s | 2.93 sym/s | Total: 15.5m | ETA: 5.1m
[2025-12-09T20:30:34.417195] [INFO ] [sig       ] [2726/3614] Forecasting RDHL...
[2025-12-09T20:30:34.417224] [INFO ] [sig       ] Generating forecast for: RDHL
[2025-12-09T20:30:34.417253] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RDHL' from 'https://tdm.silogroup.org/data/derivative_storage/RDHL.csv'.
[2025-12-09T20:30:34.427981] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RDHL'.
[2025-12-09T20:30:34.428296] [INFO ] [FORECASTER] Starting predict_future for RDHL
[2025-12-09T20:30:34.429063] [DEBUG] [LOCAL     ] No optimal features file found for RDHL: ./output/feature-sets/RDHL.txt
[2025-12-09T20:30:34.429113] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:34.429143] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:34.429170] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:34.429224] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:34.486113] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:34.486892] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:34.486965] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:34.486995] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:34.600720] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:34.600856] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:34.600894] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:34.600923] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:34.604176] [DEBUG] [FORECASTER] RDHL: Forecast T+1@11:T+2@11: UP (p=83.91%)
[2025-12-09T20:30:34.604431] [INFO ] [FORECASTER] Completed predict_future for RDHL
[2025-12-09T20:30:34.604555] [INFO ] [sig       ] RDHL: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:30:34.745537] [INFO ] [LOCAL     ] Saved forecast: RDHL	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/RDHL.txt
[2025-12-09T20:30:34.745710] [INFO ] [sig       ] [2726/3614] Completed RDHL in 0.3s | 2.93 sym/s | Total: 15.5m | ETA: 5.1m
[2025-12-09T20:30:34.745750] [INFO ] [sig       ] [2727/3614] Forecasting RDVY...
[2025-12-09T20:30:34.745780] [INFO ] [sig       ] Generating forecast for: RDVY
[2025-12-09T20:30:34.745810] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RDVY' from 'https://tdm.silogroup.org/data/derivative_storage/RDVY.csv'.
[2025-12-09T20:30:34.757349] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RDVY'.
[2025-12-09T20:30:34.757740] [INFO ] [FORECASTER] Starting predict_future for RDVY
[2025-12-09T20:30:34.758485] [DEBUG] [LOCAL     ] No optimal features file found for RDVY: ./output/feature-sets/RDVY.txt
[2025-12-09T20:30:34.758537] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:34.758569] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:34.758616] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:34.758672] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:34.814905] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:34.815609] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:34.815684] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:34.815716] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:34.936521] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:34.936652] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:34.936691] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:34.936736] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:34.939995] [DEBUG] [FORECASTER] RDVY: Forecast T+1@11:T+2@11: UP (p=53.39%)
[2025-12-09T20:30:34.940252] [INFO ] [FORECASTER] Completed predict_future for RDVY
[2025-12-09T20:30:34.940372] [INFO ] [sig       ] RDVY: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:30:35.079593] [INFO ] [LOCAL     ] Saved forecast: RDVY	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/RDVY.txt
[2025-12-09T20:30:35.079713] [INFO ] [sig       ] [2727/3614] Completed RDVY in 0.3s | 2.93 sym/s | Total: 15.5m | ETA: 5.0m
[2025-12-09T20:30:35.079751] [INFO ] [sig       ] [2728/3614] Forecasting RDY...
[2025-12-09T20:30:35.079779] [INFO ] [sig       ] Generating forecast for: RDY
[2025-12-09T20:30:35.079808] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RDY' from 'https://tdm.silogroup.org/data/derivative_storage/RDY.csv'.
[2025-12-09T20:30:35.091207] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RDY'.
[2025-12-09T20:30:35.091496] [INFO ] [FORECASTER] Starting predict_future for RDY
[2025-12-09T20:30:35.092250] [DEBUG] [LOCAL     ] No optimal features file found for RDY: ./output/feature-sets/RDY.txt
[2025-12-09T20:30:35.092300] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:35.092330] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:35.092355] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:35.092409] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:35.147739] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:35.148308] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:35.148382] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:35.148413] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:35.266703] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:35.266820] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:35.266857] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:35.266885] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:35.270065] [DEBUG] [FORECASTER] RDY: Forecast T+1@11:T+2@11: UP (p=61.07%)
[2025-12-09T20:30:35.270321] [INFO ] [FORECASTER] Completed predict_future for RDY
[2025-12-09T20:30:35.270450] [INFO ] [sig       ] RDY: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:30:35.408557] [INFO ] [LOCAL     ] Saved forecast: RDY	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/RDY.txt
[2025-12-09T20:30:35.408690] [INFO ] [sig       ] [2728/3614] Completed RDY in 0.3s | 2.93 sym/s | Total: 15.5m | ETA: 5.0m
[2025-12-09T20:30:35.408727] [INFO ] [sig       ] [2729/3614] Forecasting REAL...
[2025-12-09T20:30:35.408756] [INFO ] [sig       ] Generating forecast for: REAL
[2025-12-09T20:30:35.408784] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REAL' from 'https://tdm.silogroup.org/data/derivative_storage/REAL.csv'.
[2025-12-09T20:30:35.419967] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REAL'.
[2025-12-09T20:30:35.420234] [INFO ] [FORECASTER] Starting predict_future for REAL
[2025-12-09T20:30:35.420995] [DEBUG] [LOCAL     ] No optimal features file found for REAL: ./output/feature-sets/REAL.txt
[2025-12-09T20:30:35.421044] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:35.421075] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:35.421101] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:35.421155] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:35.477002] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:35.477640] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:35.477740] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:35.477772] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:35.596833] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:35.596966] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:35.597005] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:35.597032] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:35.600399] [DEBUG] [FORECASTER] REAL: Forecast T+1@11:T+2@11: DOWN (p=0.67%)
[2025-12-09T20:30:35.600686] [INFO ] [FORECASTER] Completed predict_future for REAL
[2025-12-09T20:30:35.600805] [INFO ] [sig       ] REAL: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:30:35.740468] [INFO ] [LOCAL     ] Saved forecast: REAL	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/REAL.txt
[2025-12-09T20:30:35.740630] [INFO ] [sig       ] [2729/3614] Completed REAL in 0.3s | 2.93 sym/s | Total: 15.5m | ETA: 5.0m
[2025-12-09T20:30:35.740672] [INFO ] [sig       ] [2730/3614] Forecasting REAX...
[2025-12-09T20:30:35.740703] [INFO ] [sig       ] Generating forecast for: REAX
[2025-12-09T20:30:35.740732] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REAX' from 'https://tdm.silogroup.org/data/derivative_storage/REAX.csv'.
[2025-12-09T20:30:35.752108] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REAX'.
[2025-12-09T20:30:35.752471] [INFO ] [FORECASTER] Starting predict_future for REAX
[2025-12-09T20:30:35.753301] [DEBUG] [LOCAL     ] No optimal features file found for REAX: ./output/feature-sets/REAX.txt
[2025-12-09T20:30:35.753352] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:35.753383] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:35.753409] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:35.753473] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:35.813640] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:35.814469] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:35.814550] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:35.814601] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:35.935772] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:35.935915] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:35.935956] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:35.935993] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:35.939366] [DEBUG] [FORECASTER] REAX: Forecast T+1@11:T+2@11: DOWN (p=9.79%)
[2025-12-09T20:30:35.939684] [INFO ] [FORECASTER] Completed predict_future for REAX
[2025-12-09T20:30:35.939807] [INFO ] [sig       ] REAX: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:30:36.083712] [INFO ] [LOCAL     ] Saved forecast: REAX	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/REAX.txt
[2025-12-09T20:30:36.083833] [INFO ] [sig       ] [2730/3614] Completed REAX in 0.3s | 2.93 sym/s | Total: 15.5m | ETA: 5.0m
[2025-12-09T20:30:36.083871] [INFO ] [sig       ] [2731/3614] Forecasting REBN...
[2025-12-09T20:30:36.083898] [INFO ] [sig       ] Generating forecast for: REBN
[2025-12-09T20:30:36.083931] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REBN' from 'https://tdm.silogroup.org/data/derivative_storage/REBN.csv'.
[2025-12-09T20:30:36.094867] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REBN'.
[2025-12-09T20:30:36.095135] [INFO ] [FORECASTER] Starting predict_future for REBN
[2025-12-09T20:30:36.095953] [DEBUG] [LOCAL     ] No optimal features file found for REBN: ./output/feature-sets/REBN.txt
[2025-12-09T20:30:36.096005] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:36.096035] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:36.096060] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:36.096126] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:36.152991] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:36.153617] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:36.153693] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:36.153726] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:36.271007] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:36.271133] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:36.271176] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:36.271205] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:36.274636] [DEBUG] [FORECASTER] REBN: Forecast T+1@11:T+2@11: DOWN (p=12.14%)
[2025-12-09T20:30:36.274902] [INFO ] [FORECASTER] Completed predict_future for REBN
[2025-12-09T20:30:36.275024] [INFO ] [sig       ] REBN: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:30:36.413810] [INFO ] [LOCAL     ] Saved forecast: REBN	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/REBN.txt
[2025-12-09T20:30:36.413922] [INFO ] [sig       ] [2731/3614] Completed REBN in 0.3s | 2.93 sym/s | Total: 15.5m | ETA: 5.0m
[2025-12-09T20:30:36.413959] [INFO ] [sig       ] [2732/3614] Forecasting REFI...
[2025-12-09T20:30:36.413989] [INFO ] [sig       ] Generating forecast for: REFI
[2025-12-09T20:30:36.414017] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REFI' from 'https://tdm.silogroup.org/data/derivative_storage/REFI.csv'.
[2025-12-09T20:30:36.425103] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REFI'.
[2025-12-09T20:30:36.425360] [INFO ] [FORECASTER] Starting predict_future for REFI
[2025-12-09T20:30:36.426156] [DEBUG] [LOCAL     ] No optimal features file found for REFI: ./output/feature-sets/REFI.txt
[2025-12-09T20:30:36.426206] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:36.426237] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:36.426263] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:36.426318] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:36.481951] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:36.482558] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:36.482649] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:36.482682] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:36.601282] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:36.601439] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:36.601482] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:36.601512] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:36.604969] [DEBUG] [FORECASTER] REFI: Forecast T+1@11:T+2@11: UP (p=89.00%)
[2025-12-09T20:30:36.605278] [INFO ] [FORECASTER] Completed predict_future for REFI
[2025-12-09T20:30:36.605410] [INFO ] [sig       ] REFI: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:30:36.755061] [INFO ] [LOCAL     ] Saved forecast: REFI	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/REFI.txt
[2025-12-09T20:30:36.755295] [INFO ] [sig       ] [2732/3614] Completed REFI in 0.3s | 2.93 sym/s | Total: 15.5m | ETA: 5.0m
[2025-12-09T20:30:36.755358] [INFO ] [sig       ] [2733/3614] Forecasting REG...
[2025-12-09T20:30:36.755393] [INFO ] [sig       ] Generating forecast for: REG
[2025-12-09T20:30:36.755424] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REG' from 'https://tdm.silogroup.org/data/derivative_storage/REG.csv'.
[2025-12-09T20:30:36.768747] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REG'.
[2025-12-09T20:30:36.769166] [INFO ] [FORECASTER] Starting predict_future for REG
[2025-12-09T20:30:36.769996] [DEBUG] [LOCAL     ] No optimal features file found for REG: ./output/feature-sets/REG.txt
[2025-12-09T20:30:36.770065] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:36.770099] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:36.770127] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:36.770183] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:36.838273] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:36.839269] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:36.839405] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:36.839452] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:37.001332] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:37.001499] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:37.001542] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:37.001588] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:37.006488] [DEBUG] [FORECASTER] REG: Forecast T+1@11:T+2@11: DOWN (p=28.31%)
[2025-12-09T20:30:37.007013] [INFO ] [FORECASTER] Completed predict_future for REG
[2025-12-09T20:30:37.007216] [INFO ] [sig       ] REG: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:30:37.205064] [INFO ] [LOCAL     ] Saved forecast: REG	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/REG.txt
[2025-12-09T20:30:37.205265] [INFO ] [sig       ] [2733/3614] Completed REG in 0.4s | 2.93 sym/s | Total: 15.5m | ETA: 5.0m
[2025-12-09T20:30:37.205312] [INFO ] [sig       ] [2734/3614] Forecasting REGN...
[2025-12-09T20:30:37.205346] [INFO ] [sig       ] Generating forecast for: REGN
[2025-12-09T20:30:37.205381] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REGN' from 'https://tdm.silogroup.org/data/derivative_storage/REGN.csv'.
[2025-12-09T20:30:37.222795] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REGN'.
[2025-12-09T20:30:37.223333] [INFO ] [FORECASTER] Starting predict_future for REGN
[2025-12-09T20:30:37.224702] [DEBUG] [LOCAL     ] No optimal features file found for REGN: ./output/feature-sets/REGN.txt
[2025-12-09T20:30:37.224795] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:37.224842] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:37.224883] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:37.224969] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:37.310970] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:37.312198] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:37.312312] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:37.312363] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:37.483740] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:37.483933] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:37.483998] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:37.484046] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:37.489106] [DEBUG] [FORECASTER] REGN: Forecast T+1@11:T+2@11: UP (p=53.72%)
[2025-12-09T20:30:37.489645] [INFO ] [FORECASTER] Completed predict_future for REGN
[2025-12-09T20:30:37.489819] [INFO ] [sig       ] REGN: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:30:37.698112] [INFO ] [LOCAL     ] Saved forecast: REGN	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/REGN.txt
[2025-12-09T20:30:37.698339] [INFO ] [sig       ] [2734/3614] Completed REGN in 0.5s | 2.93 sym/s | Total: 15.6m | ETA: 5.0m
[2025-12-09T20:30:37.698409] [INFO ] [sig       ] [2735/3614] Forecasting RELL...
[2025-12-09T20:30:37.698459] [INFO ] [sig       ] Generating forecast for: RELL
[2025-12-09T20:30:37.698507] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RELL' from 'https://tdm.silogroup.org/data/derivative_storage/RELL.csv'.
[2025-12-09T20:30:37.714007] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RELL'.
[2025-12-09T20:30:37.714498] [INFO ] [FORECASTER] Starting predict_future for RELL
[2025-12-09T20:30:37.715690] [DEBUG] [LOCAL     ] No optimal features file found for RELL: ./output/feature-sets/RELL.txt
[2025-12-09T20:30:37.715756] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:37.715809] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:37.715855] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:37.715945] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:37.788466] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:37.789415] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:37.789507] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:37.789543] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:37.921282] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:37.921441] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:37.921486] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:37.921518] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:37.925286] [DEBUG] [FORECASTER] RELL: Forecast T+1@11:T+2@11: DOWN (p=33.04%)
[2025-12-09T20:30:37.925705] [INFO ] [FORECASTER] Completed predict_future for RELL
[2025-12-09T20:30:37.925893] [INFO ] [sig       ] RELL: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:30:38.069259] [INFO ] [LOCAL     ] Saved forecast: RELL	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/RELL.txt
[2025-12-09T20:30:38.069396] [INFO ] [sig       ] [2735/3614] Completed RELL in 0.4s | 2.93 sym/s | Total: 15.6m | ETA: 5.0m
[2025-12-09T20:30:38.069435] [INFO ] [sig       ] [2736/3614] Forecasting RELX...
[2025-12-09T20:30:38.069464] [INFO ] [sig       ] Generating forecast for: RELX
[2025-12-09T20:30:38.069493] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RELX' from 'https://tdm.silogroup.org/data/derivative_storage/RELX.csv'.
[2025-12-09T20:30:38.080313] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RELX'.
[2025-12-09T20:30:38.080647] [INFO ] [FORECASTER] Starting predict_future for RELX
[2025-12-09T20:30:38.081394] [DEBUG] [LOCAL     ] No optimal features file found for RELX: ./output/feature-sets/RELX.txt
[2025-12-09T20:30:38.081445] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:38.081501] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:38.081528] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:38.081603] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:38.136803] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:38.137489] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:38.137615] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:38.137651] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:38.269652] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:38.269803] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:38.269846] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:38.269875] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:38.273384] [DEBUG] [FORECASTER] RELX: Forecast T+1@11:T+2@11: DOWN (p=13.44%)
[2025-12-09T20:30:38.273680] [INFO ] [FORECASTER] Completed predict_future for RELX
[2025-12-09T20:30:38.273808] [INFO ] [sig       ] RELX: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:30:38.417976] [INFO ] [LOCAL     ] Saved forecast: RELX	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/RELX.txt
[2025-12-09T20:30:38.418144] [INFO ] [sig       ] [2736/3614] Completed RELX in 0.3s | 2.93 sym/s | Total: 15.6m | ETA: 5.0m
[2025-12-09T20:30:38.418189] [INFO ] [sig       ] [2737/3614] Forecasting RELY...
[2025-12-09T20:30:38.418223] [INFO ] [sig       ] Generating forecast for: RELY
[2025-12-09T20:30:38.418253] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RELY' from 'https://tdm.silogroup.org/data/derivative_storage/RELY.csv'.
[2025-12-09T20:30:38.431057] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RELY'.
[2025-12-09T20:30:38.431383] [INFO ] [FORECASTER] Starting predict_future for RELY
[2025-12-09T20:30:38.432174] [DEBUG] [LOCAL     ] No optimal features file found for RELY: ./output/feature-sets/RELY.txt
[2025-12-09T20:30:38.432227] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:38.432261] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:38.432288] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:38.432345] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:38.493612] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:38.494447] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:38.494530] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:38.494565] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:38.619022] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:38.619169] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:38.619212] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:38.619242] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:38.622723] [DEBUG] [FORECASTER] RELY: Forecast T+1@11:T+2@11: DOWN (p=28.78%)
[2025-12-09T20:30:38.623000] [INFO ] [FORECASTER] Completed predict_future for RELY
[2025-12-09T20:30:38.623126] [INFO ] [sig       ] RELY: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:30:38.769722] [INFO ] [LOCAL     ] Saved forecast: RELY	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/RELY.txt
[2025-12-09T20:30:38.769867] [INFO ] [sig       ] [2737/3614] Completed RELY in 0.4s | 2.93 sym/s | Total: 15.6m | ETA: 5.0m
[2025-12-09T20:30:38.769907] [INFO ] [sig       ] [2738/3614] Forecasting REPL...
[2025-12-09T20:30:38.769938] [INFO ] [sig       ] Generating forecast for: REPL
[2025-12-09T20:30:38.769968] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REPL' from 'https://tdm.silogroup.org/data/derivative_storage/REPL.csv'.
[2025-12-09T20:30:38.782404] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REPL'.
[2025-12-09T20:30:38.782808] [INFO ] [FORECASTER] Starting predict_future for REPL
[2025-12-09T20:30:38.783787] [DEBUG] [LOCAL     ] No optimal features file found for REPL: ./output/feature-sets/REPL.txt
[2025-12-09T20:30:38.783842] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:38.783885] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:38.783914] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:38.783972] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:38.844015] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:38.844925] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:38.845008] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:38.845042] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:38.968631] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:38.968786] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:38.968828] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:38.968857] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:38.972294] [DEBUG] [FORECASTER] REPL: Forecast T+1@11:T+2@11: DOWN (p=28.08%)
[2025-12-09T20:30:38.972562] [INFO ] [FORECASTER] Completed predict_future for REPL
[2025-12-09T20:30:38.972703] [INFO ] [sig       ] REPL: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:30:39.115230] [INFO ] [LOCAL     ] Saved forecast: REPL	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/REPL.txt
[2025-12-09T20:30:39.115368] [INFO ] [sig       ] [2738/3614] Completed REPL in 0.3s | 2.93 sym/s | Total: 15.6m | ETA: 5.0m
[2025-12-09T20:30:39.115408] [INFO ] [sig       ] [2739/3614] Forecasting RERE...
[2025-12-09T20:30:39.115437] [INFO ] [sig       ] Generating forecast for: RERE
[2025-12-09T20:30:39.115467] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RERE' from 'https://tdm.silogroup.org/data/derivative_storage/RERE.csv'.
[2025-12-09T20:30:39.126673] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RERE'.
[2025-12-09T20:30:39.126979] [INFO ] [FORECASTER] Starting predict_future for RERE
[2025-12-09T20:30:39.127784] [DEBUG] [LOCAL     ] No optimal features file found for RERE: ./output/feature-sets/RERE.txt
[2025-12-09T20:30:39.127836] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:39.127868] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:39.127895] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:39.127956] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:39.184870] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:39.185698] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:39.185781] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:39.185815] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:39.305471] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:39.305635] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:39.305682] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:39.305744] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:39.309277] [DEBUG] [FORECASTER] RERE: Forecast T+1@11:T+2@11: DOWN (p=9.01%)
[2025-12-09T20:30:39.309607] [INFO ] [FORECASTER] Completed predict_future for RERE
[2025-12-09T20:30:39.309746] [INFO ] [sig       ] RERE: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:30:39.453761] [INFO ] [LOCAL     ] Saved forecast: RERE	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/RERE.txt
[2025-12-09T20:30:39.453911] [INFO ] [sig       ] [2739/3614] Completed RERE in 0.3s | 2.93 sym/s | Total: 15.6m | ETA: 5.0m
[2025-12-09T20:30:39.453950] [INFO ] [sig       ] [2740/3614] Forecasting RES...
[2025-12-09T20:30:39.453981] [INFO ] [sig       ] Generating forecast for: RES
[2025-12-09T20:30:39.454010] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RES' from 'https://tdm.silogroup.org/data/derivative_storage/RES.csv'.
[2025-12-09T20:30:39.465161] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RES'.
[2025-12-09T20:30:39.465470] [INFO ] [FORECASTER] Starting predict_future for RES
[2025-12-09T20:30:39.466247] [DEBUG] [LOCAL     ] No optimal features file found for RES: ./output/feature-sets/RES.txt
[2025-12-09T20:30:39.466298] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:39.466329] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:39.466355] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:39.466410] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:39.526226] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:39.527086] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:39.527182] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:39.527232] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:39.652705] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:39.652877] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:39.652919] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:39.652951] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:39.656693] [DEBUG] [FORECASTER] RES: Forecast T+1@11:T+2@11: UP (p=76.10%)
[2025-12-09T20:30:39.657022] [INFO ] [FORECASTER] Completed predict_future for RES
[2025-12-09T20:30:39.657162] [INFO ] [sig       ] RES: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:30:39.804528] [INFO ] [LOCAL     ] Saved forecast: RES	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/RES.txt
[2025-12-09T20:30:39.804707] [INFO ] [sig       ] [2740/3614] Completed RES in 0.4s | 2.93 sym/s | Total: 15.6m | ETA: 5.0m
[2025-12-09T20:30:39.804757] [INFO ] [sig       ] [2741/3614] Forecasting REVG...
[2025-12-09T20:30:39.804799] [INFO ] [sig       ] Generating forecast for: REVG
[2025-12-09T20:30:39.804831] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REVG' from 'https://tdm.silogroup.org/data/derivative_storage/REVG.csv'.
[2025-12-09T20:30:39.816535] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REVG'.
[2025-12-09T20:30:39.816911] [INFO ] [FORECASTER] Starting predict_future for REVG
[2025-12-09T20:30:39.817735] [DEBUG] [LOCAL     ] No optimal features file found for REVG: ./output/feature-sets/REVG.txt
[2025-12-09T20:30:39.817788] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:39.817821] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:39.817849] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:39.818071] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:39.879310] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:39.880194] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:39.880283] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:39.880317] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:40.010251] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:40.010408] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:40.010450] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:40.010489] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:40.014003] [DEBUG] [FORECASTER] REVG: Forecast T+1@11:T+2@11: DOWN (p=4.18%)
[2025-12-09T20:30:40.014278] [INFO ] [FORECASTER] Completed predict_future for REVG
[2025-12-09T20:30:40.014406] [INFO ] [sig       ] REVG: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:30:40.173217] [INFO ] [LOCAL     ] Saved forecast: REVG	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/REVG.txt
[2025-12-09T20:30:40.173376] [INFO ] [sig       ] [2741/3614] Completed REVG in 0.4s | 2.93 sym/s | Total: 15.6m | ETA: 5.0m
[2025-12-09T20:30:40.173416] [INFO ] [sig       ] [2742/3614] Forecasting REX...
[2025-12-09T20:30:40.173445] [INFO ] [sig       ] Generating forecast for: REX
[2025-12-09T20:30:40.173474] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REX' from 'https://tdm.silogroup.org/data/derivative_storage/REX.csv'.
[2025-12-09T20:30:40.186434] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REX'.
[2025-12-09T20:30:40.186764] [INFO ] [FORECASTER] Starting predict_future for REX
[2025-12-09T20:30:40.187568] [DEBUG] [LOCAL     ] No optimal features file found for REX: ./output/feature-sets/REX.txt
[2025-12-09T20:30:40.187640] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:40.187673] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:40.187700] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:40.187757] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:40.243960] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:40.244596] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:40.244673] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:40.244706] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:40.361217] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:40.361360] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:40.361404] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:40.361432] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:40.364978] [DEBUG] [FORECASTER] REX: Forecast T+1@11:T+2@11: DOWN (p=21.17%)
[2025-12-09T20:30:40.365259] [INFO ] [FORECASTER] Completed predict_future for REX
[2025-12-09T20:30:40.365383] [INFO ] [sig       ] REX: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:30:40.509646] [INFO ] [LOCAL     ] Saved forecast: REX	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/REX.txt
[2025-12-09T20:30:40.509781] [INFO ] [sig       ] [2742/3614] Completed REX in 0.3s | 2.93 sym/s | Total: 15.6m | ETA: 5.0m
[2025-12-09T20:30:40.509823] [INFO ] [sig       ] [2743/3614] Forecasting REYN...
[2025-12-09T20:30:40.509854] [INFO ] [sig       ] Generating forecast for: REYN
[2025-12-09T20:30:40.509885] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REYN' from 'https://tdm.silogroup.org/data/derivative_storage/REYN.csv'.
[2025-12-09T20:30:40.520966] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REYN'.
[2025-12-09T20:30:40.521280] [INFO ] [FORECASTER] Starting predict_future for REYN
[2025-12-09T20:30:40.522092] [DEBUG] [LOCAL     ] No optimal features file found for REYN: ./output/feature-sets/REYN.txt
[2025-12-09T20:30:40.522144] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:40.522176] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:40.522203] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:40.522259] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:40.581601] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:40.582360] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:40.582441] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:40.582476] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:40.700837] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:40.700982] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:40.701020] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:40.701049] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:40.704797] [DEBUG] [FORECASTER] REYN: Forecast T+1@11:T+2@11: DOWN (p=5.58%)
[2025-12-09T20:30:40.705073] [INFO ] [FORECASTER] Completed predict_future for REYN
[2025-12-09T20:30:40.705197] [INFO ] [sig       ] REYN: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:30:40.855208] [INFO ] [LOCAL     ] Saved forecast: REYN	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/REYN.txt
[2025-12-09T20:30:40.855350] [INFO ] [sig       ] [2743/3614] Completed REYN in 0.3s | 2.93 sym/s | Total: 15.6m | ETA: 5.0m
[2025-12-09T20:30:40.855390] [INFO ] [sig       ] [2744/3614] Forecasting REZI...
[2025-12-09T20:30:40.855422] [INFO ] [sig       ] Generating forecast for: REZI
[2025-12-09T20:30:40.855451] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REZI' from 'https://tdm.silogroup.org/data/derivative_storage/REZI.csv'.
[2025-12-09T20:30:40.867373] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REZI'.
[2025-12-09T20:30:40.867710] [INFO ] [FORECASTER] Starting predict_future for REZI
[2025-12-09T20:30:40.868509] [DEBUG] [LOCAL     ] No optimal features file found for REZI: ./output/feature-sets/REZI.txt
[2025-12-09T20:30:40.868599] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:40.868663] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:40.868696] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:40.868755] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:40.927132] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:40.927972] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:40.928053] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:40.928088] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:41.047353] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:41.047529] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:41.047589] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:41.047623] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:41.051089] [DEBUG] [FORECASTER] REZI: Forecast T+1@11:T+2@11: DOWN (p=2.25%)
[2025-12-09T20:30:41.051361] [INFO ] [FORECASTER] Completed predict_future for REZI
[2025-12-09T20:30:41.051485] [INFO ] [sig       ] REZI: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:30:41.194462] [INFO ] [LOCAL     ] Saved forecast: REZI	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/REZI.txt
[2025-12-09T20:30:41.194610] [INFO ] [sig       ] [2744/3614] Completed REZI in 0.3s | 2.93 sym/s | Total: 15.6m | ETA: 5.0m
[2025-12-09T20:30:41.194656] [INFO ] [sig       ] [2745/3614] Forecasting RF...
[2025-12-09T20:30:41.194685] [INFO ] [sig       ] Generating forecast for: RF
[2025-12-09T20:30:41.194713] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RF' from 'https://tdm.silogroup.org/data/derivative_storage/RF.csv'.
[2025-12-09T20:30:41.211135] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RF'.
[2025-12-09T20:30:41.211814] [INFO ] [FORECASTER] Starting predict_future for RF
[2025-12-09T20:30:41.212935] [DEBUG] [LOCAL     ] No optimal features file found for RF: ./output/feature-sets/RF.txt
[2025-12-09T20:30:41.212998] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:41.213040] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:41.213074] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:41.213153] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:41.279568] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:41.280709] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:41.280816] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:41.280852] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:41.407435] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:41.407674] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:41.407720] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:41.407748] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:41.411334] [DEBUG] [FORECASTER] RF: Forecast T+1@11:T+2@11: DOWN (p=0.62%)
[2025-12-09T20:30:41.411647] [INFO ] [FORECASTER] Completed predict_future for RF
[2025-12-09T20:30:41.411787] [INFO ] [sig       ] RF: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:30:41.556010] [INFO ] [LOCAL     ] Saved forecast: RF	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/RF.txt
[2025-12-09T20:30:41.556153] [INFO ] [sig       ] [2745/3614] Completed RF in 0.4s | 2.93 sym/s | Total: 15.6m | ETA: 4.9m
[2025-12-09T20:30:41.556191] [INFO ] [sig       ] [2746/3614] Forecasting RFI...
[2025-12-09T20:30:41.556221] [INFO ] [sig       ] Generating forecast for: RFI
[2025-12-09T20:30:41.556252] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RFI' from 'https://tdm.silogroup.org/data/derivative_storage/RFI.csv'.
[2025-12-09T20:30:41.569998] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RFI'.
[2025-12-09T20:30:41.570412] [INFO ] [FORECASTER] Starting predict_future for RFI
[2025-12-09T20:30:41.571361] [DEBUG] [LOCAL     ] No optimal features file found for RFI: ./output/feature-sets/RFI.txt
[2025-12-09T20:30:41.571416] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:41.571448] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:41.571476] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:41.571534] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:41.630654] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:41.631557] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:41.631700] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:41.631736] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:41.743902] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:41.744059] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:41.744102] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:41.744131] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:41.747685] [DEBUG] [FORECASTER] RFI: Forecast T+1@11:T+2@11: DOWN (p=11.11%)
[2025-12-09T20:30:41.747971] [INFO ] [FORECASTER] Completed predict_future for RFI
[2025-12-09T20:30:41.748100] [INFO ] [sig       ] RFI: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:30:41.897972] [INFO ] [LOCAL     ] Saved forecast: RFI	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/RFI.txt
[2025-12-09T20:30:41.898136] [INFO ] [sig       ] [2746/3614] Completed RFI in 0.3s | 2.93 sym/s | Total: 15.6m | ETA: 4.9m
[2025-12-09T20:30:41.898177] [INFO ] [sig       ] [2747/3614] Forecasting RFL...
[2025-12-09T20:30:41.898210] [INFO ] [sig       ] Generating forecast for: RFL
[2025-12-09T20:30:41.898240] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RFL' from 'https://tdm.silogroup.org/data/derivative_storage/RFL.csv'.
[2025-12-09T20:30:41.910211] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RFL'.
[2025-12-09T20:30:41.910663] [INFO ] [FORECASTER] Starting predict_future for RFL
[2025-12-09T20:30:41.911491] [DEBUG] [LOCAL     ] No optimal features file found for RFL: ./output/feature-sets/RFL.txt
[2025-12-09T20:30:41.911544] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:41.911594] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:41.911647] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:41.911705] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:41.971385] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:41.972256] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:41.972340] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:41.972374] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:42.093308] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:42.093474] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:42.093522] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:42.093552] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:42.097095] [DEBUG] [FORECASTER] RFL: Forecast T+1@11:T+2@11: UP (p=58.81%)
[2025-12-09T20:30:42.097406] [INFO ] [FORECASTER] Completed predict_future for RFL
[2025-12-09T20:30:42.097571] [INFO ] [sig       ] RFL: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:30:42.244109] [INFO ] [LOCAL     ] Saved forecast: RFL	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/RFL.txt
[2025-12-09T20:30:42.244253] [INFO ] [sig       ] [2747/3614] Completed RFL in 0.3s | 2.93 sym/s | Total: 15.6m | ETA: 4.9m
[2025-12-09T20:30:42.244299] [INFO ] [sig       ] [2748/3614] Forecasting RFM...
[2025-12-09T20:30:42.244331] [INFO ] [sig       ] Generating forecast for: RFM
[2025-12-09T20:30:42.244362] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RFM' from 'https://tdm.silogroup.org/data/derivative_storage/RFM.csv'.
[2025-12-09T20:30:42.255204] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RFM'.
[2025-12-09T20:30:42.255619] [INFO ] [FORECASTER] Starting predict_future for RFM
[2025-12-09T20:30:42.256397] [DEBUG] [LOCAL     ] No optimal features file found for RFM: ./output/feature-sets/RFM.txt
[2025-12-09T20:30:42.256450] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:42.256482] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:42.256511] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:42.256566] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:42.316963] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:42.317844] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:42.317928] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:42.317961] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:42.425768] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:42.425923] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:42.425965] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:42.425994] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:42.429454] [DEBUG] [FORECASTER] RFM: Forecast T+1@11:T+2@11: UP (p=60.28%)
[2025-12-09T20:30:42.429745] [INFO ] [FORECASTER] Completed predict_future for RFM
[2025-12-09T20:30:42.429871] [INFO ] [sig       ] RFM: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:30:42.568170] [INFO ] [LOCAL     ] Saved forecast: RFM	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/RFM.txt
[2025-12-09T20:30:42.568308] [INFO ] [sig       ] [2748/3614] Completed RFM in 0.3s | 2.93 sym/s | Total: 15.6m | ETA: 4.9m
[2025-12-09T20:30:42.568347] [INFO ] [sig       ] [2749/3614] Forecasting RFMZ...
[2025-12-09T20:30:42.568377] [INFO ] [sig       ] Generating forecast for: RFMZ
[2025-12-09T20:30:42.568406] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RFMZ' from 'https://tdm.silogroup.org/data/derivative_storage/RFMZ.csv'.
[2025-12-09T20:30:42.579998] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RFMZ'.
[2025-12-09T20:30:42.580310] [INFO ] [FORECASTER] Starting predict_future for RFMZ
[2025-12-09T20:30:42.581155] [DEBUG] [LOCAL     ] No optimal features file found for RFMZ: ./output/feature-sets/RFMZ.txt
[2025-12-09T20:30:42.581208] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:42.581241] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:42.581268] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:42.581324] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:42.637996] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:42.638779] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:42.638858] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:42.638891] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:42.757090] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:42.757241] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:42.757281] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:42.757310] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:42.760664] [DEBUG] [FORECASTER] RFMZ: Forecast T+1@11:T+2@11: DOWN (p=43.37%)
[2025-12-09T20:30:42.760924] [INFO ] [FORECASTER] Completed predict_future for RFMZ
[2025-12-09T20:30:42.761058] [INFO ] [sig       ] RFMZ: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:30:42.899237] [INFO ] [LOCAL     ] Saved forecast: RFMZ	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/RFMZ.txt
[2025-12-09T20:30:42.899400] [INFO ] [sig       ] [2749/3614] Completed RFMZ in 0.3s | 2.93 sym/s | Total: 15.6m | ETA: 4.9m
[2025-12-09T20:30:42.899442] [INFO ] [sig       ] [2750/3614] Forecasting RGA...
[2025-12-09T20:30:42.899474] [INFO ] [sig       ] Generating forecast for: RGA
[2025-12-09T20:30:42.899506] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGA' from 'https://tdm.silogroup.org/data/derivative_storage/RGA.csv'.
[2025-12-09T20:30:42.911262] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGA'.
[2025-12-09T20:30:42.911599] [INFO ] [FORECASTER] Starting predict_future for RGA
[2025-12-09T20:30:42.912338] [DEBUG] [LOCAL     ] No optimal features file found for RGA: ./output/feature-sets/RGA.txt
[2025-12-09T20:30:42.912387] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:42.912418] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:42.912444] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:42.912499] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:42.968327] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:42.969076] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:42.969156] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:42.969191] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:43.090669] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:43.090821] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:43.090862] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:43.090892] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:43.094316] [DEBUG] [FORECASTER] RGA: Forecast T+1@11:T+2@11: DOWN (p=39.54%)
[2025-12-09T20:30:43.094603] [INFO ] [FORECASTER] Completed predict_future for RGA
[2025-12-09T20:30:43.094734] [INFO ] [sig       ] RGA: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:30:43.280686] [INFO ] [LOCAL     ] Saved forecast: RGA	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/RGA.txt
[2025-12-09T20:30:43.280830] [INFO ] [sig       ] [2750/3614] Completed RGA in 0.4s | 2.93 sym/s | Total: 15.7m | ETA: 4.9m
[2025-12-09T20:30:43.280869] [INFO ] [sig       ] [2751/3614] Forecasting RGCO...
[2025-12-09T20:30:43.280901] [INFO ] [sig       ] Generating forecast for: RGCO
[2025-12-09T20:30:43.280931] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGCO' from 'https://tdm.silogroup.org/data/derivative_storage/RGCO.csv'.
[2025-12-09T20:30:43.291019] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGCO'.
[2025-12-09T20:30:43.291319] [INFO ] [FORECASTER] Starting predict_future for RGCO
[2025-12-09T20:30:43.292204] [DEBUG] [LOCAL     ] No optimal features file found for RGCO: ./output/feature-sets/RGCO.txt
[2025-12-09T20:30:43.292254] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:43.292285] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:43.292311] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:43.292365] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:43.348843] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:43.349499] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:43.349599] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:43.349635] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:43.448243] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:43.448387] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:30:43.448442] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:43.448471] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:43.451755] [DEBUG] [FORECASTER] RGCO: Forecast T+1@11:T+2@11: UP (p=57.68%)
[2025-12-09T20:30:43.452018] [INFO ] [FORECASTER] Completed predict_future for RGCO
[2025-12-09T20:30:43.452137] [INFO ] [sig       ] RGCO: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:30:43.591873] [INFO ] [LOCAL     ] Saved forecast: RGCO	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/RGCO.txt
[2025-12-09T20:30:43.592009] [INFO ] [sig       ] [2751/3614] Completed RGCO in 0.3s | 2.93 sym/s | Total: 15.7m | ETA: 4.9m
[2025-12-09T20:30:43.592047] [INFO ] [sig       ] [2752/3614] Forecasting RGEN...
[2025-12-09T20:30:43.592077] [INFO ] [sig       ] Generating forecast for: RGEN
[2025-12-09T20:30:43.592106] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGEN' from 'https://tdm.silogroup.org/data/derivative_storage/RGEN.csv'.
[2025-12-09T20:30:43.603132] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGEN'.
[2025-12-09T20:30:43.603447] [INFO ] [FORECASTER] Starting predict_future for RGEN
[2025-12-09T20:30:43.604203] [DEBUG] [LOCAL     ] No optimal features file found for RGEN: ./output/feature-sets/RGEN.txt
[2025-12-09T20:30:43.604253] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:43.604284] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:43.604310] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:43.604364] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:43.661674] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:43.662372] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:43.662450] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:43.662484] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:43.783211] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:43.783358] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:43.783397] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:43.783425] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:43.786757] [DEBUG] [FORECASTER] RGEN: Forecast T+1@11:T+2@11: UP (p=98.92%)
[2025-12-09T20:30:43.787022] [INFO ] [FORECASTER] Completed predict_future for RGEN
[2025-12-09T20:30:43.787142] [INFO ] [sig       ] RGEN: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:30:43.926220] [INFO ] [LOCAL     ] Saved forecast: RGEN	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/RGEN.txt
[2025-12-09T20:30:43.926351] [INFO ] [sig       ] [2752/3614] Completed RGEN in 0.3s | 2.93 sym/s | Total: 15.7m | ETA: 4.9m
[2025-12-09T20:30:43.926390] [INFO ] [sig       ] [2753/3614] Forecasting RGLD...
[2025-12-09T20:30:43.926420] [INFO ] [sig       ] Generating forecast for: RGLD
[2025-12-09T20:30:43.926448] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGLD' from 'https://tdm.silogroup.org/data/derivative_storage/RGLD.csv'.
[2025-12-09T20:30:43.938029] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGLD'.
[2025-12-09T20:30:43.938336] [INFO ] [FORECASTER] Starting predict_future for RGLD
[2025-12-09T20:30:43.939117] [DEBUG] [LOCAL     ] No optimal features file found for RGLD: ./output/feature-sets/RGLD.txt
[2025-12-09T20:30:43.939169] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:43.939228] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:43.939257] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:43.939314] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:43.997079] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:43.997854] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:43.997952] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:43.997986] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:44.117118] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:44.117262] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:44.117302] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:44.117331] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:44.120728] [DEBUG] [FORECASTER] RGLD: Forecast T+1@11:T+2@11: DOWN (p=7.63%)
[2025-12-09T20:30:44.121019] [INFO ] [FORECASTER] Completed predict_future for RGLD
[2025-12-09T20:30:44.121141] [INFO ] [sig       ] RGLD: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:30:44.263725] [INFO ] [LOCAL     ] Saved forecast: RGLD	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/RGLD.txt
[2025-12-09T20:30:44.263849] [INFO ] [sig       ] [2753/3614] Completed RGLD in 0.3s | 2.93 sym/s | Total: 15.7m | ETA: 4.9m
[2025-12-09T20:30:44.263888] [INFO ] [sig       ] [2754/3614] Forecasting RGNX...
[2025-12-09T20:30:44.263917] [INFO ] [sig       ] Generating forecast for: RGNX
[2025-12-09T20:30:44.263945] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGNX' from 'https://tdm.silogroup.org/data/derivative_storage/RGNX.csv'.
[2025-12-09T20:30:44.276821] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGNX'.
[2025-12-09T20:30:44.277198] [INFO ] [FORECASTER] Starting predict_future for RGNX
[2025-12-09T20:30:44.278005] [DEBUG] [LOCAL     ] No optimal features file found for RGNX: ./output/feature-sets/RGNX.txt
[2025-12-09T20:30:44.278057] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:44.278088] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:44.278113] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:44.278168] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:44.336105] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:44.336992] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:44.337072] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:44.337104] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:44.457685] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:44.457832] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:44.457872] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:44.457901] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:44.461256] [DEBUG] [FORECASTER] RGNX: Forecast T+1@11:T+2@11: DOWN (p=36.79%)
[2025-12-09T20:30:44.461520] [INFO ] [FORECASTER] Completed predict_future for RGNX
[2025-12-09T20:30:44.461653] [INFO ] [sig       ] RGNX: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:30:44.600974] [INFO ] [LOCAL     ] Saved forecast: RGNX	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/RGNX.txt
[2025-12-09T20:30:44.601095] [INFO ] [sig       ] [2754/3614] Completed RGNX in 0.3s | 2.93 sym/s | Total: 15.7m | ETA: 4.9m
[2025-12-09T20:30:44.601133] [INFO ] [sig       ] [2755/3614] Forecasting RGP...
[2025-12-09T20:30:44.601162] [INFO ] [sig       ] Generating forecast for: RGP
[2025-12-09T20:30:44.601190] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGP' from 'https://tdm.silogroup.org/data/derivative_storage/RGP.csv'.
[2025-12-09T20:30:44.614232] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGP'.
[2025-12-09T20:30:44.614477] [INFO ] [FORECASTER] Starting predict_future for RGP
[2025-12-09T20:30:44.615227] [DEBUG] [LOCAL     ] No optimal features file found for RGP: ./output/feature-sets/RGP.txt
[2025-12-09T20:30:44.615277] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:44.615319] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:44.615347] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:44.615402] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:44.672751] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:44.673367] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:44.673445] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:44.673477] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:44.792521] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:44.792687] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:44.792726] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:44.792754] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:44.796104] [DEBUG] [FORECASTER] RGP: Forecast T+1@11:T+2@11: UP (p=53.40%)
[2025-12-09T20:30:44.796361] [INFO ] [FORECASTER] Completed predict_future for RGP
[2025-12-09T20:30:44.796477] [INFO ] [sig       ] RGP: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:30:44.934114] [INFO ] [LOCAL     ] Saved forecast: RGP	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/RGP.txt
[2025-12-09T20:30:44.934218] [INFO ] [sig       ] [2755/3614] Completed RGP in 0.3s | 2.93 sym/s | Total: 15.7m | ETA: 4.9m
[2025-12-09T20:30:44.934255] [INFO ] [sig       ] [2756/3614] Forecasting RGS...
[2025-12-09T20:30:44.934284] [INFO ] [sig       ] Generating forecast for: RGS
[2025-12-09T20:30:44.934313] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGS' from 'https://tdm.silogroup.org/data/derivative_storage/RGS.csv'.
[2025-12-09T20:30:44.946590] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGS'.
[2025-12-09T20:30:44.946880] [INFO ] [FORECASTER] Starting predict_future for RGS
[2025-12-09T20:30:44.947675] [DEBUG] [LOCAL     ] No optimal features file found for RGS: ./output/feature-sets/RGS.txt
[2025-12-09T20:30:44.947725] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:44.947756] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:44.947782] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:44.947836] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:45.003121] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:45.003741] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:45.003816] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:45.003847] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:45.112265] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:45.112393] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:45.112430] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:45.112489] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:45.115745] [DEBUG] [FORECASTER] RGS: Forecast T+1@11:T+2@11: DOWN (p=21.11%)
[2025-12-09T20:30:45.116004] [INFO ] [FORECASTER] Completed predict_future for RGS
[2025-12-09T20:30:45.116124] [INFO ] [sig       ] RGS: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:30:45.254317] [INFO ] [LOCAL     ] Saved forecast: RGS	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/RGS.txt
[2025-12-09T20:30:45.254441] [INFO ] [sig       ] [2756/3614] Completed RGS in 0.3s | 2.93 sym/s | Total: 15.7m | ETA: 4.9m
[2025-12-09T20:30:45.254480] [INFO ] [sig       ] [2757/3614] Forecasting RGTI...
[2025-12-09T20:30:45.254510] [INFO ] [sig       ] Generating forecast for: RGTI
[2025-12-09T20:30:45.254539] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGTI' from 'https://tdm.silogroup.org/data/derivative_storage/RGTI.csv'.
[2025-12-09T20:30:45.265879] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGTI'.
[2025-12-09T20:30:45.266169] [INFO ] [FORECASTER] Starting predict_future for RGTI
[2025-12-09T20:30:45.266929] [DEBUG] [LOCAL     ] No optimal features file found for RGTI: ./output/feature-sets/RGTI.txt
[2025-12-09T20:30:45.266979] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:45.267010] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:45.267036] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:45.267091] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:45.322731] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:45.323310] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:45.323383] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:45.323414] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:45.443137] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:45.443286] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:45.443325] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:45.443353] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:45.446653] [DEBUG] [FORECASTER] RGTI: Forecast T+1@11:T+2@11: UP (p=70.50%)
[2025-12-09T20:30:45.446919] [INFO ] [FORECASTER] Completed predict_future for RGTI
[2025-12-09T20:30:45.447041] [INFO ] [sig       ] RGTI: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:30:45.586867] [INFO ] [LOCAL     ] Saved forecast: RGTI	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/RGTI.txt
[2025-12-09T20:30:45.586991] [INFO ] [sig       ] [2757/3614] Completed RGTI in 0.3s | 2.93 sym/s | Total: 15.7m | ETA: 4.9m
[2025-12-09T20:30:45.587029] [INFO ] [sig       ] [2758/3614] Forecasting RH...
[2025-12-09T20:30:45.587057] [INFO ] [sig       ] Generating forecast for: RH
[2025-12-09T20:30:45.587086] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RH' from 'https://tdm.silogroup.org/data/derivative_storage/RH.csv'.
[2025-12-09T20:30:45.598407] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RH'.
[2025-12-09T20:30:45.598699] [INFO ] [FORECASTER] Starting predict_future for RH
[2025-12-09T20:30:45.599463] [DEBUG] [LOCAL     ] No optimal features file found for RH: ./output/feature-sets/RH.txt
[2025-12-09T20:30:45.599513] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:45.599544] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:45.599593] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:45.599652] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:45.656533] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:45.657147] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:45.657221] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:45.657252] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:45.782161] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:45.782314] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:45.782354] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:45.782384] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:45.785811] [DEBUG] [FORECASTER] RH: Forecast T+1@11:T+2@11: DOWN (p=25.71%)
[2025-12-09T20:30:45.786104] [INFO ] [FORECASTER] Completed predict_future for RH
[2025-12-09T20:30:45.786229] [INFO ] [sig       ] RH: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:30:45.926420] [INFO ] [LOCAL     ] Saved forecast: RH	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/RH.txt
[2025-12-09T20:30:45.926545] [INFO ] [sig       ] [2758/3614] Completed RH in 0.3s | 2.93 sym/s | Total: 15.7m | ETA: 4.9m
[2025-12-09T20:30:45.926600] [INFO ] [sig       ] [2759/3614] Forecasting RHI...
[2025-12-09T20:30:45.926631] [INFO ] [sig       ] Generating forecast for: RHI
[2025-12-09T20:30:45.926669] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RHI' from 'https://tdm.silogroup.org/data/derivative_storage/RHI.csv'.
[2025-12-09T20:30:45.939317] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RHI'.
[2025-12-09T20:30:45.939694] [INFO ] [FORECASTER] Starting predict_future for RHI
[2025-12-09T20:30:45.940486] [DEBUG] [LOCAL     ] No optimal features file found for RHI: ./output/feature-sets/RHI.txt
[2025-12-09T20:30:45.940536] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:45.940567] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:45.940611] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:45.940666] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:45.995565] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:45.996474] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:45.996556] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:45.996609] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:46.116611] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:46.116765] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:46.116815] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:46.116850] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:46.120672] [DEBUG] [FORECASTER] RHI: Forecast T+1@11:T+2@11: DOWN (p=32.81%)
[2025-12-09T20:30:46.121052] [INFO ] [FORECASTER] Completed predict_future for RHI
[2025-12-09T20:30:46.121192] [INFO ] [sig       ] RHI: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:30:46.270411] [INFO ] [LOCAL     ] Saved forecast: RHI	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/RHI.txt
[2025-12-09T20:30:46.270608] [INFO ] [sig       ] [2759/3614] Completed RHI in 0.3s | 2.93 sym/s | Total: 15.7m | ETA: 4.9m
[2025-12-09T20:30:46.270665] [INFO ] [sig       ] [2760/3614] Forecasting RHP...
[2025-12-09T20:30:46.270712] [INFO ] [sig       ] Generating forecast for: RHP
[2025-12-09T20:30:46.270757] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RHP' from 'https://tdm.silogroup.org/data/derivative_storage/RHP.csv'.
[2025-12-09T20:30:46.282034] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RHP'.
[2025-12-09T20:30:46.282368] [INFO ] [FORECASTER] Starting predict_future for RHP
[2025-12-09T20:30:46.283176] [DEBUG] [LOCAL     ] No optimal features file found for RHP: ./output/feature-sets/RHP.txt
[2025-12-09T20:30:46.283230] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:46.283264] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:46.283291] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:46.283349] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:46.342195] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:46.342892] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:46.342970] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:46.343003] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:46.467182] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:46.467323] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:46.467364] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:46.467395] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:46.471081] [DEBUG] [FORECASTER] RHP: Forecast T+1@11:T+2@11: UP (p=65.69%)
[2025-12-09T20:30:46.471434] [INFO ] [FORECASTER] Completed predict_future for RHP
[2025-12-09T20:30:46.471598] [INFO ] [sig       ] RHP: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:30:46.616403] [INFO ] [LOCAL     ] Saved forecast: RHP	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/RHP.txt
[2025-12-09T20:30:46.616561] [INFO ] [sig       ] [2760/3614] Completed RHP in 0.3s | 2.93 sym/s | Total: 15.7m | ETA: 4.9m
[2025-12-09T20:30:46.616625] [INFO ] [sig       ] [2761/3614] Forecasting RICK...
[2025-12-09T20:30:46.616656] [INFO ] [sig       ] Generating forecast for: RICK
[2025-12-09T20:30:46.616686] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RICK' from 'https://tdm.silogroup.org/data/derivative_storage/RICK.csv'.
[2025-12-09T20:30:46.628400] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RICK'.
[2025-12-09T20:30:46.628727] [INFO ] [FORECASTER] Starting predict_future for RICK
[2025-12-09T20:30:46.629511] [DEBUG] [LOCAL     ] No optimal features file found for RICK: ./output/feature-sets/RICK.txt
[2025-12-09T20:30:46.629566] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:46.629625] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:46.629652] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:46.629726] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:46.689798] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:46.690490] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:46.690602] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:46.690644] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:46.815765] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:46.815912] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:46.815954] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:46.815983] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:46.819371] [DEBUG] [FORECASTER] RICK: Forecast T+1@11:T+2@11: UP (p=90.17%)
[2025-12-09T20:30:46.819664] [INFO ] [FORECASTER] Completed predict_future for RICK
[2025-12-09T20:30:46.819788] [INFO ] [sig       ] RICK: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:30:46.958748] [INFO ] [LOCAL     ] Saved forecast: RICK	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/RICK.txt
[2025-12-09T20:30:46.958891] [INFO ] [sig       ] [2761/3614] Completed RICK in 0.3s | 2.93 sym/s | Total: 15.7m | ETA: 4.9m
[2025-12-09T20:30:46.958929] [INFO ] [sig       ] [2762/3614] Forecasting RIG...
[2025-12-09T20:30:46.958958] [INFO ] [sig       ] Generating forecast for: RIG
[2025-12-09T20:30:46.958986] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RIG' from 'https://tdm.silogroup.org/data/derivative_storage/RIG.csv'.
[2025-12-09T20:30:46.970709] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RIG'.
[2025-12-09T20:30:46.971001] [INFO ] [FORECASTER] Starting predict_future for RIG
[2025-12-09T20:30:46.971787] [DEBUG] [LOCAL     ] No optimal features file found for RIG: ./output/feature-sets/RIG.txt
[2025-12-09T20:30:46.971839] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:46.971872] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:46.971898] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:46.971959] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:47.028630] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:47.029462] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:47.029543] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:47.029593] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:47.152207] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:47.152361] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:47.152402] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:47.152429] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:47.155790] [DEBUG] [FORECASTER] RIG: Forecast T+1@11:T+2@11: UP (p=90.57%)
[2025-12-09T20:30:47.156060] [INFO ] [FORECASTER] Completed predict_future for RIG
[2025-12-09T20:30:47.156182] [INFO ] [sig       ] RIG: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:30:47.300697] [INFO ] [LOCAL     ] Saved forecast: RIG	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/RIG.txt
[2025-12-09T20:30:47.300839] [INFO ] [sig       ] [2762/3614] Completed RIG in 0.3s | 2.93 sym/s | Total: 15.7m | ETA: 4.8m
[2025-12-09T20:30:47.300879] [INFO ] [sig       ] [2763/3614] Forecasting RIGL...
[2025-12-09T20:30:47.300909] [INFO ] [sig       ] Generating forecast for: RIGL
[2025-12-09T20:30:47.300939] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RIGL' from 'https://tdm.silogroup.org/data/derivative_storage/RIGL.csv'.
[2025-12-09T20:30:47.313142] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RIGL'.
[2025-12-09T20:30:47.313519] [INFO ] [FORECASTER] Starting predict_future for RIGL
[2025-12-09T20:30:47.314308] [DEBUG] [LOCAL     ] No optimal features file found for RIGL: ./output/feature-sets/RIGL.txt
[2025-12-09T20:30:47.314359] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:47.314389] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:47.314416] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:47.314470] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:47.370967] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:47.371813] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:47.371926] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:47.371959] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:47.490999] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:47.491153] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:47.491192] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:47.491221] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:47.494589] [DEBUG] [FORECASTER] RIGL: Forecast T+1@11:T+2@11: UP (p=93.33%)
[2025-12-09T20:30:47.494868] [INFO ] [FORECASTER] Completed predict_future for RIGL
[2025-12-09T20:30:47.494993] [INFO ] [sig       ] RIGL: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:30:47.636638] [INFO ] [LOCAL     ] Saved forecast: RIGL	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/RIGL.txt
[2025-12-09T20:30:47.636790] [INFO ] [sig       ] [2763/3614] Completed RIGL in 0.3s | 2.93 sym/s | Total: 15.7m | ETA: 4.8m
[2025-12-09T20:30:47.636830] [INFO ] [sig       ] [2764/3614] Forecasting RILY...
[2025-12-09T20:30:47.636862] [INFO ] [sig       ] Generating forecast for: RILY
[2025-12-09T20:30:47.636890] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RILY' from 'https://tdm.silogroup.org/data/derivative_storage/RILY.csv'.
[2025-12-09T20:30:47.648358] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RILY'.
[2025-12-09T20:30:47.648731] [INFO ] [FORECASTER] Starting predict_future for RILY
[2025-12-09T20:30:47.649475] [DEBUG] [LOCAL     ] No optimal features file found for RILY: ./output/feature-sets/RILY.txt
[2025-12-09T20:30:47.649525] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:47.649556] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:47.649606] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:47.649663] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:47.706617] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:47.707424] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:47.707519] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:47.707552] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:47.829296] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:47.829450] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:47.829489] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:47.829517] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:47.832832] [DEBUG] [FORECASTER] RILY: Forecast T+1@11:T+2@11: DOWN (p=12.89%)
[2025-12-09T20:30:47.833114] [INFO ] [FORECASTER] Completed predict_future for RILY
[2025-12-09T20:30:47.833239] [INFO ] [sig       ] RILY: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:30:47.971912] [INFO ] [LOCAL     ] Saved forecast: RILY	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/RILY.txt
[2025-12-09T20:30:47.972033] [INFO ] [sig       ] [2764/3614] Completed RILY in 0.3s | 2.93 sym/s | Total: 15.7m | ETA: 4.8m
[2025-12-09T20:30:47.972070] [INFO ] [sig       ] [2765/3614] Forecasting RILYN...
[2025-12-09T20:30:47.972099] [INFO ] [sig       ] Generating forecast for: RILYN
[2025-12-09T20:30:47.972128] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RILYN' from 'https://tdm.silogroup.org/data/derivative_storage/RILYN.csv'.
[2025-12-09T20:30:47.982530] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RILYN'.
[2025-12-09T20:30:47.982841] [INFO ] [FORECASTER] Starting predict_future for RILYN
[2025-12-09T20:30:47.983668] [DEBUG] [LOCAL     ] No optimal features file found for RILYN: ./output/feature-sets/RILYN.txt
[2025-12-09T20:30:47.983719] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:47.983782] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:47.983812] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:47.983867] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:48.038696] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:48.039276] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:48.039349] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:48.039380] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:48.149396] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:48.149548] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:48.149609] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:48.149639] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:48.153047] [DEBUG] [FORECASTER] RILYN: Forecast T+1@11:T+2@11: UP (p=99.50%)
[2025-12-09T20:30:48.153326] [INFO ] [FORECASTER] Completed predict_future for RILYN
[2025-12-09T20:30:48.153451] [INFO ] [sig       ] RILYN: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:30:48.294056] [INFO ] [LOCAL     ] Saved forecast: RILYN	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/RILYN.txt
[2025-12-09T20:30:48.294206] [INFO ] [sig       ] [2765/3614] Completed RILYN in 0.3s | 2.93 sym/s | Total: 15.7m | ETA: 4.8m
[2025-12-09T20:30:48.294243] [INFO ] [sig       ] [2766/3614] Forecasting RILYZ...
[2025-12-09T20:30:48.294273] [INFO ] [sig       ] Generating forecast for: RILYZ
[2025-12-09T20:30:48.294303] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RILYZ' from 'https://tdm.silogroup.org/data/derivative_storage/RILYZ.csv'.
[2025-12-09T20:30:48.305473] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RILYZ'.
[2025-12-09T20:30:48.305758] [INFO ] [FORECASTER] Starting predict_future for RILYZ
[2025-12-09T20:30:48.306517] [DEBUG] [LOCAL     ] No optimal features file found for RILYZ: ./output/feature-sets/RILYZ.txt
[2025-12-09T20:30:48.306566] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:48.306617] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:48.306644] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:48.306731] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:48.364251] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:48.365066] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:48.365145] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:48.365179] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:48.488281] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:48.488425] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:48.488464] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:48.488493] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:48.491842] [DEBUG] [FORECASTER] RILYZ: Forecast T+1@11:T+2@11: DOWN (p=36.81%)
[2025-12-09T20:30:48.492102] [INFO ] [FORECASTER] Completed predict_future for RILYZ
[2025-12-09T20:30:48.492220] [INFO ] [sig       ] RILYZ: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:30:48.636370] [INFO ] [LOCAL     ] Saved forecast: RILYZ	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/RILYZ.txt
[2025-12-09T20:30:48.636498] [INFO ] [sig       ] [2766/3614] Completed RILYZ in 0.3s | 2.93 sym/s | Total: 15.7m | ETA: 4.8m
[2025-12-09T20:30:48.636536] [INFO ] [sig       ] [2767/3614] Forecasting RIME...
[2025-12-09T20:30:48.636566] [INFO ] [sig       ] Generating forecast for: RIME
[2025-12-09T20:30:48.636614] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RIME' from 'https://tdm.silogroup.org/data/derivative_storage/RIME.csv'.
[2025-12-09T20:30:48.647756] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RIME'.
[2025-12-09T20:30:48.648029] [INFO ] [FORECASTER] Starting predict_future for RIME
[2025-12-09T20:30:48.648784] [DEBUG] [LOCAL     ] No optimal features file found for RIME: ./output/feature-sets/RIME.txt
[2025-12-09T20:30:48.648833] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:48.648865] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:48.648891] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:48.648945] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:48.708008] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:48.708860] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:48.708940] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:48.708974] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:48.826212] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:48.826363] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:48.826403] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:48.826430] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:48.829765] [DEBUG] [FORECASTER] RIME: Forecast T+1@11:T+2@11: UP (p=98.12%)
[2025-12-09T20:30:48.830025] [INFO ] [FORECASTER] Completed predict_future for RIME
[2025-12-09T20:30:48.830142] [INFO ] [sig       ] RIME: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:30:48.967304] [INFO ] [LOCAL     ] Saved forecast: RIME	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/RIME.txt
[2025-12-09T20:30:48.967417] [INFO ] [sig       ] [2767/3614] Completed RIME in 0.3s | 2.93 sym/s | Total: 15.7m | ETA: 4.8m
[2025-12-09T20:30:48.967454] [INFO ] [sig       ] [2768/3614] Forecasting RING...
[2025-12-09T20:30:48.967484] [INFO ] [sig       ] Generating forecast for: RING
[2025-12-09T20:30:48.967526] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RING' from 'https://tdm.silogroup.org/data/derivative_storage/RING.csv'.
[2025-12-09T20:30:48.979504] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RING'.
[2025-12-09T20:30:48.979855] [INFO ] [FORECASTER] Starting predict_future for RING
[2025-12-09T20:30:48.980668] [DEBUG] [LOCAL     ] No optimal features file found for RING: ./output/feature-sets/RING.txt
[2025-12-09T20:30:48.980731] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:48.980763] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:48.980789] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:48.980844] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:49.036646] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:49.037238] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:49.037314] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:49.037345] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:49.162071] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:49.162225] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:49.162266] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:49.162294] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:49.165684] [DEBUG] [FORECASTER] RING: Forecast T+1@11:T+2@11: UP (p=81.63%)
[2025-12-09T20:30:49.165950] [INFO ] [FORECASTER] Completed predict_future for RING
[2025-12-09T20:30:49.166071] [INFO ] [sig       ] RING: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:30:49.303193] [INFO ] [LOCAL     ] Saved forecast: RING	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/RING.txt
[2025-12-09T20:30:49.303320] [INFO ] [sig       ] [2768/3614] Completed RING in 0.3s | 2.93 sym/s | Total: 15.8m | ETA: 4.8m
[2025-12-09T20:30:49.303358] [INFO ] [sig       ] [2769/3614] Forecasting RIO...
[2025-12-09T20:30:49.303388] [INFO ] [sig       ] Generating forecast for: RIO
[2025-12-09T20:30:49.303416] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RIO' from 'https://tdm.silogroup.org/data/derivative_storage/RIO.csv'.
[2025-12-09T20:30:49.313863] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RIO'.
[2025-12-09T20:30:49.314127] [INFO ] [FORECASTER] Starting predict_future for RIO
[2025-12-09T20:30:49.314879] [DEBUG] [LOCAL     ] No optimal features file found for RIO: ./output/feature-sets/RIO.txt
[2025-12-09T20:30:49.314930] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:49.314961] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:49.314987] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:49.315044] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:49.372674] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:49.373318] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:49.373394] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:49.373427] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:49.502807] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:49.502959] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:49.502999] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:49.503029] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:49.506433] [DEBUG] [FORECASTER] RIO: Forecast T+1@11:T+2@11: DOWN (p=12.51%)
[2025-12-09T20:30:49.506718] [INFO ] [FORECASTER] Completed predict_future for RIO
[2025-12-09T20:30:49.506841] [INFO ] [sig       ] RIO: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:30:49.647279] [INFO ] [LOCAL     ] Saved forecast: RIO	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/RIO.txt
[2025-12-09T20:30:49.647394] [INFO ] [sig       ] [2769/3614] Completed RIO in 0.3s | 2.93 sym/s | Total: 15.8m | ETA: 4.8m
[2025-12-09T20:30:49.647431] [INFO ] [sig       ] [2770/3614] Forecasting RITM...
[2025-12-09T20:30:49.647461] [INFO ] [sig       ] Generating forecast for: RITM
[2025-12-09T20:30:49.647489] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RITM' from 'https://tdm.silogroup.org/data/derivative_storage/RITM.csv'.
[2025-12-09T20:30:49.659908] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RITM'.
[2025-12-09T20:30:49.660237] [INFO ] [FORECASTER] Starting predict_future for RITM
[2025-12-09T20:30:49.661037] [DEBUG] [LOCAL     ] No optimal features file found for RITM: ./output/feature-sets/RITM.txt
[2025-12-09T20:30:49.661131] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:49.661165] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:49.661191] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:49.661246] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:49.718707] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:49.719601] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:49.719685] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:49.719718] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:49.838338] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:49.838488] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:49.838526] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:49.838554] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:49.841924] [DEBUG] [FORECASTER] RITM: Forecast T+1@11:T+2@11: UP (p=86.65%)
[2025-12-09T20:30:49.842193] [INFO ] [FORECASTER] Completed predict_future for RITM
[2025-12-09T20:30:49.842310] [INFO ] [sig       ] RITM: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:30:49.983771] [INFO ] [LOCAL     ] Saved forecast: RITM	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/RITM.txt
[2025-12-09T20:30:49.983905] [INFO ] [sig       ] [2770/3614] Completed RITM in 0.3s | 2.93 sym/s | Total: 15.8m | ETA: 4.8m
[2025-12-09T20:30:49.983943] [INFO ] [sig       ] [2771/3614] Forecasting RIVN...
[2025-12-09T20:30:49.983972] [INFO ] [sig       ] Generating forecast for: RIVN
[2025-12-09T20:30:49.984000] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RIVN' from 'https://tdm.silogroup.org/data/derivative_storage/RIVN.csv'.
[2025-12-09T20:30:49.995224] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RIVN'.
[2025-12-09T20:30:49.995520] [INFO ] [FORECASTER] Starting predict_future for RIVN
[2025-12-09T20:30:49.996297] [DEBUG] [LOCAL     ] No optimal features file found for RIVN: ./output/feature-sets/RIVN.txt
[2025-12-09T20:30:49.996348] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:49.996379] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:49.996406] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:49.996462] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:50.051860] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:50.052498] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:50.052590] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:50.052624] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:50.170128] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:50.170277] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:50.170318] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:50.170347] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:50.173750] [DEBUG] [FORECASTER] RIVN: Forecast T+1@11:T+2@11: DOWN (p=18.27%)
[2025-12-09T20:30:50.174022] [INFO ] [FORECASTER] Completed predict_future for RIVN
[2025-12-09T20:30:50.174150] [INFO ] [sig       ] RIVN: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:30:50.311951] [INFO ] [LOCAL     ] Saved forecast: RIVN	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/RIVN.txt
[2025-12-09T20:30:50.312098] [INFO ] [sig       ] [2771/3614] Completed RIVN in 0.3s | 2.93 sym/s | Total: 15.8m | ETA: 4.8m
[2025-12-09T20:30:50.312138] [INFO ] [sig       ] [2772/3614] Forecasting RKLB...
[2025-12-09T20:30:50.312167] [INFO ] [sig       ] Generating forecast for: RKLB
[2025-12-09T20:30:50.312195] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RKLB' from 'https://tdm.silogroup.org/data/derivative_storage/RKLB.csv'.
[2025-12-09T20:30:50.323779] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RKLB'.
[2025-12-09T20:30:50.324075] [INFO ] [FORECASTER] Starting predict_future for RKLB
[2025-12-09T20:30:50.324850] [DEBUG] [LOCAL     ] No optimal features file found for RKLB: ./output/feature-sets/RKLB.txt
[2025-12-09T20:30:50.324901] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:50.324934] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:50.324961] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:50.325017] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:50.381294] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:50.381983] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:50.382057] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:50.382089] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:50.501308] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:50.501452] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:50.501493] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:50.501521] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:50.504829] [DEBUG] [FORECASTER] RKLB: Forecast T+1@11:T+2@11: DOWN (p=19.74%)
[2025-12-09T20:30:50.505092] [INFO ] [FORECASTER] Completed predict_future for RKLB
[2025-12-09T20:30:50.505210] [INFO ] [sig       ] RKLB: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:30:50.643057] [INFO ] [LOCAL     ] Saved forecast: RKLB	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/RKLB.txt
[2025-12-09T20:30:50.643197] [INFO ] [sig       ] [2772/3614] Completed RKLB in 0.3s | 2.93 sym/s | Total: 15.8m | ETA: 4.8m
[2025-12-09T20:30:50.643239] [INFO ] [sig       ] [2773/3614] Forecasting RL...
[2025-12-09T20:30:50.643270] [INFO ] [sig       ] Generating forecast for: RL
[2025-12-09T20:30:50.643299] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RL' from 'https://tdm.silogroup.org/data/derivative_storage/RL.csv'.
[2025-12-09T20:30:50.655323] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RL'.
[2025-12-09T20:30:50.655696] [INFO ] [FORECASTER] Starting predict_future for RL
[2025-12-09T20:30:50.656464] [DEBUG] [LOCAL     ] No optimal features file found for RL: ./output/feature-sets/RL.txt
[2025-12-09T20:30:50.656515] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:50.656546] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:50.656589] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:50.656647] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:50.713339] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:50.714028] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:50.714104] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:50.714136] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:50.834706] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:50.834855] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:50.834923] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:50.834953] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:50.838278] [DEBUG] [FORECASTER] RL: Forecast T+1@11:T+2@11: UP (p=50.42%)
[2025-12-09T20:30:50.838552] [INFO ] [FORECASTER] Completed predict_future for RL
[2025-12-09T20:30:50.838690] [INFO ] [sig       ] RL: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:30:51.006108] [INFO ] [LOCAL     ] Saved forecast: RL	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/RL.txt
[2025-12-09T20:30:51.006261] [INFO ] [sig       ] [2773/3614] Completed RL in 0.4s | 2.93 sym/s | Total: 15.8m | ETA: 4.8m
[2025-12-09T20:30:51.006300] [INFO ] [sig       ] [2774/3614] Forecasting RLAY...
[2025-12-09T20:30:51.006329] [INFO ] [sig       ] Generating forecast for: RLAY
[2025-12-09T20:30:51.006359] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLAY' from 'https://tdm.silogroup.org/data/derivative_storage/RLAY.csv'.
[2025-12-09T20:30:51.021203] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLAY'.
[2025-12-09T20:30:51.021545] [INFO ] [FORECASTER] Starting predict_future for RLAY
[2025-12-09T20:30:51.022334] [DEBUG] [LOCAL     ] No optimal features file found for RLAY: ./output/feature-sets/RLAY.txt
[2025-12-09T20:30:51.022385] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:51.022415] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:51.022441] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:51.022497] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:51.079699] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:51.080390] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:51.080468] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:51.080500] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:51.206458] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:51.206631] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:51.206680] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:51.206710] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:51.210113] [DEBUG] [FORECASTER] RLAY: Forecast T+1@11:T+2@11: UP (p=50.21%)
[2025-12-09T20:30:51.210378] [INFO ] [FORECASTER] Completed predict_future for RLAY
[2025-12-09T20:30:51.210499] [INFO ] [sig       ] RLAY: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:30:51.361645] [INFO ] [LOCAL     ] Saved forecast: RLAY	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/RLAY.txt
[2025-12-09T20:30:51.361795] [INFO ] [sig       ] [2774/3614] Completed RLAY in 0.4s | 2.93 sym/s | Total: 15.8m | ETA: 4.8m
[2025-12-09T20:30:51.361833] [INFO ] [sig       ] [2775/3614] Forecasting RLI...
[2025-12-09T20:30:51.361864] [INFO ] [sig       ] Generating forecast for: RLI
[2025-12-09T20:30:51.361896] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLI' from 'https://tdm.silogroup.org/data/derivative_storage/RLI.csv'.
[2025-12-09T20:30:51.373175] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLI'.
[2025-12-09T20:30:51.373466] [INFO ] [FORECASTER] Starting predict_future for RLI
[2025-12-09T20:30:51.374266] [DEBUG] [LOCAL     ] No optimal features file found for RLI: ./output/feature-sets/RLI.txt
[2025-12-09T20:30:51.374317] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:51.374347] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:51.374373] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:51.374428] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:51.433168] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:51.433971] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:51.434051] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:51.434083] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:51.554263] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:51.554440] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:51.554484] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:51.554513] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:51.558238] [DEBUG] [FORECASTER] RLI: Forecast T+1@11:T+2@11: DOWN (p=33.10%)
[2025-12-09T20:30:51.558526] [INFO ] [FORECASTER] Completed predict_future for RLI
[2025-12-09T20:30:51.558673] [INFO ] [sig       ] RLI: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:30:51.708565] [INFO ] [LOCAL     ] Saved forecast: RLI	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/RLI.txt
[2025-12-09T20:30:51.708739] [INFO ] [sig       ] [2775/3614] Completed RLI in 0.3s | 2.93 sym/s | Total: 15.8m | ETA: 4.8m
[2025-12-09T20:30:51.708782] [INFO ] [sig       ] [2776/3614] Forecasting RLJ...
[2025-12-09T20:30:51.708813] [INFO ] [sig       ] Generating forecast for: RLJ
[2025-12-09T20:30:51.708841] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLJ' from 'https://tdm.silogroup.org/data/derivative_storage/RLJ.csv'.
[2025-12-09T20:30:51.721454] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLJ'.
[2025-12-09T20:30:51.721864] [INFO ] [FORECASTER] Starting predict_future for RLJ
[2025-12-09T20:30:51.722725] [DEBUG] [LOCAL     ] No optimal features file found for RLJ: ./output/feature-sets/RLJ.txt
[2025-12-09T20:30:51.722777] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:51.722812] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:51.722849] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:51.722930] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:51.787406] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:51.788386] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:51.788479] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:51.788512] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:51.911142] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:51.911299] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:51.911341] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:51.911369] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:51.914857] [DEBUG] [FORECASTER] RLJ: Forecast T+1@11:T+2@11: UP (p=85.45%)
[2025-12-09T20:30:51.915136] [INFO ] [FORECASTER] Completed predict_future for RLJ
[2025-12-09T20:30:51.915259] [INFO ] [sig       ] RLJ: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:30:52.055622] [INFO ] [LOCAL     ] Saved forecast: RLJ	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/RLJ.txt
[2025-12-09T20:30:52.055762] [INFO ] [sig       ] [2776/3614] Completed RLJ in 0.3s | 2.93 sym/s | Total: 15.8m | ETA: 4.8m
[2025-12-09T20:30:52.055802] [INFO ] [sig       ] [2777/3614] Forecasting RLMD...
[2025-12-09T20:30:52.055833] [INFO ] [sig       ] Generating forecast for: RLMD
[2025-12-09T20:30:52.055899] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLMD' from 'https://tdm.silogroup.org/data/derivative_storage/RLMD.csv'.
[2025-12-09T20:30:52.067448] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLMD'.
[2025-12-09T20:30:52.067808] [INFO ] [FORECASTER] Starting predict_future for RLMD
[2025-12-09T20:30:52.068671] [DEBUG] [LOCAL     ] No optimal features file found for RLMD: ./output/feature-sets/RLMD.txt
[2025-12-09T20:30:52.068723] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:52.068755] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:52.068781] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:52.068835] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:52.124535] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:52.125360] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:52.125441] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:52.125477] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:52.244223] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:52.244371] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:52.244413] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:52.244440] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:52.247792] [DEBUG] [FORECASTER] RLMD: Forecast T+1@11:T+2@11: DOWN (p=41.80%)
[2025-12-09T20:30:52.248059] [INFO ] [FORECASTER] Completed predict_future for RLMD
[2025-12-09T20:30:52.248190] [INFO ] [sig       ] RLMD: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:30:52.385022] [INFO ] [LOCAL     ] Saved forecast: RLMD	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/RLMD.txt
[2025-12-09T20:30:52.385155] [INFO ] [sig       ] [2777/3614] Completed RLMD in 0.3s | 2.93 sym/s | Total: 15.8m | ETA: 4.8m
[2025-12-09T20:30:52.385194] [INFO ] [sig       ] [2778/3614] Forecasting RLTY...
[2025-12-09T20:30:52.385223] [INFO ] [sig       ] Generating forecast for: RLTY
[2025-12-09T20:30:52.385251] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLTY' from 'https://tdm.silogroup.org/data/derivative_storage/RLTY.csv'.
[2025-12-09T20:30:52.396307] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLTY'.
[2025-12-09T20:30:52.396626] [INFO ] [FORECASTER] Starting predict_future for RLTY
[2025-12-09T20:30:52.397376] [DEBUG] [LOCAL     ] No optimal features file found for RLTY: ./output/feature-sets/RLTY.txt
[2025-12-09T20:30:52.397426] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:52.397457] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:52.397483] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:52.397613] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:52.453378] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:52.454106] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:52.454182] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:52.454215] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:52.567109] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:52.567260] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:52.567300] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:52.567329] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:52.570748] [DEBUG] [FORECASTER] RLTY: Forecast T+1@11:T+2@11: UP (p=96.26%)
[2025-12-09T20:30:52.571012] [INFO ] [FORECASTER] Completed predict_future for RLTY
[2025-12-09T20:30:52.571127] [INFO ] [sig       ] RLTY: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:30:52.709989] [INFO ] [LOCAL     ] Saved forecast: RLTY	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/RLTY.txt
[2025-12-09T20:30:52.710142] [INFO ] [sig       ] [2778/3614] Completed RLTY in 0.3s | 2.93 sym/s | Total: 15.8m | ETA: 4.8m
[2025-12-09T20:30:52.710181] [INFO ] [sig       ] [2779/3614] Forecasting RLX...
[2025-12-09T20:30:52.710210] [INFO ] [sig       ] Generating forecast for: RLX
[2025-12-09T20:30:52.710239] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLX' from 'https://tdm.silogroup.org/data/derivative_storage/RLX.csv'.
[2025-12-09T20:30:52.721300] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLX'.
[2025-12-09T20:30:52.721599] [INFO ] [FORECASTER] Starting predict_future for RLX
[2025-12-09T20:30:52.722348] [DEBUG] [LOCAL     ] No optimal features file found for RLX: ./output/feature-sets/RLX.txt
[2025-12-09T20:30:52.722398] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:52.722440] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:52.722467] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:52.722522] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:52.778560] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:52.779281] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:52.779355] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:52.779387] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:52.903062] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:52.903213] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:52.903256] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:52.903285] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:52.906664] [DEBUG] [FORECASTER] RLX: Forecast T+1@11:T+2@11: DOWN (p=44.86%)
[2025-12-09T20:30:52.906934] [INFO ] [FORECASTER] Completed predict_future for RLX
[2025-12-09T20:30:52.907055] [INFO ] [sig       ] RLX: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:30:53.044863] [INFO ] [LOCAL     ] Saved forecast: RLX	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/RLX.txt
[2025-12-09T20:30:53.044979] [INFO ] [sig       ] [2779/3614] Completed RLX in 0.3s | 2.93 sym/s | Total: 15.8m | ETA: 4.8m
[2025-12-09T20:30:53.045016] [INFO ] [sig       ] [2780/3614] Forecasting RM...
[2025-12-09T20:30:53.045044] [INFO ] [sig       ] Generating forecast for: RM
[2025-12-09T20:30:53.045074] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RM' from 'https://tdm.silogroup.org/data/derivative_storage/RM.csv'.
[2025-12-09T20:30:53.055703] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RM'.
[2025-12-09T20:30:53.056044] [INFO ] [FORECASTER] Starting predict_future for RM
[2025-12-09T20:30:53.056835] [DEBUG] [LOCAL     ] No optimal features file found for RM: ./output/feature-sets/RM.txt
[2025-12-09T20:30:53.056886] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:53.056922] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:53.056948] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:53.057003] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:53.113945] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:53.114769] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:53.114849] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:53.114882] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:53.234015] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:53.234173] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:53.234216] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:53.234246] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:53.237664] [DEBUG] [FORECASTER] RM: Forecast T+1@11:T+2@11: UP (p=88.91%)
[2025-12-09T20:30:53.237939] [INFO ] [FORECASTER] Completed predict_future for RM
[2025-12-09T20:30:53.238059] [INFO ] [sig       ] RM: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:30:53.374934] [INFO ] [LOCAL     ] Saved forecast: RM	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/RM.txt
[2025-12-09T20:30:53.375050] [INFO ] [sig       ] [2780/3614] Completed RM in 0.3s | 2.93 sym/s | Total: 15.8m | ETA: 4.7m
[2025-12-09T20:30:53.375088] [INFO ] [sig       ] [2781/3614] Forecasting RMAX...
[2025-12-09T20:30:53.375116] [INFO ] [sig       ] Generating forecast for: RMAX
[2025-12-09T20:30:53.375145] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMAX' from 'https://tdm.silogroup.org/data/derivative_storage/RMAX.csv'.
[2025-12-09T20:30:53.390408] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMAX'.
[2025-12-09T20:30:53.390800] [INFO ] [FORECASTER] Starting predict_future for RMAX
[2025-12-09T20:30:53.391822] [DEBUG] [LOCAL     ] No optimal features file found for RMAX: ./output/feature-sets/RMAX.txt
[2025-12-09T20:30:53.391882] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:53.391922] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:53.391957] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:53.392028] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:53.448127] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:53.448916] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:53.448998] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:53.449029] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:53.564097] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:53.564254] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:53.564295] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:53.564323] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:53.567772] [DEBUG] [FORECASTER] RMAX: Forecast T+1@11:T+2@11: UP (p=69.99%)
[2025-12-09T20:30:53.568082] [INFO ] [FORECASTER] Completed predict_future for RMAX
[2025-12-09T20:30:53.568203] [INFO ] [sig       ] RMAX: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:30:53.708639] [INFO ] [LOCAL     ] Saved forecast: RMAX	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/RMAX.txt
[2025-12-09T20:30:53.708791] [INFO ] [sig       ] [2781/3614] Completed RMAX in 0.3s | 2.93 sym/s | Total: 15.8m | ETA: 4.7m
[2025-12-09T20:30:53.708831] [INFO ] [sig       ] [2782/3614] Forecasting RMBI...
[2025-12-09T20:30:53.708860] [INFO ] [sig       ] Generating forecast for: RMBI
[2025-12-09T20:30:53.708890] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMBI' from 'https://tdm.silogroup.org/data/derivative_storage/RMBI.csv'.
[2025-12-09T20:30:53.719671] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMBI'.
[2025-12-09T20:30:53.719960] [INFO ] [FORECASTER] Starting predict_future for RMBI
[2025-12-09T20:30:53.720733] [DEBUG] [LOCAL     ] No optimal features file found for RMBI: ./output/feature-sets/RMBI.txt
[2025-12-09T20:30:53.720783] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:53.720814] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:53.720840] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:53.720895] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:53.777149] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:53.777794] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:53.777874] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:53.777912] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:53.890890] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:53.891044] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:53.891083] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:53.891111] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:53.894453] [DEBUG] [FORECASTER] RMBI: Forecast T+1@11:T+2@11: UP (p=91.75%)
[2025-12-09T20:30:53.894739] [INFO ] [FORECASTER] Completed predict_future for RMBI
[2025-12-09T20:30:53.894860] [INFO ] [sig       ] RMBI: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:30:54.035956] [INFO ] [LOCAL     ] Saved forecast: RMBI	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/RMBI.txt
[2025-12-09T20:30:54.036103] [INFO ] [sig       ] [2782/3614] Completed RMBI in 0.3s | 2.93 sym/s | Total: 15.8m | ETA: 4.7m
[2025-12-09T20:30:54.036149] [INFO ] [sig       ] [2783/3614] Forecasting RMBS...
[2025-12-09T20:30:54.036180] [INFO ] [sig       ] Generating forecast for: RMBS
[2025-12-09T20:30:54.036210] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMBS' from 'https://tdm.silogroup.org/data/derivative_storage/RMBS.csv'.
[2025-12-09T20:30:54.047365] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMBS'.
[2025-12-09T20:30:54.047783] [INFO ] [FORECASTER] Starting predict_future for RMBS
[2025-12-09T20:30:54.048592] [DEBUG] [LOCAL     ] No optimal features file found for RMBS: ./output/feature-sets/RMBS.txt
[2025-12-09T20:30:54.048643] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:54.048673] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:54.048699] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:54.048754] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:54.105735] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:54.106593] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:54.106674] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:54.106706] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:54.230456] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:54.230633] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:54.230687] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:54.230717] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:54.234204] [DEBUG] [FORECASTER] RMBS: Forecast T+1@11:T+2@11: DOWN (p=4.71%)
[2025-12-09T20:30:54.234509] [INFO ] [FORECASTER] Completed predict_future for RMBS
[2025-12-09T20:30:54.234688] [INFO ] [sig       ] RMBS: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:30:54.383612] [INFO ] [LOCAL     ] Saved forecast: RMBS	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/RMBS.txt
[2025-12-09T20:30:54.383749] [INFO ] [sig       ] [2783/3614] Completed RMBS in 0.3s | 2.93 sym/s | Total: 15.8m | ETA: 4.7m
[2025-12-09T20:30:54.383788] [INFO ] [sig       ] [2784/3614] Forecasting RMD...
[2025-12-09T20:30:54.383817] [INFO ] [sig       ] Generating forecast for: RMD
[2025-12-09T20:30:54.383846] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMD' from 'https://tdm.silogroup.org/data/derivative_storage/RMD.csv'.
[2025-12-09T20:30:54.395229] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMD'.
[2025-12-09T20:30:54.395611] [INFO ] [FORECASTER] Starting predict_future for RMD
[2025-12-09T20:30:54.396420] [DEBUG] [LOCAL     ] No optimal features file found for RMD: ./output/feature-sets/RMD.txt
[2025-12-09T20:30:54.396472] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:54.396504] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:54.396532] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:54.396605] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:54.456343] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:54.457110] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:54.457202] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:54.457251] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:54.588159] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:54.588320] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:54.588373] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:54.588406] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:54.592115] [DEBUG] [FORECASTER] RMD: Forecast T+1@11:T+2@11: UP (p=80.47%)
[2025-12-09T20:30:54.592420] [INFO ] [FORECASTER] Completed predict_future for RMD
[2025-12-09T20:30:54.592585] [INFO ] [sig       ] RMD: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:30:54.747664] [INFO ] [LOCAL     ] Saved forecast: RMD	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/RMD.txt
[2025-12-09T20:30:54.747809] [INFO ] [sig       ] [2784/3614] Completed RMD in 0.4s | 2.93 sym/s | Total: 15.8m | ETA: 4.7m
[2025-12-09T20:30:54.747850] [INFO ] [sig       ] [2785/3614] Forecasting RMI...
[2025-12-09T20:30:54.747884] [INFO ] [sig       ] Generating forecast for: RMI
[2025-12-09T20:30:54.747920] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMI' from 'https://tdm.silogroup.org/data/derivative_storage/RMI.csv'.
[2025-12-09T20:30:54.761634] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMI'.
[2025-12-09T20:30:54.762103] [INFO ] [FORECASTER] Starting predict_future for RMI
[2025-12-09T20:30:54.763039] [DEBUG] [LOCAL     ] No optimal features file found for RMI: ./output/feature-sets/RMI.txt
[2025-12-09T20:30:54.763094] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:54.763127] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:54.763155] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:54.763212] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:54.832452] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:54.833345] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:54.833430] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:54.833462] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:54.945675] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:54.945823] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:54.945864] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:54.945893] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:54.949317] [DEBUG] [FORECASTER] RMI: Forecast T+1@11:T+2@11: DOWN (p=2.09%)
[2025-12-09T20:30:54.949606] [INFO ] [FORECASTER] Completed predict_future for RMI
[2025-12-09T20:30:54.949732] [INFO ] [sig       ] RMI: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:30:55.089672] [INFO ] [LOCAL     ] Saved forecast: RMI	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/RMI.txt
[2025-12-09T20:30:55.089796] [INFO ] [sig       ] [2785/3614] Completed RMI in 0.3s | 2.93 sym/s | Total: 15.8m | ETA: 4.7m
[2025-12-09T20:30:55.089834] [INFO ] [sig       ] [2786/3614] Forecasting RMM...
[2025-12-09T20:30:55.089863] [INFO ] [sig       ] Generating forecast for: RMM
[2025-12-09T20:30:55.089892] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMM' from 'https://tdm.silogroup.org/data/derivative_storage/RMM.csv'.
[2025-12-09T20:30:55.101148] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMM'.
[2025-12-09T20:30:55.101405] [INFO ] [FORECASTER] Starting predict_future for RMM
[2025-12-09T20:30:55.102171] [DEBUG] [LOCAL     ] No optimal features file found for RMM: ./output/feature-sets/RMM.txt
[2025-12-09T20:30:55.102221] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:55.102252] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:55.102278] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:55.102332] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:55.158971] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:55.159552] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:55.159646] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:55.159679] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:55.282018] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:55.282166] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:55.282206] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:55.282252] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:55.285678] [DEBUG] [FORECASTER] RMM: Forecast T+1@11:T+2@11: DOWN (p=31.17%)
[2025-12-09T20:30:55.285968] [INFO ] [FORECASTER] Completed predict_future for RMM
[2025-12-09T20:30:55.286110] [INFO ] [sig       ] RMM: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:30:55.435115] [INFO ] [LOCAL     ] Saved forecast: RMM	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/RMM.txt
[2025-12-09T20:30:55.435238] [INFO ] [sig       ] [2786/3614] Completed RMM in 0.3s | 2.93 sym/s | Total: 15.9m | ETA: 4.7m
[2025-12-09T20:30:55.435275] [INFO ] [sig       ] [2787/3614] Forecasting RMMZ...
[2025-12-09T20:30:55.435304] [INFO ] [sig       ] Generating forecast for: RMMZ
[2025-12-09T20:30:55.435334] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMMZ' from 'https://tdm.silogroup.org/data/derivative_storage/RMMZ.csv'.
[2025-12-09T20:30:55.447009] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMMZ'.
[2025-12-09T20:30:55.447371] [INFO ] [FORECASTER] Starting predict_future for RMMZ
[2025-12-09T20:30:55.448326] [DEBUG] [LOCAL     ] No optimal features file found for RMMZ: ./output/feature-sets/RMMZ.txt
[2025-12-09T20:30:55.448379] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:55.448411] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:55.448438] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:55.448493] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:55.509350] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:55.510157] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:55.510246] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:55.510282] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:55.626529] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:55.626696] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:55.626737] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:55.626767] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:55.630376] [DEBUG] [FORECASTER] RMMZ: Forecast T+1@11:T+2@11: DOWN (p=35.18%)
[2025-12-09T20:30:55.630679] [INFO ] [FORECASTER] Completed predict_future for RMMZ
[2025-12-09T20:30:55.630805] [INFO ] [sig       ] RMMZ: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:30:55.778123] [INFO ] [LOCAL     ] Saved forecast: RMMZ	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/RMMZ.txt
[2025-12-09T20:30:55.778265] [INFO ] [sig       ] [2787/3614] Completed RMMZ in 0.3s | 2.93 sym/s | Total: 15.9m | ETA: 4.7m
[2025-12-09T20:30:55.778304] [INFO ] [sig       ] [2788/3614] Forecasting RMNI...
[2025-12-09T20:30:55.778334] [INFO ] [sig       ] Generating forecast for: RMNI
[2025-12-09T20:30:55.778364] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMNI' from 'https://tdm.silogroup.org/data/derivative_storage/RMNI.csv'.
[2025-12-09T20:30:55.790422] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMNI'.
[2025-12-09T20:30:55.790739] [INFO ] [FORECASTER] Starting predict_future for RMNI
[2025-12-09T20:30:55.791511] [DEBUG] [LOCAL     ] No optimal features file found for RMNI: ./output/feature-sets/RMNI.txt
[2025-12-09T20:30:55.791561] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:55.791615] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:55.791643] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:55.791697] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:55.847605] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:55.848200] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:55.848287] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:55.848319] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:55.966290] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:55.966400] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:55.966435] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:55.966461] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:55.969643] [DEBUG] [FORECASTER] RMNI: Forecast T+1@11:T+2@11: UP (p=95.52%)
[2025-12-09T20:30:55.969903] [INFO ] [FORECASTER] Completed predict_future for RMNI
[2025-12-09T20:30:55.970020] [INFO ] [sig       ] RMNI: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:30:56.107363] [INFO ] [LOCAL     ] Saved forecast: RMNI	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/RMNI.txt
[2025-12-09T20:30:56.107532] [INFO ] [sig       ] [2788/3614] Completed RMNI in 0.3s | 2.93 sym/s | Total: 15.9m | ETA: 4.7m
[2025-12-09T20:30:56.107589] [INFO ] [sig       ] [2789/3614] Forecasting RNA...
[2025-12-09T20:30:56.107622] [INFO ] [sig       ] Generating forecast for: RNA
[2025-12-09T20:30:56.107652] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RNA' from 'https://tdm.silogroup.org/data/derivative_storage/RNA.csv'.
[2025-12-09T20:30:56.119162] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RNA'.
[2025-12-09T20:30:56.119478] [INFO ] [FORECASTER] Starting predict_future for RNA
[2025-12-09T20:30:56.120250] [DEBUG] [LOCAL     ] No optimal features file found for RNA: ./output/feature-sets/RNA.txt
[2025-12-09T20:30:56.120301] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:56.120332] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:56.120358] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:56.120413] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:56.176453] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:56.177302] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:56.177382] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:56.177413] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:56.307419] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:56.307619] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:56.307665] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:56.307694] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:56.311490] [DEBUG] [FORECASTER] RNA: Forecast T+1@11:T+2@11: UP (p=98.50%)
[2025-12-09T20:30:56.311847] [INFO ] [FORECASTER] Completed predict_future for RNA
[2025-12-09T20:30:56.311993] [INFO ] [sig       ] RNA: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:30:56.459656] [INFO ] [LOCAL     ] Saved forecast: RNA	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/RNA.txt
[2025-12-09T20:30:56.459833] [INFO ] [sig       ] [2789/3614] Completed RNA in 0.4s | 2.93 sym/s | Total: 15.9m | ETA: 4.7m
[2025-12-09T20:30:56.459875] [INFO ] [sig       ] [2790/3614] Forecasting RNAC...
[2025-12-09T20:30:56.459904] [INFO ] [sig       ] Generating forecast for: RNAC
[2025-12-09T20:30:56.459932] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RNAC' from 'https://tdm.silogroup.org/data/derivative_storage/RNAC.csv'.
[2025-12-09T20:30:56.471977] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RNAC'.
[2025-12-09T20:30:56.472342] [INFO ] [FORECASTER] Starting predict_future for RNAC
[2025-12-09T20:30:56.473131] [DEBUG] [LOCAL     ] No optimal features file found for RNAC: ./output/feature-sets/RNAC.txt
[2025-12-09T20:30:56.473182] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:56.473213] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:56.473251] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:56.473308] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:56.529965] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:56.530819] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:56.530920] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:56.530952] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:56.646826] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:56.647013] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:56.647054] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:56.647083] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:56.650409] [DEBUG] [FORECASTER] RNAC: Forecast T+1@11:T+2@11: UP (p=74.34%)
[2025-12-09T20:30:56.650696] [INFO ] [FORECASTER] Completed predict_future for RNAC
[2025-12-09T20:30:56.650813] [INFO ] [sig       ] RNAC: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:30:56.788870] [INFO ] [LOCAL     ] Saved forecast: RNAC	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/RNAC.txt
[2025-12-09T20:30:56.788983] [INFO ] [sig       ] [2790/3614] Completed RNAC in 0.3s | 2.93 sym/s | Total: 15.9m | ETA: 4.7m
[2025-12-09T20:30:56.789023] [INFO ] [sig       ] [2791/3614] Forecasting RNG...
[2025-12-09T20:30:56.789050] [INFO ] [sig       ] Generating forecast for: RNG
[2025-12-09T20:30:56.789081] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RNG' from 'https://tdm.silogroup.org/data/derivative_storage/RNG.csv'.
[2025-12-09T20:30:56.800716] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RNG'.
[2025-12-09T20:30:56.801093] [INFO ] [FORECASTER] Starting predict_future for RNG
[2025-12-09T20:30:56.801886] [DEBUG] [LOCAL     ] No optimal features file found for RNG: ./output/feature-sets/RNG.txt
[2025-12-09T20:30:56.801937] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:56.801969] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:56.801996] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:56.802052] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:56.859553] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:56.860438] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:56.860520] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:56.860553] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:56.982591] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:56.982757] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:56.982797] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:56.982825] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:56.986225] [DEBUG] [FORECASTER] RNG: Forecast T+1@11:T+2@11: DOWN (p=38.07%)
[2025-12-09T20:30:56.986502] [INFO ] [FORECASTER] Completed predict_future for RNG
[2025-12-09T20:30:56.986641] [INFO ] [sig       ] RNG: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:30:57.128218] [INFO ] [LOCAL     ] Saved forecast: RNG	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/RNG.txt
[2025-12-09T20:30:57.128376] [INFO ] [sig       ] [2791/3614] Completed RNG in 0.3s | 2.93 sym/s | Total: 15.9m | ETA: 4.7m
[2025-12-09T20:30:57.128414] [INFO ] [sig       ] [2792/3614] Forecasting RNP...
[2025-12-09T20:30:57.128445] [INFO ] [sig       ] Generating forecast for: RNP
[2025-12-09T20:30:57.128475] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RNP' from 'https://tdm.silogroup.org/data/derivative_storage/RNP.csv'.
[2025-12-09T20:30:57.140287] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RNP'.
[2025-12-09T20:30:57.140681] [INFO ] [FORECASTER] Starting predict_future for RNP
[2025-12-09T20:30:57.141467] [DEBUG] [LOCAL     ] No optimal features file found for RNP: ./output/feature-sets/RNP.txt
[2025-12-09T20:30:57.141519] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:57.141552] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:57.141599] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:57.141657] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:57.201322] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:57.202223] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:57.202309] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:57.202341] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:57.322918] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:57.323073] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:57.323114] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:57.323144] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:57.326600] [DEBUG] [FORECASTER] RNP: Forecast T+1@11:T+2@11: UP (p=87.69%)
[2025-12-09T20:30:57.326898] [INFO ] [FORECASTER] Completed predict_future for RNP
[2025-12-09T20:30:57.327026] [INFO ] [sig       ] RNP: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:30:57.473214] [INFO ] [LOCAL     ] Saved forecast: RNP	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/RNP.txt
[2025-12-09T20:30:57.473364] [INFO ] [sig       ] [2792/3614] Completed RNP in 0.3s | 2.93 sym/s | Total: 15.9m | ETA: 4.7m
[2025-12-09T20:30:57.473405] [INFO ] [sig       ] [2793/3614] Forecasting ROAD...
[2025-12-09T20:30:57.473435] [INFO ] [sig       ] Generating forecast for: ROAD
[2025-12-09T20:30:57.473464] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ROAD' from 'https://tdm.silogroup.org/data/derivative_storage/ROAD.csv'.
[2025-12-09T20:30:57.485059] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ROAD'.
[2025-12-09T20:30:57.485415] [INFO ] [FORECASTER] Starting predict_future for ROAD
[2025-12-09T20:30:57.486213] [DEBUG] [LOCAL     ] No optimal features file found for ROAD: ./output/feature-sets/ROAD.txt
[2025-12-09T20:30:57.486263] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:57.486294] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:57.486320] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:57.486374] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:57.548164] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:57.549041] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:57.549126] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:57.549159] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:57.675898] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:57.676046] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:57.676089] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:57.676119] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:57.679547] [DEBUG] [FORECASTER] ROAD: Forecast T+1@11:T+2@11: DOWN (p=5.83%)
[2025-12-09T20:30:57.679853] [INFO ] [FORECASTER] Completed predict_future for ROAD
[2025-12-09T20:30:57.679980] [INFO ] [sig       ] ROAD: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:30:57.827183] [INFO ] [LOCAL     ] Saved forecast: ROAD	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/ROAD.txt
[2025-12-09T20:30:57.827330] [INFO ] [sig       ] [2793/3614] Completed ROAD in 0.4s | 2.93 sym/s | Total: 15.9m | ETA: 4.7m
[2025-12-09T20:30:57.827396] [INFO ] [sig       ] [2794/3614] Forecasting ROCK...
[2025-12-09T20:30:57.827427] [INFO ] [sig       ] Generating forecast for: ROCK
[2025-12-09T20:30:57.827481] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ROCK' from 'https://tdm.silogroup.org/data/derivative_storage/ROCK.csv'.
[2025-12-09T20:30:57.839408] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ROCK'.
[2025-12-09T20:30:57.839779] [INFO ] [FORECASTER] Starting predict_future for ROCK
[2025-12-09T20:30:57.840562] [DEBUG] [LOCAL     ] No optimal features file found for ROCK: ./output/feature-sets/ROCK.txt
[2025-12-09T20:30:57.840631] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:57.840666] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:57.840704] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:57.840770] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:57.899745] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:57.900558] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:57.900658] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:57.900690] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:58.015110] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:58.015261] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:58.015302] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:58.015331] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:58.018728] [DEBUG] [FORECASTER] ROCK: Forecast T+1@11:T+2@11: UP (p=79.59%)
[2025-12-09T20:30:58.019012] [INFO ] [FORECASTER] Completed predict_future for ROCK
[2025-12-09T20:30:58.019135] [INFO ] [sig       ] ROCK: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:30:58.155651] [INFO ] [LOCAL     ] Saved forecast: ROCK	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/ROCK.txt
[2025-12-09T20:30:58.155783] [INFO ] [sig       ] [2794/3614] Completed ROCK in 0.3s | 2.93 sym/s | Total: 15.9m | ETA: 4.7m
[2025-12-09T20:30:58.155822] [INFO ] [sig       ] [2795/3614] Forecasting ROE...
[2025-12-09T20:30:58.155850] [INFO ] [sig       ] Generating forecast for: ROE
[2025-12-09T20:30:58.155880] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ROE' from 'https://tdm.silogroup.org/data/derivative_storage/ROE.csv'.
[2025-12-09T20:30:58.166086] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ROE'.
[2025-12-09T20:30:58.166417] [INFO ] [FORECASTER] Starting predict_future for ROE
[2025-12-09T20:30:58.167183] [DEBUG] [LOCAL     ] No optimal features file found for ROE: ./output/feature-sets/ROE.txt
[2025-12-09T20:30:58.167233] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:58.167264] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:58.167290] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:58.167345] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:58.225694] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:58.226566] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:58.226665] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:58.226698] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:58.347476] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:58.347655] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:58.347698] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:58.347727] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:58.351141] [DEBUG] [FORECASTER] ROE: Forecast T+1@11:T+2@11: UP (p=97.96%)
[2025-12-09T20:30:58.351422] [INFO ] [FORECASTER] Completed predict_future for ROE
[2025-12-09T20:30:58.351546] [INFO ] [sig       ] ROE: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:30:58.496108] [INFO ] [LOCAL     ] Saved forecast: ROE	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/ROE.txt
[2025-12-09T20:30:58.496249] [INFO ] [sig       ] [2795/3614] Completed ROE in 0.3s | 2.93 sym/s | Total: 15.9m | ETA: 4.7m
[2025-12-09T20:30:58.496289] [INFO ] [sig       ] [2796/3614] Forecasting ROP...
[2025-12-09T20:30:58.496318] [INFO ] [sig       ] Generating forecast for: ROP
[2025-12-09T20:30:58.496347] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ROP' from 'https://tdm.silogroup.org/data/derivative_storage/ROP.csv'.
[2025-12-09T20:30:58.508094] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ROP'.
[2025-12-09T20:30:58.508431] [INFO ] [FORECASTER] Starting predict_future for ROP
[2025-12-09T20:30:58.509257] [DEBUG] [LOCAL     ] No optimal features file found for ROP: ./output/feature-sets/ROP.txt
[2025-12-09T20:30:58.509308] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:58.509339] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:58.509365] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:58.509418] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:58.569082] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:58.569811] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:58.569889] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:58.569920] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:58.689187] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:58.689356] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:58.689409] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:58.689440] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:58.692996] [DEBUG] [FORECASTER] ROP: Forecast T+1@11:T+2@11: UP (p=69.64%)
[2025-12-09T20:30:58.693271] [INFO ] [FORECASTER] Completed predict_future for ROP
[2025-12-09T20:30:58.693394] [INFO ] [sig       ] ROP: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:30:58.835662] [INFO ] [LOCAL     ] Saved forecast: ROP	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/ROP.txt
[2025-12-09T20:30:58.835812] [INFO ] [sig       ] [2796/3614] Completed ROP in 0.3s | 2.93 sym/s | Total: 15.9m | ETA: 4.7m
[2025-12-09T20:30:58.835854] [INFO ] [sig       ] [2797/3614] Forecasting RPAY...
[2025-12-09T20:30:58.835886] [INFO ] [sig       ] Generating forecast for: RPAY
[2025-12-09T20:30:58.835916] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RPAY' from 'https://tdm.silogroup.org/data/derivative_storage/RPAY.csv'.
[2025-12-09T20:30:58.847725] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RPAY'.
[2025-12-09T20:30:58.848093] [INFO ] [FORECASTER] Starting predict_future for RPAY
[2025-12-09T20:30:58.848880] [DEBUG] [LOCAL     ] No optimal features file found for RPAY: ./output/feature-sets/RPAY.txt
[2025-12-09T20:30:58.848931] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:58.848962] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:58.849027] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:58.849098] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:58.904586] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:58.905266] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:58.905343] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:58.905374] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:59.021804] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:59.021950] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:59.021990] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:59.022017] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:59.025303] [DEBUG] [FORECASTER] RPAY: Forecast T+1@11:T+2@11: DOWN (p=9.36%)
[2025-12-09T20:30:59.025567] [INFO ] [FORECASTER] Completed predict_future for RPAY
[2025-12-09T20:30:59.025704] [INFO ] [sig       ] RPAY: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:30:59.161881] [INFO ] [LOCAL     ] Saved forecast: RPAY	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/RPAY.txt
[2025-12-09T20:30:59.162006] [INFO ] [sig       ] [2797/3614] Completed RPAY in 0.3s | 2.93 sym/s | Total: 15.9m | ETA: 4.6m
[2025-12-09T20:30:59.162044] [INFO ] [sig       ] [2798/3614] Forecasting RPD...
[2025-12-09T20:30:59.162073] [INFO ] [sig       ] Generating forecast for: RPD
[2025-12-09T20:30:59.162102] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RPD' from 'https://tdm.silogroup.org/data/derivative_storage/RPD.csv'.
[2025-12-09T20:30:59.173270] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RPD'.
[2025-12-09T20:30:59.173594] [INFO ] [FORECASTER] Starting predict_future for RPD
[2025-12-09T20:30:59.174373] [DEBUG] [LOCAL     ] No optimal features file found for RPD: ./output/feature-sets/RPD.txt
[2025-12-09T20:30:59.174425] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:59.174456] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:59.174483] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:59.174539] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:59.230999] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:59.231766] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:59.231843] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:59.231876] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:59.352061] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:59.352202] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:59.352242] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:59.352271] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:59.355549] [DEBUG] [FORECASTER] RPD: Forecast T+1@11:T+2@11: UP (p=85.22%)
[2025-12-09T20:30:59.355829] [INFO ] [FORECASTER] Completed predict_future for RPD
[2025-12-09T20:30:59.355947] [INFO ] [sig       ] RPD: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:30:59.497384] [INFO ] [LOCAL     ] Saved forecast: RPD	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/RPD.txt
[2025-12-09T20:30:59.497528] [INFO ] [sig       ] [2798/3614] Completed RPD in 0.3s | 2.93 sym/s | Total: 15.9m | ETA: 4.6m
[2025-12-09T20:30:59.497567] [INFO ] [sig       ] [2799/3614] Forecasting RPID...
[2025-12-09T20:30:59.497613] [INFO ] [sig       ] Generating forecast for: RPID
[2025-12-09T20:30:59.497643] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RPID' from 'https://tdm.silogroup.org/data/derivative_storage/RPID.csv'.
[2025-12-09T20:30:59.508793] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RPID'.
[2025-12-09T20:30:59.509089] [INFO ] [FORECASTER] Starting predict_future for RPID
[2025-12-09T20:30:59.509883] [DEBUG] [LOCAL     ] No optimal features file found for RPID: ./output/feature-sets/RPID.txt
[2025-12-09T20:30:59.509933] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:59.509964] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:59.509990] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:59.510045] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:59.567035] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:59.567851] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:59.567929] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:59.567960] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:30:59.688971] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:30:59.689115] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:30:59.689156] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:30:59.689183] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:30:59.692507] [DEBUG] [FORECASTER] RPID: Forecast T+1@11:T+2@11: DOWN (p=19.43%)
[2025-12-09T20:30:59.692784] [INFO ] [FORECASTER] Completed predict_future for RPID
[2025-12-09T20:30:59.692901] [INFO ] [sig       ] RPID: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:30:59.832254] [INFO ] [LOCAL     ] Saved forecast: RPID	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/RPID.txt
[2025-12-09T20:30:59.832384] [INFO ] [sig       ] [2799/3614] Completed RPID in 0.3s | 2.93 sym/s | Total: 15.9m | ETA: 4.6m
[2025-12-09T20:30:59.832423] [INFO ] [sig       ] [2800/3614] Forecasting RPRX...
[2025-12-09T20:30:59.832453] [INFO ] [sig       ] Generating forecast for: RPRX
[2025-12-09T20:30:59.832483] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RPRX' from 'https://tdm.silogroup.org/data/derivative_storage/RPRX.csv'.
[2025-12-09T20:30:59.843691] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RPRX'.
[2025-12-09T20:30:59.843993] [INFO ] [FORECASTER] Starting predict_future for RPRX
[2025-12-09T20:30:59.844752] [DEBUG] [LOCAL     ] No optimal features file found for RPRX: ./output/feature-sets/RPRX.txt
[2025-12-09T20:30:59.844804] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:30:59.844835] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:30:59.844863] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:30:59.844919] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:30:59.901134] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:30:59.901867] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:30:59.901944] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:30:59.901978] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:00.021064] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:00.021205] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:00.021244] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:00.021274] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:00.024632] [DEBUG] [FORECASTER] RPRX: Forecast T+1@11:T+2@11: UP (p=63.83%)
[2025-12-09T20:31:00.024902] [INFO ] [FORECASTER] Completed predict_future for RPRX
[2025-12-09T20:31:00.025023] [INFO ] [sig       ] RPRX: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:31:00.164585] [INFO ] [LOCAL     ] Saved forecast: RPRX	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/RPRX.txt
[2025-12-09T20:31:00.164718] [INFO ] [sig       ] [2800/3614] Completed RPRX in 0.3s | 2.93 sym/s | Total: 15.9m | ETA: 4.6m
[2025-12-09T20:31:00.164757] [INFO ] [sig       ] [2801/3614] Forecasting RPTX...
[2025-12-09T20:31:00.164786] [INFO ] [sig       ] Generating forecast for: RPTX
[2025-12-09T20:31:00.164818] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RPTX' from 'https://tdm.silogroup.org/data/derivative_storage/RPTX.csv'.
[2025-12-09T20:31:00.177409] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RPTX'.
[2025-12-09T20:31:00.177752] [INFO ] [FORECASTER] Starting predict_future for RPTX
[2025-12-09T20:31:00.178867] [DEBUG] [LOCAL     ] No optimal features file found for RPTX: ./output/feature-sets/RPTX.txt
[2025-12-09T20:31:00.178945] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:00.179002] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:00.179055] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:00.179132] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:00.236664] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:00.237400] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:00.237477] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:00.237526] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:00.354033] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:00.354185] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:00.354231] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:00.354259] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:00.357553] [DEBUG] [FORECASTER] RPTX: Forecast T+1@11:T+2@11: UP (p=72.16%)
[2025-12-09T20:31:00.357830] [INFO ] [FORECASTER] Completed predict_future for RPTX
[2025-12-09T20:31:00.357948] [INFO ] [sig       ] RPTX: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:31:00.503714] [INFO ] [LOCAL     ] Saved forecast: RPTX	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/RPTX.txt
[2025-12-09T20:31:00.503875] [INFO ] [sig       ] [2801/3614] Completed RPTX in 0.3s | 2.93 sym/s | Total: 15.9m | ETA: 4.6m
[2025-12-09T20:31:00.503920] [INFO ] [sig       ] [2802/3614] Forecasting RQI...
[2025-12-09T20:31:00.503960] [INFO ] [sig       ] Generating forecast for: RQI
[2025-12-09T20:31:00.503993] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RQI' from 'https://tdm.silogroup.org/data/derivative_storage/RQI.csv'.
[2025-12-09T20:31:00.515798] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RQI'.
[2025-12-09T20:31:00.516127] [INFO ] [FORECASTER] Starting predict_future for RQI
[2025-12-09T20:31:00.516925] [DEBUG] [LOCAL     ] No optimal features file found for RQI: ./output/feature-sets/RQI.txt
[2025-12-09T20:31:00.516977] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:00.517009] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:00.517037] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:00.517092] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:00.576762] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:00.577592] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:00.577678] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:00.577712] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:00.703688] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:00.703816] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:00.703860] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:00.703888] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:00.707399] [DEBUG] [FORECASTER] RQI: Forecast T+1@11:T+2@11: DOWN (p=41.29%)
[2025-12-09T20:31:00.707760] [INFO ] [FORECASTER] Completed predict_future for RQI
[2025-12-09T20:31:00.707920] [INFO ] [sig       ] RQI: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:31:00.846644] [INFO ] [LOCAL     ] Saved forecast: RQI	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/RQI.txt
[2025-12-09T20:31:00.846769] [INFO ] [sig       ] [2802/3614] Completed RQI in 0.3s | 2.93 sym/s | Total: 15.9m | ETA: 4.6m
[2025-12-09T20:31:00.846808] [INFO ] [sig       ] [2803/3614] Forecasting RRBI...
[2025-12-09T20:31:00.846836] [INFO ] [sig       ] Generating forecast for: RRBI
[2025-12-09T20:31:00.846866] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RRBI' from 'https://tdm.silogroup.org/data/derivative_storage/RRBI.csv'.
[2025-12-09T20:31:00.858456] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RRBI'.
[2025-12-09T20:31:00.858838] [INFO ] [FORECASTER] Starting predict_future for RRBI
[2025-12-09T20:31:00.859748] [DEBUG] [LOCAL     ] No optimal features file found for RRBI: ./output/feature-sets/RRBI.txt
[2025-12-09T20:31:00.859811] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:00.859843] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:00.859869] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:00.859923] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:00.917107] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:00.917852] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:00.917930] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:00.917963] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:01.021647] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:01.021811] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:31:01.021851] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:01.021878] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:01.025533] [DEBUG] [FORECASTER] RRBI: Forecast T+1@11:T+2@11: DOWN (p=34.88%)
[2025-12-09T20:31:01.025941] [INFO ] [FORECASTER] Completed predict_future for RRBI
[2025-12-09T20:31:01.026094] [INFO ] [sig       ] RRBI: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:31:01.175079] [INFO ] [LOCAL     ] Saved forecast: RRBI	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/RRBI.txt
[2025-12-09T20:31:01.175209] [INFO ] [sig       ] [2803/3614] Completed RRBI in 0.3s | 2.93 sym/s | Total: 15.9m | ETA: 4.6m
[2025-12-09T20:31:01.175249] [INFO ] [sig       ] [2804/3614] Forecasting RRC...
[2025-12-09T20:31:01.175277] [INFO ] [sig       ] Generating forecast for: RRC
[2025-12-09T20:31:01.175304] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RRC' from 'https://tdm.silogroup.org/data/derivative_storage/RRC.csv'.
[2025-12-09T20:31:01.188657] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RRC'.
[2025-12-09T20:31:01.189053] [INFO ] [FORECASTER] Starting predict_future for RRC
[2025-12-09T20:31:01.189866] [DEBUG] [LOCAL     ] No optimal features file found for RRC: ./output/feature-sets/RRC.txt
[2025-12-09T20:31:01.189916] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:01.189947] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:01.189973] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:01.190029] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:01.247877] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:01.248693] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:01.248770] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:01.248802] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:01.374990] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:01.375142] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:01.375181] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:01.375208] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:01.379015] [DEBUG] [FORECASTER] RRC: Forecast T+1@11:T+2@11: UP (p=62.39%)
[2025-12-09T20:31:01.379344] [INFO ] [FORECASTER] Completed predict_future for RRC
[2025-12-09T20:31:01.379474] [INFO ] [sig       ] RRC: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:31:01.526660] [INFO ] [LOCAL     ] Saved forecast: RRC	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/RRC.txt
[2025-12-09T20:31:01.526804] [INFO ] [sig       ] [2804/3614] Completed RRC in 0.4s | 2.93 sym/s | Total: 16.0m | ETA: 4.6m
[2025-12-09T20:31:01.526842] [INFO ] [sig       ] [2805/3614] Forecasting RRGB...
[2025-12-09T20:31:01.526872] [INFO ] [sig       ] Generating forecast for: RRGB
[2025-12-09T20:31:01.526901] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RRGB' from 'https://tdm.silogroup.org/data/derivative_storage/RRGB.csv'.
[2025-12-09T20:31:01.537773] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RRGB'.
[2025-12-09T20:31:01.538075] [INFO ] [FORECASTER] Starting predict_future for RRGB
[2025-12-09T20:31:01.539027] [DEBUG] [LOCAL     ] No optimal features file found for RRGB: ./output/feature-sets/RRGB.txt
[2025-12-09T20:31:01.539077] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:01.539108] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:01.539137] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:01.539191] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:01.598207] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:01.599212] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:01.599296] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:01.599329] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:01.725592] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:01.725744] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:01.725784] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:01.725820] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:01.729266] [DEBUG] [FORECASTER] RRGB: Forecast T+1@11:T+2@11: UP (p=95.74%)
[2025-12-09T20:31:01.729662] [INFO ] [FORECASTER] Completed predict_future for RRGB
[2025-12-09T20:31:01.729809] [INFO ] [sig       ] RRGB: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:31:01.875827] [INFO ] [LOCAL     ] Saved forecast: RRGB	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/RRGB.txt
[2025-12-09T20:31:01.876004] [INFO ] [sig       ] [2805/3614] Completed RRGB in 0.3s | 2.93 sym/s | Total: 16.0m | ETA: 4.6m
[2025-12-09T20:31:01.876065] [INFO ] [sig       ] [2806/3614] Forecasting RRX...
[2025-12-09T20:31:01.876105] [INFO ] [sig       ] Generating forecast for: RRX
[2025-12-09T20:31:01.876139] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RRX' from 'https://tdm.silogroup.org/data/derivative_storage/RRX.csv'.
[2025-12-09T20:31:01.888506] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RRX'.
[2025-12-09T20:31:01.888877] [INFO ] [FORECASTER] Starting predict_future for RRX
[2025-12-09T20:31:01.889865] [DEBUG] [LOCAL     ] No optimal features file found for RRX: ./output/feature-sets/RRX.txt
[2025-12-09T20:31:01.889916] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:01.889947] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:01.889973] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:01.890027] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:01.945745] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:01.946486] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:01.946564] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:01.946615] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:02.063881] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:02.064032] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:02.064071] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:02.064099] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:02.067421] [DEBUG] [FORECASTER] RRX: Forecast T+1@11:T+2@11: DOWN (p=18.86%)
[2025-12-09T20:31:02.067719] [INFO ] [FORECASTER] Completed predict_future for RRX
[2025-12-09T20:31:02.067839] [INFO ] [sig       ] RRX: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:31:02.207408] [INFO ] [LOCAL     ] Saved forecast: RRX	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/RRX.txt
[2025-12-09T20:31:02.207568] [INFO ] [sig       ] [2806/3614] Completed RRX in 0.3s | 2.93 sym/s | Total: 16.0m | ETA: 4.6m
[2025-12-09T20:31:02.207637] [INFO ] [sig       ] [2807/3614] Forecasting RS...
[2025-12-09T20:31:02.207668] [INFO ] [sig       ] Generating forecast for: RS
[2025-12-09T20:31:02.207698] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RS' from 'https://tdm.silogroup.org/data/derivative_storage/RS.csv'.
[2025-12-09T20:31:02.218915] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RS'.
[2025-12-09T20:31:02.219227] [INFO ] [FORECASTER] Starting predict_future for RS
[2025-12-09T20:31:02.220039] [DEBUG] [LOCAL     ] No optimal features file found for RS: ./output/feature-sets/RS.txt
[2025-12-09T20:31:02.220097] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:02.220147] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:02.220179] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:02.220234] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:02.275685] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:02.276375] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:02.276492] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:02.276540] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:02.399048] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:02.399193] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:02.399234] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:02.399262] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:02.402626] [DEBUG] [FORECASTER] RS: Forecast T+1@11:T+2@11: UP (p=58.35%)
[2025-12-09T20:31:02.402890] [INFO ] [FORECASTER] Completed predict_future for RS
[2025-12-09T20:31:02.403008] [INFO ] [sig       ] RS: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:31:02.540302] [INFO ] [LOCAL     ] Saved forecast: RS	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/RS.txt
[2025-12-09T20:31:02.540433] [INFO ] [sig       ] [2807/3614] Completed RS in 0.3s | 2.93 sym/s | Total: 16.0m | ETA: 4.6m
[2025-12-09T20:31:02.540471] [INFO ] [sig       ] [2808/3614] Forecasting RSG...
[2025-12-09T20:31:02.540502] [INFO ] [sig       ] Generating forecast for: RSG
[2025-12-09T20:31:02.540531] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RSG' from 'https://tdm.silogroup.org/data/derivative_storage/RSG.csv'.
[2025-12-09T20:31:02.551480] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RSG'.
[2025-12-09T20:31:02.551790] [INFO ] [FORECASTER] Starting predict_future for RSG
[2025-12-09T20:31:02.552528] [DEBUG] [LOCAL     ] No optimal features file found for RSG: ./output/feature-sets/RSG.txt
[2025-12-09T20:31:02.552595] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:02.552628] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:02.552655] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:02.552711] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:02.608058] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:02.608737] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:02.608812] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:02.608843] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:02.730710] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:02.730860] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:02.730899] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:02.730928] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:02.734220] [DEBUG] [FORECASTER] RSG: Forecast T+1@11:T+2@11: DOWN (p=17.53%)
[2025-12-09T20:31:02.734483] [INFO ] [FORECASTER] Completed predict_future for RSG
[2025-12-09T20:31:02.734642] [INFO ] [sig       ] RSG: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:31:02.880180] [INFO ] [LOCAL     ] Saved forecast: RSG	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/RSG.txt
[2025-12-09T20:31:02.880345] [INFO ] [sig       ] [2808/3614] Completed RSG in 0.3s | 2.93 sym/s | Total: 16.0m | ETA: 4.6m
[2025-12-09T20:31:02.880390] [INFO ] [sig       ] [2809/3614] Forecasting RSI...
[2025-12-09T20:31:02.880421] [INFO ] [sig       ] Generating forecast for: RSI
[2025-12-09T20:31:02.880450] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RSI' from 'https://tdm.silogroup.org/data/derivative_storage/RSI.csv'.
[2025-12-09T20:31:02.892388] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RSI'.
[2025-12-09T20:31:02.892726] [INFO ] [FORECASTER] Starting predict_future for RSI
[2025-12-09T20:31:02.893821] [DEBUG] [LOCAL     ] No optimal features file found for RSI: ./output/feature-sets/RSI.txt
[2025-12-09T20:31:02.893874] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:02.893905] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:02.893932] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:02.893988] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:02.950442] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:02.951295] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:02.951377] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:02.951409] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:03.070212] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:03.070363] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:03.070403] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:03.070430] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:03.073786] [DEBUG] [FORECASTER] RSI: Forecast T+1@11:T+2@11: UP (p=52.04%)
[2025-12-09T20:31:03.074055] [INFO ] [FORECASTER] Completed predict_future for RSI
[2025-12-09T20:31:03.074175] [INFO ] [sig       ] RSI: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:31:03.211995] [INFO ] [LOCAL     ] Saved forecast: RSI	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/RSI.txt
[2025-12-09T20:31:03.212138] [INFO ] [sig       ] [2809/3614] Completed RSI in 0.3s | 2.93 sym/s | Total: 16.0m | ETA: 4.6m
[2025-12-09T20:31:03.212176] [INFO ] [sig       ] [2810/3614] Forecasting RSKD...
[2025-12-09T20:31:03.212205] [INFO ] [sig       ] Generating forecast for: RSKD
[2025-12-09T20:31:03.212233] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RSKD' from 'https://tdm.silogroup.org/data/derivative_storage/RSKD.csv'.
[2025-12-09T20:31:03.223082] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RSKD'.
[2025-12-09T20:31:03.223402] [INFO ] [FORECASTER] Starting predict_future for RSKD
[2025-12-09T20:31:03.224220] [DEBUG] [LOCAL     ] No optimal features file found for RSKD: ./output/feature-sets/RSKD.txt
[2025-12-09T20:31:03.224272] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:03.224303] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:03.224331] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:03.224387] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:03.280871] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:03.281795] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:03.281900] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:03.281938] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:03.395800] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:03.395950] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:03.396009] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:03.396039] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:03.399355] [DEBUG] [FORECASTER] RSKD: Forecast T+1@11:T+2@11: DOWN (p=14.58%)
[2025-12-09T20:31:03.399638] [INFO ] [FORECASTER] Completed predict_future for RSKD
[2025-12-09T20:31:03.399758] [INFO ] [sig       ] RSKD: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:31:03.536501] [INFO ] [LOCAL     ] Saved forecast: RSKD	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/RSKD.txt
[2025-12-09T20:31:03.536680] [INFO ] [sig       ] [2810/3614] Completed RSKD in 0.3s | 2.93 sym/s | Total: 16.0m | ETA: 4.6m
[2025-12-09T20:31:03.536721] [INFO ] [sig       ] [2811/3614] Forecasting RSSS...
[2025-12-09T20:31:03.536751] [INFO ] [sig       ] Generating forecast for: RSSS
[2025-12-09T20:31:03.536780] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RSSS' from 'https://tdm.silogroup.org/data/derivative_storage/RSSS.csv'.
[2025-12-09T20:31:03.547760] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RSSS'.
[2025-12-09T20:31:03.548050] [INFO ] [FORECASTER] Starting predict_future for RSSS
[2025-12-09T20:31:03.548832] [DEBUG] [LOCAL     ] No optimal features file found for RSSS: ./output/feature-sets/RSSS.txt
[2025-12-09T20:31:03.548887] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:03.548924] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:03.548950] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:03.549007] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:03.608249] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:03.609249] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:03.609327] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:03.609359] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:03.729594] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:03.729750] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:03.729791] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:03.729820] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:03.733437] [DEBUG] [FORECASTER] RSSS: Forecast T+1@11:T+2@11: UP (p=57.02%)
[2025-12-09T20:31:03.733739] [INFO ] [FORECASTER] Completed predict_future for RSSS
[2025-12-09T20:31:03.733864] [INFO ] [sig       ] RSSS: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:31:03.875970] [INFO ] [LOCAL     ] Saved forecast: RSSS	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/RSSS.txt
[2025-12-09T20:31:03.876120] [INFO ] [sig       ] [2811/3614] Completed RSSS in 0.3s | 2.93 sym/s | Total: 16.0m | ETA: 4.6m
[2025-12-09T20:31:03.876160] [INFO ] [sig       ] [2812/3614] Forecasting RTO...
[2025-12-09T20:31:03.876190] [INFO ] [sig       ] Generating forecast for: RTO
[2025-12-09T20:31:03.876219] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RTO' from 'https://tdm.silogroup.org/data/derivative_storage/RTO.csv'.
[2025-12-09T20:31:03.887795] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RTO'.
[2025-12-09T20:31:03.888135] [INFO ] [FORECASTER] Starting predict_future for RTO
[2025-12-09T20:31:03.888905] [DEBUG] [LOCAL     ] No optimal features file found for RTO: ./output/feature-sets/RTO.txt
[2025-12-09T20:31:03.888957] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:03.888988] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:03.889015] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:03.889070] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:03.944559] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:03.945389] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:03.945485] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:03.945516] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:04.064334] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:04.064502] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:04.064541] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:04.064587] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:04.067923] [DEBUG] [FORECASTER] RTO: Forecast T+1@11:T+2@11: DOWN (p=6.28%)
[2025-12-09T20:31:04.068208] [INFO ] [FORECASTER] Completed predict_future for RTO
[2025-12-09T20:31:04.068334] [INFO ] [sig       ] RTO: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:31:04.207360] [INFO ] [LOCAL     ] Saved forecast: RTO	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/RTO.txt
[2025-12-09T20:31:04.207539] [INFO ] [sig       ] [2812/3614] Completed RTO in 0.3s | 2.93 sym/s | Total: 16.0m | ETA: 4.6m
[2025-12-09T20:31:04.207606] [INFO ] [sig       ] [2813/3614] Forecasting RUM...
[2025-12-09T20:31:04.207644] [INFO ] [sig       ] Generating forecast for: RUM
[2025-12-09T20:31:04.207676] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RUM' from 'https://tdm.silogroup.org/data/derivative_storage/RUM.csv'.
[2025-12-09T20:31:04.219939] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RUM'.
[2025-12-09T20:31:04.220246] [INFO ] [FORECASTER] Starting predict_future for RUM
[2025-12-09T20:31:04.221011] [DEBUG] [LOCAL     ] No optimal features file found for RUM: ./output/feature-sets/RUM.txt
[2025-12-09T20:31:04.221061] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:04.221093] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:04.221119] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:04.221174] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:04.276733] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:04.277536] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:04.277633] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:04.277665] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:04.399371] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:04.399685] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:04.399725] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:04.399752] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:04.403279] [DEBUG] [FORECASTER] RUM: Forecast T+1@11:T+2@11: UP (p=52.11%)
[2025-12-09T20:31:04.403551] [INFO ] [FORECASTER] Completed predict_future for RUM
[2025-12-09T20:31:04.403688] [INFO ] [sig       ] RUM: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:31:04.543433] [INFO ] [LOCAL     ] Saved forecast: RUM	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/RUM.txt
[2025-12-09T20:31:04.543609] [INFO ] [sig       ] [2813/3614] Completed RUM in 0.3s | 2.93 sym/s | Total: 16.0m | ETA: 4.6m
[2025-12-09T20:31:04.543651] [INFO ] [sig       ] [2814/3614] Forecasting RUN...
[2025-12-09T20:31:04.543682] [INFO ] [sig       ] Generating forecast for: RUN
[2025-12-09T20:31:04.543711] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RUN' from 'https://tdm.silogroup.org/data/derivative_storage/RUN.csv'.
[2025-12-09T20:31:04.556209] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RUN'.
[2025-12-09T20:31:04.556519] [INFO ] [FORECASTER] Starting predict_future for RUN
[2025-12-09T20:31:04.557302] [DEBUG] [LOCAL     ] No optimal features file found for RUN: ./output/feature-sets/RUN.txt
[2025-12-09T20:31:04.557355] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:04.557428] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:04.557458] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:04.557541] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:04.614948] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:04.615553] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:04.615642] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:04.615674] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:04.733528] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:04.733670] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:04.733708] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:04.733734] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:04.737006] [DEBUG] [FORECASTER] RUN: Forecast T+1@11:T+2@11: DOWN (p=13.08%)
[2025-12-09T20:31:04.737262] [INFO ] [FORECASTER] Completed predict_future for RUN
[2025-12-09T20:31:04.737390] [INFO ] [sig       ] RUN: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:31:04.875795] [INFO ] [LOCAL     ] Saved forecast: RUN	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/RUN.txt
[2025-12-09T20:31:04.875910] [INFO ] [sig       ] [2814/3614] Completed RUN in 0.3s | 2.93 sym/s | Total: 16.0m | ETA: 4.6m
[2025-12-09T20:31:04.875948] [INFO ] [sig       ] [2815/3614] Forecasting RUNN...
[2025-12-09T20:31:04.875976] [INFO ] [sig       ] Generating forecast for: RUNN
[2025-12-09T20:31:04.876003] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RUNN' from 'https://tdm.silogroup.org/data/derivative_storage/RUNN.csv'.
[2025-12-09T20:31:04.889837] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RUNN'.
[2025-12-09T20:31:04.890117] [INFO ] [FORECASTER] Starting predict_future for RUNN
[2025-12-09T20:31:04.890914] [DEBUG] [LOCAL     ] No optimal features file found for RUNN: ./output/feature-sets/RUNN.txt
[2025-12-09T20:31:04.890966] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:04.890999] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:04.891026] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:04.891082] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:04.948485] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:04.949083] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:04.949155] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:04.949188] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:05.069175] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:05.069329] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:05.069380] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:05.069413] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:05.072823] [DEBUG] [FORECASTER] RUNN: Forecast T+1@11:T+2@11: UP (p=99.55%)
[2025-12-09T20:31:05.073087] [INFO ] [FORECASTER] Completed predict_future for RUNN
[2025-12-09T20:31:05.073205] [INFO ] [sig       ] RUNN: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:31:05.213616] [INFO ] [LOCAL     ] Saved forecast: RUNN	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/RUNN.txt
[2025-12-09T20:31:05.213741] [INFO ] [sig       ] [2815/3614] Completed RUNN in 0.3s | 2.93 sym/s | Total: 16.0m | ETA: 4.5m
[2025-12-09T20:31:05.213779] [INFO ] [sig       ] [2816/3614] Forecasting RUSHA...
[2025-12-09T20:31:05.213809] [INFO ] [sig       ] Generating forecast for: RUSHA
[2025-12-09T20:31:05.213838] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RUSHA' from 'https://tdm.silogroup.org/data/derivative_storage/RUSHA.csv'.
[2025-12-09T20:31:05.231731] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RUSHA'.
[2025-12-09T20:31:05.232023] [INFO ] [FORECASTER] Starting predict_future for RUSHA
[2025-12-09T20:31:05.232776] [DEBUG] [LOCAL     ] No optimal features file found for RUSHA: ./output/feature-sets/RUSHA.txt
[2025-12-09T20:31:05.232825] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:05.232856] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:05.232882] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:05.232936] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:05.289826] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:05.290584] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:05.290657] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:05.290688] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:05.408041] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:05.408171] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:05.408208] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:05.408239] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:05.411460] [DEBUG] [FORECASTER] RUSHA: Forecast T+1@11:T+2@11: DOWN (p=24.61%)
[2025-12-09T20:31:05.411737] [INFO ] [FORECASTER] Completed predict_future for RUSHA
[2025-12-09T20:31:05.411855] [INFO ] [sig       ] RUSHA: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:31:05.551004] [INFO ] [LOCAL     ] Saved forecast: RUSHA	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/RUSHA.txt
[2025-12-09T20:31:05.551117] [INFO ] [sig       ] [2816/3614] Completed RUSHA in 0.3s | 2.93 sym/s | Total: 16.0m | ETA: 4.5m
[2025-12-09T20:31:05.551154] [INFO ] [sig       ] [2817/3614] Forecasting RUSHB...
[2025-12-09T20:31:05.551184] [INFO ] [sig       ] Generating forecast for: RUSHB
[2025-12-09T20:31:05.551215] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RUSHB' from 'https://tdm.silogroup.org/data/derivative_storage/RUSHB.csv'.
[2025-12-09T20:31:05.564566] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RUSHB'.
[2025-12-09T20:31:05.564869] [INFO ] [FORECASTER] Starting predict_future for RUSHB
[2025-12-09T20:31:05.565625] [DEBUG] [LOCAL     ] No optimal features file found for RUSHB: ./output/feature-sets/RUSHB.txt
[2025-12-09T20:31:05.565674] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:05.565705] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:05.565731] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:05.565785] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:05.621319] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:05.621906] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:05.621979] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:05.622010] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:05.723622] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:05.723745] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:05.723782] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:05.723842] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:05.727066] [DEBUG] [FORECASTER] RUSHB: Forecast T+1@11:T+2@11: UP (p=85.96%)
[2025-12-09T20:31:05.727331] [INFO ] [FORECASTER] Completed predict_future for RUSHB
[2025-12-09T20:31:05.727454] [INFO ] [sig       ] RUSHB: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:31:05.869237] [INFO ] [LOCAL     ] Saved forecast: RUSHB	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/RUSHB.txt
[2025-12-09T20:31:05.869359] [INFO ] [sig       ] [2817/3614] Completed RUSHB in 0.3s | 2.93 sym/s | Total: 16.0m | ETA: 4.5m
[2025-12-09T20:31:05.869396] [INFO ] [sig       ] [2818/3614] Forecasting RVMD...
[2025-12-09T20:31:05.869432] [INFO ] [sig       ] Generating forecast for: RVMD
[2025-12-09T20:31:05.869462] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RVMD' from 'https://tdm.silogroup.org/data/derivative_storage/RVMD.csv'.
[2025-12-09T20:31:05.890076] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RVMD'.
[2025-12-09T20:31:05.890358] [INFO ] [FORECASTER] Starting predict_future for RVMD
[2025-12-09T20:31:05.891116] [DEBUG] [LOCAL     ] No optimal features file found for RVMD: ./output/feature-sets/RVMD.txt
[2025-12-09T20:31:05.891167] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:05.891199] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:05.891226] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:05.891280] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:05.950369] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:05.951011] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:05.951087] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:05.951120] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:06.074195] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:06.074310] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:06.074350] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:06.074377] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:06.077603] [DEBUG] [FORECASTER] RVMD: Forecast T+1@11:T+2@11: UP (p=86.34%)
[2025-12-09T20:31:06.077874] [INFO ] [FORECASTER] Completed predict_future for RVMD
[2025-12-09T20:31:06.077996] [INFO ] [sig       ] RVMD: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:31:06.218145] [INFO ] [LOCAL     ] Saved forecast: RVMD	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/RVMD.txt
[2025-12-09T20:31:06.218269] [INFO ] [sig       ] [2818/3614] Completed RVMD in 0.3s | 2.93 sym/s | Total: 16.0m | ETA: 4.5m
[2025-12-09T20:31:06.218313] [INFO ] [sig       ] [2819/3614] Forecasting RVSB...
[2025-12-09T20:31:06.218343] [INFO ] [sig       ] Generating forecast for: RVSB
[2025-12-09T20:31:06.218372] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RVSB' from 'https://tdm.silogroup.org/data/derivative_storage/RVSB.csv'.
[2025-12-09T20:31:06.239460] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RVSB'.
[2025-12-09T20:31:06.239804] [INFO ] [FORECASTER] Starting predict_future for RVSB
[2025-12-09T20:31:06.240605] [DEBUG] [LOCAL     ] No optimal features file found for RVSB: ./output/feature-sets/RVSB.txt
[2025-12-09T20:31:06.240655] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:06.240690] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:06.240718] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:06.240774] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:06.300009] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:06.300671] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:06.300747] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:06.300780] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:06.419393] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:06.419531] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:06.419592] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:06.419634] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:06.423094] [DEBUG] [FORECASTER] RVSB: Forecast T+1@11:T+2@11: DOWN (p=45.74%)
[2025-12-09T20:31:06.423365] [INFO ] [FORECASTER] Completed predict_future for RVSB
[2025-12-09T20:31:06.423487] [INFO ] [sig       ] RVSB: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:31:06.564887] [INFO ] [LOCAL     ] Saved forecast: RVSB	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/RVSB.txt
[2025-12-09T20:31:06.565015] [INFO ] [sig       ] [2819/3614] Completed RVSB in 0.3s | 2.93 sym/s | Total: 16.0m | ETA: 4.5m
[2025-12-09T20:31:06.565053] [INFO ] [sig       ] [2820/3614] Forecasting RVTY...
[2025-12-09T20:31:06.565082] [INFO ] [sig       ] Generating forecast for: RVTY
[2025-12-09T20:31:06.565112] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RVTY' from 'https://tdm.silogroup.org/data/derivative_storage/RVTY.csv'.
[2025-12-09T20:31:06.586424] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RVTY'.
[2025-12-09T20:31:06.586722] [INFO ] [FORECASTER] Starting predict_future for RVTY
[2025-12-09T20:31:06.587458] [DEBUG] [LOCAL     ] No optimal features file found for RVTY: ./output/feature-sets/RVTY.txt
[2025-12-09T20:31:06.587539] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:06.587592] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:06.587621] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:06.587676] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:06.644812] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:06.645455] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:06.645533] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:06.645565] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:06.764026] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:06.764176] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:06.764219] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:06.764248] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:06.767763] [DEBUG] [FORECASTER] RVTY: Forecast T+1@11:T+2@11: DOWN (p=14.10%)
[2025-12-09T20:31:06.768070] [INFO ] [FORECASTER] Completed predict_future for RVTY
[2025-12-09T20:31:06.768197] [INFO ] [sig       ] RVTY: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:31:06.909561] [INFO ] [LOCAL     ] Saved forecast: RVTY	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/RVTY.txt
[2025-12-09T20:31:06.909726] [INFO ] [sig       ] [2820/3614] Completed RVTY in 0.3s | 2.93 sym/s | Total: 16.0m | ETA: 4.5m
[2025-12-09T20:31:06.909776] [INFO ] [sig       ] [2821/3614] Forecasting RWAY...
[2025-12-09T20:31:06.909809] [INFO ] [sig       ] Generating forecast for: RWAY
[2025-12-09T20:31:06.909838] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RWAY' from 'https://tdm.silogroup.org/data/derivative_storage/RWAY.csv'.
[2025-12-09T20:31:06.921949] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RWAY'.
[2025-12-09T20:31:06.922298] [INFO ] [FORECASTER] Starting predict_future for RWAY
[2025-12-09T20:31:06.923131] [DEBUG] [LOCAL     ] No optimal features file found for RWAY: ./output/feature-sets/RWAY.txt
[2025-12-09T20:31:06.923184] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:06.923216] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:06.923244] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:06.923300] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:06.982455] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:06.983335] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:06.983417] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:06.983449] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:07.105238] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:07.105387] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:07.105429] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:07.105473] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:07.108990] [DEBUG] [FORECASTER] RWAY: Forecast T+1@11:T+2@11: DOWN (p=35.69%)
[2025-12-09T20:31:07.109258] [INFO ] [FORECASTER] Completed predict_future for RWAY
[2025-12-09T20:31:07.109386] [INFO ] [sig       ] RWAY: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:31:07.253105] [INFO ] [LOCAL     ] Saved forecast: RWAY	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/RWAY.txt
[2025-12-09T20:31:07.253249] [INFO ] [sig       ] [2821/3614] Completed RWAY in 0.3s | 2.93 sym/s | Total: 16.1m | ETA: 4.5m
[2025-12-09T20:31:07.253288] [INFO ] [sig       ] [2822/3614] Forecasting RXO...
[2025-12-09T20:31:07.253318] [INFO ] [sig       ] Generating forecast for: RXO
[2025-12-09T20:31:07.253346] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RXO' from 'https://tdm.silogroup.org/data/derivative_storage/RXO.csv'.
[2025-12-09T20:31:07.267429] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RXO'.
[2025-12-09T20:31:07.267792] [INFO ] [FORECASTER] Starting predict_future for RXO
[2025-12-09T20:31:07.268553] [DEBUG] [LOCAL     ] No optimal features file found for RXO: ./output/feature-sets/RXO.txt
[2025-12-09T20:31:07.268621] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:07.268654] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:07.268681] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:07.268736] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:07.324717] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:07.325512] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:07.325609] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:07.325643] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:07.447097] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:07.447228] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:07.447270] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:07.447300] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:07.450824] [DEBUG] [FORECASTER] RXO: Forecast T+1@11:T+2@11: DOWN (p=13.21%)
[2025-12-09T20:31:07.451145] [INFO ] [FORECASTER] Completed predict_future for RXO
[2025-12-09T20:31:07.451281] [INFO ] [sig       ] RXO: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:31:07.590596] [INFO ] [LOCAL     ] Saved forecast: RXO	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/RXO.txt
[2025-12-09T20:31:07.590737] [INFO ] [sig       ] [2822/3614] Completed RXO in 0.3s | 2.93 sym/s | Total: 16.1m | ETA: 4.5m
[2025-12-09T20:31:07.590776] [INFO ] [sig       ] [2823/3614] Forecasting RXRX...
[2025-12-09T20:31:07.590806] [INFO ] [sig       ] Generating forecast for: RXRX
[2025-12-09T20:31:07.590835] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RXRX' from 'https://tdm.silogroup.org/data/derivative_storage/RXRX.csv'.
[2025-12-09T20:31:07.601865] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RXRX'.
[2025-12-09T20:31:07.602217] [INFO ] [FORECASTER] Starting predict_future for RXRX
[2025-12-09T20:31:07.603071] [DEBUG] [LOCAL     ] No optimal features file found for RXRX: ./output/feature-sets/RXRX.txt
[2025-12-09T20:31:07.603125] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:07.603157] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:07.603185] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:07.603241] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:07.662283] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:07.663118] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:07.663200] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:07.663251] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:07.780604] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:07.780752] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:07.780792] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:07.780821] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:07.784143] [DEBUG] [FORECASTER] RXRX: Forecast T+1@11:T+2@11: UP (p=99.10%)
[2025-12-09T20:31:07.784418] [INFO ] [FORECASTER] Completed predict_future for RXRX
[2025-12-09T20:31:07.784537] [INFO ] [sig       ] RXRX: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:31:07.928178] [INFO ] [LOCAL     ] Saved forecast: RXRX	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/RXRX.txt
[2025-12-09T20:31:07.928330] [INFO ] [sig       ] [2823/3614] Completed RXRX in 0.3s | 2.93 sym/s | Total: 16.1m | ETA: 4.5m
[2025-12-09T20:31:07.928370] [INFO ] [sig       ] [2824/3614] Forecasting RY...
[2025-12-09T20:31:07.928400] [INFO ] [sig       ] Generating forecast for: RY
[2025-12-09T20:31:07.928430] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RY' from 'https://tdm.silogroup.org/data/derivative_storage/RY.csv'.
[2025-12-09T20:31:07.940821] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RY'.
[2025-12-09T20:31:07.941138] [INFO ] [FORECASTER] Starting predict_future for RY
[2025-12-09T20:31:07.941977] [DEBUG] [LOCAL     ] No optimal features file found for RY: ./output/feature-sets/RY.txt
[2025-12-09T20:31:07.942028] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:07.942061] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:07.942089] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:07.942145] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:08.000827] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:08.001508] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:08.001628] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:08.001664] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:08.124957] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:08.125102] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:08.125143] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:08.125171] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:08.128528] [DEBUG] [FORECASTER] RY: Forecast T+1@11:T+2@11: UP (p=97.50%)
[2025-12-09T20:31:08.128817] [INFO ] [FORECASTER] Completed predict_future for RY
[2025-12-09T20:31:08.128944] [INFO ] [sig       ] RY: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:31:08.267443] [INFO ] [LOCAL     ] Saved forecast: RY	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/RY.txt
[2025-12-09T20:31:08.267607] [INFO ] [sig       ] [2824/3614] Completed RY in 0.3s | 2.93 sym/s | Total: 16.1m | ETA: 4.5m
[2025-12-09T20:31:08.267647] [INFO ] [sig       ] [2825/3614] Forecasting RYAAY...
[2025-12-09T20:31:08.267676] [INFO ] [sig       ] Generating forecast for: RYAAY
[2025-12-09T20:31:08.267705] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYAAY' from 'https://tdm.silogroup.org/data/derivative_storage/RYAAY.csv'.
[2025-12-09T20:31:08.278822] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RYAAY'.
[2025-12-09T20:31:08.279098] [INFO ] [FORECASTER] Starting predict_future for RYAAY
[2025-12-09T20:31:08.279865] [DEBUG] [LOCAL     ] No optimal features file found for RYAAY: ./output/feature-sets/RYAAY.txt
[2025-12-09T20:31:08.279916] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:08.279947] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:08.279985] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:08.280042] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:08.335724] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:08.336348] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:08.336427] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:08.336458] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:08.455371] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:08.455508] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:08.455547] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:08.455592] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:08.458893] [DEBUG] [FORECASTER] RYAAY: Forecast T+1@11:T+2@11: UP (p=84.71%)
[2025-12-09T20:31:08.459155] [INFO ] [FORECASTER] Completed predict_future for RYAAY
[2025-12-09T20:31:08.459281] [INFO ] [sig       ] RYAAY: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:31:08.601997] [INFO ] [LOCAL     ] Saved forecast: RYAAY	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/RYAAY.txt
[2025-12-09T20:31:08.602146] [INFO ] [sig       ] [2825/3614] Completed RYAAY in 0.3s | 2.93 sym/s | Total: 16.1m | ETA: 4.5m
[2025-12-09T20:31:08.602187] [INFO ] [sig       ] [2826/3614] Forecasting RYAM...
[2025-12-09T20:31:08.602216] [INFO ] [sig       ] Generating forecast for: RYAM
[2025-12-09T20:31:08.602246] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYAM' from 'https://tdm.silogroup.org/data/derivative_storage/RYAM.csv'.
[2025-12-09T20:31:08.614451] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RYAM'.
[2025-12-09T20:31:08.614847] [INFO ] [FORECASTER] Starting predict_future for RYAM
[2025-12-09T20:31:08.615694] [DEBUG] [LOCAL     ] No optimal features file found for RYAM: ./output/feature-sets/RYAM.txt
[2025-12-09T20:31:08.615746] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:08.615777] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:08.615804] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:08.615859] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:08.672829] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:08.673731] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:08.673814] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:08.673848] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:08.798887] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:08.799043] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:08.799085] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:08.799114] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:08.802614] [DEBUG] [FORECASTER] RYAM: Forecast T+1@11:T+2@11: DOWN (p=47.94%)
[2025-12-09T20:31:08.802910] [INFO ] [FORECASTER] Completed predict_future for RYAM
[2025-12-09T20:31:08.803042] [INFO ] [sig       ] RYAM: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:31:08.944717] [INFO ] [LOCAL     ] Saved forecast: RYAM	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/RYAM.txt
[2025-12-09T20:31:08.944887] [INFO ] [sig       ] [2826/3614] Completed RYAM in 0.3s | 2.93 sym/s | Total: 16.1m | ETA: 4.5m
[2025-12-09T20:31:08.944933] [INFO ] [sig       ] [2827/3614] Forecasting RYAN...
[2025-12-09T20:31:08.944963] [INFO ] [sig       ] Generating forecast for: RYAN
[2025-12-09T20:31:08.944993] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYAN' from 'https://tdm.silogroup.org/data/derivative_storage/RYAN.csv'.
[2025-12-09T20:31:08.956647] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RYAN'.
[2025-12-09T20:31:08.957017] [INFO ] [FORECASTER] Starting predict_future for RYAN
[2025-12-09T20:31:08.957870] [DEBUG] [LOCAL     ] No optimal features file found for RYAN: ./output/feature-sets/RYAN.txt
[2025-12-09T20:31:08.957922] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:08.957954] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:08.957982] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:08.958039] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:09.017872] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:09.018787] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:09.018870] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:09.018904] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:09.142821] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:09.142980] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:09.143029] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:09.143060] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:09.146787] [DEBUG] [FORECASTER] RYAN: Forecast T+1@11:T+2@11: DOWN (p=19.50%)
[2025-12-09T20:31:09.147064] [INFO ] [FORECASTER] Completed predict_future for RYAN
[2025-12-09T20:31:09.147203] [INFO ] [sig       ] RYAN: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:31:09.295085] [INFO ] [LOCAL     ] Saved forecast: RYAN	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/RYAN.txt
[2025-12-09T20:31:09.295252] [INFO ] [sig       ] [2827/3614] Completed RYAN in 0.4s | 2.93 sym/s | Total: 16.1m | ETA: 4.5m
[2025-12-09T20:31:09.295294] [INFO ] [sig       ] [2828/3614] Forecasting RYI...
[2025-12-09T20:31:09.295325] [INFO ] [sig       ] Generating forecast for: RYI
[2025-12-09T20:31:09.295356] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYI' from 'https://tdm.silogroup.org/data/derivative_storage/RYI.csv'.
[2025-12-09T20:31:09.306816] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RYI'.
[2025-12-09T20:31:09.307128] [INFO ] [FORECASTER] Starting predict_future for RYI
[2025-12-09T20:31:09.307952] [DEBUG] [LOCAL     ] No optimal features file found for RYI: ./output/feature-sets/RYI.txt
[2025-12-09T20:31:09.308004] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:09.308037] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:09.308064] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:09.308119] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:09.366919] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:09.367697] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:09.367795] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:09.367827] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:09.491546] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:09.491713] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:09.491754] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:09.491783] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:09.495550] [DEBUG] [FORECASTER] RYI: Forecast T+1@11:T+2@11: DOWN (p=20.27%)
[2025-12-09T20:31:09.495845] [INFO ] [FORECASTER] Completed predict_future for RYI
[2025-12-09T20:31:09.495973] [INFO ] [sig       ] RYI: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:31:09.647780] [INFO ] [LOCAL     ] Saved forecast: RYI	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/RYI.txt
[2025-12-09T20:31:09.647953] [INFO ] [sig       ] [2828/3614] Completed RYI in 0.4s | 2.93 sym/s | Total: 16.1m | ETA: 4.5m
[2025-12-09T20:31:09.647993] [INFO ] [sig       ] [2829/3614] Forecasting RYN...
[2025-12-09T20:31:09.648024] [INFO ] [sig       ] Generating forecast for: RYN
[2025-12-09T20:31:09.648061] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYN' from 'https://tdm.silogroup.org/data/derivative_storage/RYN.csv'.
[2025-12-09T20:31:09.659730] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RYN'.
[2025-12-09T20:31:09.660061] [INFO ] [FORECASTER] Starting predict_future for RYN
[2025-12-09T20:31:09.661047] [DEBUG] [LOCAL     ] No optimal features file found for RYN: ./output/feature-sets/RYN.txt
[2025-12-09T20:31:09.661097] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:09.661129] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:09.661154] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:09.661209] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:09.722297] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:09.723244] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:09.723332] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:09.723364] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:09.840703] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:09.840851] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:09.840893] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:09.840922] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:09.844365] [DEBUG] [FORECASTER] RYN: Forecast T+1@11:T+2@11: UP (p=76.97%)
[2025-12-09T20:31:09.844657] [INFO ] [FORECASTER] Completed predict_future for RYN
[2025-12-09T20:31:09.844783] [INFO ] [sig       ] RYN: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:31:09.989562] [INFO ] [LOCAL     ] Saved forecast: RYN	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/RYN.txt
[2025-12-09T20:31:09.989712] [INFO ] [sig       ] [2829/3614] Completed RYN in 0.3s | 2.93 sym/s | Total: 16.1m | ETA: 4.5m
[2025-12-09T20:31:09.989751] [INFO ] [sig       ] [2830/3614] Forecasting RYTM...
[2025-12-09T20:31:09.989779] [INFO ] [sig       ] Generating forecast for: RYTM
[2025-12-09T20:31:09.989809] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYTM' from 'https://tdm.silogroup.org/data/derivative_storage/RYTM.csv'.
[2025-12-09T20:31:10.001242] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RYTM'.
[2025-12-09T20:31:10.001773] [INFO ] [FORECASTER] Starting predict_future for RYTM
[2025-12-09T20:31:10.002702] [DEBUG] [LOCAL     ] No optimal features file found for RYTM: ./output/feature-sets/RYTM.txt
[2025-12-09T20:31:10.002752] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:10.002783] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:10.002808] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:10.002863] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:10.061393] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:10.062181] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:10.062259] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:10.062296] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:10.191249] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:10.191425] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:10.191488] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:10.191534] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:10.195817] [DEBUG] [FORECASTER] RYTM: Forecast T+1@11:T+2@11: DOWN (p=8.50%)
[2025-12-09T20:31:10.196183] [INFO ] [FORECASTER] Completed predict_future for RYTM
[2025-12-09T20:31:10.196363] [INFO ] [sig       ] RYTM: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:31:10.354125] [INFO ] [LOCAL     ] Saved forecast: RYTM	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/RYTM.txt
[2025-12-09T20:31:10.354298] [INFO ] [sig       ] [2830/3614] Completed RYTM in 0.4s | 2.93 sym/s | Total: 16.1m | ETA: 4.5m
[2025-12-09T20:31:10.354339] [INFO ] [sig       ] [2831/3614] Forecasting RZB...
[2025-12-09T20:31:10.354369] [INFO ] [sig       ] Generating forecast for: RZB
[2025-12-09T20:31:10.354398] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RZB' from 'https://tdm.silogroup.org/data/derivative_storage/RZB.csv'.
[2025-12-09T20:31:10.364894] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RZB'.
[2025-12-09T20:31:10.365261] [INFO ] [FORECASTER] Starting predict_future for RZB
[2025-12-09T20:31:10.366082] [DEBUG] [LOCAL     ] No optimal features file found for RZB: ./output/feature-sets/RZB.txt
[2025-12-09T20:31:10.366134] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:10.366191] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:10.366219] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:10.366277] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:10.424889] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:10.425706] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:10.425786] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:10.425819] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:10.545183] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:10.545329] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:10.545368] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:10.545396] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:10.548738] [DEBUG] [FORECASTER] RZB: Forecast T+1@11:T+2@11: DOWN (p=34.19%)
[2025-12-09T20:31:10.549009] [INFO ] [FORECASTER] Completed predict_future for RZB
[2025-12-09T20:31:10.549132] [INFO ] [sig       ] RZB: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:31:10.689382] [INFO ] [LOCAL     ] Saved forecast: RZB	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/RZB.txt
[2025-12-09T20:31:10.689544] [INFO ] [sig       ] [2831/3614] Completed RZB in 0.3s | 2.93 sym/s | Total: 16.1m | ETA: 4.5m
[2025-12-09T20:31:10.689602] [INFO ] [sig       ] [2832/3614] Forecasting RZC...
[2025-12-09T20:31:10.689634] [INFO ] [sig       ] Generating forecast for: RZC
[2025-12-09T20:31:10.689663] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RZC' from 'https://tdm.silogroup.org/data/derivative_storage/RZC.csv'.
[2025-12-09T20:31:10.700372] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RZC'.
[2025-12-09T20:31:10.700674] [INFO ] [FORECASTER] Starting predict_future for RZC
[2025-12-09T20:31:10.701410] [DEBUG] [LOCAL     ] No optimal features file found for RZC: ./output/feature-sets/RZC.txt
[2025-12-09T20:31:10.701461] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:10.701492] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:10.701518] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:10.701595] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:10.760385] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:10.761207] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:10.761286] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:10.761319] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:10.880282] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:10.880432] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:10.880474] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:10.880503] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:10.883933] [DEBUG] [FORECASTER] RZC: Forecast T+1@11:T+2@11: DOWN (p=8.08%)
[2025-12-09T20:31:10.884214] [INFO ] [FORECASTER] Completed predict_future for RZC
[2025-12-09T20:31:10.884337] [INFO ] [sig       ] RZC: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:31:11.025349] [INFO ] [LOCAL     ] Saved forecast: RZC	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/RZC.txt
[2025-12-09T20:31:11.025498] [INFO ] [sig       ] [2832/3614] Completed RZC in 0.3s | 2.93 sym/s | Total: 16.1m | ETA: 4.4m
[2025-12-09T20:31:11.025537] [INFO ] [sig       ] [2833/3614] Forecasting S...
[2025-12-09T20:31:11.025566] [INFO ] [sig       ] Generating forecast for: S
[2025-12-09T20:31:11.025615] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'S' from 'https://tdm.silogroup.org/data/derivative_storage/S.csv'.
[2025-12-09T20:31:11.102598] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'S'.
[2025-12-09T20:31:11.102897] [INFO ] [FORECASTER] Starting predict_future for S
[2025-12-09T20:31:11.103688] [DEBUG] [LOCAL     ] No optimal features file found for S: ./output/feature-sets/S.txt
[2025-12-09T20:31:11.103739] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:11.103772] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:11.103799] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:11.103858] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:11.159518] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:11.160214] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:11.160292] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:11.160323] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:11.288243] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:11.288389] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:11.288429] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:11.288458] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:11.291762] [DEBUG] [FORECASTER] S: Forecast T+1@11:T+2@11: UP (p=66.17%)
[2025-12-09T20:31:11.292028] [INFO ] [FORECASTER] Completed predict_future for S
[2025-12-09T20:31:11.292147] [INFO ] [sig       ] S: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:31:11.435819] [INFO ] [LOCAL     ] Saved forecast: S	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/S.txt
[2025-12-09T20:31:11.435959] [INFO ] [sig       ] [2833/3614] Completed S in 0.4s | 2.93 sym/s | Total: 16.1m | ETA: 4.4m
[2025-12-09T20:31:11.435997] [INFO ] [sig       ] [2834/3614] Forecasting SA...
[2025-12-09T20:31:11.436025] [INFO ] [sig       ] Generating forecast for: SA
[2025-12-09T20:31:11.436054] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SA' from 'https://tdm.silogroup.org/data/derivative_storage/SA.csv'.
[2025-12-09T20:31:11.447418] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SA'.
[2025-12-09T20:31:11.447931] [INFO ] [FORECASTER] Starting predict_future for SA
[2025-12-09T20:31:11.448712] [DEBUG] [LOCAL     ] No optimal features file found for SA: ./output/feature-sets/SA.txt
[2025-12-09T20:31:11.448762] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:11.448792] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:11.448818] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:11.448873] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:11.506761] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:11.507480] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:11.507597] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:11.507633] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:11.636181] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:11.636345] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:11.636389] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:11.636419] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:11.640062] [DEBUG] [FORECASTER] SA: Forecast T+1@11:T+2@11: DOWN (p=5.26%)
[2025-12-09T20:31:11.640340] [INFO ] [FORECASTER] Completed predict_future for SA
[2025-12-09T20:31:11.640467] [INFO ] [sig       ] SA: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:31:11.784433] [INFO ] [LOCAL     ] Saved forecast: SA	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/SA.txt
[2025-12-09T20:31:11.784565] [INFO ] [sig       ] [2834/3614] Completed SA in 0.3s | 2.93 sym/s | Total: 16.1m | ETA: 4.4m
[2025-12-09T20:31:11.784620] [INFO ] [sig       ] [2835/3614] Forecasting SAFE...
[2025-12-09T20:31:11.784650] [INFO ] [sig       ] Generating forecast for: SAFE
[2025-12-09T20:31:11.784679] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAFE' from 'https://tdm.silogroup.org/data/derivative_storage/SAFE.csv'.
[2025-12-09T20:31:11.795962] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAFE'.
[2025-12-09T20:31:11.796261] [INFO ] [FORECASTER] Starting predict_future for SAFE
[2025-12-09T20:31:11.797034] [DEBUG] [LOCAL     ] No optimal features file found for SAFE: ./output/feature-sets/SAFE.txt
[2025-12-09T20:31:11.797084] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:11.797115] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:11.797141] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:11.797196] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:11.854116] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:11.855027] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:11.855105] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:11.855137] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:11.979268] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:11.979420] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:11.979461] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:11.979489] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:11.982933] [DEBUG] [FORECASTER] SAFE: Forecast T+1@11:T+2@11: DOWN (p=25.98%)
[2025-12-09T20:31:11.983203] [INFO ] [FORECASTER] Completed predict_future for SAFE
[2025-12-09T20:31:11.983324] [INFO ] [sig       ] SAFE: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:31:12.124504] [INFO ] [LOCAL     ] Saved forecast: SAFE	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/SAFE.txt
[2025-12-09T20:31:12.124652] [INFO ] [sig       ] [2835/3614] Completed SAFE in 0.3s | 2.93 sym/s | Total: 16.1m | ETA: 4.4m
[2025-12-09T20:31:12.124692] [INFO ] [sig       ] [2836/3614] Forecasting SAH...
[2025-12-09T20:31:12.124722] [INFO ] [sig       ] Generating forecast for: SAH
[2025-12-09T20:31:12.124750] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAH' from 'https://tdm.silogroup.org/data/derivative_storage/SAH.csv'.
[2025-12-09T20:31:12.135848] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAH'.
[2025-12-09T20:31:12.136137] [INFO ] [FORECASTER] Starting predict_future for SAH
[2025-12-09T20:31:12.136933] [DEBUG] [LOCAL     ] No optimal features file found for SAH: ./output/feature-sets/SAH.txt
[2025-12-09T20:31:12.136983] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:12.137014] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:12.137040] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:12.137094] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:12.195934] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:12.196856] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:12.196945] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:12.196980] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:12.317270] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:12.317420] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:12.317462] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:12.317491] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:12.320930] [DEBUG] [FORECASTER] SAH: Forecast T+1@11:T+2@11: UP (p=70.09%)
[2025-12-09T20:31:12.321200] [INFO ] [FORECASTER] Completed predict_future for SAH
[2025-12-09T20:31:12.321323] [INFO ] [sig       ] SAH: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:31:12.478196] [INFO ] [LOCAL     ] Saved forecast: SAH	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/SAH.txt
[2025-12-09T20:31:12.478349] [INFO ] [sig       ] [2836/3614] Completed SAH in 0.4s | 2.93 sym/s | Total: 16.1m | ETA: 4.4m
[2025-12-09T20:31:12.478389] [INFO ] [sig       ] [2837/3614] Forecasting SAIA...
[2025-12-09T20:31:12.478419] [INFO ] [sig       ] Generating forecast for: SAIA
[2025-12-09T20:31:12.478448] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAIA' from 'https://tdm.silogroup.org/data/derivative_storage/SAIA.csv'.
[2025-12-09T20:31:12.491881] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAIA'.
[2025-12-09T20:31:12.492345] [INFO ] [FORECASTER] Starting predict_future for SAIA
[2025-12-09T20:31:12.493277] [DEBUG] [LOCAL     ] No optimal features file found for SAIA: ./output/feature-sets/SAIA.txt
[2025-12-09T20:31:12.493333] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:12.493366] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:12.493394] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:12.493450] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:12.557358] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:12.558457] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:12.558535] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:12.558587] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:12.685437] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:12.685616] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:12.685672] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:12.685709] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:12.689279] [DEBUG] [FORECASTER] SAIA: Forecast T+1@11:T+2@11: DOWN (p=16.34%)
[2025-12-09T20:31:12.689642] [INFO ] [FORECASTER] Completed predict_future for SAIA
[2025-12-09T20:31:12.689796] [INFO ] [sig       ] SAIA: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:31:12.829862] [INFO ] [LOCAL     ] Saved forecast: SAIA	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/SAIA.txt
[2025-12-09T20:31:12.829993] [INFO ] [sig       ] [2837/3614] Completed SAIA in 0.4s | 2.93 sym/s | Total: 16.1m | ETA: 4.4m
[2025-12-09T20:31:12.830033] [INFO ] [sig       ] [2838/3614] Forecasting SAIC...
[2025-12-09T20:31:12.830064] [INFO ] [sig       ] Generating forecast for: SAIC
[2025-12-09T20:31:12.830095] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAIC' from 'https://tdm.silogroup.org/data/derivative_storage/SAIC.csv'.
[2025-12-09T20:31:12.841916] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAIC'.
[2025-12-09T20:31:12.842203] [INFO ] [FORECASTER] Starting predict_future for SAIC
[2025-12-09T20:31:12.842994] [DEBUG] [LOCAL     ] No optimal features file found for SAIC: ./output/feature-sets/SAIC.txt
[2025-12-09T20:31:12.843046] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:12.843089] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:12.843119] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:12.843176] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:12.899970] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:12.900776] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:12.900857] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:12.900890] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:13.025027] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:13.025176] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:13.025217] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:13.025245] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:13.028599] [DEBUG] [FORECASTER] SAIC: Forecast T+1@11:T+2@11: DOWN (p=29.06%)
[2025-12-09T20:31:13.028861] [INFO ] [FORECASTER] Completed predict_future for SAIC
[2025-12-09T20:31:13.028980] [INFO ] [sig       ] SAIC: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:31:13.165596] [INFO ] [LOCAL     ] Saved forecast: SAIC	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/SAIC.txt
[2025-12-09T20:31:13.165730] [INFO ] [sig       ] [2838/3614] Completed SAIC in 0.3s | 2.93 sym/s | Total: 16.1m | ETA: 4.4m
[2025-12-09T20:31:13.165769] [INFO ] [sig       ] [2839/3614] Forecasting SAM...
[2025-12-09T20:31:13.165799] [INFO ] [sig       ] Generating forecast for: SAM
[2025-12-09T20:31:13.165828] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAM' from 'https://tdm.silogroup.org/data/derivative_storage/SAM.csv'.
[2025-12-09T20:31:13.176635] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAM'.
[2025-12-09T20:31:13.176918] [INFO ] [FORECASTER] Starting predict_future for SAM
[2025-12-09T20:31:13.177727] [DEBUG] [LOCAL     ] No optimal features file found for SAM: ./output/feature-sets/SAM.txt
[2025-12-09T20:31:13.177779] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:13.177810] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:13.177836] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:13.177895] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:13.236211] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:13.237087] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:13.237167] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:13.237200] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:13.356929] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:13.357072] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:13.357113] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:13.357140] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:13.360591] [DEBUG] [FORECASTER] SAM: Forecast T+1@11:T+2@11: UP (p=65.18%)
[2025-12-09T20:31:13.360871] [INFO ] [FORECASTER] Completed predict_future for SAM
[2025-12-09T20:31:13.360993] [INFO ] [sig       ] SAM: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:31:13.502166] [INFO ] [LOCAL     ] Saved forecast: SAM	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/SAM.txt
[2025-12-09T20:31:13.502289] [INFO ] [sig       ] [2839/3614] Completed SAM in 0.3s | 2.93 sym/s | Total: 16.2m | ETA: 4.4m
[2025-12-09T20:31:13.502327] [INFO ] [sig       ] [2840/3614] Forecasting SAMG...
[2025-12-09T20:31:13.502358] [INFO ] [sig       ] Generating forecast for: SAMG
[2025-12-09T20:31:13.502391] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAMG' from 'https://tdm.silogroup.org/data/derivative_storage/SAMG.csv'.
[2025-12-09T20:31:13.513029] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAMG'.
[2025-12-09T20:31:13.513380] [INFO ] [FORECASTER] Starting predict_future for SAMG
[2025-12-09T20:31:13.514164] [DEBUG] [LOCAL     ] No optimal features file found for SAMG: ./output/feature-sets/SAMG.txt
[2025-12-09T20:31:13.514216] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:13.514248] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:13.514275] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:13.514331] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:13.570944] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:13.571610] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:13.571685] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:13.571716] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:13.691104] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:13.691255] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:13.691295] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:13.691322] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:13.694660] [DEBUG] [FORECASTER] SAMG: Forecast T+1@11:T+2@11: DOWN (p=22.12%)
[2025-12-09T20:31:13.694920] [INFO ] [FORECASTER] Completed predict_future for SAMG
[2025-12-09T20:31:13.695037] [INFO ] [sig       ] SAMG: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:31:13.833452] [INFO ] [LOCAL     ] Saved forecast: SAMG	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/SAMG.txt
[2025-12-09T20:31:13.833614] [INFO ] [sig       ] [2840/3614] Completed SAMG in 0.3s | 2.93 sym/s | Total: 16.2m | ETA: 4.4m
[2025-12-09T20:31:13.833655] [INFO ] [sig       ] [2841/3614] Forecasting SAN...
[2025-12-09T20:31:13.833685] [INFO ] [sig       ] Generating forecast for: SAN
[2025-12-09T20:31:13.833714] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAN' from 'https://tdm.silogroup.org/data/derivative_storage/SAN.csv'.
[2025-12-09T20:31:13.845399] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAN'.
[2025-12-09T20:31:13.845744] [INFO ] [FORECASTER] Starting predict_future for SAN
[2025-12-09T20:31:13.846528] [DEBUG] [LOCAL     ] No optimal features file found for SAN: ./output/feature-sets/SAN.txt
[2025-12-09T20:31:13.846594] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:13.846627] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:13.846654] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:13.846708] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:13.905219] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:13.906103] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:13.906222] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:13.906255] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:14.026892] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:14.027048] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:14.027088] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:14.027117] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:14.030542] [DEBUG] [FORECASTER] SAN: Forecast T+1@11:T+2@11: DOWN (p=10.98%)
[2025-12-09T20:31:14.030842] [INFO ] [FORECASTER] Completed predict_future for SAN
[2025-12-09T20:31:14.030968] [INFO ] [sig       ] SAN: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:31:14.173691] [INFO ] [LOCAL     ] Saved forecast: SAN	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/SAN.txt
[2025-12-09T20:31:14.173837] [INFO ] [sig       ] [2841/3614] Completed SAN in 0.3s | 2.93 sym/s | Total: 16.2m | ETA: 4.4m
[2025-12-09T20:31:14.173884] [INFO ] [sig       ] [2842/3614] Forecasting SANA...
[2025-12-09T20:31:14.173916] [INFO ] [sig       ] Generating forecast for: SANA
[2025-12-09T20:31:14.173945] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SANA' from 'https://tdm.silogroup.org/data/derivative_storage/SANA.csv'.
[2025-12-09T20:31:14.186447] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SANA'.
[2025-12-09T20:31:14.186832] [INFO ] [FORECASTER] Starting predict_future for SANA
[2025-12-09T20:31:14.187635] [DEBUG] [LOCAL     ] No optimal features file found for SANA: ./output/feature-sets/SANA.txt
[2025-12-09T20:31:14.187685] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:14.187716] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:14.187742] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:14.187797] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:14.245404] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:14.246242] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:14.246327] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:14.246359] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:14.366819] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:14.366971] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:14.367012] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:14.367040] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:14.370654] [DEBUG] [FORECASTER] SANA: Forecast T+1@11:T+2@11: DOWN (p=41.56%)
[2025-12-09T20:31:14.370921] [INFO ] [FORECASTER] Completed predict_future for SANA
[2025-12-09T20:31:14.371043] [INFO ] [sig       ] SANA: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:31:14.510086] [INFO ] [LOCAL     ] Saved forecast: SANA	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/SANA.txt
[2025-12-09T20:31:14.510207] [INFO ] [sig       ] [2842/3614] Completed SANA in 0.3s | 2.93 sym/s | Total: 16.2m | ETA: 4.4m
[2025-12-09T20:31:14.510245] [INFO ] [sig       ] [2843/3614] Forecasting SANM...
[2025-12-09T20:31:14.510274] [INFO ] [sig       ] Generating forecast for: SANM
[2025-12-09T20:31:14.510302] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SANM' from 'https://tdm.silogroup.org/data/derivative_storage/SANM.csv'.
[2025-12-09T20:31:14.521882] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SANM'.
[2025-12-09T20:31:14.522251] [INFO ] [FORECASTER] Starting predict_future for SANM
[2025-12-09T20:31:14.523111] [DEBUG] [LOCAL     ] No optimal features file found for SANM: ./output/feature-sets/SANM.txt
[2025-12-09T20:31:14.523164] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:14.523195] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:14.523221] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:14.523277] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:14.579568] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:14.580240] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:14.580316] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:14.580347] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:14.700933] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:14.701080] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:14.701121] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:14.701150] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:14.704603] [DEBUG] [FORECASTER] SANM: Forecast T+1@11:T+2@11: UP (p=71.20%)
[2025-12-09T20:31:14.704869] [INFO ] [FORECASTER] Completed predict_future for SANM
[2025-12-09T20:31:14.705003] [INFO ] [sig       ] SANM: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:31:14.844221] [INFO ] [LOCAL     ] Saved forecast: SANM	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/SANM.txt
[2025-12-09T20:31:14.844343] [INFO ] [sig       ] [2843/3614] Completed SANM in 0.3s | 2.93 sym/s | Total: 16.2m | ETA: 4.4m
[2025-12-09T20:31:14.844381] [INFO ] [sig       ] [2844/3614] Forecasting SAP...
[2025-12-09T20:31:14.844410] [INFO ] [sig       ] Generating forecast for: SAP
[2025-12-09T20:31:14.844439] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAP' from 'https://tdm.silogroup.org/data/derivative_storage/SAP.csv'.
[2025-12-09T20:31:14.856603] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAP'.
[2025-12-09T20:31:14.856892] [INFO ] [FORECASTER] Starting predict_future for SAP
[2025-12-09T20:31:14.857687] [DEBUG] [LOCAL     ] No optimal features file found for SAP: ./output/feature-sets/SAP.txt
[2025-12-09T20:31:14.857739] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:14.857773] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:14.857800] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:14.857858] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:14.916654] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:14.917365] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:14.917444] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:14.917477] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:15.038884] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:15.039029] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:15.039069] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:15.039097] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:15.042596] [DEBUG] [FORECASTER] SAP: Forecast T+1@11:T+2@11: UP (p=82.50%)
[2025-12-09T20:31:15.042860] [INFO ] [FORECASTER] Completed predict_future for SAP
[2025-12-09T20:31:15.042997] [INFO ] [sig       ] SAP: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:31:15.185823] [INFO ] [LOCAL     ] Saved forecast: SAP	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/SAP.txt
[2025-12-09T20:31:15.185974] [INFO ] [sig       ] [2844/3614] Completed SAP in 0.3s | 2.93 sym/s | Total: 16.2m | ETA: 4.4m
[2025-12-09T20:31:15.186013] [INFO ] [sig       ] [2845/3614] Forecasting SARK...
[2025-12-09T20:31:15.186041] [INFO ] [sig       ] Generating forecast for: SARK
[2025-12-09T20:31:15.186071] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SARK' from 'https://tdm.silogroup.org/data/derivative_storage/SARK.csv'.
[2025-12-09T20:31:15.197047] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SARK'.
[2025-12-09T20:31:15.197363] [INFO ] [FORECASTER] Starting predict_future for SARK
[2025-12-09T20:31:15.198174] [DEBUG] [LOCAL     ] No optimal features file found for SARK: ./output/feature-sets/SARK.txt
[2025-12-09T20:31:15.198225] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:15.198256] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:15.198283] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:15.198338] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:15.255550] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:15.256322] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:15.256399] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:15.256432] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:15.377257] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:15.377410] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:15.377450] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:15.377494] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:15.380965] [DEBUG] [FORECASTER] SARK: Forecast T+1@11:T+2@11: UP (p=82.72%)
[2025-12-09T20:31:15.381254] [INFO ] [FORECASTER] Completed predict_future for SARK
[2025-12-09T20:31:15.381385] [INFO ] [sig       ] SARK: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:31:15.523871] [INFO ] [LOCAL     ] Saved forecast: SARK	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/SARK.txt
[2025-12-09T20:31:15.524022] [INFO ] [sig       ] [2845/3614] Completed SARK in 0.3s | 2.93 sym/s | Total: 16.2m | ETA: 4.4m
[2025-12-09T20:31:15.524062] [INFO ] [sig       ] [2846/3614] Forecasting SATL...
[2025-12-09T20:31:15.524090] [INFO ] [sig       ] Generating forecast for: SATL
[2025-12-09T20:31:15.524120] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SATL' from 'https://tdm.silogroup.org/data/derivative_storage/SATL.csv'.
[2025-12-09T20:31:15.535017] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SATL'.
[2025-12-09T20:31:15.535374] [INFO ] [FORECASTER] Starting predict_future for SATL
[2025-12-09T20:31:15.536150] [DEBUG] [LOCAL     ] No optimal features file found for SATL: ./output/feature-sets/SATL.txt
[2025-12-09T20:31:15.536200] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:15.536231] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:15.536258] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:15.536313] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:15.595335] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:15.596231] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:15.596327] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:15.596372] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:15.714742] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:15.714889] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:15.714930] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:15.714957] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:15.718337] [DEBUG] [FORECASTER] SATL: Forecast T+1@11:T+2@11: DOWN (p=48.98%)
[2025-12-09T20:31:15.718754] [INFO ] [FORECASTER] Completed predict_future for SATL
[2025-12-09T20:31:15.718935] [INFO ] [sig       ] SATL: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:31:15.861590] [INFO ] [LOCAL     ] Saved forecast: SATL	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/SATL.txt
[2025-12-09T20:31:15.861723] [INFO ] [sig       ] [2846/3614] Completed SATL in 0.3s | 2.93 sym/s | Total: 16.2m | ETA: 4.4m
[2025-12-09T20:31:15.861761] [INFO ] [sig       ] [2847/3614] Forecasting SATS...
[2025-12-09T20:31:15.861791] [INFO ] [sig       ] Generating forecast for: SATS
[2025-12-09T20:31:15.861819] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SATS' from 'https://tdm.silogroup.org/data/derivative_storage/SATS.csv'.
[2025-12-09T20:31:15.873040] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SATS'.
[2025-12-09T20:31:15.873331] [INFO ] [FORECASTER] Starting predict_future for SATS
[2025-12-09T20:31:15.874166] [DEBUG] [LOCAL     ] No optimal features file found for SATS: ./output/feature-sets/SATS.txt
[2025-12-09T20:31:15.874218] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:15.874253] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:15.874281] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:15.874338] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:15.932191] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:15.932980] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:15.933074] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:15.933107] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:16.061410] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:16.061549] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:16.061800] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:16.061832] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:16.065617] [DEBUG] [FORECASTER] SATS: Forecast T+1@11:T+2@11: DOWN (p=16.98%)
[2025-12-09T20:31:16.065885] [INFO ] [FORECASTER] Completed predict_future for SATS
[2025-12-09T20:31:16.066009] [INFO ] [sig       ] SATS: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:31:16.208165] [INFO ] [LOCAL     ] Saved forecast: SATS	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/SATS.txt
[2025-12-09T20:31:16.208300] [INFO ] [sig       ] [2847/3614] Completed SATS in 0.3s | 2.93 sym/s | Total: 16.2m | ETA: 4.4m
[2025-12-09T20:31:16.208339] [INFO ] [sig       ] [2848/3614] Forecasting SAVA...
[2025-12-09T20:31:16.208369] [INFO ] [sig       ] Generating forecast for: SAVA
[2025-12-09T20:31:16.208398] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAVA' from 'https://tdm.silogroup.org/data/derivative_storage/SAVA.csv'.
[2025-12-09T20:31:16.219139] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAVA'.
[2025-12-09T20:31:16.219429] [INFO ] [FORECASTER] Starting predict_future for SAVA
[2025-12-09T20:31:16.220183] [DEBUG] [LOCAL     ] No optimal features file found for SAVA: ./output/feature-sets/SAVA.txt
[2025-12-09T20:31:16.220233] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:16.220287] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:16.220315] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:16.220370] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:16.275826] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:16.276529] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:16.276623] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:16.276657] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:16.394505] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:16.394676] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:16.394719] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:16.394749] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:16.398302] [DEBUG] [FORECASTER] SAVA: Forecast T+1@11:T+2@11: DOWN (p=49.26%)
[2025-12-09T20:31:16.398659] [INFO ] [FORECASTER] Completed predict_future for SAVA
[2025-12-09T20:31:16.398793] [INFO ] [sig       ] SAVA: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:31:16.542308] [INFO ] [LOCAL     ] Saved forecast: SAVA	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/SAVA.txt
[2025-12-09T20:31:16.542437] [INFO ] [sig       ] [2848/3614] Completed SAVA in 0.3s | 2.93 sym/s | Total: 16.2m | ETA: 4.4m
[2025-12-09T20:31:16.542475] [INFO ] [sig       ] [2849/3614] Forecasting SB...
[2025-12-09T20:31:16.542504] [INFO ] [sig       ] Generating forecast for: SB
[2025-12-09T20:31:16.542533] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SB' from 'https://tdm.silogroup.org/data/derivative_storage/SB.csv'.
[2025-12-09T20:31:16.553543] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SB'.
[2025-12-09T20:31:16.553873] [INFO ] [FORECASTER] Starting predict_future for SB
[2025-12-09T20:31:16.554698] [DEBUG] [LOCAL     ] No optimal features file found for SB: ./output/feature-sets/SB.txt
[2025-12-09T20:31:16.554749] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:16.554791] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:16.554820] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:16.554876] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:16.610568] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:16.611390] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:16.611465] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:16.611496] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:16.729961] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:16.730113] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:16.730154] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:16.730182] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:16.733511] [DEBUG] [FORECASTER] SB: Forecast T+1@11:T+2@11: DOWN (p=32.24%)
[2025-12-09T20:31:16.733807] [INFO ] [FORECASTER] Completed predict_future for SB
[2025-12-09T20:31:16.733924] [INFO ] [sig       ] SB: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:31:16.871929] [INFO ] [LOCAL     ] Saved forecast: SB	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/SB.txt
[2025-12-09T20:31:16.872086] [INFO ] [sig       ] [2849/3614] Completed SB in 0.3s | 2.93 sym/s | Total: 16.2m | ETA: 4.4m
[2025-12-09T20:31:16.872124] [INFO ] [sig       ] [2850/3614] Forecasting SBAC...
[2025-12-09T20:31:16.872155] [INFO ] [sig       ] Generating forecast for: SBAC
[2025-12-09T20:31:16.872183] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBAC' from 'https://tdm.silogroup.org/data/derivative_storage/SBAC.csv'.
[2025-12-09T20:31:16.884616] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBAC'.
[2025-12-09T20:31:16.885017] [INFO ] [FORECASTER] Starting predict_future for SBAC
[2025-12-09T20:31:16.885876] [DEBUG] [LOCAL     ] No optimal features file found for SBAC: ./output/feature-sets/SBAC.txt
[2025-12-09T20:31:16.885929] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:16.885963] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:16.885991] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:16.886047] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:16.945359] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:16.946249] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:16.946331] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:16.946364] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:17.068139] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:17.068295] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:17.068334] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:17.068361] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:17.071701] [DEBUG] [FORECASTER] SBAC: Forecast T+1@11:T+2@11: DOWN (p=21.06%)
[2025-12-09T20:31:17.071964] [INFO ] [FORECASTER] Completed predict_future for SBAC
[2025-12-09T20:31:17.072081] [INFO ] [sig       ] SBAC: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:31:17.210284] [INFO ] [LOCAL     ] Saved forecast: SBAC	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/SBAC.txt
[2025-12-09T20:31:17.210434] [INFO ] [sig       ] [2850/3614] Completed SBAC in 0.3s | 2.93 sym/s | Total: 16.2m | ETA: 4.3m
[2025-12-09T20:31:17.210476] [INFO ] [sig       ] [2851/3614] Forecasting SBCF...
[2025-12-09T20:31:17.210507] [INFO ] [sig       ] Generating forecast for: SBCF
[2025-12-09T20:31:17.210537] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBCF' from 'https://tdm.silogroup.org/data/derivative_storage/SBCF.csv'.
[2025-12-09T20:31:17.221307] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBCF'.
[2025-12-09T20:31:17.221638] [INFO ] [FORECASTER] Starting predict_future for SBCF
[2025-12-09T20:31:17.222384] [DEBUG] [LOCAL     ] No optimal features file found for SBCF: ./output/feature-sets/SBCF.txt
[2025-12-09T20:31:17.222435] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:17.222469] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:17.222498] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:17.222552] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:17.279640] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:17.280419] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:17.280499] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:17.280532] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:17.397110] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:17.397269] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:17.397308] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:17.397371] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:17.400957] [DEBUG] [FORECASTER] SBCF: Forecast T+1@11:T+2@11: DOWN (p=26.71%)
[2025-12-09T20:31:17.401299] [INFO ] [FORECASTER] Completed predict_future for SBCF
[2025-12-09T20:31:17.401436] [INFO ] [sig       ] SBCF: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:31:17.541262] [INFO ] [LOCAL     ] Saved forecast: SBCF	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/SBCF.txt
[2025-12-09T20:31:17.541388] [INFO ] [sig       ] [2851/3614] Completed SBCF in 0.3s | 2.93 sym/s | Total: 16.2m | ETA: 4.3m
[2025-12-09T20:31:17.541425] [INFO ] [sig       ] [2852/3614] Forecasting SBFM...
[2025-12-09T20:31:17.541455] [INFO ] [sig       ] Generating forecast for: SBFM
[2025-12-09T20:31:17.541484] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBFM' from 'https://tdm.silogroup.org/data/derivative_storage/SBFM.csv'.
[2025-12-09T20:31:17.552511] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBFM'.
[2025-12-09T20:31:17.552816] [INFO ] [FORECASTER] Starting predict_future for SBFM
[2025-12-09T20:31:17.553619] [DEBUG] [LOCAL     ] No optimal features file found for SBFM: ./output/feature-sets/SBFM.txt
[2025-12-09T20:31:17.553673] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:17.553706] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:17.553733] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:17.553790] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:17.611389] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:17.612027] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:17.612106] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:17.612139] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:17.733505] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:17.733654] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:17.733694] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:17.733722] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:17.737033] [DEBUG] [FORECASTER] SBFM: Forecast T+1@11:T+2@11: UP (p=77.18%)
[2025-12-09T20:31:17.737294] [INFO ] [FORECASTER] Completed predict_future for SBFM
[2025-12-09T20:31:17.737411] [INFO ] [sig       ] SBFM: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:31:17.876455] [INFO ] [LOCAL     ] Saved forecast: SBFM	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/SBFM.txt
[2025-12-09T20:31:17.876601] [INFO ] [sig       ] [2852/3614] Completed SBFM in 0.3s | 2.93 sym/s | Total: 16.2m | ETA: 4.3m
[2025-12-09T20:31:17.876641] [INFO ] [sig       ] [2853/3614] Forecasting SBGI...
[2025-12-09T20:31:17.876829] [INFO ] [sig       ] Generating forecast for: SBGI
[2025-12-09T20:31:17.876859] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBGI' from 'https://tdm.silogroup.org/data/derivative_storage/SBGI.csv'.
[2025-12-09T20:31:17.888514] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBGI'.
[2025-12-09T20:31:17.888840] [INFO ] [FORECASTER] Starting predict_future for SBGI
[2025-12-09T20:31:17.889631] [DEBUG] [LOCAL     ] No optimal features file found for SBGI: ./output/feature-sets/SBGI.txt
[2025-12-09T20:31:17.889684] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:17.889717] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:17.889746] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:17.889804] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:17.947873] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:17.948679] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:17.948755] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:17.948787] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:18.065986] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:18.066141] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:18.066182] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:18.066212] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:18.069692] [DEBUG] [FORECASTER] SBGI: Forecast T+1@11:T+2@11: DOWN (p=30.34%)
[2025-12-09T20:31:18.069969] [INFO ] [FORECASTER] Completed predict_future for SBGI
[2025-12-09T20:31:18.070100] [INFO ] [sig       ] SBGI: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:31:18.219267] [INFO ] [LOCAL     ] Saved forecast: SBGI	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/SBGI.txt
[2025-12-09T20:31:18.219393] [INFO ] [sig       ] [2853/3614] Completed SBGI in 0.3s | 2.93 sym/s | Total: 16.2m | ETA: 4.3m
[2025-12-09T20:31:18.219432] [INFO ] [sig       ] [2854/3614] Forecasting SBH...
[2025-12-09T20:31:18.219461] [INFO ] [sig       ] Generating forecast for: SBH
[2025-12-09T20:31:18.219490] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBH' from 'https://tdm.silogroup.org/data/derivative_storage/SBH.csv'.
[2025-12-09T20:31:18.230637] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBH'.
[2025-12-09T20:31:18.231116] [INFO ] [FORECASTER] Starting predict_future for SBH
[2025-12-09T20:31:18.231897] [DEBUG] [LOCAL     ] No optimal features file found for SBH: ./output/feature-sets/SBH.txt
[2025-12-09T20:31:18.231948] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:18.231980] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:18.232006] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:18.232061] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:18.288183] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:18.288785] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:18.288860] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:18.288891] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:18.407751] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:18.407857] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:18.407893] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:18.407920] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:18.411035] [DEBUG] [FORECASTER] SBH: Forecast T+1@11:T+2@11: DOWN (p=43.03%)
[2025-12-09T20:31:18.411291] [INFO ] [FORECASTER] Completed predict_future for SBH
[2025-12-09T20:31:18.411407] [INFO ] [sig       ] SBH: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:31:18.548031] [INFO ] [LOCAL     ] Saved forecast: SBH	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/SBH.txt
[2025-12-09T20:31:18.548135] [INFO ] [sig       ] [2854/3614] Completed SBH in 0.3s | 2.93 sym/s | Total: 16.2m | ETA: 4.3m
[2025-12-09T20:31:18.548172] [INFO ] [sig       ] [2855/3614] Forecasting SBI...
[2025-12-09T20:31:18.548199] [INFO ] [sig       ] Generating forecast for: SBI
[2025-12-09T20:31:18.548228] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBI' from 'https://tdm.silogroup.org/data/derivative_storage/SBI.csv'.
[2025-12-09T20:31:18.558178] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBI'.
[2025-12-09T20:31:18.558461] [INFO ] [FORECASTER] Starting predict_future for SBI
[2025-12-09T20:31:18.559220] [DEBUG] [LOCAL     ] No optimal features file found for SBI: ./output/feature-sets/SBI.txt
[2025-12-09T20:31:18.559270] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:18.559301] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:18.559328] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:18.559383] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:18.615191] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:18.615786] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:18.615858] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:18.615888] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:18.729320] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:18.729431] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:18.729467] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:18.729495] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:18.732688] [DEBUG] [FORECASTER] SBI: Forecast T+1@11:T+2@11: DOWN (p=11.87%)
[2025-12-09T20:31:18.732944] [INFO ] [FORECASTER] Completed predict_future for SBI
[2025-12-09T20:31:18.733059] [INFO ] [sig       ] SBI: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:31:18.870001] [INFO ] [LOCAL     ] Saved forecast: SBI	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/SBI.txt
[2025-12-09T20:31:18.870105] [INFO ] [sig       ] [2855/3614] Completed SBI in 0.3s | 2.93 sym/s | Total: 16.2m | ETA: 4.3m
[2025-12-09T20:31:18.870142] [INFO ] [sig       ] [2856/3614] Forecasting SBLK...
[2025-12-09T20:31:18.870171] [INFO ] [sig       ] Generating forecast for: SBLK
[2025-12-09T20:31:18.870199] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBLK' from 'https://tdm.silogroup.org/data/derivative_storage/SBLK.csv'.
[2025-12-09T20:31:18.881163] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBLK'.
[2025-12-09T20:31:18.881423] [INFO ] [FORECASTER] Starting predict_future for SBLK
[2025-12-09T20:31:18.882175] [DEBUG] [LOCAL     ] No optimal features file found for SBLK: ./output/feature-sets/SBLK.txt
[2025-12-09T20:31:18.882224] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:18.882255] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:18.882282] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:18.882336] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:18.938030] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:18.938672] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:18.938746] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:18.938777] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:19.053211] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:19.053329] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:19.053366] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:19.053408] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:19.056591] [DEBUG] [FORECASTER] SBLK: Forecast T+1@11:T+2@11: UP (p=94.25%)
[2025-12-09T20:31:19.056848] [INFO ] [FORECASTER] Completed predict_future for SBLK
[2025-12-09T20:31:19.056964] [INFO ] [sig       ] SBLK: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:31:19.194909] [INFO ] [LOCAL     ] Saved forecast: SBLK	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/SBLK.txt
[2025-12-09T20:31:19.195013] [INFO ] [sig       ] [2856/3614] Completed SBLK in 0.3s | 2.93 sym/s | Total: 16.2m | ETA: 4.3m
[2025-12-09T20:31:19.195049] [INFO ] [sig       ] [2857/3614] Forecasting SBRA...
[2025-12-09T20:31:19.195078] [INFO ] [sig       ] Generating forecast for: SBRA
[2025-12-09T20:31:19.195106] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBRA' from 'https://tdm.silogroup.org/data/derivative_storage/SBRA.csv'.
[2025-12-09T20:31:19.206096] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBRA'.
[2025-12-09T20:31:19.206371] [INFO ] [FORECASTER] Starting predict_future for SBRA
[2025-12-09T20:31:19.207122] [DEBUG] [LOCAL     ] No optimal features file found for SBRA: ./output/feature-sets/SBRA.txt
[2025-12-09T20:31:19.207172] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:19.207203] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:19.207229] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:19.207284] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:19.262314] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:19.262921] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:19.262993] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:19.263024] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:19.376873] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:19.376973] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:19.377007] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:19.377035] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:19.380159] [DEBUG] [FORECASTER] SBRA: Forecast T+1@11:T+2@11: DOWN (p=2.89%)
[2025-12-09T20:31:19.380411] [INFO ] [FORECASTER] Completed predict_future for SBRA
[2025-12-09T20:31:19.380530] [INFO ] [sig       ] SBRA: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:31:19.519339] [INFO ] [LOCAL     ] Saved forecast: SBRA	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/SBRA.txt
[2025-12-09T20:31:19.519469] [INFO ] [sig       ] [2857/3614] Completed SBRA in 0.3s | 2.93 sym/s | Total: 16.3m | ETA: 4.3m
[2025-12-09T20:31:19.519506] [INFO ] [sig       ] [2858/3614] Forecasting SBS...
[2025-12-09T20:31:19.519540] [INFO ] [sig       ] Generating forecast for: SBS
[2025-12-09T20:31:19.519586] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBS' from 'https://tdm.silogroup.org/data/derivative_storage/SBS.csv'.
[2025-12-09T20:31:19.530094] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBS'.
[2025-12-09T20:31:19.530360] [INFO ] [FORECASTER] Starting predict_future for SBS
[2025-12-09T20:31:19.531115] [DEBUG] [LOCAL     ] No optimal features file found for SBS: ./output/feature-sets/SBS.txt
[2025-12-09T20:31:19.531164] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:19.531195] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:19.531224] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:19.531279] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:19.587112] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:19.587743] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:19.587838] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:19.587880] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:19.715631] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:19.715742] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:19.715779] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:19.715807] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:19.719002] [DEBUG] [FORECASTER] SBS: Forecast T+1@11:T+2@11: DOWN (p=46.50%)
[2025-12-09T20:31:19.719259] [INFO ] [FORECASTER] Completed predict_future for SBS
[2025-12-09T20:31:19.719373] [INFO ] [sig       ] SBS: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:31:19.855849] [INFO ] [LOCAL     ] Saved forecast: SBS	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/SBS.txt
[2025-12-09T20:31:19.855959] [INFO ] [sig       ] [2858/3614] Completed SBS in 0.3s | 2.93 sym/s | Total: 16.3m | ETA: 4.3m
[2025-12-09T20:31:19.855996] [INFO ] [sig       ] [2859/3614] Forecasting SBSI...
[2025-12-09T20:31:19.856026] [INFO ] [sig       ] Generating forecast for: SBSI
[2025-12-09T20:31:19.856055] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBSI' from 'https://tdm.silogroup.org/data/derivative_storage/SBSI.csv'.
[2025-12-09T20:31:19.866722] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBSI'.
[2025-12-09T20:31:19.866996] [INFO ] [FORECASTER] Starting predict_future for SBSI
[2025-12-09T20:31:19.867773] [DEBUG] [LOCAL     ] No optimal features file found for SBSI: ./output/feature-sets/SBSI.txt
[2025-12-09T20:31:19.867823] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:19.867854] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:19.867879] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:19.867934] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:19.924720] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:19.925451] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:19.925527] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:19.925561] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:20.039395] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:20.039540] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:20.039595] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:20.039626] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:20.042925] [DEBUG] [FORECASTER] SBSI: Forecast T+1@11:T+2@11: UP (p=88.54%)
[2025-12-09T20:31:20.043188] [INFO ] [FORECASTER] Completed predict_future for SBSI
[2025-12-09T20:31:20.043310] [INFO ] [sig       ] SBSI: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:31:20.179940] [INFO ] [LOCAL     ] Saved forecast: SBSI	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/SBSI.txt
[2025-12-09T20:31:20.180068] [INFO ] [sig       ] [2859/3614] Completed SBSI in 0.3s | 2.93 sym/s | Total: 16.3m | ETA: 4.3m
[2025-12-09T20:31:20.180107] [INFO ] [sig       ] [2860/3614] Forecasting SBUX...
[2025-12-09T20:31:20.180136] [INFO ] [sig       ] Generating forecast for: SBUX
[2025-12-09T20:31:20.180165] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBUX' from 'https://tdm.silogroup.org/data/derivative_storage/SBUX.csv'.
[2025-12-09T20:31:20.191272] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBUX'.
[2025-12-09T20:31:20.191586] [INFO ] [FORECASTER] Starting predict_future for SBUX
[2025-12-09T20:31:20.192384] [DEBUG] [LOCAL     ] No optimal features file found for SBUX: ./output/feature-sets/SBUX.txt
[2025-12-09T20:31:20.192436] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:20.192468] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:20.192495] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:20.192585] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:20.251122] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:20.251773] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:20.251849] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:20.251882] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:20.371410] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:20.371535] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:20.371595] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:20.371626] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:20.374850] [DEBUG] [FORECASTER] SBUX: Forecast T+1@11:T+2@11: UP (p=82.08%)
[2025-12-09T20:31:20.375106] [INFO ] [FORECASTER] Completed predict_future for SBUX
[2025-12-09T20:31:20.375222] [INFO ] [sig       ] SBUX: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:31:20.516726] [INFO ] [LOCAL     ] Saved forecast: SBUX	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/SBUX.txt
[2025-12-09T20:31:20.516865] [INFO ] [sig       ] [2860/3614] Completed SBUX in 0.3s | 2.93 sym/s | Total: 16.3m | ETA: 4.3m
[2025-12-09T20:31:20.516905] [INFO ] [sig       ] [2861/3614] Forecasting SCD...
[2025-12-09T20:31:20.516934] [INFO ] [sig       ] Generating forecast for: SCD
[2025-12-09T20:31:20.516964] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCD' from 'https://tdm.silogroup.org/data/derivative_storage/SCD.csv'.
[2025-12-09T20:31:20.528775] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCD'.
[2025-12-09T20:31:20.529101] [INFO ] [FORECASTER] Starting predict_future for SCD
[2025-12-09T20:31:20.529885] [DEBUG] [LOCAL     ] No optimal features file found for SCD: ./output/feature-sets/SCD.txt
[2025-12-09T20:31:20.529936] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:20.529968] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:20.529994] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:20.530052] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:20.585137] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:20.585744] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:20.585820] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:20.585851] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:20.700128] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:20.700275] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:20.700315] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:20.700343] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:20.703801] [DEBUG] [FORECASTER] SCD: Forecast T+1@11:T+2@11: UP (p=69.61%)
[2025-12-09T20:31:20.704097] [INFO ] [FORECASTER] Completed predict_future for SCD
[2025-12-09T20:31:20.704229] [INFO ] [sig       ] SCD: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:31:20.841206] [INFO ] [LOCAL     ] Saved forecast: SCD	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/SCD.txt
[2025-12-09T20:31:20.841366] [INFO ] [sig       ] [2861/3614] Completed SCD in 0.3s | 2.93 sym/s | Total: 16.3m | ETA: 4.3m
[2025-12-09T20:31:20.841405] [INFO ] [sig       ] [2862/3614] Forecasting SCHL...
[2025-12-09T20:31:20.841435] [INFO ] [sig       ] Generating forecast for: SCHL
[2025-12-09T20:31:20.841465] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCHL' from 'https://tdm.silogroup.org/data/derivative_storage/SCHL.csv'.
[2025-12-09T20:31:20.852284] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCHL'.
[2025-12-09T20:31:20.852587] [INFO ] [FORECASTER] Starting predict_future for SCHL
[2025-12-09T20:31:20.853329] [DEBUG] [LOCAL     ] No optimal features file found for SCHL: ./output/feature-sets/SCHL.txt
[2025-12-09T20:31:20.853390] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:20.853423] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:20.853449] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:20.853504] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:20.909809] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:20.910496] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:20.910594] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:20.910628] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:21.032522] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:21.032683] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:21.032723] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:21.032751] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:21.036036] [DEBUG] [FORECASTER] SCHL: Forecast T+1@11:T+2@11: DOWN (p=31.86%)
[2025-12-09T20:31:21.036294] [INFO ] [FORECASTER] Completed predict_future for SCHL
[2025-12-09T20:31:21.036411] [INFO ] [sig       ] SCHL: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:31:21.172327] [INFO ] [LOCAL     ] Saved forecast: SCHL	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/SCHL.txt
[2025-12-09T20:31:21.172455] [INFO ] [sig       ] [2862/3614] Completed SCHL in 0.3s | 2.93 sym/s | Total: 16.3m | ETA: 4.3m
[2025-12-09T20:31:21.172494] [INFO ] [sig       ] [2863/3614] Forecasting SCI...
[2025-12-09T20:31:21.172523] [INFO ] [sig       ] Generating forecast for: SCI
[2025-12-09T20:31:21.172552] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCI' from 'https://tdm.silogroup.org/data/derivative_storage/SCI.csv'.
[2025-12-09T20:31:21.183489] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCI'.
[2025-12-09T20:31:21.183797] [INFO ] [FORECASTER] Starting predict_future for SCI
[2025-12-09T20:31:21.184540] [DEBUG] [LOCAL     ] No optimal features file found for SCI: ./output/feature-sets/SCI.txt
[2025-12-09T20:31:21.184606] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:21.184639] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:21.184666] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:21.184720] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:21.239402] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:21.240093] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:21.240169] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:21.240200] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:21.355013] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:21.355154] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:21.355195] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:21.355222] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:21.358542] [DEBUG] [FORECASTER] SCI: Forecast T+1@11:T+2@11: UP (p=62.56%)
[2025-12-09T20:31:21.358824] [INFO ] [FORECASTER] Completed predict_future for SCI
[2025-12-09T20:31:21.358942] [INFO ] [sig       ] SCI: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:31:21.495231] [INFO ] [LOCAL     ] Saved forecast: SCI	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/SCI.txt
[2025-12-09T20:31:21.495364] [INFO ] [sig       ] [2863/3614] Completed SCI in 0.3s | 2.93 sym/s | Total: 16.3m | ETA: 4.3m
[2025-12-09T20:31:21.495403] [INFO ] [sig       ] [2864/3614] Forecasting SCL...
[2025-12-09T20:31:21.495432] [INFO ] [sig       ] Generating forecast for: SCL
[2025-12-09T20:31:21.495462] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCL' from 'https://tdm.silogroup.org/data/derivative_storage/SCL.csv'.
[2025-12-09T20:31:21.506417] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCL'.
[2025-12-09T20:31:21.506741] [INFO ] [FORECASTER] Starting predict_future for SCL
[2025-12-09T20:31:21.507480] [DEBUG] [LOCAL     ] No optimal features file found for SCL: ./output/feature-sets/SCL.txt
[2025-12-09T20:31:21.507554] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:21.507603] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:21.507629] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:21.507684] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:21.565715] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:21.566485] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:21.566562] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:21.566612] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:21.680919] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:21.681065] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:21.681106] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:21.681137] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:21.684515] [DEBUG] [FORECASTER] SCL: Forecast T+1@11:T+2@11: DOWN (p=24.02%)
[2025-12-09T20:31:21.684800] [INFO ] [FORECASTER] Completed predict_future for SCL
[2025-12-09T20:31:21.684920] [INFO ] [sig       ] SCL: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:31:21.822084] [INFO ] [LOCAL     ] Saved forecast: SCL	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/SCL.txt
[2025-12-09T20:31:21.822203] [INFO ] [sig       ] [2864/3614] Completed SCL in 0.3s | 2.93 sym/s | Total: 16.3m | ETA: 4.3m
[2025-12-09T20:31:21.822241] [INFO ] [sig       ] [2865/3614] Forecasting SCLX...
[2025-12-09T20:31:21.822269] [INFO ] [sig       ] Generating forecast for: SCLX
[2025-12-09T20:31:21.822298] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCLX' from 'https://tdm.silogroup.org/data/derivative_storage/SCLX.csv'.
[2025-12-09T20:31:21.834603] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCLX'.
[2025-12-09T20:31:21.834877] [INFO ] [FORECASTER] Starting predict_future for SCLX
[2025-12-09T20:31:21.835632] [DEBUG] [LOCAL     ] No optimal features file found for SCLX: ./output/feature-sets/SCLX.txt
[2025-12-09T20:31:21.835683] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:21.835739] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:21.835766] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:21.835822] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:21.891561] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:21.892303] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:21.892378] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:21.892409] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:22.010976] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:22.011118] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:22.011157] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:22.011185] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:22.014486] [DEBUG] [FORECASTER] SCLX: Forecast T+1@11:T+2@11: UP (p=50.92%)
[2025-12-09T20:31:22.014775] [INFO ] [FORECASTER] Completed predict_future for SCLX
[2025-12-09T20:31:22.014896] [INFO ] [sig       ] SCLX: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:31:22.152531] [INFO ] [LOCAL     ] Saved forecast: SCLX	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/SCLX.txt
[2025-12-09T20:31:22.152671] [INFO ] [sig       ] [2865/3614] Completed SCLX in 0.3s | 2.93 sym/s | Total: 16.3m | ETA: 4.3m
[2025-12-09T20:31:22.152710] [INFO ] [sig       ] [2866/3614] Forecasting SCM...
[2025-12-09T20:31:22.152740] [INFO ] [sig       ] Generating forecast for: SCM
[2025-12-09T20:31:22.152769] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCM' from 'https://tdm.silogroup.org/data/derivative_storage/SCM.csv'.
[2025-12-09T20:31:22.163863] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCM'.
[2025-12-09T20:31:22.164126] [INFO ] [FORECASTER] Starting predict_future for SCM
[2025-12-09T20:31:22.164880] [DEBUG] [LOCAL     ] No optimal features file found for SCM: ./output/feature-sets/SCM.txt
[2025-12-09T20:31:22.164929] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:22.164960] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:22.164986] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:22.165041] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:22.220044] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:22.220643] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:22.220716] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:22.220746] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:22.340319] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:22.340487] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:22.340531] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:22.340559] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:22.343891] [DEBUG] [FORECASTER] SCM: Forecast T+1@11:T+2@11: UP (p=65.94%)
[2025-12-09T20:31:22.344160] [INFO ] [FORECASTER] Completed predict_future for SCM
[2025-12-09T20:31:22.344279] [INFO ] [sig       ] SCM: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:31:22.485431] [INFO ] [LOCAL     ] Saved forecast: SCM	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/SCM.txt
[2025-12-09T20:31:22.485597] [INFO ] [sig       ] [2866/3614] Completed SCM in 0.3s | 2.93 sym/s | Total: 16.3m | ETA: 4.3m
[2025-12-09T20:31:22.485641] [INFO ] [sig       ] [2867/3614] Forecasting SCS...
[2025-12-09T20:31:22.485672] [INFO ] [sig       ] Generating forecast for: SCS
[2025-12-09T20:31:22.485701] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCS' from 'https://tdm.silogroup.org/data/derivative_storage/SCS.csv'.
[2025-12-09T20:31:22.498972] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCS'.
[2025-12-09T20:31:22.499254] [INFO ] [FORECASTER] Starting predict_future for SCS
[2025-12-09T20:31:22.500096] [DEBUG] [LOCAL     ] No optimal features file found for SCS: ./output/feature-sets/SCS.txt
[2025-12-09T20:31:22.500163] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:22.500204] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:22.500234] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:22.500289] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:22.561515] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:22.562358] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:22.562437] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:22.562471] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:22.681757] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:22.681911] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:22.681951] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:22.681980] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:22.685488] [DEBUG] [FORECASTER] SCS: Forecast T+1@11:T+2@11: DOWN (p=49.78%)
[2025-12-09T20:31:22.685821] [INFO ] [FORECASTER] Completed predict_future for SCS
[2025-12-09T20:31:22.685954] [INFO ] [sig       ] SCS: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:31:22.830351] [INFO ] [LOCAL     ] Saved forecast: SCS	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/SCS.txt
[2025-12-09T20:31:22.830484] [INFO ] [sig       ] [2867/3614] Completed SCS in 0.3s | 2.93 sym/s | Total: 16.3m | ETA: 4.2m
[2025-12-09T20:31:22.830523] [INFO ] [sig       ] [2868/3614] Forecasting SCSC...
[2025-12-09T20:31:22.830553] [INFO ] [sig       ] Generating forecast for: SCSC
[2025-12-09T20:31:22.830600] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCSC' from 'https://tdm.silogroup.org/data/derivative_storage/SCSC.csv'.
[2025-12-09T20:31:22.841903] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCSC'.
[2025-12-09T20:31:22.842183] [INFO ] [FORECASTER] Starting predict_future for SCSC
[2025-12-09T20:31:22.842966] [DEBUG] [LOCAL     ] No optimal features file found for SCSC: ./output/feature-sets/SCSC.txt
[2025-12-09T20:31:22.843015] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:22.843046] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:22.843071] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:22.843124] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:22.901219] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:22.901873] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:22.901948] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:22.901981] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:23.022861] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:23.023016] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:23.023057] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:23.023115] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:23.026453] [DEBUG] [FORECASTER] SCSC: Forecast T+1@11:T+2@11: DOWN (p=8.32%)
[2025-12-09T20:31:23.026741] [INFO ] [FORECASTER] Completed predict_future for SCSC
[2025-12-09T20:31:23.026861] [INFO ] [sig       ] SCSC: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:31:23.169167] [INFO ] [LOCAL     ] Saved forecast: SCSC	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/SCSC.txt
[2025-12-09T20:31:23.169292] [INFO ] [sig       ] [2868/3614] Completed SCSC in 0.3s | 2.93 sym/s | Total: 16.3m | ETA: 4.2m
[2025-12-09T20:31:23.169330] [INFO ] [sig       ] [2869/3614] Forecasting SCVL...
[2025-12-09T20:31:23.169359] [INFO ] [sig       ] Generating forecast for: SCVL
[2025-12-09T20:31:23.169387] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCVL' from 'https://tdm.silogroup.org/data/derivative_storage/SCVL.csv'.
[2025-12-09T20:31:23.180945] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCVL'.
[2025-12-09T20:31:23.181208] [INFO ] [FORECASTER] Starting predict_future for SCVL
[2025-12-09T20:31:23.181968] [DEBUG] [LOCAL     ] No optimal features file found for SCVL: ./output/feature-sets/SCVL.txt
[2025-12-09T20:31:23.182018] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:23.182049] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:23.182074] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:23.182129] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:23.239785] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:23.240416] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:23.240492] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:23.240525] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:23.358757] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:23.358918] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:23.358959] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:23.358988] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:23.362256] [DEBUG] [FORECASTER] SCVL: Forecast T+1@11:T+2@11: UP (p=70.32%)
[2025-12-09T20:31:23.362524] [INFO ] [FORECASTER] Completed predict_future for SCVL
[2025-12-09T20:31:23.362667] [INFO ] [sig       ] SCVL: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:31:23.500708] [INFO ] [LOCAL     ] Saved forecast: SCVL	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/SCVL.txt
[2025-12-09T20:31:23.500831] [INFO ] [sig       ] [2869/3614] Completed SCVL in 0.3s | 2.93 sym/s | Total: 16.3m | ETA: 4.2m
[2025-12-09T20:31:23.500869] [INFO ] [sig       ] [2870/3614] Forecasting SCZ...
[2025-12-09T20:31:23.500897] [INFO ] [sig       ] Generating forecast for: SCZ
[2025-12-09T20:31:23.500926] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCZ' from 'https://tdm.silogroup.org/data/derivative_storage/SCZ.csv'.
[2025-12-09T20:31:23.512222] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCZ'.
[2025-12-09T20:31:23.512589] [INFO ] [FORECASTER] Starting predict_future for SCZ
[2025-12-09T20:31:23.513392] [DEBUG] [LOCAL     ] No optimal features file found for SCZ: ./output/feature-sets/SCZ.txt
[2025-12-09T20:31:23.513444] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:23.513477] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:23.513505] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:23.513561] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:23.570998] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:23.571671] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:23.571747] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:23.571780] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:23.689413] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:23.689547] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:23.689604] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:23.689634] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:23.692920] [DEBUG] [FORECASTER] SCZ: Forecast T+1@11:T+2@11: DOWN (p=4.16%)
[2025-12-09T20:31:23.693184] [INFO ] [FORECASTER] Completed predict_future for SCZ
[2025-12-09T20:31:23.693302] [INFO ] [sig       ] SCZ: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:31:23.835016] [INFO ] [LOCAL     ] Saved forecast: SCZ	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/SCZ.txt
[2025-12-09T20:31:23.835157] [INFO ] [sig       ] [2870/3614] Completed SCZ in 0.3s | 2.93 sym/s | Total: 16.3m | ETA: 4.2m
[2025-12-09T20:31:23.835196] [INFO ] [sig       ] [2871/3614] Forecasting SD...
[2025-12-09T20:31:23.835227] [INFO ] [sig       ] Generating forecast for: SD
[2025-12-09T20:31:23.835257] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SD' from 'https://tdm.silogroup.org/data/derivative_storage/SD.csv'.
[2025-12-09T20:31:23.847189] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SD'.
[2025-12-09T20:31:23.847485] [INFO ] [FORECASTER] Starting predict_future for SD
[2025-12-09T20:31:23.848297] [DEBUG] [LOCAL     ] No optimal features file found for SD: ./output/feature-sets/SD.txt
[2025-12-09T20:31:23.848349] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:23.848380] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:23.848406] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:23.848461] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:23.906130] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:23.906796] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:23.906872] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:23.906904] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:24.032699] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:24.032841] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:24.032881] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:24.032910] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:24.036386] [DEBUG] [FORECASTER] SD: Forecast T+1@11:T+2@11: UP (p=74.80%)
[2025-12-09T20:31:24.036723] [INFO ] [FORECASTER] Completed predict_future for SD
[2025-12-09T20:31:24.036853] [INFO ] [sig       ] SD: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:31:24.177549] [INFO ] [LOCAL     ] Saved forecast: SD	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/SD.txt
[2025-12-09T20:31:24.177729] [INFO ] [sig       ] [2871/3614] Completed SD in 0.3s | 2.93 sym/s | Total: 16.3m | ETA: 4.2m
[2025-12-09T20:31:24.177782] [INFO ] [sig       ] [2872/3614] Forecasting SDA...
[2025-12-09T20:31:24.177836] [INFO ] [sig       ] Generating forecast for: SDA
[2025-12-09T20:31:24.177875] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SDA' from 'https://tdm.silogroup.org/data/derivative_storage/SDA.csv'.
[2025-12-09T20:31:24.189669] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SDA'.
[2025-12-09T20:31:24.190061] [INFO ] [FORECASTER] Starting predict_future for SDA
[2025-12-09T20:31:24.190954] [DEBUG] [LOCAL     ] No optimal features file found for SDA: ./output/feature-sets/SDA.txt
[2025-12-09T20:31:24.191006] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:24.191038] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:24.191063] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:24.191119] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:24.274343] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:24.275543] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:24.275669] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:24.275726] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:24.401962] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:24.402121] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:24.402163] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:24.402192] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:24.405745] [DEBUG] [FORECASTER] SDA: Forecast T+1@11:T+2@11: DOWN (p=5.31%)
[2025-12-09T20:31:24.406056] [INFO ] [FORECASTER] Completed predict_future for SDA
[2025-12-09T20:31:24.406190] [INFO ] [sig       ] SDA: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:31:24.606082] [INFO ] [LOCAL     ] Saved forecast: SDA	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/SDA.txt
[2025-12-09T20:31:24.606295] [INFO ] [sig       ] [2872/3614] Completed SDA in 0.4s | 2.93 sym/s | Total: 16.3m | ETA: 4.2m
[2025-12-09T20:31:24.606363] [INFO ] [sig       ] [2873/3614] Forecasting SDHY...
[2025-12-09T20:31:24.606416] [INFO ] [sig       ] Generating forecast for: SDHY
[2025-12-09T20:31:24.606468] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SDHY' from 'https://tdm.silogroup.org/data/derivative_storage/SDHY.csv'.
[2025-12-09T20:31:24.625171] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SDHY'.
[2025-12-09T20:31:24.625730] [INFO ] [FORECASTER] Starting predict_future for SDHY
[2025-12-09T20:31:24.626937] [DEBUG] [LOCAL     ] No optimal features file found for SDHY: ./output/feature-sets/SDHY.txt
[2025-12-09T20:31:24.627005] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:24.627075] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:24.627122] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:24.627209] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:24.707477] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:24.708739] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:24.708861] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:24.708915] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:24.886399] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:24.886608] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:24.886678] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:24.886728] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:24.892048] [DEBUG] [FORECASTER] SDHY: Forecast T+1@11:T+2@11: DOWN (p=46.49%)
[2025-12-09T20:31:24.892538] [INFO ] [FORECASTER] Completed predict_future for SDHY
[2025-12-09T20:31:24.892767] [INFO ] [sig       ] SDHY: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:31:25.086519] [INFO ] [LOCAL     ] Saved forecast: SDHY	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/SDHY.txt
[2025-12-09T20:31:25.086744] [INFO ] [sig       ] [2873/3614] Completed SDHY in 0.5s | 2.93 sym/s | Total: 16.3m | ETA: 4.2m
[2025-12-09T20:31:25.086800] [INFO ] [sig       ] [2874/3614] Forecasting SDRL...
[2025-12-09T20:31:25.086842] [INFO ] [sig       ] Generating forecast for: SDRL
[2025-12-09T20:31:25.086877] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SDRL' from 'https://tdm.silogroup.org/data/derivative_storage/SDRL.csv'.
[2025-12-09T20:31:25.122398] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SDRL'.
[2025-12-09T20:31:25.122920] [INFO ] [FORECASTER] Starting predict_future for SDRL
[2025-12-09T20:31:25.123892] [DEBUG] [LOCAL     ] No optimal features file found for SDRL: ./output/feature-sets/SDRL.txt
[2025-12-09T20:31:25.123953] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:25.123986] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:25.124014] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:25.124071] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:25.201996] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:25.203215] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:25.203334] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:25.203388] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:25.342392] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:25.342563] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:25.342630] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:25.342660] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:25.346438] [DEBUG] [FORECASTER] SDRL: Forecast T+1@11:T+2@11: DOWN (p=11.08%)
[2025-12-09T20:31:25.346837] [INFO ] [FORECASTER] Completed predict_future for SDRL
[2025-12-09T20:31:25.346986] [INFO ] [sig       ] SDRL: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:31:25.493319] [INFO ] [LOCAL     ] Saved forecast: SDRL	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/SDRL.txt
[2025-12-09T20:31:25.493472] [INFO ] [sig       ] [2874/3614] Completed SDRL in 0.4s | 2.93 sym/s | Total: 16.4m | ETA: 4.2m
[2025-12-09T20:31:25.493512] [INFO ] [sig       ] [2875/3614] Forecasting SDVY...
[2025-12-09T20:31:25.493542] [INFO ] [sig       ] Generating forecast for: SDVY
[2025-12-09T20:31:25.493587] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SDVY' from 'https://tdm.silogroup.org/data/derivative_storage/SDVY.csv'.
[2025-12-09T20:31:25.506357] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SDVY'.
[2025-12-09T20:31:25.506786] [INFO ] [FORECASTER] Starting predict_future for SDVY
[2025-12-09T20:31:25.507935] [DEBUG] [LOCAL     ] No optimal features file found for SDVY: ./output/feature-sets/SDVY.txt
[2025-12-09T20:31:25.508187] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:25.508224] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:25.508253] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:25.508310] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:25.570763] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:25.571613] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:25.571719] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:25.571754] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:25.692127] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:25.692275] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:25.692332] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:25.692366] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:25.695901] [DEBUG] [FORECASTER] SDVY: Forecast T+1@11:T+2@11: DOWN (p=6.01%)
[2025-12-09T20:31:25.696176] [INFO ] [FORECASTER] Completed predict_future for SDVY
[2025-12-09T20:31:25.696307] [INFO ] [sig       ] SDVY: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:31:25.845039] [INFO ] [LOCAL     ] Saved forecast: SDVY	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/SDVY.txt
[2025-12-09T20:31:25.845206] [INFO ] [sig       ] [2875/3614] Completed SDVY in 0.4s | 2.93 sym/s | Total: 16.4m | ETA: 4.2m
[2025-12-09T20:31:25.845257] [INFO ] [sig       ] [2876/3614] Forecasting SE...
[2025-12-09T20:31:25.845290] [INFO ] [sig       ] Generating forecast for: SE
[2025-12-09T20:31:25.845321] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SE' from 'https://tdm.silogroup.org/data/derivative_storage/SE.csv'.
[2025-12-09T20:31:25.858066] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SE'.
[2025-12-09T20:31:25.858433] [INFO ] [FORECASTER] Starting predict_future for SE
[2025-12-09T20:31:25.859320] [DEBUG] [LOCAL     ] No optimal features file found for SE: ./output/feature-sets/SE.txt
[2025-12-09T20:31:25.859374] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:25.859407] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:25.859433] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:25.859488] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:25.918645] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:25.919389] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:25.919468] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:25.919500] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:26.046285] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:26.046441] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:26.046487] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:26.046516] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:26.050150] [DEBUG] [FORECASTER] SE: Forecast T+1@11:T+2@11: UP (p=79.46%)
[2025-12-09T20:31:26.050424] [INFO ] [FORECASTER] Completed predict_future for SE
[2025-12-09T20:31:26.050551] [INFO ] [sig       ] SE: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:31:26.199615] [INFO ] [LOCAL     ] Saved forecast: SE	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/SE.txt
[2025-12-09T20:31:26.199775] [INFO ] [sig       ] [2876/3614] Completed SE in 0.4s | 2.93 sym/s | Total: 16.4m | ETA: 4.2m
[2025-12-09T20:31:26.199820] [INFO ] [sig       ] [2877/3614] Forecasting SEDG...
[2025-12-09T20:31:26.199857] [INFO ] [sig       ] Generating forecast for: SEDG
[2025-12-09T20:31:26.199886] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEDG' from 'https://tdm.silogroup.org/data/derivative_storage/SEDG.csv'.
[2025-12-09T20:31:26.215157] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEDG'.
[2025-12-09T20:31:26.215641] [INFO ] [FORECASTER] Starting predict_future for SEDG
[2025-12-09T20:31:26.216755] [DEBUG] [LOCAL     ] No optimal features file found for SEDG: ./output/feature-sets/SEDG.txt
[2025-12-09T20:31:26.216829] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:26.216871] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:26.216911] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:26.216990] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:26.285647] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:26.286506] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:26.286613] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:26.286649] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:26.411038] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:26.411197] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:26.411239] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:26.411267] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:26.414683] [DEBUG] [FORECASTER] SEDG: Forecast T+1@11:T+2@11: DOWN (p=7.78%)
[2025-12-09T20:31:26.414976] [INFO ] [FORECASTER] Completed predict_future for SEDG
[2025-12-09T20:31:26.415105] [INFO ] [sig       ] SEDG: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:31:26.561939] [INFO ] [LOCAL     ] Saved forecast: SEDG	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/SEDG.txt
[2025-12-09T20:31:26.562095] [INFO ] [sig       ] [2877/3614] Completed SEDG in 0.4s | 2.93 sym/s | Total: 16.4m | ETA: 4.2m
[2025-12-09T20:31:26.562138] [INFO ] [sig       ] [2878/3614] Forecasting SEE...
[2025-12-09T20:31:26.562171] [INFO ] [sig       ] Generating forecast for: SEE
[2025-12-09T20:31:26.562202] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEE' from 'https://tdm.silogroup.org/data/derivative_storage/SEE.csv'.
[2025-12-09T20:31:26.574459] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEE'.
[2025-12-09T20:31:26.574833] [INFO ] [FORECASTER] Starting predict_future for SEE
[2025-12-09T20:31:26.575609] [DEBUG] [LOCAL     ] No optimal features file found for SEE: ./output/feature-sets/SEE.txt
[2025-12-09T20:31:26.575679] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:26.575717] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:26.575748] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:26.575814] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:26.630610] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:26.631242] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:26.631316] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:26.631347] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:26.751036] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:26.751193] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:26.751233] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:26.751261] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:26.754760] [DEBUG] [FORECASTER] SEE: Forecast T+1@11:T+2@11: UP (p=75.03%)
[2025-12-09T20:31:26.755218] [INFO ] [FORECASTER] Completed predict_future for SEE
[2025-12-09T20:31:26.755338] [INFO ] [sig       ] SEE: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:31:26.893080] [INFO ] [LOCAL     ] Saved forecast: SEE	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/SEE.txt
[2025-12-09T20:31:26.893250] [INFO ] [sig       ] [2878/3614] Completed SEE in 0.3s | 2.93 sym/s | Total: 16.4m | ETA: 4.2m
[2025-12-09T20:31:26.893300] [INFO ] [sig       ] [2879/3614] Forecasting SEIC...
[2025-12-09T20:31:26.893339] [INFO ] [sig       ] Generating forecast for: SEIC
[2025-12-09T20:31:26.893376] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEIC' from 'https://tdm.silogroup.org/data/derivative_storage/SEIC.csv'.
[2025-12-09T20:31:26.905230] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEIC'.
[2025-12-09T20:31:26.905552] [INFO ] [FORECASTER] Starting predict_future for SEIC
[2025-12-09T20:31:26.906377] [DEBUG] [LOCAL     ] No optimal features file found for SEIC: ./output/feature-sets/SEIC.txt
[2025-12-09T20:31:26.906430] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:26.906464] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:26.906491] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:26.906548] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:26.963230] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:26.963915] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:26.964184] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:26.964215] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:27.082864] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:27.082999] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:27.083038] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:27.083066] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:27.086370] [DEBUG] [FORECASTER] SEIC: Forecast T+1@11:T+2@11: UP (p=76.15%)
[2025-12-09T20:31:27.086650] [INFO ] [FORECASTER] Completed predict_future for SEIC
[2025-12-09T20:31:27.086776] [INFO ] [sig       ] SEIC: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:31:27.226715] [INFO ] [LOCAL     ] Saved forecast: SEIC	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/SEIC.txt
[2025-12-09T20:31:27.226846] [INFO ] [sig       ] [2879/3614] Completed SEIC in 0.3s | 2.93 sym/s | Total: 16.4m | ETA: 4.2m
[2025-12-09T20:31:27.226885] [INFO ] [sig       ] [2880/3614] Forecasting SELF...
[2025-12-09T20:31:27.226915] [INFO ] [sig       ] Generating forecast for: SELF
[2025-12-09T20:31:27.226944] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SELF' from 'https://tdm.silogroup.org/data/derivative_storage/SELF.csv'.
[2025-12-09T20:31:27.238196] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SELF'.
[2025-12-09T20:31:27.238542] [INFO ] [FORECASTER] Starting predict_future for SELF
[2025-12-09T20:31:27.239404] [DEBUG] [LOCAL     ] No optimal features file found for SELF: ./output/feature-sets/SELF.txt
[2025-12-09T20:31:27.239456] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:27.239489] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:27.239516] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:27.239596] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:27.299300] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:27.299965] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:27.300042] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:27.300074] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:27.408168] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:27.408305] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:27.408345] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:27.408389] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:27.411711] [DEBUG] [FORECASTER] SELF: Forecast T+1@11:T+2@11: UP (p=56.26%)
[2025-12-09T20:31:27.411992] [INFO ] [FORECASTER] Completed predict_future for SELF
[2025-12-09T20:31:27.412112] [INFO ] [sig       ] SELF: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:31:27.550938] [INFO ] [LOCAL     ] Saved forecast: SELF	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/SELF.txt
[2025-12-09T20:31:27.551062] [INFO ] [sig       ] [2880/3614] Completed SELF in 0.3s | 2.93 sym/s | Total: 16.4m | ETA: 4.2m
[2025-12-09T20:31:27.551100] [INFO ] [sig       ] [2881/3614] Forecasting SEM...
[2025-12-09T20:31:27.551129] [INFO ] [sig       ] Generating forecast for: SEM
[2025-12-09T20:31:27.551159] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEM' from 'https://tdm.silogroup.org/data/derivative_storage/SEM.csv'.
[2025-12-09T20:31:27.562521] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEM'.
[2025-12-09T20:31:27.562828] [INFO ] [FORECASTER] Starting predict_future for SEM
[2025-12-09T20:31:27.563586] [DEBUG] [LOCAL     ] No optimal features file found for SEM: ./output/feature-sets/SEM.txt
[2025-12-09T20:31:27.563637] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:27.563670] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:27.563696] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:27.563751] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:27.620725] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:27.621369] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:27.621444] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:27.621475] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:27.740166] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:27.740310] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:27.740348] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:27.740377] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:27.743736] [DEBUG] [FORECASTER] SEM: Forecast T+1@11:T+2@11: DOWN (p=21.25%)
[2025-12-09T20:31:27.744018] [INFO ] [FORECASTER] Completed predict_future for SEM
[2025-12-09T20:31:27.744133] [INFO ] [sig       ] SEM: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:31:27.929495] [INFO ] [LOCAL     ] Saved forecast: SEM	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/SEM.txt
[2025-12-09T20:31:27.929665] [INFO ] [sig       ] [2881/3614] Completed SEM in 0.4s | 2.93 sym/s | Total: 16.4m | ETA: 4.2m
[2025-12-09T20:31:27.929706] [INFO ] [sig       ] [2882/3614] Forecasting SENEA...
[2025-12-09T20:31:27.929736] [INFO ] [sig       ] Generating forecast for: SENEA
[2025-12-09T20:31:27.929765] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SENEA' from 'https://tdm.silogroup.org/data/derivative_storage/SENEA.csv'.
[2025-12-09T20:31:27.940312] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SENEA'.
[2025-12-09T20:31:27.940668] [INFO ] [FORECASTER] Starting predict_future for SENEA
[2025-12-09T20:31:27.941429] [DEBUG] [LOCAL     ] No optimal features file found for SENEA: ./output/feature-sets/SENEA.txt
[2025-12-09T20:31:27.941479] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:27.941537] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:27.941564] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:27.941647] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:27.996854] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:27.997699] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:27.997779] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:27.997827] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:28.109676] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:28.109842] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:28.109883] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:28.109911] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:28.113213] [DEBUG] [FORECASTER] SENEA: Forecast T+1@11:T+2@11: UP (p=94.65%)
[2025-12-09T20:31:28.113485] [INFO ] [FORECASTER] Completed predict_future for SENEA
[2025-12-09T20:31:28.113630] [INFO ] [sig       ] SENEA: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:31:28.255962] [INFO ] [LOCAL     ] Saved forecast: SENEA	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/SENEA.txt
[2025-12-09T20:31:28.256116] [INFO ] [sig       ] [2882/3614] Completed SENEA in 0.3s | 2.93 sym/s | Total: 16.4m | ETA: 4.2m
[2025-12-09T20:31:28.256155] [INFO ] [sig       ] [2883/3614] Forecasting SENS...
[2025-12-09T20:31:28.256186] [INFO ] [sig       ] Generating forecast for: SENS
[2025-12-09T20:31:28.256214] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SENS' from 'https://tdm.silogroup.org/data/derivative_storage/SENS.csv'.
[2025-12-09T20:31:28.270551] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SENS'.
[2025-12-09T20:31:28.270960] [INFO ] [FORECASTER] Starting predict_future for SENS
[2025-12-09T20:31:28.271777] [DEBUG] [LOCAL     ] No optimal features file found for SENS: ./output/feature-sets/SENS.txt
[2025-12-09T20:31:28.271841] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:28.271879] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:28.271908] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:28.271966] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:28.334718] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:28.335679] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:28.335777] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:28.335812] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:28.471910] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:28.472049] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:28.472089] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:28.472117] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:28.475404] [DEBUG] [FORECASTER] SENS: Forecast T+1@11:T+2@11: DOWN (p=3.43%)
[2025-12-09T20:31:28.475686] [INFO ] [FORECASTER] Completed predict_future for SENS
[2025-12-09T20:31:28.475804] [INFO ] [sig       ] SENS: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:31:28.624480] [INFO ] [LOCAL     ] Saved forecast: SENS	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/SENS.txt
[2025-12-09T20:31:28.624654] [INFO ] [sig       ] [2883/3614] Completed SENS in 0.4s | 2.93 sym/s | Total: 16.4m | ETA: 4.2m
[2025-12-09T20:31:28.624695] [INFO ] [sig       ] [2884/3614] Forecasting SERA...
[2025-12-09T20:31:28.624724] [INFO ] [sig       ] Generating forecast for: SERA
[2025-12-09T20:31:28.624753] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SERA' from 'https://tdm.silogroup.org/data/derivative_storage/SERA.csv'.
[2025-12-09T20:31:28.636006] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SERA'.
[2025-12-09T20:31:28.636281] [INFO ] [FORECASTER] Starting predict_future for SERA
[2025-12-09T20:31:28.637043] [DEBUG] [LOCAL     ] No optimal features file found for SERA: ./output/feature-sets/SERA.txt
[2025-12-09T20:31:28.637094] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:28.637127] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:28.637166] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:28.637223] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:28.693370] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:28.694121] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:28.694198] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:28.694230] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:28.818200] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:28.818353] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:28.818393] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:28.818421] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:28.821761] [DEBUG] [FORECASTER] SERA: Forecast T+1@11:T+2@11: UP (p=87.49%)
[2025-12-09T20:31:28.822028] [INFO ] [FORECASTER] Completed predict_future for SERA
[2025-12-09T20:31:28.822147] [INFO ] [sig       ] SERA: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:31:28.958418] [INFO ] [LOCAL     ] Saved forecast: SERA	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/SERA.txt
[2025-12-09T20:31:28.958558] [INFO ] [sig       ] [2884/3614] Completed SERA in 0.3s | 2.93 sym/s | Total: 16.4m | ETA: 4.2m
[2025-12-09T20:31:28.958616] [INFO ] [sig       ] [2885/3614] Forecasting SES...
[2025-12-09T20:31:28.958646] [INFO ] [sig       ] Generating forecast for: SES
[2025-12-09T20:31:28.958676] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SES' from 'https://tdm.silogroup.org/data/derivative_storage/SES.csv'.
[2025-12-09T20:31:28.969556] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SES'.
[2025-12-09T20:31:28.969921] [INFO ] [FORECASTER] Starting predict_future for SES
[2025-12-09T20:31:28.970707] [DEBUG] [LOCAL     ] No optimal features file found for SES: ./output/feature-sets/SES.txt
[2025-12-09T20:31:28.970758] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:28.970789] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:28.970814] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:28.970868] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:29.026735] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:29.027564] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:29.027663] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:29.027695] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:29.147229] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:29.147366] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:29.147405] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:29.147463] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:29.150798] [DEBUG] [FORECASTER] SES: Forecast T+1@11:T+2@11: DOWN (p=7.25%)
[2025-12-09T20:31:29.151061] [INFO ] [FORECASTER] Completed predict_future for SES
[2025-12-09T20:31:29.151179] [INFO ] [sig       ] SES: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:31:29.287400] [INFO ] [LOCAL     ] Saved forecast: SES	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/SES.txt
[2025-12-09T20:31:29.287560] [INFO ] [sig       ] [2885/3614] Completed SES in 0.3s | 2.93 sym/s | Total: 16.4m | ETA: 4.1m
[2025-12-09T20:31:29.287617] [INFO ] [sig       ] [2886/3614] Forecasting SEVN...
[2025-12-09T20:31:29.287647] [INFO ] [sig       ] Generating forecast for: SEVN
[2025-12-09T20:31:29.287677] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEVN' from 'https://tdm.silogroup.org/data/derivative_storage/SEVN.csv'.
[2025-12-09T20:31:29.298539] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEVN'.
[2025-12-09T20:31:29.298857] [INFO ] [FORECASTER] Starting predict_future for SEVN
[2025-12-09T20:31:29.299647] [DEBUG] [LOCAL     ] No optimal features file found for SEVN: ./output/feature-sets/SEVN.txt
[2025-12-09T20:31:29.299699] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:29.299730] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:29.299756] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:29.299810] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:29.354435] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:29.355154] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:29.355231] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:29.355263] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:29.471509] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:29.471717] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:29.471758] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:29.471786] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:29.475062] [DEBUG] [FORECASTER] SEVN: Forecast T+1@11:T+2@11: DOWN (p=33.96%)
[2025-12-09T20:31:29.475320] [INFO ] [FORECASTER] Completed predict_future for SEVN
[2025-12-09T20:31:29.475437] [INFO ] [sig       ] SEVN: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:31:29.613325] [INFO ] [LOCAL     ] Saved forecast: SEVN	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/SEVN.txt
[2025-12-09T20:31:29.613448] [INFO ] [sig       ] [2886/3614] Completed SEVN in 0.3s | 2.93 sym/s | Total: 16.4m | ETA: 4.1m
[2025-12-09T20:31:29.613485] [INFO ] [sig       ] [2887/3614] Forecasting SEZL...
[2025-12-09T20:31:29.613514] [INFO ] [sig       ] Generating forecast for: SEZL
[2025-12-09T20:31:29.613542] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEZL' from 'https://tdm.silogroup.org/data/derivative_storage/SEZL.csv'.
[2025-12-09T20:31:29.624647] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEZL'.
[2025-12-09T20:31:29.624940] [INFO ] [FORECASTER] Starting predict_future for SEZL
[2025-12-09T20:31:29.625769] [DEBUG] [LOCAL     ] No optimal features file found for SEZL: ./output/feature-sets/SEZL.txt
[2025-12-09T20:31:29.625823] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:29.625856] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:29.625883] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:29.625940] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:29.683347] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:29.683969] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:29.684044] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:29.684075] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:29.799045] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:29.799172] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:29.799210] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:29.799238] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:29.802475] [DEBUG] [FORECASTER] SEZL: Forecast T+1@11:T+2@11: UP (p=87.00%)
[2025-12-09T20:31:29.802753] [INFO ] [FORECASTER] Completed predict_future for SEZL
[2025-12-09T20:31:29.802873] [INFO ] [sig       ] SEZL: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:31:29.941322] [INFO ] [LOCAL     ] Saved forecast: SEZL	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/SEZL.txt
[2025-12-09T20:31:29.941446] [INFO ] [sig       ] [2887/3614] Completed SEZL in 0.3s | 2.93 sym/s | Total: 16.4m | ETA: 4.1m
[2025-12-09T20:31:29.941484] [INFO ] [sig       ] [2888/3614] Forecasting SF...
[2025-12-09T20:31:29.941513] [INFO ] [sig       ] Generating forecast for: SF
[2025-12-09T20:31:29.941551] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SF' from 'https://tdm.silogroup.org/data/derivative_storage/SF.csv'.
[2025-12-09T20:31:29.952560] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SF'.
[2025-12-09T20:31:29.952887] [INFO ] [FORECASTER] Starting predict_future for SF
[2025-12-09T20:31:29.953677] [DEBUG] [LOCAL     ] No optimal features file found for SF: ./output/feature-sets/SF.txt
[2025-12-09T20:31:29.953728] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:29.953760] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:29.953786] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:29.953842] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:30.011944] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:30.012550] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:30.012653] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:30.012687] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:30.135144] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:30.135254] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:30.135292] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:30.135320] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:30.138624] [DEBUG] [FORECASTER] SF: Forecast T+1@11:T+2@11: DOWN (p=26.31%)
[2025-12-09T20:31:30.138890] [INFO ] [FORECASTER] Completed predict_future for SF
[2025-12-09T20:31:30.139011] [INFO ] [sig       ] SF: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:31:30.286526] [INFO ] [LOCAL     ] Saved forecast: SF	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/SF.txt
[2025-12-09T20:31:30.286661] [INFO ] [sig       ] [2888/3614] Completed SF in 0.3s | 2.93 sym/s | Total: 16.4m | ETA: 4.1m
[2025-12-09T20:31:30.286700] [INFO ] [sig       ] [2889/3614] Forecasting SFB...
[2025-12-09T20:31:30.286730] [INFO ] [sig       ] Generating forecast for: SFB
[2025-12-09T20:31:30.286762] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFB' from 'https://tdm.silogroup.org/data/derivative_storage/SFB.csv'.
[2025-12-09T20:31:30.297220] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFB'.
[2025-12-09T20:31:30.297603] [INFO ] [FORECASTER] Starting predict_future for SFB
[2025-12-09T20:31:30.298417] [DEBUG] [LOCAL     ] No optimal features file found for SFB: ./output/feature-sets/SFB.txt
[2025-12-09T20:31:30.298470] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:30.298503] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:30.298529] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:30.298609] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:30.355372] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:30.356022] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:30.356099] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:30.356131] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:30.462605] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:30.462733] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:30.462772] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:30.462803] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:30.466151] [DEBUG] [FORECASTER] SFB: Forecast T+1@11:T+2@11: UP (p=94.73%)
[2025-12-09T20:31:30.466463] [INFO ] [FORECASTER] Completed predict_future for SFB
[2025-12-09T20:31:30.466610] [INFO ] [sig       ] SFB: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:31:30.604063] [INFO ] [LOCAL     ] Saved forecast: SFB	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/SFB.txt
[2025-12-09T20:31:30.604185] [INFO ] [sig       ] [2889/3614] Completed SFB in 0.3s | 2.93 sym/s | Total: 16.4m | ETA: 4.1m
[2025-12-09T20:31:30.604222] [INFO ] [sig       ] [2890/3614] Forecasting SFBS...
[2025-12-09T20:31:30.604250] [INFO ] [sig       ] Generating forecast for: SFBS
[2025-12-09T20:31:30.604278] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFBS' from 'https://tdm.silogroup.org/data/derivative_storage/SFBS.csv'.
[2025-12-09T20:31:30.615074] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFBS'.
[2025-12-09T20:31:30.615355] [INFO ] [FORECASTER] Starting predict_future for SFBS
[2025-12-09T20:31:30.616105] [DEBUG] [LOCAL     ] No optimal features file found for SFBS: ./output/feature-sets/SFBS.txt
[2025-12-09T20:31:30.616155] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:30.616186] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:30.616211] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:30.616266] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:30.673134] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:30.673793] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:30.673875] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:30.673907] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:30.794524] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:30.794668] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:30.794708] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:30.794735] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:30.798030] [DEBUG] [FORECASTER] SFBS: Forecast T+1@11:T+2@11: UP (p=66.55%)
[2025-12-09T20:31:30.798291] [INFO ] [FORECASTER] Completed predict_future for SFBS
[2025-12-09T20:31:30.798407] [INFO ] [sig       ] SFBS: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:31:30.938232] [INFO ] [LOCAL     ] Saved forecast: SFBS	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/SFBS.txt
[2025-12-09T20:31:30.938356] [INFO ] [sig       ] [2890/3614] Completed SFBS in 0.3s | 2.93 sym/s | Total: 16.4m | ETA: 4.1m
[2025-12-09T20:31:30.938395] [INFO ] [sig       ] [2891/3614] Forecasting SFIX...
[2025-12-09T20:31:30.938423] [INFO ] [sig       ] Generating forecast for: SFIX
[2025-12-09T20:31:30.938451] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFIX' from 'https://tdm.silogroup.org/data/derivative_storage/SFIX.csv'.
[2025-12-09T20:31:30.950181] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFIX'.
[2025-12-09T20:31:30.950477] [INFO ] [FORECASTER] Starting predict_future for SFIX
[2025-12-09T20:31:30.951490] [DEBUG] [LOCAL     ] No optimal features file found for SFIX: ./output/feature-sets/SFIX.txt
[2025-12-09T20:31:30.951544] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:30.951605] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:30.951641] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:30.951700] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:31.009468] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:31.010116] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:31.010190] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:31.010223] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:31.122095] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:31.122204] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:31.122240] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:31.122267] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:31.125599] [DEBUG] [FORECASTER] SFIX: Forecast T+1@11:T+2@11: UP (p=62.25%)
[2025-12-09T20:31:31.125854] [INFO ] [FORECASTER] Completed predict_future for SFIX
[2025-12-09T20:31:31.125971] [INFO ] [sig       ] SFIX: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:31:31.262242] [INFO ] [LOCAL     ] Saved forecast: SFIX	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/SFIX.txt
[2025-12-09T20:31:31.262347] [INFO ] [sig       ] [2891/3614] Completed SFIX in 0.3s | 2.93 sym/s | Total: 16.5m | ETA: 4.1m
[2025-12-09T20:31:31.262384] [INFO ] [sig       ] [2892/3614] Forecasting SFL...
[2025-12-09T20:31:31.262412] [INFO ] [sig       ] Generating forecast for: SFL
[2025-12-09T20:31:31.262439] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFL' from 'https://tdm.silogroup.org/data/derivative_storage/SFL.csv'.
[2025-12-09T20:31:31.273060] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFL'.
[2025-12-09T20:31:31.273346] [INFO ] [FORECASTER] Starting predict_future for SFL
[2025-12-09T20:31:31.274156] [DEBUG] [LOCAL     ] No optimal features file found for SFL: ./output/feature-sets/SFL.txt
[2025-12-09T20:31:31.274209] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:31.274242] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:31.274270] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:31.274331] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:31.331006] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:31.331639] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:31.331741] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:31.331773] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:31.451750] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:31.451875] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:31.451913] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:31.451942] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:31.455150] [DEBUG] [FORECASTER] SFL: Forecast T+1@11:T+2@11: UP (p=61.87%)
[2025-12-09T20:31:31.455408] [INFO ] [FORECASTER] Completed predict_future for SFL
[2025-12-09T20:31:31.455525] [INFO ] [sig       ] SFL: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:31:31.599724] [INFO ] [LOCAL     ] Saved forecast: SFL	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/SFL.txt
[2025-12-09T20:31:31.599859] [INFO ] [sig       ] [2892/3614] Completed SFL in 0.3s | 2.93 sym/s | Total: 16.5m | ETA: 4.1m
[2025-12-09T20:31:31.599899] [INFO ] [sig       ] [2893/3614] Forecasting SFLO...
[2025-12-09T20:31:31.599931] [INFO ] [sig       ] Generating forecast for: SFLO
[2025-12-09T20:31:31.599961] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFLO' from 'https://tdm.silogroup.org/data/derivative_storage/SFLO.csv'.
[2025-12-09T20:31:31.610207] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFLO'.
[2025-12-09T20:31:31.610488] [INFO ] [FORECASTER] Starting predict_future for SFLO
[2025-12-09T20:31:31.611296] [DEBUG] [LOCAL     ] No optimal features file found for SFLO: ./output/feature-sets/SFLO.txt
[2025-12-09T20:31:31.611349] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:31.611382] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:31.611410] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:31.611467] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:31.671347] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:31.672047] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:31.672130] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:31.672163] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:31.794753] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:31.794890] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:31.794930] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:31.794958] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:31.798233] [DEBUG] [FORECASTER] SFLO: Forecast T+1@11:T+2@11: UP (p=62.01%)
[2025-12-09T20:31:31.798494] [INFO ] [FORECASTER] Completed predict_future for SFLO
[2025-12-09T20:31:31.798628] [INFO ] [sig       ] SFLO: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:31:31.934532] [INFO ] [LOCAL     ] Saved forecast: SFLO	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/SFLO.txt
[2025-12-09T20:31:31.934666] [INFO ] [sig       ] [2893/3614] Completed SFLO in 0.3s | 2.93 sym/s | Total: 16.5m | ETA: 4.1m
[2025-12-09T20:31:31.934705] [INFO ] [sig       ] [2894/3614] Forecasting SFM...
[2025-12-09T20:31:31.934734] [INFO ] [sig       ] Generating forecast for: SFM
[2025-12-09T20:31:31.934762] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFM' from 'https://tdm.silogroup.org/data/derivative_storage/SFM.csv'.
[2025-12-09T20:31:31.946340] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFM'.
[2025-12-09T20:31:31.946651] [INFO ] [FORECASTER] Starting predict_future for SFM
[2025-12-09T20:31:31.947552] [DEBUG] [LOCAL     ] No optimal features file found for SFM: ./output/feature-sets/SFM.txt
[2025-12-09T20:31:31.947637] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:31.947677] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:31.947706] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:31.947763] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:32.005349] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:32.006093] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:32.006367] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:32.006400] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:32.126245] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:32.126389] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:32.126429] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:32.126457] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:32.130038] [DEBUG] [FORECASTER] SFM: Forecast T+1@11:T+2@11: UP (p=89.08%)
[2025-12-09T20:31:32.130492] [INFO ] [FORECASTER] Completed predict_future for SFM
[2025-12-09T20:31:32.130627] [INFO ] [sig       ] SFM: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:31:32.271418] [INFO ] [LOCAL     ] Saved forecast: SFM	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/SFM.txt
[2025-12-09T20:31:32.271642] [INFO ] [sig       ] [2894/3614] Completed SFM in 0.3s | 2.93 sym/s | Total: 16.5m | ETA: 4.1m
[2025-12-09T20:31:32.271704] [INFO ] [sig       ] [2895/3614] Forecasting SFNC...
[2025-12-09T20:31:32.271744] [INFO ] [sig       ] Generating forecast for: SFNC
[2025-12-09T20:31:32.271786] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFNC' from 'https://tdm.silogroup.org/data/derivative_storage/SFNC.csv'.
[2025-12-09T20:31:32.283441] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFNC'.
[2025-12-09T20:31:32.283788] [INFO ] [FORECASTER] Starting predict_future for SFNC
[2025-12-09T20:31:32.284550] [DEBUG] [LOCAL     ] No optimal features file found for SFNC: ./output/feature-sets/SFNC.txt
[2025-12-09T20:31:32.284620] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:32.284653] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:32.284679] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:32.284735] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:32.347030] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:32.347874] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:32.347955] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:32.347989] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:32.475557] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:32.475726] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:32.475767] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:32.475796] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:32.479321] [DEBUG] [FORECASTER] SFNC: Forecast T+1@11:T+2@11: UP (p=67.79%)
[2025-12-09T20:31:32.479609] [INFO ] [FORECASTER] Completed predict_future for SFNC
[2025-12-09T20:31:32.479733] [INFO ] [sig       ] SFNC: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:31:32.621446] [INFO ] [LOCAL     ] Saved forecast: SFNC	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/SFNC.txt
[2025-12-09T20:31:32.621622] [INFO ] [sig       ] [2895/3614] Completed SFNC in 0.3s | 2.93 sym/s | Total: 16.5m | ETA: 4.1m
[2025-12-09T20:31:32.621664] [INFO ] [sig       ] [2896/3614] Forecasting SG...
[2025-12-09T20:31:32.621694] [INFO ] [sig       ] Generating forecast for: SG
[2025-12-09T20:31:32.621723] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SG' from 'https://tdm.silogroup.org/data/derivative_storage/SG.csv'.
[2025-12-09T20:31:32.633332] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SG'.
[2025-12-09T20:31:32.633719] [INFO ] [FORECASTER] Starting predict_future for SG
[2025-12-09T20:31:32.634659] [DEBUG] [LOCAL     ] No optimal features file found for SG: ./output/feature-sets/SG.txt
[2025-12-09T20:31:32.634719] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:32.634753] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:32.634781] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:32.634848] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:32.692452] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:32.693217] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:32.693295] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:32.693330] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:32.818696] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:32.818852] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:32.818894] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:32.818923] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:32.822457] [DEBUG] [FORECASTER] SG: Forecast T+1@11:T+2@11: DOWN (p=6.73%)
[2025-12-09T20:31:32.822768] [INFO ] [FORECASTER] Completed predict_future for SG
[2025-12-09T20:31:32.822923] [INFO ] [sig       ] SG: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:31:32.965125] [INFO ] [LOCAL     ] Saved forecast: SG	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/SG.txt
[2025-12-09T20:31:32.965257] [INFO ] [sig       ] [2896/3614] Completed SG in 0.3s | 2.93 sym/s | Total: 16.5m | ETA: 4.1m
[2025-12-09T20:31:32.965296] [INFO ] [sig       ] [2897/3614] Forecasting SGBX...
[2025-12-09T20:31:32.965326] [INFO ] [sig       ] Generating forecast for: SGBX
[2025-12-09T20:31:32.965355] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SGBX' from 'https://tdm.silogroup.org/data/derivative_storage/SGBX.csv'.
[2025-12-09T20:31:32.977335] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SGBX'.
[2025-12-09T20:31:32.977679] [INFO ] [FORECASTER] Starting predict_future for SGBX
[2025-12-09T20:31:32.978570] [DEBUG] [LOCAL     ] No optimal features file found for SGBX: ./output/feature-sets/SGBX.txt
[2025-12-09T20:31:32.978659] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:32.978691] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:32.978717] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:32.978772] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:33.034089] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:33.034737] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:33.034814] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:33.034846] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:33.157988] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:33.158151] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:33.158196] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:33.158225] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:33.161649] [DEBUG] [FORECASTER] SGBX: Forecast T+1@11:T+2@11: UP (p=60.93%)
[2025-12-09T20:31:33.161918] [INFO ] [FORECASTER] Completed predict_future for SGBX
[2025-12-09T20:31:33.162037] [INFO ] [sig       ] SGBX: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:31:33.302030] [INFO ] [LOCAL     ] Saved forecast: SGBX	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/SGBX.txt
[2025-12-09T20:31:33.302173] [INFO ] [sig       ] [2897/3614] Completed SGBX in 0.3s | 2.93 sym/s | Total: 16.5m | ETA: 4.1m
[2025-12-09T20:31:33.302212] [INFO ] [sig       ] [2898/3614] Forecasting SGC...
[2025-12-09T20:31:33.302243] [INFO ] [sig       ] Generating forecast for: SGC
[2025-12-09T20:31:33.302273] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SGC' from 'https://tdm.silogroup.org/data/derivative_storage/SGC.csv'.
[2025-12-09T20:31:33.313016] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SGC'.
[2025-12-09T20:31:33.313338] [INFO ] [FORECASTER] Starting predict_future for SGC
[2025-12-09T20:31:33.314093] [DEBUG] [LOCAL     ] No optimal features file found for SGC: ./output/feature-sets/SGC.txt
[2025-12-09T20:31:33.314144] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:33.314176] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:33.314201] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:33.314256] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:33.371440] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:33.372304] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:33.372387] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:33.372420] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:33.500441] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:33.500609] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:33.500653] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:33.500684] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:33.504867] [DEBUG] [FORECASTER] SGC: Forecast T+1@11:T+2@11: DOWN (p=9.12%)
[2025-12-09T20:31:33.505145] [INFO ] [FORECASTER] Completed predict_future for SGC
[2025-12-09T20:31:33.505268] [INFO ] [sig       ] SGC: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:31:33.655793] [INFO ] [LOCAL     ] Saved forecast: SGC	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/SGC.txt
[2025-12-09T20:31:33.655968] [INFO ] [sig       ] [2898/3614] Completed SGC in 0.4s | 2.93 sym/s | Total: 16.5m | ETA: 4.1m
[2025-12-09T20:31:33.656015] [INFO ] [sig       ] [2899/3614] Forecasting SGHC...
[2025-12-09T20:31:33.656045] [INFO ] [sig       ] Generating forecast for: SGHC
[2025-12-09T20:31:33.656076] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SGHC' from 'https://tdm.silogroup.org/data/derivative_storage/SGHC.csv'.
[2025-12-09T20:31:33.668853] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SGHC'.
[2025-12-09T20:31:33.669233] [INFO ] [FORECASTER] Starting predict_future for SGHC
[2025-12-09T20:31:33.670077] [DEBUG] [LOCAL     ] No optimal features file found for SGHC: ./output/feature-sets/SGHC.txt
[2025-12-09T20:31:33.670131] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:33.670227] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:33.670264] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:33.670324] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:33.733694] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:33.734563] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:33.734663] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:33.734697] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:33.866534] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:33.866710] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:33.866752] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:33.866781] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:33.870432] [DEBUG] [FORECASTER] SGHC: Forecast T+1@11:T+2@11: DOWN (p=11.50%)
[2025-12-09T20:31:33.870875] [INFO ] [FORECASTER] Completed predict_future for SGHC
[2025-12-09T20:31:33.871007] [INFO ] [sig       ] SGHC: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:31:34.017599] [INFO ] [LOCAL     ] Saved forecast: SGHC	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/SGHC.txt
[2025-12-09T20:31:34.017760] [INFO ] [sig       ] [2899/3614] Completed SGHC in 0.4s | 2.93 sym/s | Total: 16.5m | ETA: 4.1m
[2025-12-09T20:31:34.017799] [INFO ] [sig       ] [2900/3614] Forecasting SGRY...
[2025-12-09T20:31:34.017828] [INFO ] [sig       ] Generating forecast for: SGRY
[2025-12-09T20:31:34.017856] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SGRY' from 'https://tdm.silogroup.org/data/derivative_storage/SGRY.csv'.
[2025-12-09T20:31:34.030114] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SGRY'.
[2025-12-09T20:31:34.030505] [INFO ] [FORECASTER] Starting predict_future for SGRY
[2025-12-09T20:31:34.031286] [DEBUG] [LOCAL     ] No optimal features file found for SGRY: ./output/feature-sets/SGRY.txt
[2025-12-09T20:31:34.031338] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:34.031368] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:34.031394] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:34.031448] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:34.087391] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:34.088360] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:34.088444] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:34.088476] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:34.206640] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:34.206794] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:34.206832] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:34.206862] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:34.210259] [DEBUG] [FORECASTER] SGRY: Forecast T+1@11:T+2@11: UP (p=99.39%)
[2025-12-09T20:31:34.210523] [INFO ] [FORECASTER] Completed predict_future for SGRY
[2025-12-09T20:31:34.210658] [INFO ] [sig       ] SGRY: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:31:34.351919] [INFO ] [LOCAL     ] Saved forecast: SGRY	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/SGRY.txt
[2025-12-09T20:31:34.352052] [INFO ] [sig       ] [2900/3614] Completed SGRY in 0.3s | 2.93 sym/s | Total: 16.5m | ETA: 4.1m
[2025-12-09T20:31:34.352097] [INFO ] [sig       ] [2901/3614] Forecasting SHAK...
[2025-12-09T20:31:34.352128] [INFO ] [sig       ] Generating forecast for: SHAK
[2025-12-09T20:31:34.352156] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHAK' from 'https://tdm.silogroup.org/data/derivative_storage/SHAK.csv'.
[2025-12-09T20:31:34.364876] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHAK'.
[2025-12-09T20:31:34.365200] [INFO ] [FORECASTER] Starting predict_future for SHAK
[2025-12-09T20:31:34.366047] [DEBUG] [LOCAL     ] No optimal features file found for SHAK: ./output/feature-sets/SHAK.txt
[2025-12-09T20:31:34.366103] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:34.366135] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:34.366161] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:34.366215] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:34.428742] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:34.429557] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:34.429660] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:34.429699] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:34.564001] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:34.564152] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:34.564193] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:34.564224] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:34.567821] [DEBUG] [FORECASTER] SHAK: Forecast T+1@11:T+2@11: UP (p=73.51%)
[2025-12-09T20:31:34.568102] [INFO ] [FORECASTER] Completed predict_future for SHAK
[2025-12-09T20:31:34.568235] [INFO ] [sig       ] SHAK: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:31:34.710830] [INFO ] [LOCAL     ] Saved forecast: SHAK	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/SHAK.txt
[2025-12-09T20:31:34.710966] [INFO ] [sig       ] [2901/3614] Completed SHAK in 0.4s | 2.93 sym/s | Total: 16.5m | ETA: 4.1m
[2025-12-09T20:31:34.711007] [INFO ] [sig       ] [2902/3614] Forecasting SHBI...
[2025-12-09T20:31:34.711038] [INFO ] [sig       ] Generating forecast for: SHBI
[2025-12-09T20:31:34.711069] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHBI' from 'https://tdm.silogroup.org/data/derivative_storage/SHBI.csv'.
[2025-12-09T20:31:34.724208] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHBI'.
[2025-12-09T20:31:34.724596] [INFO ] [FORECASTER] Starting predict_future for SHBI
[2025-12-09T20:31:34.725540] [DEBUG] [LOCAL     ] No optimal features file found for SHBI: ./output/feature-sets/SHBI.txt
[2025-12-09T20:31:34.725611] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:34.725646] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:34.725675] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:34.725733] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:34.786305] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:34.787082] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:34.787163] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:34.787197] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:34.912606] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:34.912751] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:34.912793] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:34.912856] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:34.916277] [DEBUG] [FORECASTER] SHBI: Forecast T+1@11:T+2@11: DOWN (p=5.94%)
[2025-12-09T20:31:34.916598] [INFO ] [FORECASTER] Completed predict_future for SHBI
[2025-12-09T20:31:34.916745] [INFO ] [sig       ] SHBI: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:31:35.073882] [INFO ] [LOCAL     ] Saved forecast: SHBI	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/SHBI.txt
[2025-12-09T20:31:35.074009] [INFO ] [sig       ] [2902/3614] Completed SHBI in 0.4s | 2.93 sym/s | Total: 16.5m | ETA: 4.1m
[2025-12-09T20:31:35.074048] [INFO ] [sig       ] [2903/3614] Forecasting SHC...
[2025-12-09T20:31:35.074078] [INFO ] [sig       ] Generating forecast for: SHC
[2025-12-09T20:31:35.074107] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHC' from 'https://tdm.silogroup.org/data/derivative_storage/SHC.csv'.
[2025-12-09T20:31:35.085450] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHC'.
[2025-12-09T20:31:35.085768] [INFO ] [FORECASTER] Starting predict_future for SHC
[2025-12-09T20:31:35.086532] [DEBUG] [LOCAL     ] No optimal features file found for SHC: ./output/feature-sets/SHC.txt
[2025-12-09T20:31:35.086600] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:35.086634] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:35.086661] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:35.086717] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:35.144199] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:35.144884] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:35.144963] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:35.144995] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:35.263074] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:35.263217] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:35.263258] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:35.263287] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:35.266754] [DEBUG] [FORECASTER] SHC: Forecast T+1@11:T+2@11: DOWN (p=18.38%)
[2025-12-09T20:31:35.267025] [INFO ] [FORECASTER] Completed predict_future for SHC
[2025-12-09T20:31:35.267144] [INFO ] [sig       ] SHC: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:31:35.404843] [INFO ] [LOCAL     ] Saved forecast: SHC	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/SHC.txt
[2025-12-09T20:31:35.404968] [INFO ] [sig       ] [2903/3614] Completed SHC in 0.3s | 2.93 sym/s | Total: 16.5m | ETA: 4.0m
[2025-12-09T20:31:35.405005] [INFO ] [sig       ] [2904/3614] Forecasting SHCO...
[2025-12-09T20:31:35.405034] [INFO ] [sig       ] Generating forecast for: SHCO
[2025-12-09T20:31:35.405061] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHCO' from 'https://tdm.silogroup.org/data/derivative_storage/SHCO.csv'.
[2025-12-09T20:31:35.415915] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHCO'.
[2025-12-09T20:31:35.416203] [INFO ] [FORECASTER] Starting predict_future for SHCO
[2025-12-09T20:31:35.417024] [DEBUG] [LOCAL     ] No optimal features file found for SHCO: ./output/feature-sets/SHCO.txt
[2025-12-09T20:31:35.417076] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:35.417106] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:35.417133] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:35.417189] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:35.475726] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:35.476625] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:35.476703] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:35.476736] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:35.600634] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:35.600769] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:35.600821] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:35.600851] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:35.604163] [DEBUG] [FORECASTER] SHCO: Forecast T+1@11:T+2@11: UP (p=99.58%)
[2025-12-09T20:31:35.604425] [INFO ] [FORECASTER] Completed predict_future for SHCO
[2025-12-09T20:31:35.604543] [INFO ] [sig       ] SHCO: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:31:35.743364] [INFO ] [LOCAL     ] Saved forecast: SHCO	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/SHCO.txt
[2025-12-09T20:31:35.743492] [INFO ] [sig       ] [2904/3614] Completed SHCO in 0.3s | 2.93 sym/s | Total: 16.5m | ETA: 4.0m
[2025-12-09T20:31:35.743530] [INFO ] [sig       ] [2905/3614] Forecasting SHEL...
[2025-12-09T20:31:35.743558] [INFO ] [sig       ] Generating forecast for: SHEL
[2025-12-09T20:31:35.743608] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHEL' from 'https://tdm.silogroup.org/data/derivative_storage/SHEL.csv'.
[2025-12-09T20:31:35.755019] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHEL'.
[2025-12-09T20:31:35.755307] [INFO ] [FORECASTER] Starting predict_future for SHEL
[2025-12-09T20:31:35.756070] [DEBUG] [LOCAL     ] No optimal features file found for SHEL: ./output/feature-sets/SHEL.txt
[2025-12-09T20:31:35.756121] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:35.756151] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:35.756177] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:35.756236] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:35.812936] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:35.813538] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:35.813631] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:35.813663] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:35.933099] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:35.933238] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:35.933276] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:35.933304] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:35.936590] [DEBUG] [FORECASTER] SHEL: Forecast T+1@11:T+2@11: DOWN (p=22.54%)
[2025-12-09T20:31:35.936854] [INFO ] [FORECASTER] Completed predict_future for SHEL
[2025-12-09T20:31:35.936974] [INFO ] [sig       ] SHEL: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:31:36.079603] [INFO ] [LOCAL     ] Saved forecast: SHEL	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/SHEL.txt
[2025-12-09T20:31:36.079730] [INFO ] [sig       ] [2905/3614] Completed SHEL in 0.3s | 2.93 sym/s | Total: 16.5m | ETA: 4.0m
[2025-12-09T20:31:36.079768] [INFO ] [sig       ] [2906/3614] Forecasting SHEN...
[2025-12-09T20:31:36.079796] [INFO ] [sig       ] Generating forecast for: SHEN
[2025-12-09T20:31:36.079824] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHEN' from 'https://tdm.silogroup.org/data/derivative_storage/SHEN.csv'.
[2025-12-09T20:31:36.091364] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHEN'.
[2025-12-09T20:31:36.091682] [INFO ] [FORECASTER] Starting predict_future for SHEN
[2025-12-09T20:31:36.092459] [DEBUG] [LOCAL     ] No optimal features file found for SHEN: ./output/feature-sets/SHEN.txt
[2025-12-09T20:31:36.092510] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:36.092541] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:36.092588] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:36.092656] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:36.153089] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:36.153908] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:36.153992] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:36.154025] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:36.272760] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:36.272904] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:36.272944] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:36.272976] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:36.276300] [DEBUG] [FORECASTER] SHEN: Forecast T+1@11:T+2@11: DOWN (p=0.26%)
[2025-12-09T20:31:36.276562] [INFO ] [FORECASTER] Completed predict_future for SHEN
[2025-12-09T20:31:36.276699] [INFO ] [sig       ] SHEN: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:31:36.418719] [INFO ] [LOCAL     ] Saved forecast: SHEN	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/SHEN.txt
[2025-12-09T20:31:36.418876] [INFO ] [sig       ] [2906/3614] Completed SHEN in 0.3s | 2.93 sym/s | Total: 16.5m | ETA: 4.0m
[2025-12-09T20:31:36.418915] [INFO ] [sig       ] [2907/3614] Forecasting SHFS...
[2025-12-09T20:31:36.418945] [INFO ] [sig       ] Generating forecast for: SHFS
[2025-12-09T20:31:36.418977] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHFS' from 'https://tdm.silogroup.org/data/derivative_storage/SHFS.csv'.
[2025-12-09T20:31:36.431382] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHFS'.
[2025-12-09T20:31:36.431792] [INFO ] [FORECASTER] Starting predict_future for SHFS
[2025-12-09T20:31:36.432559] [DEBUG] [LOCAL     ] No optimal features file found for SHFS: ./output/feature-sets/SHFS.txt
[2025-12-09T20:31:36.432627] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:36.432658] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:36.432684] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:36.432738] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:36.492514] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:36.493493] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:36.493592] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:36.493626] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:36.608025] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:36.608187] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:36.608231] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:36.608261] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:36.611949] [DEBUG] [FORECASTER] SHFS: Forecast T+1@11:T+2@11: DOWN (p=34.39%)
[2025-12-09T20:31:36.612223] [INFO ] [FORECASTER] Completed predict_future for SHFS
[2025-12-09T20:31:36.612350] [INFO ] [sig       ] SHFS: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:31:36.766800] [INFO ] [LOCAL     ] Saved forecast: SHFS	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/SHFS.txt
[2025-12-09T20:31:36.766962] [INFO ] [sig       ] [2907/3614] Completed SHFS in 0.3s | 2.93 sym/s | Total: 16.5m | ETA: 4.0m
[2025-12-09T20:31:36.767004] [INFO ] [sig       ] [2908/3614] Forecasting SHG...
[2025-12-09T20:31:36.767035] [INFO ] [sig       ] Generating forecast for: SHG
[2025-12-09T20:31:36.767065] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHG' from 'https://tdm.silogroup.org/data/derivative_storage/SHG.csv'.
[2025-12-09T20:31:36.781280] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHG'.
[2025-12-09T20:31:36.781750] [INFO ] [FORECASTER] Starting predict_future for SHG
[2025-12-09T20:31:36.782720] [DEBUG] [LOCAL     ] No optimal features file found for SHG: ./output/feature-sets/SHG.txt
[2025-12-09T20:31:36.782774] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:36.782823] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:36.782852] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:36.782908] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:36.846920] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:36.848187] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:36.848293] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:36.848343] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:36.976033] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:36.976189] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:36.976230] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:36.976258] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:36.979681] [DEBUG] [FORECASTER] SHG: Forecast T+1@11:T+2@11: DOWN (p=8.78%)
[2025-12-09T20:31:36.979956] [INFO ] [FORECASTER] Completed predict_future for SHG
[2025-12-09T20:31:36.980083] [INFO ] [sig       ] SHG: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:31:37.125891] [INFO ] [LOCAL     ] Saved forecast: SHG	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/SHG.txt
[2025-12-09T20:31:37.126027] [INFO ] [sig       ] [2908/3614] Completed SHG in 0.4s | 2.93 sym/s | Total: 16.5m | ETA: 4.0m
[2025-12-09T20:31:37.126065] [INFO ] [sig       ] [2909/3614] Forecasting SHIP...
[2025-12-09T20:31:37.126093] [INFO ] [sig       ] Generating forecast for: SHIP
[2025-12-09T20:31:37.126123] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHIP' from 'https://tdm.silogroup.org/data/derivative_storage/SHIP.csv'.
[2025-12-09T20:31:37.138784] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHIP'.
[2025-12-09T20:31:37.139057] [INFO ] [FORECASTER] Starting predict_future for SHIP
[2025-12-09T20:31:37.139840] [DEBUG] [LOCAL     ] No optimal features file found for SHIP: ./output/feature-sets/SHIP.txt
[2025-12-09T20:31:37.139890] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:37.139921] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:37.139948] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:37.140002] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:37.195691] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:37.196328] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:37.196430] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:37.196462] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:37.316906] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:37.317062] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:37.317100] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:37.317129] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:37.320464] [DEBUG] [FORECASTER] SHIP: Forecast T+1@11:T+2@11: UP (p=50.18%)
[2025-12-09T20:31:37.320748] [INFO ] [FORECASTER] Completed predict_future for SHIP
[2025-12-09T20:31:37.320870] [INFO ] [sig       ] SHIP: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:31:37.458846] [INFO ] [LOCAL     ] Saved forecast: SHIP	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/SHIP.txt
[2025-12-09T20:31:37.458998] [INFO ] [sig       ] [2909/3614] Completed SHIP in 0.3s | 2.93 sym/s | Total: 16.6m | ETA: 4.0m
[2025-12-09T20:31:37.459044] [INFO ] [sig       ] [2910/3614] Forecasting SHLS...
[2025-12-09T20:31:37.459079] [INFO ] [sig       ] Generating forecast for: SHLS
[2025-12-09T20:31:37.459108] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHLS' from 'https://tdm.silogroup.org/data/derivative_storage/SHLS.csv'.
[2025-12-09T20:31:37.471186] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHLS'.
[2025-12-09T20:31:37.471516] [INFO ] [FORECASTER] Starting predict_future for SHLS
[2025-12-09T20:31:37.472335] [DEBUG] [LOCAL     ] No optimal features file found for SHLS: ./output/feature-sets/SHLS.txt
[2025-12-09T20:31:37.472386] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:37.472417] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:37.472442] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:37.472496] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:37.528309] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:37.528909] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:37.528987] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:37.529018] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:37.647900] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:37.648005] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:37.648043] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:37.648069] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:37.651231] [DEBUG] [FORECASTER] SHLS: Forecast T+1@11:T+2@11: UP (p=64.33%)
[2025-12-09T20:31:37.651487] [INFO ] [FORECASTER] Completed predict_future for SHLS
[2025-12-09T20:31:37.651620] [INFO ] [sig       ] SHLS: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:31:37.789517] [INFO ] [LOCAL     ] Saved forecast: SHLS	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/SHLS.txt
[2025-12-09T20:31:37.789662] [INFO ] [sig       ] [2910/3614] Completed SHLS in 0.3s | 2.93 sym/s | Total: 16.6m | ETA: 4.0m
[2025-12-09T20:31:37.789702] [INFO ] [sig       ] [2911/3614] Forecasting SHO...
[2025-12-09T20:31:37.789729] [INFO ] [sig       ] Generating forecast for: SHO
[2025-12-09T20:31:37.789758] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHO' from 'https://tdm.silogroup.org/data/derivative_storage/SHO.csv'.
[2025-12-09T20:31:37.800753] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHO'.
[2025-12-09T20:31:37.801051] [INFO ] [FORECASTER] Starting predict_future for SHO
[2025-12-09T20:31:37.801819] [DEBUG] [LOCAL     ] No optimal features file found for SHO: ./output/feature-sets/SHO.txt
[2025-12-09T20:31:37.801869] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:37.801900] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:37.801925] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:37.801980] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:37.857633] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:37.858210] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:37.858282] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:37.858313] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:37.978463] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:37.978615] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:37.978655] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:37.978683] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:37.981922] [DEBUG] [FORECASTER] SHO: Forecast T+1@11:T+2@11: DOWN (p=14.60%)
[2025-12-09T20:31:37.982180] [INFO ] [FORECASTER] Completed predict_future for SHO
[2025-12-09T20:31:37.982297] [INFO ] [sig       ] SHO: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:31:38.119753] [INFO ] [LOCAL     ] Saved forecast: SHO	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/SHO.txt
[2025-12-09T20:31:38.119868] [INFO ] [sig       ] [2911/3614] Completed SHO in 0.3s | 2.93 sym/s | Total: 16.6m | ETA: 4.0m
[2025-12-09T20:31:38.119904] [INFO ] [sig       ] [2912/3614] Forecasting SHOC...
[2025-12-09T20:31:38.119939] [INFO ] [sig       ] Generating forecast for: SHOC
[2025-12-09T20:31:38.119969] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHOC' from 'https://tdm.silogroup.org/data/derivative_storage/SHOC.csv'.
[2025-12-09T20:31:38.130852] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHOC'.
[2025-12-09T20:31:38.131166] [INFO ] [FORECASTER] Starting predict_future for SHOC
[2025-12-09T20:31:38.131926] [DEBUG] [LOCAL     ] No optimal features file found for SHOC: ./output/feature-sets/SHOC.txt
[2025-12-09T20:31:38.131976] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:38.132007] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:38.132032] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:38.132087] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:38.191930] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:38.192892] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:38.192973] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:38.193005] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:38.307797] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:38.307944] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:38.307982] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:38.308011] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:38.311338] [DEBUG] [FORECASTER] SHOC: Forecast T+1@11:T+2@11: UP (p=61.67%)
[2025-12-09T20:31:38.311632] [INFO ] [FORECASTER] Completed predict_future for SHOC
[2025-12-09T20:31:38.311752] [INFO ] [sig       ] SHOC: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:31:38.450252] [INFO ] [LOCAL     ] Saved forecast: SHOC	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/SHOC.txt
[2025-12-09T20:31:38.450399] [INFO ] [sig       ] [2912/3614] Completed SHOC in 0.3s | 2.93 sym/s | Total: 16.6m | ETA: 4.0m
[2025-12-09T20:31:38.450438] [INFO ] [sig       ] [2913/3614] Forecasting SHOO...
[2025-12-09T20:31:38.450468] [INFO ] [sig       ] Generating forecast for: SHOO
[2025-12-09T20:31:38.450496] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHOO' from 'https://tdm.silogroup.org/data/derivative_storage/SHOO.csv'.
[2025-12-09T20:31:38.461422] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHOO'.
[2025-12-09T20:31:38.461715] [INFO ] [FORECASTER] Starting predict_future for SHOO
[2025-12-09T20:31:38.462450] [DEBUG] [LOCAL     ] No optimal features file found for SHOO: ./output/feature-sets/SHOO.txt
[2025-12-09T20:31:38.462500] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:38.462530] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:38.462556] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:38.462635] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:38.518294] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:38.518991] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:38.519078] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:38.519110] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:38.640671] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:38.640809] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:38.640846] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:38.640874] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:38.644170] [DEBUG] [FORECASTER] SHOO: Forecast T+1@11:T+2@11: UP (p=88.89%)
[2025-12-09T20:31:38.644435] [INFO ] [FORECASTER] Completed predict_future for SHOO
[2025-12-09T20:31:38.644553] [INFO ] [sig       ] SHOO: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:31:38.782203] [INFO ] [LOCAL     ] Saved forecast: SHOO	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/SHOO.txt
[2025-12-09T20:31:38.782312] [INFO ] [sig       ] [2913/3614] Completed SHOO in 0.3s | 2.93 sym/s | Total: 16.6m | ETA: 4.0m
[2025-12-09T20:31:38.782349] [INFO ] [sig       ] [2914/3614] Forecasting SHOP...
[2025-12-09T20:31:38.782379] [INFO ] [sig       ] Generating forecast for: SHOP
[2025-12-09T20:31:38.782407] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHOP' from 'https://tdm.silogroup.org/data/derivative_storage/SHOP.csv'.
[2025-12-09T20:31:38.793808] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHOP'.
[2025-12-09T20:31:38.794087] [INFO ] [FORECASTER] Starting predict_future for SHOP
[2025-12-09T20:31:38.794840] [DEBUG] [LOCAL     ] No optimal features file found for SHOP: ./output/feature-sets/SHOP.txt
[2025-12-09T20:31:38.794890] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:38.794920] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:38.794946] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:38.795001] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:38.849805] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:38.850395] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:38.850471] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:38.850502] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:38.974758] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:38.974904] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:38.974948] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:38.974976] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:38.978443] [DEBUG] [FORECASTER] SHOP: Forecast T+1@11:T+2@11: UP (p=69.37%)
[2025-12-09T20:31:38.978732] [INFO ] [FORECASTER] Completed predict_future for SHOP
[2025-12-09T20:31:38.978852] [INFO ] [sig       ] SHOP: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:31:39.116530] [INFO ] [LOCAL     ] Saved forecast: SHOP	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/SHOP.txt
[2025-12-09T20:31:39.116654] [INFO ] [sig       ] [2914/3614] Completed SHOP in 0.3s | 2.93 sym/s | Total: 16.6m | ETA: 4.0m
[2025-12-09T20:31:39.116692] [INFO ] [sig       ] [2915/3614] Forecasting SHY...
[2025-12-09T20:31:39.116720] [INFO ] [sig       ] Generating forecast for: SHY
[2025-12-09T20:31:39.116748] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHY' from 'https://tdm.silogroup.org/data/derivative_storage/SHY.csv'.
[2025-12-09T20:31:39.128236] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHY'.
[2025-12-09T20:31:39.128506] [INFO ] [FORECASTER] Starting predict_future for SHY
[2025-12-09T20:31:39.129257] [DEBUG] [LOCAL     ] No optimal features file found for SHY: ./output/feature-sets/SHY.txt
[2025-12-09T20:31:39.129306] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:39.129338] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:39.129364] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:39.129418] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:39.184028] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:39.184612] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:39.184684] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:39.184715] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:39.301887] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:39.302018] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:39.302056] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:39.302104] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:39.305369] [DEBUG] [FORECASTER] SHY: Forecast T+1@11:T+2@11: UP (p=93.19%)
[2025-12-09T20:31:39.305646] [INFO ] [FORECASTER] Completed predict_future for SHY
[2025-12-09T20:31:39.305765] [INFO ] [sig       ] SHY: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:31:39.441802] [INFO ] [LOCAL     ] Saved forecast: SHY	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/SHY.txt
[2025-12-09T20:31:39.441911] [INFO ] [sig       ] [2915/3614] Completed SHY in 0.3s | 2.93 sym/s | Total: 16.6m | ETA: 4.0m
[2025-12-09T20:31:39.441948] [INFO ] [sig       ] [2916/3614] Forecasting SIBN...
[2025-12-09T20:31:39.441978] [INFO ] [sig       ] Generating forecast for: SIBN
[2025-12-09T20:31:39.442006] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIBN' from 'https://tdm.silogroup.org/data/derivative_storage/SIBN.csv'.
[2025-12-09T20:31:39.453021] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIBN'.
[2025-12-09T20:31:39.453297] [INFO ] [FORECASTER] Starting predict_future for SIBN
[2025-12-09T20:31:39.454053] [DEBUG] [LOCAL     ] No optimal features file found for SIBN: ./output/feature-sets/SIBN.txt
[2025-12-09T20:31:39.454102] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:39.454159] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:39.454187] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:39.454242] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:39.509631] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:39.510258] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:39.510329] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:39.510360] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:39.631161] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:39.631302] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:39.631341] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:39.631368] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:39.634668] [DEBUG] [FORECASTER] SIBN: Forecast T+1@11:T+2@11: DOWN (p=2.34%)
[2025-12-09T20:31:39.634928] [INFO ] [FORECASTER] Completed predict_future for SIBN
[2025-12-09T20:31:39.635046] [INFO ] [sig       ] SIBN: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:31:39.778099] [INFO ] [LOCAL     ] Saved forecast: SIBN	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/SIBN.txt
[2025-12-09T20:31:39.778228] [INFO ] [sig       ] [2916/3614] Completed SIBN in 0.3s | 2.93 sym/s | Total: 16.6m | ETA: 4.0m
[2025-12-09T20:31:39.778266] [INFO ] [sig       ] [2917/3614] Forecasting SID...
[2025-12-09T20:31:39.778296] [INFO ] [sig       ] Generating forecast for: SID
[2025-12-09T20:31:39.778324] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SID' from 'https://tdm.silogroup.org/data/derivative_storage/SID.csv'.
[2025-12-09T20:31:39.790313] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SID'.
[2025-12-09T20:31:39.790603] [INFO ] [FORECASTER] Starting predict_future for SID
[2025-12-09T20:31:39.791357] [DEBUG] [LOCAL     ] No optimal features file found for SID: ./output/feature-sets/SID.txt
[2025-12-09T20:31:39.791407] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:39.791437] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:39.791463] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:39.791518] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:39.847678] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:39.848270] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:39.848343] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:39.848388] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:39.965053] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:39.965176] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:39.965215] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:39.965243] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:39.968488] [DEBUG] [FORECASTER] SID: Forecast T+1@11:T+2@11: UP (p=70.85%)
[2025-12-09T20:31:39.968766] [INFO ] [FORECASTER] Completed predict_future for SID
[2025-12-09T20:31:39.968885] [INFO ] [sig       ] SID: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:31:40.105061] [INFO ] [LOCAL     ] Saved forecast: SID	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/SID.txt
[2025-12-09T20:31:40.105179] [INFO ] [sig       ] [2917/3614] Completed SID in 0.3s | 2.93 sym/s | Total: 16.6m | ETA: 4.0m
[2025-12-09T20:31:40.105216] [INFO ] [sig       ] [2918/3614] Forecasting SIEB...
[2025-12-09T20:31:40.105245] [INFO ] [sig       ] Generating forecast for: SIEB
[2025-12-09T20:31:40.105273] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIEB' from 'https://tdm.silogroup.org/data/derivative_storage/SIEB.csv'.
[2025-12-09T20:31:40.116332] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIEB'.
[2025-12-09T20:31:40.116686] [INFO ] [FORECASTER] Starting predict_future for SIEB
[2025-12-09T20:31:40.117450] [DEBUG] [LOCAL     ] No optimal features file found for SIEB: ./output/feature-sets/SIEB.txt
[2025-12-09T20:31:40.117529] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:40.117568] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:40.117623] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:40.117683] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:40.172834] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:40.173565] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:40.173658] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:40.173690] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:40.286004] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:40.286148] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:40.286187] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:40.286214] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:40.289515] [DEBUG] [FORECASTER] SIEB: Forecast T+1@11:T+2@11: DOWN (p=26.76%)
[2025-12-09T20:31:40.289795] [INFO ] [FORECASTER] Completed predict_future for SIEB
[2025-12-09T20:31:40.289920] [INFO ] [sig       ] SIEB: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:31:40.429864] [INFO ] [LOCAL     ] Saved forecast: SIEB	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/SIEB.txt
[2025-12-09T20:31:40.430011] [INFO ] [sig       ] [2918/3614] Completed SIEB in 0.3s | 2.93 sym/s | Total: 16.6m | ETA: 4.0m
[2025-12-09T20:31:40.430052] [INFO ] [sig       ] [2919/3614] Forecasting SIFY...
[2025-12-09T20:31:40.430080] [INFO ] [sig       ] Generating forecast for: SIFY
[2025-12-09T20:31:40.430109] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIFY' from 'https://tdm.silogroup.org/data/derivative_storage/SIFY.csv'.
[2025-12-09T20:31:40.441806] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIFY'.
[2025-12-09T20:31:40.442133] [INFO ] [FORECASTER] Starting predict_future for SIFY
[2025-12-09T20:31:40.442931] [DEBUG] [LOCAL     ] No optimal features file found for SIFY: ./output/feature-sets/SIFY.txt
[2025-12-09T20:31:40.442982] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:40.443012] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:40.443049] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:40.443105] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:40.498093] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:40.498769] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:40.498846] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:40.498877] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:40.616168] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:40.616315] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:40.616354] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:40.616412] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:40.619773] [DEBUG] [FORECASTER] SIFY: Forecast T+1@11:T+2@11: DOWN (p=17.39%)
[2025-12-09T20:31:40.620048] [INFO ] [FORECASTER] Completed predict_future for SIFY
[2025-12-09T20:31:40.620169] [INFO ] [sig       ] SIFY: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:31:40.758966] [INFO ] [LOCAL     ] Saved forecast: SIFY	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/SIFY.txt
[2025-12-09T20:31:40.759108] [INFO ] [sig       ] [2919/3614] Completed SIFY in 0.3s | 2.93 sym/s | Total: 16.6m | ETA: 4.0m
[2025-12-09T20:31:40.759146] [INFO ] [sig       ] [2920/3614] Forecasting SIG...
[2025-12-09T20:31:40.759176] [INFO ] [sig       ] Generating forecast for: SIG
[2025-12-09T20:31:40.759207] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIG' from 'https://tdm.silogroup.org/data/derivative_storage/SIG.csv'.
[2025-12-09T20:31:40.770406] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIG'.
[2025-12-09T20:31:40.770742] [INFO ] [FORECASTER] Starting predict_future for SIG
[2025-12-09T20:31:40.771510] [DEBUG] [LOCAL     ] No optimal features file found for SIG: ./output/feature-sets/SIG.txt
[2025-12-09T20:31:40.771561] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:40.771613] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:40.771642] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:40.771698] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:40.832016] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:40.832948] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:40.833047] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:40.833095] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:40.956229] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:40.956376] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:40.956420] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:40.956463] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:40.960141] [DEBUG] [FORECASTER] SIG: Forecast T+1@11:T+2@11: UP (p=98.02%)
[2025-12-09T20:31:40.960412] [INFO ] [FORECASTER] Completed predict_future for SIG
[2025-12-09T20:31:40.960538] [INFO ] [sig       ] SIG: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:31:41.106592] [INFO ] [LOCAL     ] Saved forecast: SIG	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/SIG.txt
[2025-12-09T20:31:41.106731] [INFO ] [sig       ] [2920/3614] Completed SIG in 0.3s | 2.93 sym/s | Total: 16.6m | ETA: 3.9m
[2025-12-09T20:31:41.106770] [INFO ] [sig       ] [2921/3614] Forecasting SIGA...
[2025-12-09T20:31:41.106797] [INFO ] [sig       ] Generating forecast for: SIGA
[2025-12-09T20:31:41.106827] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIGA' from 'https://tdm.silogroup.org/data/derivative_storage/SIGA.csv'.
[2025-12-09T20:31:41.119252] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIGA'.
[2025-12-09T20:31:41.119551] [INFO ] [FORECASTER] Starting predict_future for SIGA
[2025-12-09T20:31:41.120426] [DEBUG] [LOCAL     ] No optimal features file found for SIGA: ./output/feature-sets/SIGA.txt
[2025-12-09T20:31:41.120478] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:41.120509] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:41.120533] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:41.120606] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:41.180986] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:41.181798] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:41.181879] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:41.181911] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:41.308552] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:41.308709] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:41.308749] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:41.308777] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:41.312078] [DEBUG] [FORECASTER] SIGA: Forecast T+1@11:T+2@11: DOWN (p=43.95%)
[2025-12-09T20:31:41.312341] [INFO ] [FORECASTER] Completed predict_future for SIGA
[2025-12-09T20:31:41.312460] [INFO ] [sig       ] SIGA: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:31:41.448482] [INFO ] [LOCAL     ] Saved forecast: SIGA	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/SIGA.txt
[2025-12-09T20:31:41.448636] [INFO ] [sig       ] [2921/3614] Completed SIGA in 0.3s | 2.93 sym/s | Total: 16.6m | ETA: 3.9m
[2025-12-09T20:31:41.448677] [INFO ] [sig       ] [2922/3614] Forecasting SIGI...
[2025-12-09T20:31:41.448706] [INFO ] [sig       ] Generating forecast for: SIGI
[2025-12-09T20:31:41.448737] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIGI' from 'https://tdm.silogroup.org/data/derivative_storage/SIGI.csv'.
[2025-12-09T20:31:41.459784] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIGI'.
[2025-12-09T20:31:41.460085] [INFO ] [FORECASTER] Starting predict_future for SIGI
[2025-12-09T20:31:41.460852] [DEBUG] [LOCAL     ] No optimal features file found for SIGI: ./output/feature-sets/SIGI.txt
[2025-12-09T20:31:41.460903] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:41.460934] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:41.460961] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:41.461016] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:41.515657] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:41.516358] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:41.516436] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:41.516468] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:41.635688] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:41.635840] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:41.635879] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:41.635907] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:41.639518] [DEBUG] [FORECASTER] SIGI: Forecast T+1@11:T+2@11: UP (p=98.17%)
[2025-12-09T20:31:41.639804] [INFO ] [FORECASTER] Completed predict_future for SIGI
[2025-12-09T20:31:41.639930] [INFO ] [sig       ] SIGI: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:31:41.783840] [INFO ] [LOCAL     ] Saved forecast: SIGI	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/SIGI.txt
[2025-12-09T20:31:41.783990] [INFO ] [sig       ] [2922/3614] Completed SIGI in 0.3s | 2.93 sym/s | Total: 16.6m | ETA: 3.9m
[2025-12-09T20:31:41.784044] [INFO ] [sig       ] [2923/3614] Forecasting SII...
[2025-12-09T20:31:41.784081] [INFO ] [sig       ] Generating forecast for: SII
[2025-12-09T20:31:41.784126] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SII' from 'https://tdm.silogroup.org/data/derivative_storage/SII.csv'.
[2025-12-09T20:31:41.796414] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SII'.
[2025-12-09T20:31:41.796750] [INFO ] [FORECASTER] Starting predict_future for SII
[2025-12-09T20:31:41.797643] [DEBUG] [LOCAL     ] No optimal features file found for SII: ./output/feature-sets/SII.txt
[2025-12-09T20:31:41.797693] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:41.797724] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:41.797749] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:41.797803] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:41.853416] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:41.854182] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:41.854261] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:41.854293] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:41.966923] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:41.967077] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:41.967117] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:41.967145] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:41.970558] [DEBUG] [FORECASTER] SII: Forecast T+1@11:T+2@11: DOWN (p=22.87%)
[2025-12-09T20:31:41.970846] [INFO ] [FORECASTER] Completed predict_future for SII
[2025-12-09T20:31:41.970966] [INFO ] [sig       ] SII: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:31:42.115023] [INFO ] [LOCAL     ] Saved forecast: SII	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/SII.txt
[2025-12-09T20:31:42.115173] [INFO ] [sig       ] [2923/3614] Completed SII in 0.3s | 2.93 sym/s | Total: 16.6m | ETA: 3.9m
[2025-12-09T20:31:42.115225] [INFO ] [sig       ] [2924/3614] Forecasting SIMO...
[2025-12-09T20:31:42.115270] [INFO ] [sig       ] Generating forecast for: SIMO
[2025-12-09T20:31:42.115314] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIMO' from 'https://tdm.silogroup.org/data/derivative_storage/SIMO.csv'.
[2025-12-09T20:31:42.126817] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIMO'.
[2025-12-09T20:31:42.127169] [INFO ] [FORECASTER] Starting predict_future for SIMO
[2025-12-09T20:31:42.128074] [DEBUG] [LOCAL     ] No optimal features file found for SIMO: ./output/feature-sets/SIMO.txt
[2025-12-09T20:31:42.128127] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:42.128159] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:42.128187] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:42.128268] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:42.187353] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:42.188128] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:42.188227] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:42.188270] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:42.309955] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:42.310117] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:42.310162] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:42.310190] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:42.313676] [DEBUG] [FORECASTER] SIMO: Forecast T+1@11:T+2@11: UP (p=98.65%)
[2025-12-09T20:31:42.313946] [INFO ] [FORECASTER] Completed predict_future for SIMO
[2025-12-09T20:31:42.314082] [INFO ] [sig       ] SIMO: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:31:42.468491] [INFO ] [LOCAL     ] Saved forecast: SIMO	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/SIMO.txt
[2025-12-09T20:31:42.468691] [INFO ] [sig       ] [2924/3614] Completed SIMO in 0.4s | 2.93 sym/s | Total: 16.6m | ETA: 3.9m
[2025-12-09T20:31:42.468747] [INFO ] [sig       ] [2925/3614] Forecasting SIRI...
[2025-12-09T20:31:42.468780] [INFO ] [sig       ] Generating forecast for: SIRI
[2025-12-09T20:31:42.468810] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIRI' from 'https://tdm.silogroup.org/data/derivative_storage/SIRI.csv'.
[2025-12-09T20:31:42.481034] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIRI'.
[2025-12-09T20:31:42.481434] [INFO ] [FORECASTER] Starting predict_future for SIRI
[2025-12-09T20:31:42.482269] [DEBUG] [LOCAL     ] No optimal features file found for SIRI: ./output/feature-sets/SIRI.txt
[2025-12-09T20:31:42.482322] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:42.482353] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:42.482380] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:42.482445] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:42.546734] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:42.547777] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:42.547860] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:42.547894] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:42.680780] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:42.680934] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:42.680978] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:42.681010] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:42.685015] [DEBUG] [FORECASTER] SIRI: Forecast T+1@11:T+2@11: DOWN (p=11.81%)
[2025-12-09T20:31:42.685487] [INFO ] [FORECASTER] Completed predict_future for SIRI
[2025-12-09T20:31:42.685626] [INFO ] [sig       ] SIRI: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:31:42.840154] [INFO ] [LOCAL     ] Saved forecast: SIRI	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/SIRI.txt
[2025-12-09T20:31:42.840298] [INFO ] [sig       ] [2925/3614] Completed SIRI in 0.4s | 2.93 sym/s | Total: 16.6m | ETA: 3.9m
[2025-12-09T20:31:42.840343] [INFO ] [sig       ] [2926/3614] Forecasting SITC...
[2025-12-09T20:31:42.840385] [INFO ] [sig       ] Generating forecast for: SITC
[2025-12-09T20:31:42.840421] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SITC' from 'https://tdm.silogroup.org/data/derivative_storage/SITC.csv'.
[2025-12-09T20:31:42.854505] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SITC'.
[2025-12-09T20:31:42.854862] [INFO ] [FORECASTER] Starting predict_future for SITC
[2025-12-09T20:31:42.855935] [DEBUG] [LOCAL     ] No optimal features file found for SITC: ./output/feature-sets/SITC.txt
[2025-12-09T20:31:42.855995] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:42.856041] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:42.856073] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:42.856128] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:42.916471] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:42.917218] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:42.917334] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:42.917370] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:43.043789] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:43.043940] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:43.043982] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:43.044011] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:43.047587] [DEBUG] [FORECASTER] SITC: Forecast T+1@11:T+2@11: DOWN (p=1.57%)
[2025-12-09T20:31:43.047864] [INFO ] [FORECASTER] Completed predict_future for SITC
[2025-12-09T20:31:43.047994] [INFO ] [sig       ] SITC: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:31:43.194409] [INFO ] [LOCAL     ] Saved forecast: SITC	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/SITC.txt
[2025-12-09T20:31:43.194583] [INFO ] [sig       ] [2926/3614] Completed SITC in 0.4s | 2.93 sym/s | Total: 16.6m | ETA: 3.9m
[2025-12-09T20:31:43.194627] [INFO ] [sig       ] [2927/3614] Forecasting SITE...
[2025-12-09T20:31:43.194668] [INFO ] [sig       ] Generating forecast for: SITE
[2025-12-09T20:31:43.194713] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SITE' from 'https://tdm.silogroup.org/data/derivative_storage/SITE.csv'.
[2025-12-09T20:31:43.207958] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SITE'.
[2025-12-09T20:31:43.208328] [INFO ] [FORECASTER] Starting predict_future for SITE
[2025-12-09T20:31:43.209166] [DEBUG] [LOCAL     ] No optimal features file found for SITE: ./output/feature-sets/SITE.txt
[2025-12-09T20:31:43.209219] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:43.209251] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:43.209278] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:43.209335] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:43.273480] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:43.274455] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:43.274545] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:43.274607] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:43.402225] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:43.402567] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:43.402640] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:43.402684] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:43.407271] [DEBUG] [FORECASTER] SITE: Forecast T+1@11:T+2@11: DOWN (p=34.17%)
[2025-12-09T20:31:43.407666] [INFO ] [FORECASTER] Completed predict_future for SITE
[2025-12-09T20:31:43.407828] [INFO ] [sig       ] SITE: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:31:43.556669] [INFO ] [LOCAL     ] Saved forecast: SITE	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/SITE.txt
[2025-12-09T20:31:43.556810] [INFO ] [sig       ] [2927/3614] Completed SITE in 0.4s | 2.93 sym/s | Total: 16.7m | ETA: 3.9m
[2025-12-09T20:31:43.556849] [INFO ] [sig       ] [2928/3614] Forecasting SITM...
[2025-12-09T20:31:43.556879] [INFO ] [sig       ] Generating forecast for: SITM
[2025-12-09T20:31:43.556910] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SITM' from 'https://tdm.silogroup.org/data/derivative_storage/SITM.csv'.
[2025-12-09T20:31:43.569391] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SITM'.
[2025-12-09T20:31:43.569742] [INFO ] [FORECASTER] Starting predict_future for SITM
[2025-12-09T20:31:43.570646] [DEBUG] [LOCAL     ] No optimal features file found for SITM: ./output/feature-sets/SITM.txt
[2025-12-09T20:31:43.570698] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:43.570730] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:43.570755] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:43.570811] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:43.633452] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:43.634230] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:43.634328] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:43.634371] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:43.768812] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:43.768979] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:43.769028] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:43.769057] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:43.772596] [DEBUG] [FORECASTER] SITM: Forecast T+1@11:T+2@11: UP (p=98.58%)
[2025-12-09T20:31:43.772866] [INFO ] [FORECASTER] Completed predict_future for SITM
[2025-12-09T20:31:43.772990] [INFO ] [sig       ] SITM: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:31:43.911339] [INFO ] [LOCAL     ] Saved forecast: SITM	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/SITM.txt
[2025-12-09T20:31:43.911470] [INFO ] [sig       ] [2928/3614] Completed SITM in 0.4s | 2.93 sym/s | Total: 16.7m | ETA: 3.9m
[2025-12-09T20:31:43.911509] [INFO ] [sig       ] [2929/3614] Forecasting SIXG...
[2025-12-09T20:31:43.911538] [INFO ] [sig       ] Generating forecast for: SIXG
[2025-12-09T20:31:43.911566] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIXG' from 'https://tdm.silogroup.org/data/derivative_storage/SIXG.csv'.
[2025-12-09T20:31:43.921881] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIXG'.
[2025-12-09T20:31:43.922244] [INFO ] [FORECASTER] Starting predict_future for SIXG
[2025-12-09T20:31:43.923013] [DEBUG] [LOCAL     ] No optimal features file found for SIXG: ./output/feature-sets/SIXG.txt
[2025-12-09T20:31:43.923064] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:43.923098] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:43.923128] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:43.923184] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:43.981252] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:43.982074] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:43.982157] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:43.982190] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:44.096924] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:44.097077] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:44.097116] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:44.097145] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:44.100568] [DEBUG] [FORECASTER] SIXG: Forecast T+1@11:T+2@11: UP (p=63.11%)
[2025-12-09T20:31:44.100853] [INFO ] [FORECASTER] Completed predict_future for SIXG
[2025-12-09T20:31:44.100973] [INFO ] [sig       ] SIXG: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:31:44.242606] [INFO ] [LOCAL     ] Saved forecast: SIXG	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/SIXG.txt
[2025-12-09T20:31:44.242794] [INFO ] [sig       ] [2929/3614] Completed SIXG in 0.3s | 2.93 sym/s | Total: 16.7m | ETA: 3.9m
[2025-12-09T20:31:44.242835] [INFO ] [sig       ] [2930/3614] Forecasting SJM...
[2025-12-09T20:31:44.242865] [INFO ] [sig       ] Generating forecast for: SJM
[2025-12-09T20:31:44.242895] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SJM' from 'https://tdm.silogroup.org/data/derivative_storage/SJM.csv'.
[2025-12-09T20:31:44.254971] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SJM'.
[2025-12-09T20:31:44.255311] [INFO ] [FORECASTER] Starting predict_future for SJM
[2025-12-09T20:31:44.256092] [DEBUG] [LOCAL     ] No optimal features file found for SJM: ./output/feature-sets/SJM.txt
[2025-12-09T20:31:44.256146] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:44.256180] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:44.256206] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:44.256275] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:44.314643] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:44.315395] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:44.315474] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:44.315505] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:44.436835] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:44.436984] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:44.437027] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:44.437056] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:44.440722] [DEBUG] [FORECASTER] SJM: Forecast T+1@11:T+2@11: DOWN (p=5.80%)
[2025-12-09T20:31:44.441011] [INFO ] [FORECASTER] Completed predict_future for SJM
[2025-12-09T20:31:44.441144] [INFO ] [sig       ] SJM: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:31:44.587805] [INFO ] [LOCAL     ] Saved forecast: SJM	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/SJM.txt
[2025-12-09T20:31:44.587952] [INFO ] [sig       ] [2930/3614] Completed SJM in 0.3s | 2.93 sym/s | Total: 16.7m | ETA: 3.9m
[2025-12-09T20:31:44.587992] [INFO ] [sig       ] [2931/3614] Forecasting SKE...
[2025-12-09T20:31:44.588022] [INFO ] [sig       ] Generating forecast for: SKE
[2025-12-09T20:31:44.588054] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKE' from 'https://tdm.silogroup.org/data/derivative_storage/SKE.csv'.
[2025-12-09T20:31:44.600385] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKE'.
[2025-12-09T20:31:44.600731] [INFO ] [FORECASTER] Starting predict_future for SKE
[2025-12-09T20:31:44.601540] [DEBUG] [LOCAL     ] No optimal features file found for SKE: ./output/feature-sets/SKE.txt
[2025-12-09T20:31:44.601611] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:44.601645] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:44.601681] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:44.601754] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:44.662297] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:44.663106] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:44.663187] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:44.663220] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:44.797232] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:44.797629] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:44.797674] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:44.797703] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:44.801488] [DEBUG] [FORECASTER] SKE: Forecast T+1@11:T+2@11: DOWN (p=15.23%)
[2025-12-09T20:31:44.801814] [INFO ] [FORECASTER] Completed predict_future for SKE
[2025-12-09T20:31:44.801950] [INFO ] [sig       ] SKE: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:31:44.958099] [INFO ] [LOCAL     ] Saved forecast: SKE	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/SKE.txt
[2025-12-09T20:31:44.958264] [INFO ] [sig       ] [2931/3614] Completed SKE in 0.4s | 2.93 sym/s | Total: 16.7m | ETA: 3.9m
[2025-12-09T20:31:44.958306] [INFO ] [sig       ] [2932/3614] Forecasting SKIL...
[2025-12-09T20:31:44.958336] [INFO ] [sig       ] Generating forecast for: SKIL
[2025-12-09T20:31:44.958559] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKIL' from 'https://tdm.silogroup.org/data/derivative_storage/SKIL.csv'.
[2025-12-09T20:31:44.971558] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKIL'.
[2025-12-09T20:31:44.972039] [INFO ] [FORECASTER] Starting predict_future for SKIL
[2025-12-09T20:31:44.973257] [DEBUG] [LOCAL     ] No optimal features file found for SKIL: ./output/feature-sets/SKIL.txt
[2025-12-09T20:31:44.973336] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:44.973377] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:44.973410] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:44.973490] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:45.037439] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:45.038356] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:45.038447] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:45.038485] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:45.165818] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:45.165971] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:45.166015] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:45.166055] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:45.169695] [DEBUG] [FORECASTER] SKIL: Forecast T+1@11:T+2@11: DOWN (p=30.26%)
[2025-12-09T20:31:45.169991] [INFO ] [FORECASTER] Completed predict_future for SKIL
[2025-12-09T20:31:45.170131] [INFO ] [sig       ] SKIL: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:31:45.320667] [INFO ] [LOCAL     ] Saved forecast: SKIL	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/SKIL.txt
[2025-12-09T20:31:45.320809] [INFO ] [sig       ] [2932/3614] Completed SKIL in 0.4s | 2.93 sym/s | Total: 16.7m | ETA: 3.9m
[2025-12-09T20:31:45.320847] [INFO ] [sig       ] [2933/3614] Forecasting SKIN...
[2025-12-09T20:31:45.320877] [INFO ] [sig       ] Generating forecast for: SKIN
[2025-12-09T20:31:45.320907] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKIN' from 'https://tdm.silogroup.org/data/derivative_storage/SKIN.csv'.
[2025-12-09T20:31:45.332198] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKIN'.
[2025-12-09T20:31:45.332525] [INFO ] [FORECASTER] Starting predict_future for SKIN
[2025-12-09T20:31:45.333290] [DEBUG] [LOCAL     ] No optimal features file found for SKIN: ./output/feature-sets/SKIN.txt
[2025-12-09T20:31:45.333340] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:45.333399] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:45.333426] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:45.333480] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:45.388413] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:45.389228] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:45.389306] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:45.389337] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:45.512969] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:45.513152] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:45.513203] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:45.513232] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:45.516685] [DEBUG] [FORECASTER] SKIN: Forecast T+1@11:T+2@11: DOWN (p=15.91%)
[2025-12-09T20:31:45.516960] [INFO ] [FORECASTER] Completed predict_future for SKIN
[2025-12-09T20:31:45.517079] [INFO ] [sig       ] SKIN: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:31:45.654205] [INFO ] [LOCAL     ] Saved forecast: SKIN	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/SKIN.txt
[2025-12-09T20:31:45.654342] [INFO ] [sig       ] [2933/3614] Completed SKIN in 0.3s | 2.93 sym/s | Total: 16.7m | ETA: 3.9m
[2025-12-09T20:31:45.654381] [INFO ] [sig       ] [2934/3614] Forecasting SKLZ...
[2025-12-09T20:31:45.654410] [INFO ] [sig       ] Generating forecast for: SKLZ
[2025-12-09T20:31:45.654439] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKLZ' from 'https://tdm.silogroup.org/data/derivative_storage/SKLZ.csv'.
[2025-12-09T20:31:45.665334] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKLZ'.
[2025-12-09T20:31:45.665631] [INFO ] [FORECASTER] Starting predict_future for SKLZ
[2025-12-09T20:31:45.666370] [DEBUG] [LOCAL     ] No optimal features file found for SKLZ: ./output/feature-sets/SKLZ.txt
[2025-12-09T20:31:45.666421] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:45.666452] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:45.666478] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:45.666532] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:45.721772] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:45.722624] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:45.722707] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:45.722739] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:45.843646] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:45.843799] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:45.843839] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:45.843867] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:45.847175] [DEBUG] [FORECASTER] SKLZ: Forecast T+1@11:T+2@11: UP (p=70.28%)
[2025-12-09T20:31:45.847438] [INFO ] [FORECASTER] Completed predict_future for SKLZ
[2025-12-09T20:31:45.847588] [INFO ] [sig       ] SKLZ: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:31:45.989182] [INFO ] [LOCAL     ] Saved forecast: SKLZ	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/SKLZ.txt
[2025-12-09T20:31:45.989313] [INFO ] [sig       ] [2934/3614] Completed SKLZ in 0.3s | 2.93 sym/s | Total: 16.7m | ETA: 3.9m
[2025-12-09T20:31:45.989352] [INFO ] [sig       ] [2935/3614] Forecasting SKM...
[2025-12-09T20:31:45.989382] [INFO ] [sig       ] Generating forecast for: SKM
[2025-12-09T20:31:45.989412] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKM' from 'https://tdm.silogroup.org/data/derivative_storage/SKM.csv'.
[2025-12-09T20:31:46.000796] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKM'.
[2025-12-09T20:31:46.001091] [INFO ] [FORECASTER] Starting predict_future for SKM
[2025-12-09T20:31:46.002052] [DEBUG] [LOCAL     ] No optimal features file found for SKM: ./output/feature-sets/SKM.txt
[2025-12-09T20:31:46.002101] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:46.002133] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:46.002159] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:46.002214] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:46.058720] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:46.059597] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:46.059679] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:46.059713] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:46.188135] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:46.188304] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:46.188353] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:46.188384] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:46.192200] [DEBUG] [FORECASTER] SKM: Forecast T+1@11:T+2@11: UP (p=83.88%)
[2025-12-09T20:31:46.192481] [INFO ] [FORECASTER] Completed predict_future for SKM
[2025-12-09T20:31:46.192630] [INFO ] [sig       ] SKM: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:31:46.333874] [INFO ] [LOCAL     ] Saved forecast: SKM	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/SKM.txt
[2025-12-09T20:31:46.334023] [INFO ] [sig       ] [2935/3614] Completed SKM in 0.3s | 2.93 sym/s | Total: 16.7m | ETA: 3.9m
[2025-12-09T20:31:46.334063] [INFO ] [sig       ] [2936/3614] Forecasting SKRE...
[2025-12-09T20:31:46.334092] [INFO ] [sig       ] Generating forecast for: SKRE
[2025-12-09T20:31:46.334123] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKRE' from 'https://tdm.silogroup.org/data/derivative_storage/SKRE.csv'.
[2025-12-09T20:31:46.345920] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKRE'.
[2025-12-09T20:31:46.346288] [INFO ] [FORECASTER] Starting predict_future for SKRE
[2025-12-09T20:31:46.347234] [DEBUG] [LOCAL     ] No optimal features file found for SKRE: ./output/feature-sets/SKRE.txt
[2025-12-09T20:31:46.347284] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:46.347315] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:46.347340] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:46.347394] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:46.405485] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:46.406448] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:46.406550] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:46.406603] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:46.524646] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:46.524814] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:46.524861] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:46.524935] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:46.530028] [DEBUG] [FORECASTER] SKRE: Forecast T+1@11:T+2@11: UP (p=65.23%)
[2025-12-09T20:31:46.530484] [INFO ] [FORECASTER] Completed predict_future for SKRE
[2025-12-09T20:31:46.530693] [INFO ] [sig       ] SKRE: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:31:46.685832] [INFO ] [LOCAL     ] Saved forecast: SKRE	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/SKRE.txt
[2025-12-09T20:31:46.685979] [INFO ] [sig       ] [2936/3614] Completed SKRE in 0.4s | 2.93 sym/s | Total: 16.7m | ETA: 3.9m
[2025-12-09T20:31:46.686018] [INFO ] [sig       ] [2937/3614] Forecasting SKWD...
[2025-12-09T20:31:46.686047] [INFO ] [sig       ] Generating forecast for: SKWD
[2025-12-09T20:31:46.686077] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKWD' from 'https://tdm.silogroup.org/data/derivative_storage/SKWD.csv'.
[2025-12-09T20:31:46.697265] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKWD'.
[2025-12-09T20:31:46.697549] [INFO ] [FORECASTER] Starting predict_future for SKWD
[2025-12-09T20:31:46.698305] [DEBUG] [LOCAL     ] No optimal features file found for SKWD: ./output/feature-sets/SKWD.txt
[2025-12-09T20:31:46.698356] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:46.698387] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:46.698413] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:46.698468] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:46.754614] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:46.755243] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:46.755318] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:46.755349] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:46.871461] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:46.871550] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:46.871601] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:46.871630] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:46.874658] [DEBUG] [FORECASTER] SKWD: Forecast T+1@11:T+2@11: DOWN (p=45.66%)
[2025-12-09T20:31:46.874926] [INFO ] [FORECASTER] Completed predict_future for SKWD
[2025-12-09T20:31:46.875043] [INFO ] [sig       ] SKWD: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:31:47.015481] [INFO ] [LOCAL     ] Saved forecast: SKWD	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/SKWD.txt
[2025-12-09T20:31:47.015614] [INFO ] [sig       ] [2937/3614] Completed SKWD in 0.3s | 2.93 sym/s | Total: 16.7m | ETA: 3.9m
[2025-12-09T20:31:47.015655] [INFO ] [sig       ] [2938/3614] Forecasting SKY...
[2025-12-09T20:31:47.015697] [INFO ] [sig       ] Generating forecast for: SKY
[2025-12-09T20:31:47.015728] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKY' from 'https://tdm.silogroup.org/data/derivative_storage/SKY.csv'.
[2025-12-09T20:31:47.027112] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKY'.
[2025-12-09T20:31:47.027359] [INFO ] [FORECASTER] Starting predict_future for SKY
[2025-12-09T20:31:47.028122] [DEBUG] [LOCAL     ] No optimal features file found for SKY: ./output/feature-sets/SKY.txt
[2025-12-09T20:31:47.028184] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:47.028222] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:47.028254] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:47.028322] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:47.084255] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:47.084830] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:47.084902] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:47.084933] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:47.207428] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:47.207523] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:47.207559] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:47.207603] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:47.210604] [DEBUG] [FORECASTER] SKY: Forecast T+1@11:T+2@11: DOWN (p=3.45%)
[2025-12-09T20:31:47.210851] [INFO ] [FORECASTER] Completed predict_future for SKY
[2025-12-09T20:31:47.210965] [INFO ] [sig       ] SKY: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:31:47.349264] [INFO ] [LOCAL     ] Saved forecast: SKY	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/SKY.txt
[2025-12-09T20:31:47.349371] [INFO ] [sig       ] [2938/3614] Completed SKY in 0.3s | 2.93 sym/s | Total: 16.7m | ETA: 3.8m
[2025-12-09T20:31:47.349408] [INFO ] [sig       ] [2939/3614] Forecasting SKYE...
[2025-12-09T20:31:47.349436] [INFO ] [sig       ] Generating forecast for: SKYE
[2025-12-09T20:31:47.349464] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKYE' from 'https://tdm.silogroup.org/data/derivative_storage/SKYE.csv'.
[2025-12-09T20:31:47.361487] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKYE'.
[2025-12-09T20:31:47.361740] [INFO ] [FORECASTER] Starting predict_future for SKYE
[2025-12-09T20:31:47.362460] [DEBUG] [LOCAL     ] No optimal features file found for SKYE: ./output/feature-sets/SKYE.txt
[2025-12-09T20:31:47.362510] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:47.362540] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:47.362566] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:47.362642] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:47.420017] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:47.420587] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:47.420659] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:47.420690] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:47.537846] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:47.537929] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:47.537976] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:47.538004] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:47.541169] [DEBUG] [FORECASTER] SKYE: Forecast T+1@11:T+2@11: UP (p=99.58%)
[2025-12-09T20:31:47.541622] [INFO ] [FORECASTER] Completed predict_future for SKYE
[2025-12-09T20:31:47.541736] [INFO ] [sig       ] SKYE: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:31:47.683480] [INFO ] [LOCAL     ] Saved forecast: SKYE	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/SKYE.txt
[2025-12-09T20:31:47.683599] [INFO ] [sig       ] [2939/3614] Completed SKYE in 0.3s | 2.93 sym/s | Total: 16.7m | ETA: 3.8m
[2025-12-09T20:31:47.683638] [INFO ] [sig       ] [2940/3614] Forecasting SKYH...
[2025-12-09T20:31:47.683666] [INFO ] [sig       ] Generating forecast for: SKYH
[2025-12-09T20:31:47.683693] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKYH' from 'https://tdm.silogroup.org/data/derivative_storage/SKYH.csv'.
[2025-12-09T20:31:47.695678] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKYH'.
[2025-12-09T20:31:47.695924] [INFO ] [FORECASTER] Starting predict_future for SKYH
[2025-12-09T20:31:47.696666] [DEBUG] [LOCAL     ] No optimal features file found for SKYH: ./output/feature-sets/SKYH.txt
[2025-12-09T20:31:47.696716] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:47.696748] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:47.696774] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:47.696830] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:47.754926] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:47.755712] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:47.755785] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:47.755815] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:47.872276] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:47.872363] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:47.872397] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:47.872423] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:47.875667] [DEBUG] [FORECASTER] SKYH: Forecast T+1@11:T+2@11: UP (p=54.03%)
[2025-12-09T20:31:47.875921] [INFO ] [FORECASTER] Completed predict_future for SKYH
[2025-12-09T20:31:47.876036] [INFO ] [sig       ] SKYH: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:31:48.013736] [INFO ] [LOCAL     ] Saved forecast: SKYH	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/SKYH.txt
[2025-12-09T20:31:48.013835] [INFO ] [sig       ] [2940/3614] Completed SKYH in 0.3s | 2.93 sym/s | Total: 16.7m | ETA: 3.8m
[2025-12-09T20:31:48.013871] [INFO ] [sig       ] [2941/3614] Forecasting SKYX...
[2025-12-09T20:31:48.013899] [INFO ] [sig       ] Generating forecast for: SKYX
[2025-12-09T20:31:48.013927] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKYX' from 'https://tdm.silogroup.org/data/derivative_storage/SKYX.csv'.
[2025-12-09T20:31:48.026468] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKYX'.
[2025-12-09T20:31:48.026838] [INFO ] [FORECASTER] Starting predict_future for SKYX
[2025-12-09T20:31:48.027837] [DEBUG] [LOCAL     ] No optimal features file found for SKYX: ./output/feature-sets/SKYX.txt
[2025-12-09T20:31:48.027892] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:48.027930] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:48.027963] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:48.028031] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:48.088791] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:48.089751] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:48.089840] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:48.089874] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:48.209667] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:48.209818] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:48.209859] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:48.209888] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:48.213240] [DEBUG] [FORECASTER] SKYX: Forecast T+1@11:T+2@11: DOWN (p=46.14%)
[2025-12-09T20:31:48.213509] [INFO ] [FORECASTER] Completed predict_future for SKYX
[2025-12-09T20:31:48.213647] [INFO ] [sig       ] SKYX: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:31:48.354957] [INFO ] [LOCAL     ] Saved forecast: SKYX	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/SKYX.txt
[2025-12-09T20:31:48.355086] [INFO ] [sig       ] [2941/3614] Completed SKYX in 0.3s | 2.93 sym/s | Total: 16.7m | ETA: 3.8m
[2025-12-09T20:31:48.355125] [INFO ] [sig       ] [2942/3614] Forecasting SKYY...
[2025-12-09T20:31:48.355155] [INFO ] [sig       ] Generating forecast for: SKYY
[2025-12-09T20:31:48.355183] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKYY' from 'https://tdm.silogroup.org/data/derivative_storage/SKYY.csv'.
[2025-12-09T20:31:48.368679] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKYY'.
[2025-12-09T20:31:48.369089] [INFO ] [FORECASTER] Starting predict_future for SKYY
[2025-12-09T20:31:48.370041] [DEBUG] [LOCAL     ] No optimal features file found for SKYY: ./output/feature-sets/SKYY.txt
[2025-12-09T20:31:48.370095] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:48.370127] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:48.370152] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:48.370209] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:48.430256] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:48.431134] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:48.431223] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:48.431257] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:48.551134] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:48.551284] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:48.551321] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:48.551348] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:48.554836] [DEBUG] [FORECASTER] SKYY: Forecast T+1@11:T+2@11: DOWN (p=3.09%)
[2025-12-09T20:31:48.555099] [INFO ] [FORECASTER] Completed predict_future for SKYY
[2025-12-09T20:31:48.555218] [INFO ] [sig       ] SKYY: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:31:48.698209] [INFO ] [LOCAL     ] Saved forecast: SKYY	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/SKYY.txt
[2025-12-09T20:31:48.698360] [INFO ] [sig       ] [2942/3614] Completed SKYY in 0.3s | 2.93 sym/s | Total: 16.7m | ETA: 3.8m
[2025-12-09T20:31:48.698399] [INFO ] [sig       ] [2943/3614] Forecasting SLAB...
[2025-12-09T20:31:48.698429] [INFO ] [sig       ] Generating forecast for: SLAB
[2025-12-09T20:31:48.698461] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLAB' from 'https://tdm.silogroup.org/data/derivative_storage/SLAB.csv'.
[2025-12-09T20:31:48.710731] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLAB'.
[2025-12-09T20:31:48.711037] [INFO ] [FORECASTER] Starting predict_future for SLAB
[2025-12-09T20:31:48.711814] [DEBUG] [LOCAL     ] No optimal features file found for SLAB: ./output/feature-sets/SLAB.txt
[2025-12-09T20:31:48.711864] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:48.711918] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:48.711948] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:48.712003] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:48.769380] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:48.770329] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:48.770454] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:48.770487] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:48.892163] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:48.892332] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:48.892380] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:48.892409] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:48.895813] [DEBUG] [FORECASTER] SLAB: Forecast T+1@11:T+2@11: DOWN (p=6.29%)
[2025-12-09T20:31:48.896076] [INFO ] [FORECASTER] Completed predict_future for SLAB
[2025-12-09T20:31:48.896195] [INFO ] [sig       ] SLAB: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:31:49.037644] [INFO ] [LOCAL     ] Saved forecast: SLAB	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/SLAB.txt
[2025-12-09T20:31:49.037798] [INFO ] [sig       ] [2943/3614] Completed SLAB in 0.3s | 2.93 sym/s | Total: 16.7m | ETA: 3.8m
[2025-12-09T20:31:49.037838] [INFO ] [sig       ] [2944/3614] Forecasting SLB...
[2025-12-09T20:31:49.037866] [INFO ] [sig       ] Generating forecast for: SLB
[2025-12-09T20:31:49.037895] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLB' from 'https://tdm.silogroup.org/data/derivative_storage/SLB.csv'.
[2025-12-09T20:31:49.050585] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLB'.
[2025-12-09T20:31:49.050882] [INFO ] [FORECASTER] Starting predict_future for SLB
[2025-12-09T20:31:49.051658] [DEBUG] [LOCAL     ] No optimal features file found for SLB: ./output/feature-sets/SLB.txt
[2025-12-09T20:31:49.051709] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:49.051740] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:49.051766] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:49.051822] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:49.108864] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:49.109494] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:49.109570] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:49.109622] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:49.230767] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:49.230921] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:49.230962] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:49.230993] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:49.234672] [DEBUG] [FORECASTER] SLB: Forecast T+1@11:T+2@11: DOWN (p=14.58%)
[2025-12-09T20:31:49.234949] [INFO ] [FORECASTER] Completed predict_future for SLB
[2025-12-09T20:31:49.235076] [INFO ] [sig       ] SLB: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:31:49.378549] [INFO ] [LOCAL     ] Saved forecast: SLB	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/SLB.txt
[2025-12-09T20:31:49.378710] [INFO ] [sig       ] [2944/3614] Completed SLB in 0.3s | 2.93 sym/s | Total: 16.8m | ETA: 3.8m
[2025-12-09T20:31:49.378751] [INFO ] [sig       ] [2945/3614] Forecasting SLDB...
[2025-12-09T20:31:49.378782] [INFO ] [sig       ] Generating forecast for: SLDB
[2025-12-09T20:31:49.378813] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLDB' from 'https://tdm.silogroup.org/data/derivative_storage/SLDB.csv'.
[2025-12-09T20:31:49.390984] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLDB'.
[2025-12-09T20:31:49.391272] [INFO ] [FORECASTER] Starting predict_future for SLDB
[2025-12-09T20:31:49.392069] [DEBUG] [LOCAL     ] No optimal features file found for SLDB: ./output/feature-sets/SLDB.txt
[2025-12-09T20:31:49.392122] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:49.392157] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:49.392184] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:49.392240] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:49.451547] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:49.452316] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:49.452398] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:49.452432] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:49.577266] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:49.577418] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:49.577457] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:49.577483] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:49.580961] [DEBUG] [FORECASTER] SLDB: Forecast T+1@11:T+2@11: DOWN (p=5.92%)
[2025-12-09T20:31:49.581256] [INFO ] [FORECASTER] Completed predict_future for SLDB
[2025-12-09T20:31:49.581396] [INFO ] [sig       ] SLDB: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:31:49.725890] [INFO ] [LOCAL     ] Saved forecast: SLDB	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/SLDB.txt
[2025-12-09T20:31:49.726049] [INFO ] [sig       ] [2945/3614] Completed SLDB in 0.3s | 2.93 sym/s | Total: 16.8m | ETA: 3.8m
[2025-12-09T20:31:49.726090] [INFO ] [sig       ] [2946/3614] Forecasting SLDP...
[2025-12-09T20:31:49.726122] [INFO ] [sig       ] Generating forecast for: SLDP
[2025-12-09T20:31:49.726153] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLDP' from 'https://tdm.silogroup.org/data/derivative_storage/SLDP.csv'.
[2025-12-09T20:31:49.739416] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLDP'.
[2025-12-09T20:31:49.739898] [INFO ] [FORECASTER] Starting predict_future for SLDP
[2025-12-09T20:31:49.740857] [DEBUG] [LOCAL     ] No optimal features file found for SLDP: ./output/feature-sets/SLDP.txt
[2025-12-09T20:31:49.740931] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:49.740976] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:49.741005] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:49.741064] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:49.800144] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:49.801059] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:49.801154] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:49.801188] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:49.925492] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:49.925659] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:49.925701] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:49.925729] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:49.929134] [DEBUG] [FORECASTER] SLDP: Forecast T+1@11:T+2@11: UP (p=93.05%)
[2025-12-09T20:31:49.929405] [INFO ] [FORECASTER] Completed predict_future for SLDP
[2025-12-09T20:31:49.929526] [INFO ] [sig       ] SLDP: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:31:50.069774] [INFO ] [LOCAL     ] Saved forecast: SLDP	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/SLDP.txt
[2025-12-09T20:31:50.069920] [INFO ] [sig       ] [2946/3614] Completed SLDP in 0.3s | 2.93 sym/s | Total: 16.8m | ETA: 3.8m
[2025-12-09T20:31:50.069966] [INFO ] [sig       ] [2947/3614] Forecasting SLF...
[2025-12-09T20:31:50.069997] [INFO ] [sig       ] Generating forecast for: SLF
[2025-12-09T20:31:50.070026] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLF' from 'https://tdm.silogroup.org/data/derivative_storage/SLF.csv'.
[2025-12-09T20:31:50.081565] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLF'.
[2025-12-09T20:31:50.081842] [INFO ] [FORECASTER] Starting predict_future for SLF
[2025-12-09T20:31:50.082606] [DEBUG] [LOCAL     ] No optimal features file found for SLF: ./output/feature-sets/SLF.txt
[2025-12-09T20:31:50.082657] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:50.082687] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:50.082713] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:50.082768] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:50.141811] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:50.142401] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:50.142478] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:50.142509] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:50.263585] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:50.263738] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:50.263778] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:50.263807] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:50.267130] [DEBUG] [FORECASTER] SLF: Forecast T+1@11:T+2@11: UP (p=94.79%)
[2025-12-09T20:31:50.267406] [INFO ] [FORECASTER] Completed predict_future for SLF
[2025-12-09T20:31:50.267542] [INFO ] [sig       ] SLF: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:31:50.408589] [INFO ] [LOCAL     ] Saved forecast: SLF	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/SLF.txt
[2025-12-09T20:31:50.408718] [INFO ] [sig       ] [2947/3614] Completed SLF in 0.3s | 2.93 sym/s | Total: 16.8m | ETA: 3.8m
[2025-12-09T20:31:50.408756] [INFO ] [sig       ] [2948/3614] Forecasting SLG...
[2025-12-09T20:31:50.408786] [INFO ] [sig       ] Generating forecast for: SLG
[2025-12-09T20:31:50.408816] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLG' from 'https://tdm.silogroup.org/data/derivative_storage/SLG.csv'.
[2025-12-09T20:31:50.420105] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLG'.
[2025-12-09T20:31:50.420400] [INFO ] [FORECASTER] Starting predict_future for SLG
[2025-12-09T20:31:50.421176] [DEBUG] [LOCAL     ] No optimal features file found for SLG: ./output/feature-sets/SLG.txt
[2025-12-09T20:31:50.421227] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:50.421258] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:50.421283] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:50.421339] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:50.476885] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:50.477463] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:50.477549] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:50.477596] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:50.597767] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:50.597881] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:50.597917] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:50.597944] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:50.601099] [DEBUG] [FORECASTER] SLG: Forecast T+1@11:T+2@11: DOWN (p=14.26%)
[2025-12-09T20:31:50.601354] [INFO ] [FORECASTER] Completed predict_future for SLG
[2025-12-09T20:31:50.601496] [INFO ] [sig       ] SLG: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:31:50.739647] [INFO ] [LOCAL     ] Saved forecast: SLG	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/SLG.txt
[2025-12-09T20:31:50.739752] [INFO ] [sig       ] [2948/3614] Completed SLG in 0.3s | 2.93 sym/s | Total: 16.8m | ETA: 3.8m
[2025-12-09T20:31:50.739789] [INFO ] [sig       ] [2949/3614] Forecasting SLGN...
[2025-12-09T20:31:50.739817] [INFO ] [sig       ] Generating forecast for: SLGN
[2025-12-09T20:31:50.739845] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLGN' from 'https://tdm.silogroup.org/data/derivative_storage/SLGN.csv'.
[2025-12-09T20:31:50.752187] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLGN'.
[2025-12-09T20:31:50.752452] [INFO ] [FORECASTER] Starting predict_future for SLGN
[2025-12-09T20:31:50.753196] [DEBUG] [LOCAL     ] No optimal features file found for SLGN: ./output/feature-sets/SLGN.txt
[2025-12-09T20:31:50.753247] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:50.753278] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:50.753307] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:50.753364] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:50.811153] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:50.811770] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:50.811843] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:50.811874] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:50.928235] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:50.928354] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:50.928390] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:50.928417] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:50.931739] [DEBUG] [FORECASTER] SLGN: Forecast T+1@11:T+2@11: DOWN (p=16.37%)
[2025-12-09T20:31:50.931998] [INFO ] [FORECASTER] Completed predict_future for SLGN
[2025-12-09T20:31:50.932116] [INFO ] [sig       ] SLGN: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:31:51.071215] [INFO ] [LOCAL     ] Saved forecast: SLGN	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/SLGN.txt
[2025-12-09T20:31:51.071330] [INFO ] [sig       ] [2949/3614] Completed SLGN in 0.3s | 2.93 sym/s | Total: 16.8m | ETA: 3.8m
[2025-12-09T20:31:51.071366] [INFO ] [sig       ] [2950/3614] Forecasting SLM...
[2025-12-09T20:31:51.071395] [INFO ] [sig       ] Generating forecast for: SLM
[2025-12-09T20:31:51.071423] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLM' from 'https://tdm.silogroup.org/data/derivative_storage/SLM.csv'.
[2025-12-09T20:31:51.082508] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLM'.
[2025-12-09T20:31:51.082781] [INFO ] [FORECASTER] Starting predict_future for SLM
[2025-12-09T20:31:51.083507] [DEBUG] [LOCAL     ] No optimal features file found for SLM: ./output/feature-sets/SLM.txt
[2025-12-09T20:31:51.083558] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:51.083634] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:51.083663] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:51.083718] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:51.140969] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:51.141792] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:51.141870] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:51.141902] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:51.261343] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:51.261704] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:51.261744] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:51.261790] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:51.265100] [DEBUG] [FORECASTER] SLM: Forecast T+1@11:T+2@11: DOWN (p=2.15%)
[2025-12-09T20:31:51.265368] [INFO ] [FORECASTER] Completed predict_future for SLM
[2025-12-09T20:31:51.265488] [INFO ] [sig       ] SLM: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:31:51.405496] [INFO ] [LOCAL     ] Saved forecast: SLM	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/SLM.txt
[2025-12-09T20:31:51.405640] [INFO ] [sig       ] [2950/3614] Completed SLM in 0.3s | 2.93 sym/s | Total: 16.8m | ETA: 3.8m
[2025-12-09T20:31:51.405680] [INFO ] [sig       ] [2951/3614] Forecasting SLN...
[2025-12-09T20:31:51.405709] [INFO ] [sig       ] Generating forecast for: SLN
[2025-12-09T20:31:51.405738] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLN' from 'https://tdm.silogroup.org/data/derivative_storage/SLN.csv'.
[2025-12-09T20:31:51.417190] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLN'.
[2025-12-09T20:31:51.417520] [INFO ] [FORECASTER] Starting predict_future for SLN
[2025-12-09T20:31:51.418307] [DEBUG] [LOCAL     ] No optimal features file found for SLN: ./output/feature-sets/SLN.txt
[2025-12-09T20:31:51.418368] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:51.418402] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:51.418427] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:51.418480] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:51.475247] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:51.476095] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:51.476177] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:51.476208] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:51.594185] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:51.594331] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:51.594371] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:51.594608] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:51.598097] [DEBUG] [FORECASTER] SLN: Forecast T+1@11:T+2@11: DOWN (p=20.16%)
[2025-12-09T20:31:51.598359] [INFO ] [FORECASTER] Completed predict_future for SLN
[2025-12-09T20:31:51.598477] [INFO ] [sig       ] SLN: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:31:51.739303] [INFO ] [LOCAL     ] Saved forecast: SLN	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/SLN.txt
[2025-12-09T20:31:51.739431] [INFO ] [sig       ] [2951/3614] Completed SLN in 0.3s | 2.93 sym/s | Total: 16.8m | ETA: 3.8m
[2025-12-09T20:31:51.739469] [INFO ] [sig       ] [2952/3614] Forecasting SLNO...
[2025-12-09T20:31:51.739497] [INFO ] [sig       ] Generating forecast for: SLNO
[2025-12-09T20:31:51.739526] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLNO' from 'https://tdm.silogroup.org/data/derivative_storage/SLNO.csv'.
[2025-12-09T20:31:51.751206] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLNO'.
[2025-12-09T20:31:51.751478] [INFO ] [FORECASTER] Starting predict_future for SLNO
[2025-12-09T20:31:51.752235] [DEBUG] [LOCAL     ] No optimal features file found for SLNO: ./output/feature-sets/SLNO.txt
[2025-12-09T20:31:51.752286] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:51.752318] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:51.752344] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:51.752403] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:51.808510] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:51.809200] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:51.809296] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:51.809328] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:51.931445] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:51.931613] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:51.931655] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:51.931682] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:51.934958] [DEBUG] [FORECASTER] SLNO: Forecast T+1@11:T+2@11: UP (p=95.67%)
[2025-12-09T20:31:51.935217] [INFO ] [FORECASTER] Completed predict_future for SLNO
[2025-12-09T20:31:51.935338] [INFO ] [sig       ] SLNO: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:31:52.074740] [INFO ] [LOCAL     ] Saved forecast: SLNO	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/SLNO.txt
[2025-12-09T20:31:52.074853] [INFO ] [sig       ] [2952/3614] Completed SLNO in 0.3s | 2.93 sym/s | Total: 16.8m | ETA: 3.8m
[2025-12-09T20:31:52.074889] [INFO ] [sig       ] [2953/3614] Forecasting SLP...
[2025-12-09T20:31:52.074918] [INFO ] [sig       ] Generating forecast for: SLP
[2025-12-09T20:31:52.074946] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLP' from 'https://tdm.silogroup.org/data/derivative_storage/SLP.csv'.
[2025-12-09T20:31:52.086484] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLP'.
[2025-12-09T20:31:52.086758] [INFO ] [FORECASTER] Starting predict_future for SLP
[2025-12-09T20:31:52.087489] [DEBUG] [LOCAL     ] No optimal features file found for SLP: ./output/feature-sets/SLP.txt
[2025-12-09T20:31:52.087560] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:52.087615] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:52.087642] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:52.087697] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:52.144729] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:52.145336] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:52.145409] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:52.145440] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:52.262325] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:52.262453] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:52.262493] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:52.262549] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:52.266000] [DEBUG] [FORECASTER] SLP: Forecast T+1@11:T+2@11: DOWN (p=19.07%)
[2025-12-09T20:31:52.266261] [INFO ] [FORECASTER] Completed predict_future for SLP
[2025-12-09T20:31:52.266384] [INFO ] [sig       ] SLP: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:31:52.405802] [INFO ] [LOCAL     ] Saved forecast: SLP	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/SLP.txt
[2025-12-09T20:31:52.405955] [INFO ] [sig       ] [2953/3614] Completed SLP in 0.3s | 2.93 sym/s | Total: 16.8m | ETA: 3.8m
[2025-12-09T20:31:52.405994] [INFO ] [sig       ] [2954/3614] Forecasting SLQD...
[2025-12-09T20:31:52.406024] [INFO ] [sig       ] Generating forecast for: SLQD
[2025-12-09T20:31:52.406053] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLQD' from 'https://tdm.silogroup.org/data/derivative_storage/SLQD.csv'.
[2025-12-09T20:31:52.417267] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLQD'.
[2025-12-09T20:31:52.417559] [INFO ] [FORECASTER] Starting predict_future for SLQD
[2025-12-09T20:31:52.418317] [DEBUG] [LOCAL     ] No optimal features file found for SLQD: ./output/feature-sets/SLQD.txt
[2025-12-09T20:31:52.418367] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:52.418397] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:52.418436] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:52.418491] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:52.475245] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:52.475902] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:52.475975] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:52.476007] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:52.594814] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:52.594962] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:52.595000] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:52.595027] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:52.598551] [DEBUG] [FORECASTER] SLQD: Forecast T+1@11:T+2@11: UP (p=59.88%)
[2025-12-09T20:31:52.598830] [INFO ] [FORECASTER] Completed predict_future for SLQD
[2025-12-09T20:31:52.598952] [INFO ] [sig       ] SLQD: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:31:52.740485] [INFO ] [LOCAL     ] Saved forecast: SLQD	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/SLQD.txt
[2025-12-09T20:31:52.740631] [INFO ] [sig       ] [2954/3614] Completed SLQD in 0.3s | 2.93 sym/s | Total: 16.8m | ETA: 3.8m
[2025-12-09T20:31:52.740671] [INFO ] [sig       ] [2955/3614] Forecasting SLRC...
[2025-12-09T20:31:52.740699] [INFO ] [sig       ] Generating forecast for: SLRC
[2025-12-09T20:31:52.740727] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLRC' from 'https://tdm.silogroup.org/data/derivative_storage/SLRC.csv'.
[2025-12-09T20:31:52.752474] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLRC'.
[2025-12-09T20:31:52.752926] [INFO ] [FORECASTER] Starting predict_future for SLRC
[2025-12-09T20:31:52.753835] [DEBUG] [LOCAL     ] No optimal features file found for SLRC: ./output/feature-sets/SLRC.txt
[2025-12-09T20:31:52.753886] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:52.753917] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:52.753942] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:52.753997] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:52.812133] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:52.812812] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:52.812887] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:52.812918] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:52.930182] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:52.930326] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:52.930364] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:52.930392] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:52.933679] [DEBUG] [FORECASTER] SLRC: Forecast T+1@11:T+2@11: UP (p=90.03%)
[2025-12-09T20:31:52.933943] [INFO ] [FORECASTER] Completed predict_future for SLRC
[2025-12-09T20:31:52.934064] [INFO ] [sig       ] SLRC: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:31:53.073440] [INFO ] [LOCAL     ] Saved forecast: SLRC	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/SLRC.txt
[2025-12-09T20:31:53.073561] [INFO ] [sig       ] [2955/3614] Completed SLRC in 0.3s | 2.93 sym/s | Total: 16.8m | ETA: 3.7m
[2025-12-09T20:31:53.073617] [INFO ] [sig       ] [2956/3614] Forecasting SLS...
[2025-12-09T20:31:53.073647] [INFO ] [sig       ] Generating forecast for: SLS
[2025-12-09T20:31:53.073677] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLS' from 'https://tdm.silogroup.org/data/derivative_storage/SLS.csv'.
[2025-12-09T20:31:53.086825] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLS'.
[2025-12-09T20:31:53.087202] [INFO ] [FORECASTER] Starting predict_future for SLS
[2025-12-09T20:31:53.088092] [DEBUG] [LOCAL     ] No optimal features file found for SLS: ./output/feature-sets/SLS.txt
[2025-12-09T20:31:53.088144] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:53.088174] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:53.088199] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:53.088253] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:53.146762] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:53.147825] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:53.147908] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:53.147939] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:53.266459] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:53.266624] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:53.266666] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:53.266694] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:53.270210] [DEBUG] [FORECASTER] SLS: Forecast T+1@11:T+2@11: DOWN (p=28.38%)
[2025-12-09T20:31:53.270484] [INFO ] [FORECASTER] Completed predict_future for SLS
[2025-12-09T20:31:53.270624] [INFO ] [sig       ] SLS: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:31:53.422864] [INFO ] [LOCAL     ] Saved forecast: SLS	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/SLS.txt
[2025-12-09T20:31:53.423018] [INFO ] [sig       ] [2956/3614] Completed SLS in 0.3s | 2.93 sym/s | Total: 16.8m | ETA: 3.7m
[2025-12-09T20:31:53.423056] [INFO ] [sig       ] [2957/3614] Forecasting SLVM...
[2025-12-09T20:31:53.423087] [INFO ] [sig       ] Generating forecast for: SLVM
[2025-12-09T20:31:53.423115] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLVM' from 'https://tdm.silogroup.org/data/derivative_storage/SLVM.csv'.
[2025-12-09T20:31:53.434561] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLVM'.
[2025-12-09T20:31:53.434934] [INFO ] [FORECASTER] Starting predict_future for SLVM
[2025-12-09T20:31:53.435712] [DEBUG] [LOCAL     ] No optimal features file found for SLVM: ./output/feature-sets/SLVM.txt
[2025-12-09T20:31:53.435763] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:53.435795] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:53.435821] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:53.435877] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:53.497085] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:53.497972] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:53.498056] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:53.498090] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:53.629121] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:53.629294] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:53.629350] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:53.629397] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:53.633598] [DEBUG] [FORECASTER] SLVM: Forecast T+1@11:T+2@11: DOWN (p=12.07%)
[2025-12-09T20:31:53.633965] [INFO ] [FORECASTER] Completed predict_future for SLVM
[2025-12-09T20:31:53.634130] [INFO ] [sig       ] SLVM: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:31:53.797424] [INFO ] [LOCAL     ] Saved forecast: SLVM	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/SLVM.txt
[2025-12-09T20:31:53.797777] [INFO ] [sig       ] [2957/3614] Completed SLVM in 0.4s | 2.93 sym/s | Total: 16.8m | ETA: 3.7m
[2025-12-09T20:31:53.797820] [INFO ] [sig       ] [2958/3614] Forecasting SLVO...
[2025-12-09T20:31:53.797849] [INFO ] [sig       ] Generating forecast for: SLVO
[2025-12-09T20:31:53.797887] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLVO' from 'https://tdm.silogroup.org/data/derivative_storage/SLVO.csv'.
[2025-12-09T20:31:53.809689] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLVO'.
[2025-12-09T20:31:53.809983] [INFO ] [FORECASTER] Starting predict_future for SLVO
[2025-12-09T20:31:53.810942] [DEBUG] [LOCAL     ] No optimal features file found for SLVO: ./output/feature-sets/SLVO.txt
[2025-12-09T20:31:53.810992] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:53.811023] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:53.811050] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:53.811104] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:53.868860] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:53.869461] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:53.869538] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:53.869777] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:53.989064] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:53.989207] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:53.989246] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:53.989275] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:53.992555] [DEBUG] [FORECASTER] SLVO: Forecast T+1@11:T+2@11: UP (p=84.21%)
[2025-12-09T20:31:53.992832] [INFO ] [FORECASTER] Completed predict_future for SLVO
[2025-12-09T20:31:53.992949] [INFO ] [sig       ] SLVO: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:31:54.143868] [INFO ] [LOCAL     ] Saved forecast: SLVO	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/SLVO.txt
[2025-12-09T20:31:54.144011] [INFO ] [sig       ] [2958/3614] Completed SLVO in 0.3s | 2.93 sym/s | Total: 16.8m | ETA: 3.7m
[2025-12-09T20:31:54.144051] [INFO ] [sig       ] [2959/3614] Forecasting SLXN...
[2025-12-09T20:31:54.144080] [INFO ] [sig       ] Generating forecast for: SLXN
[2025-12-09T20:31:54.144109] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLXN' from 'https://tdm.silogroup.org/data/derivative_storage/SLXN.csv'.
[2025-12-09T20:31:54.155550] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLXN'.
[2025-12-09T20:31:54.155965] [INFO ] [FORECASTER] Starting predict_future for SLXN
[2025-12-09T20:31:54.156766] [DEBUG] [LOCAL     ] No optimal features file found for SLXN: ./output/feature-sets/SLXN.txt
[2025-12-09T20:31:54.156818] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:54.156850] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:54.156877] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:54.156933] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:54.215984] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:54.217108] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:54.217195] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:54.217228] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:54.337442] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:54.337647] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:54.337690] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:54.337719] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:54.341266] [DEBUG] [FORECASTER] SLXN: Forecast T+1@11:T+2@11: UP (p=95.04%)
[2025-12-09T20:31:54.341558] [INFO ] [FORECASTER] Completed predict_future for SLXN
[2025-12-09T20:31:54.341708] [INFO ] [sig       ] SLXN: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:31:54.486887] [INFO ] [LOCAL     ] Saved forecast: SLXN	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/SLXN.txt
[2025-12-09T20:31:54.487021] [INFO ] [sig       ] [2959/3614] Completed SLXN in 0.3s | 2.93 sym/s | Total: 16.8m | ETA: 3.7m
[2025-12-09T20:31:54.487060] [INFO ] [sig       ] [2960/3614] Forecasting SM...
[2025-12-09T20:31:54.487088] [INFO ] [sig       ] Generating forecast for: SM
[2025-12-09T20:31:54.487116] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SM' from 'https://tdm.silogroup.org/data/derivative_storage/SM.csv'.
[2025-12-09T20:31:54.500035] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SM'.
[2025-12-09T20:31:54.500477] [INFO ] [FORECASTER] Starting predict_future for SM
[2025-12-09T20:31:54.501292] [DEBUG] [LOCAL     ] No optimal features file found for SM: ./output/feature-sets/SM.txt
[2025-12-09T20:31:54.501343] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:54.501374] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:54.501400] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:54.501455] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:54.558716] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:54.559496] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:54.559621] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:54.559656] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:54.682022] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:54.682181] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:54.682222] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:54.682250] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:54.685567] [DEBUG] [FORECASTER] SM: Forecast T+1@11:T+2@11: UP (p=92.04%)
[2025-12-09T20:31:54.685849] [INFO ] [FORECASTER] Completed predict_future for SM
[2025-12-09T20:31:54.685968] [INFO ] [sig       ] SM: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:31:54.824921] [INFO ] [LOCAL     ] Saved forecast: SM	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/SM.txt
[2025-12-09T20:31:54.825051] [INFO ] [sig       ] [2960/3614] Completed SM in 0.3s | 2.93 sym/s | Total: 16.8m | ETA: 3.7m
[2025-12-09T20:31:54.825090] [INFO ] [sig       ] [2961/3614] Forecasting SMBC...
[2025-12-09T20:31:54.825120] [INFO ] [sig       ] Generating forecast for: SMBC
[2025-12-09T20:31:54.825149] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMBC' from 'https://tdm.silogroup.org/data/derivative_storage/SMBC.csv'.
[2025-12-09T20:31:54.835802] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMBC'.
[2025-12-09T20:31:54.836105] [INFO ] [FORECASTER] Starting predict_future for SMBC
[2025-12-09T20:31:54.836873] [DEBUG] [LOCAL     ] No optimal features file found for SMBC: ./output/feature-sets/SMBC.txt
[2025-12-09T20:31:54.836924] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:54.836955] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:54.836982] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:54.837037] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:54.892871] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:54.893516] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:54.893607] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:54.893642] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:55.006272] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:55.006432] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:55.006479] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:55.006507] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:55.009899] [DEBUG] [FORECASTER] SMBC: Forecast T+1@11:T+2@11: UP (p=86.48%)
[2025-12-09T20:31:55.010184] [INFO ] [FORECASTER] Completed predict_future for SMBC
[2025-12-09T20:31:55.010304] [INFO ] [sig       ] SMBC: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:31:55.149368] [INFO ] [LOCAL     ] Saved forecast: SMBC	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/SMBC.txt
[2025-12-09T20:31:55.149493] [INFO ] [sig       ] [2961/3614] Completed SMBC in 0.3s | 2.93 sym/s | Total: 16.8m | ETA: 3.7m
[2025-12-09T20:31:55.149532] [INFO ] [sig       ] [2962/3614] Forecasting SMBK...
[2025-12-09T20:31:55.149561] [INFO ] [sig       ] Generating forecast for: SMBK
[2025-12-09T20:31:55.149609] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMBK' from 'https://tdm.silogroup.org/data/derivative_storage/SMBK.csv'.
[2025-12-09T20:31:55.160974] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMBK'.
[2025-12-09T20:31:55.161261] [INFO ] [FORECASTER] Starting predict_future for SMBK
[2025-12-09T20:31:55.162064] [DEBUG] [LOCAL     ] No optimal features file found for SMBK: ./output/feature-sets/SMBK.txt
[2025-12-09T20:31:55.162115] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:55.162147] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:55.162173] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:55.162228] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:55.218339] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:55.219064] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:55.219147] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:55.219179] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:55.343455] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:55.343619] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:55.343660] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:55.343688] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:55.346987] [DEBUG] [FORECASTER] SMBK: Forecast T+1@11:T+2@11: UP (p=98.24%)
[2025-12-09T20:31:55.347252] [INFO ] [FORECASTER] Completed predict_future for SMBK
[2025-12-09T20:31:55.347374] [INFO ] [sig       ] SMBK: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:31:55.492290] [INFO ] [LOCAL     ] Saved forecast: SMBK	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/SMBK.txt
[2025-12-09T20:31:55.492425] [INFO ] [sig       ] [2962/3614] Completed SMBK in 0.3s | 2.93 sym/s | Total: 16.9m | ETA: 3.7m
[2025-12-09T20:31:55.492469] [INFO ] [sig       ] [2963/3614] Forecasting SMCI...
[2025-12-09T20:31:55.492505] [INFO ] [sig       ] Generating forecast for: SMCI
[2025-12-09T20:31:55.492541] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMCI' from 'https://tdm.silogroup.org/data/derivative_storage/SMCI.csv'.
[2025-12-09T20:31:55.503910] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMCI'.
[2025-12-09T20:31:55.504223] [INFO ] [FORECASTER] Starting predict_future for SMCI
[2025-12-09T20:31:55.504997] [DEBUG] [LOCAL     ] No optimal features file found for SMCI: ./output/feature-sets/SMCI.txt
[2025-12-09T20:31:55.505048] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:55.505080] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:55.505106] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:55.505162] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:55.561175] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:55.561849] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:55.561923] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:55.561954] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:55.689300] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:55.689460] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:55.689505] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:55.689535] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:55.692856] [DEBUG] [FORECASTER] SMCI: Forecast T+1@11:T+2@11: UP (p=91.30%)
[2025-12-09T20:31:55.693118] [INFO ] [FORECASTER] Completed predict_future for SMCI
[2025-12-09T20:31:55.693236] [INFO ] [sig       ] SMCI: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:31:55.830497] [INFO ] [LOCAL     ] Saved forecast: SMCI	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/SMCI.txt
[2025-12-09T20:31:55.830668] [INFO ] [sig       ] [2963/3614] Completed SMCI in 0.3s | 2.93 sym/s | Total: 16.9m | ETA: 3.7m
[2025-12-09T20:31:55.830709] [INFO ] [sig       ] [2964/3614] Forecasting SMCX...
[2025-12-09T20:31:55.830739] [INFO ] [sig       ] Generating forecast for: SMCX
[2025-12-09T20:31:55.830768] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMCX' from 'https://tdm.silogroup.org/data/derivative_storage/SMCX.csv'.
[2025-12-09T20:31:55.841725] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMCX'.
[2025-12-09T20:31:55.842014] [INFO ] [FORECASTER] Starting predict_future for SMCX
[2025-12-09T20:31:55.842780] [DEBUG] [LOCAL     ] No optimal features file found for SMCX: ./output/feature-sets/SMCX.txt
[2025-12-09T20:31:55.842830] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:55.842862] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:55.842888] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:55.842943] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:55.898099] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:55.898832] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:55.898909] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:55.898942] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:56.026661] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:56.026809] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:56.026849] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:56.026878] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:56.030258] [DEBUG] [FORECASTER] SMCX: Forecast T+1@11:T+2@11: UP (p=94.13%)
[2025-12-09T20:31:56.030528] [INFO ] [FORECASTER] Completed predict_future for SMCX
[2025-12-09T20:31:56.030673] [INFO ] [sig       ] SMCX: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:31:56.173433] [INFO ] [LOCAL     ] Saved forecast: SMCX	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/SMCX.txt
[2025-12-09T20:31:56.173616] [INFO ] [sig       ] [2964/3614] Completed SMCX in 0.3s | 2.93 sym/s | Total: 16.9m | ETA: 3.7m
[2025-12-09T20:31:56.173658] [INFO ] [sig       ] [2965/3614] Forecasting SMFG...
[2025-12-09T20:31:56.173688] [INFO ] [sig       ] Generating forecast for: SMFG
[2025-12-09T20:31:56.173718] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMFG' from 'https://tdm.silogroup.org/data/derivative_storage/SMFG.csv'.
[2025-12-09T20:31:56.185589] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMFG'.
[2025-12-09T20:31:56.185836] [INFO ] [FORECASTER] Starting predict_future for SMFG
[2025-12-09T20:31:56.186789] [DEBUG] [LOCAL     ] No optimal features file found for SMFG: ./output/feature-sets/SMFG.txt
[2025-12-09T20:31:56.186839] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:56.186870] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:56.186896] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:56.186962] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:56.245293] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:56.245950] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:56.246028] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:56.246059] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:56.383332] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:56.383495] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:56.383538] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:56.383595] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:56.387203] [DEBUG] [FORECASTER] SMFG: Forecast T+1@11:T+2@11: UP (p=95.97%)
[2025-12-09T20:31:56.387518] [INFO ] [FORECASTER] Completed predict_future for SMFG
[2025-12-09T20:31:56.387665] [INFO ] [sig       ] SMFG: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:31:56.538069] [INFO ] [LOCAL     ] Saved forecast: SMFG	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/SMFG.txt
[2025-12-09T20:31:56.538226] [INFO ] [sig       ] [2965/3614] Completed SMFG in 0.4s | 2.93 sym/s | Total: 16.9m | ETA: 3.7m
[2025-12-09T20:31:56.538270] [INFO ] [sig       ] [2966/3614] Forecasting SMH...
[2025-12-09T20:31:56.538301] [INFO ] [sig       ] Generating forecast for: SMH
[2025-12-09T20:31:56.538335] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMH' from 'https://tdm.silogroup.org/data/derivative_storage/SMH.csv'.
[2025-12-09T20:31:56.550376] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMH'.
[2025-12-09T20:31:56.550720] [INFO ] [FORECASTER] Starting predict_future for SMH
[2025-12-09T20:31:56.551493] [DEBUG] [LOCAL     ] No optimal features file found for SMH: ./output/feature-sets/SMH.txt
[2025-12-09T20:31:56.551545] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:56.551606] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:56.551645] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:56.551701] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:56.610275] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:56.610987] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:56.611069] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:56.611106] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:56.738208] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:56.738359] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:56.738398] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:56.738427] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:56.741778] [DEBUG] [FORECASTER] SMH: Forecast T+1@11:T+2@11: UP (p=55.70%)
[2025-12-09T20:31:56.742048] [INFO ] [FORECASTER] Completed predict_future for SMH
[2025-12-09T20:31:56.742167] [INFO ] [sig       ] SMH: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:31:56.880970] [INFO ] [LOCAL     ] Saved forecast: SMH	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/SMH.txt
[2025-12-09T20:31:56.881107] [INFO ] [sig       ] [2966/3614] Completed SMH in 0.3s | 2.93 sym/s | Total: 16.9m | ETA: 3.7m
[2025-12-09T20:31:56.881147] [INFO ] [sig       ] [2967/3614] Forecasting SMHI...
[2025-12-09T20:31:56.881176] [INFO ] [sig       ] Generating forecast for: SMHI
[2025-12-09T20:31:56.881204] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMHI' from 'https://tdm.silogroup.org/data/derivative_storage/SMHI.csv'.
[2025-12-09T20:31:56.892252] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMHI'.
[2025-12-09T20:31:56.892623] [INFO ] [FORECASTER] Starting predict_future for SMHI
[2025-12-09T20:31:56.893434] [DEBUG] [LOCAL     ] No optimal features file found for SMHI: ./output/feature-sets/SMHI.txt
[2025-12-09T20:31:56.893498] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:56.893558] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:56.893614] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:56.893674] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:56.949750] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:56.950481] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:56.950558] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:56.950608] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:57.065749] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:57.065900] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:57.065940] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:57.065968] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:57.069346] [DEBUG] [FORECASTER] SMHI: Forecast T+1@11:T+2@11: DOWN (p=5.61%)
[2025-12-09T20:31:57.069632] [INFO ] [FORECASTER] Completed predict_future for SMHI
[2025-12-09T20:31:57.069753] [INFO ] [sig       ] SMHI: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:31:57.207147] [INFO ] [LOCAL     ] Saved forecast: SMHI	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/SMHI.txt
[2025-12-09T20:31:57.207298] [INFO ] [sig       ] [2967/3614] Completed SMHI in 0.3s | 2.93 sym/s | Total: 16.9m | ETA: 3.7m
[2025-12-09T20:31:57.207337] [INFO ] [sig       ] [2968/3614] Forecasting SMHX...
[2025-12-09T20:31:57.207367] [INFO ] [sig       ] Generating forecast for: SMHX
[2025-12-09T20:31:57.207396] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMHX' from 'https://tdm.silogroup.org/data/derivative_storage/SMHX.csv'.
[2025-12-09T20:31:57.218904] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMHX'.
[2025-12-09T20:31:57.219239] [INFO ] [FORECASTER] Starting predict_future for SMHX
[2025-12-09T20:31:57.220138] [DEBUG] [LOCAL     ] No optimal features file found for SMHX: ./output/feature-sets/SMHX.txt
[2025-12-09T20:31:57.220192] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:57.220223] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:57.220249] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:57.220310] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:57.280966] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:57.281783] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:57.281864] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:57.281898] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:57.407673] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:57.407837] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:57.407897] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:57.407943] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:57.411672] [DEBUG] [FORECASTER] SMHX: Forecast T+1@11:T+2@11: DOWN (p=49.57%)
[2025-12-09T20:31:57.411984] [INFO ] [FORECASTER] Completed predict_future for SMHX
[2025-12-09T20:31:57.412137] [INFO ] [sig       ] SMHX: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:31:57.563287] [INFO ] [LOCAL     ] Saved forecast: SMHX	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/SMHX.txt
[2025-12-09T20:31:57.563433] [INFO ] [sig       ] [2968/3614] Completed SMHX in 0.4s | 2.93 sym/s | Total: 16.9m | ETA: 3.7m
[2025-12-09T20:31:57.563492] [INFO ] [sig       ] [2969/3614] Forecasting SMID...
[2025-12-09T20:31:57.563534] [INFO ] [sig       ] Generating forecast for: SMID
[2025-12-09T20:31:57.563565] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMID' from 'https://tdm.silogroup.org/data/derivative_storage/SMID.csv'.
[2025-12-09T20:31:57.574399] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMID'.
[2025-12-09T20:31:57.574795] [INFO ] [FORECASTER] Starting predict_future for SMID
[2025-12-09T20:31:57.575910] [DEBUG] [LOCAL     ] No optimal features file found for SMID: ./output/feature-sets/SMID.txt
[2025-12-09T20:31:57.575962] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:57.575995] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:57.576021] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:57.576076] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:57.638120] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:57.638953] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:57.639034] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:57.639067] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:57.752973] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:57.753136] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:57.753182] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:57.753210] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:57.756675] [DEBUG] [FORECASTER] SMID: Forecast T+1@11:T+2@11: DOWN (p=23.63%)
[2025-12-09T20:31:57.756942] [INFO ] [FORECASTER] Completed predict_future for SMID
[2025-12-09T20:31:57.757069] [INFO ] [sig       ] SMID: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:31:57.907528] [INFO ] [LOCAL     ] Saved forecast: SMID	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/SMID.txt
[2025-12-09T20:31:57.907688] [INFO ] [sig       ] [2969/3614] Completed SMID in 0.3s | 2.93 sym/s | Total: 16.9m | ETA: 3.7m
[2025-12-09T20:31:57.907728] [INFO ] [sig       ] [2970/3614] Forecasting SMPL...
[2025-12-09T20:31:57.907759] [INFO ] [sig       ] Generating forecast for: SMPL
[2025-12-09T20:31:57.907791] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMPL' from 'https://tdm.silogroup.org/data/derivative_storage/SMPL.csv'.
[2025-12-09T20:31:57.919646] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMPL'.
[2025-12-09T20:31:57.919998] [INFO ] [FORECASTER] Starting predict_future for SMPL
[2025-12-09T20:31:57.920875] [DEBUG] [LOCAL     ] No optimal features file found for SMPL: ./output/feature-sets/SMPL.txt
[2025-12-09T20:31:57.920927] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:57.920968] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:57.921011] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:57.921077] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:57.979534] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:57.980365] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:57.980448] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:57.980482] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:58.100475] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:58.100650] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:58.100693] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:58.100759] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:58.104138] [DEBUG] [FORECASTER] SMPL: Forecast T+1@11:T+2@11: DOWN (p=3.88%)
[2025-12-09T20:31:58.104411] [INFO ] [FORECASTER] Completed predict_future for SMPL
[2025-12-09T20:31:58.104533] [INFO ] [sig       ] SMPL: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:31:58.246263] [INFO ] [LOCAL     ] Saved forecast: SMPL	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/SMPL.txt
[2025-12-09T20:31:58.246427] [INFO ] [sig       ] [2970/3614] Completed SMPL in 0.3s | 2.93 sym/s | Total: 16.9m | ETA: 3.7m
[2025-12-09T20:31:58.246467] [INFO ] [sig       ] [2971/3614] Forecasting SMTC...
[2025-12-09T20:31:58.246497] [INFO ] [sig       ] Generating forecast for: SMTC
[2025-12-09T20:31:58.246526] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMTC' from 'https://tdm.silogroup.org/data/derivative_storage/SMTC.csv'.
[2025-12-09T20:31:58.257854] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMTC'.
[2025-12-09T20:31:58.258189] [INFO ] [FORECASTER] Starting predict_future for SMTC
[2025-12-09T20:31:58.258970] [DEBUG] [LOCAL     ] No optimal features file found for SMTC: ./output/feature-sets/SMTC.txt
[2025-12-09T20:31:58.259020] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:58.259051] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:58.259078] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:58.259133] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:58.317113] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:58.317968] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:58.318050] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:58.318082] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:58.438570] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:58.438733] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:58.438772] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:58.438799] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:58.442307] [DEBUG] [FORECASTER] SMTC: Forecast T+1@11:T+2@11: UP (p=92.89%)
[2025-12-09T20:31:58.442601] [INFO ] [FORECASTER] Completed predict_future for SMTC
[2025-12-09T20:31:58.442728] [INFO ] [sig       ] SMTC: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:31:58.586851] [INFO ] [LOCAL     ] Saved forecast: SMTC	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/SMTC.txt
[2025-12-09T20:31:58.586983] [INFO ] [sig       ] [2971/3614] Completed SMTC in 0.3s | 2.93 sym/s | Total: 16.9m | ETA: 3.7m
[2025-12-09T20:31:58.587022] [INFO ] [sig       ] [2972/3614] Forecasting SMTI...
[2025-12-09T20:31:58.587051] [INFO ] [sig       ] Generating forecast for: SMTI
[2025-12-09T20:31:58.587080] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMTI' from 'https://tdm.silogroup.org/data/derivative_storage/SMTI.csv'.
[2025-12-09T20:31:58.601013] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMTI'.
[2025-12-09T20:31:58.601382] [INFO ] [FORECASTER] Starting predict_future for SMTI
[2025-12-09T20:31:58.602176] [DEBUG] [LOCAL     ] No optimal features file found for SMTI: ./output/feature-sets/SMTI.txt
[2025-12-09T20:31:58.602228] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:58.602260] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:58.602287] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:58.602344] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:58.661391] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:58.662218] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:58.662313] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:58.662351] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:58.785467] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:58.785656] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:58.785707] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:58.785738] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:58.789323] [DEBUG] [FORECASTER] SMTI: Forecast T+1@11:T+2@11: DOWN (p=6.12%)
[2025-12-09T20:31:58.789682] [INFO ] [FORECASTER] Completed predict_future for SMTI
[2025-12-09T20:31:58.789814] [INFO ] [sig       ] SMTI: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:31:58.936358] [INFO ] [LOCAL     ] Saved forecast: SMTI	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/SMTI.txt
[2025-12-09T20:31:58.936501] [INFO ] [sig       ] [2972/3614] Completed SMTI in 0.3s | 2.93 sym/s | Total: 16.9m | ETA: 3.7m
[2025-12-09T20:31:58.936540] [INFO ] [sig       ] [2973/3614] Forecasting SMWB...
[2025-12-09T20:31:58.936589] [INFO ] [sig       ] Generating forecast for: SMWB
[2025-12-09T20:31:58.936623] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMWB' from 'https://tdm.silogroup.org/data/derivative_storage/SMWB.csv'.
[2025-12-09T20:31:58.947414] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMWB'.
[2025-12-09T20:31:58.947760] [INFO ] [FORECASTER] Starting predict_future for SMWB
[2025-12-09T20:31:58.948510] [DEBUG] [LOCAL     ] No optimal features file found for SMWB: ./output/feature-sets/SMWB.txt
[2025-12-09T20:31:58.948560] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:58.948609] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:58.948636] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:58.948691] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:59.005395] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:59.006218] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:59.006295] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:59.006328] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:59.126606] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:59.126750] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:59.126789] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:59.126818] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:59.130120] [DEBUG] [FORECASTER] SMWB: Forecast T+1@11:T+2@11: UP (p=74.57%)
[2025-12-09T20:31:59.130385] [INFO ] [FORECASTER] Completed predict_future for SMWB
[2025-12-09T20:31:59.130504] [INFO ] [sig       ] SMWB: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:31:59.266637] [INFO ] [LOCAL     ] Saved forecast: SMWB	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/SMWB.txt
[2025-12-09T20:31:59.266772] [INFO ] [sig       ] [2973/3614] Completed SMWB in 0.3s | 2.93 sym/s | Total: 16.9m | ETA: 3.6m
[2025-12-09T20:31:59.266810] [INFO ] [sig       ] [2974/3614] Forecasting SMX...
[2025-12-09T20:31:59.266839] [INFO ] [sig       ] Generating forecast for: SMX
[2025-12-09T20:31:59.266868] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMX' from 'https://tdm.silogroup.org/data/derivative_storage/SMX.csv'.
[2025-12-09T20:31:59.278400] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMX'.
[2025-12-09T20:31:59.278714] [INFO ] [FORECASTER] Starting predict_future for SMX
[2025-12-09T20:31:59.279480] [DEBUG] [LOCAL     ] No optimal features file found for SMX: ./output/feature-sets/SMX.txt
[2025-12-09T20:31:59.279530] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:59.279563] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:59.279619] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:59.279682] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:59.336145] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:59.336860] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:59.336936] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:59.336968] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:59.434847] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:59.435028] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:59.435070] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:59.435100] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:59.438493] [DEBUG] [FORECASTER] SMX: Forecast T+1@11:T+2@11: DOWN (p=12.69%)
[2025-12-09T20:31:59.438784] [INFO ] [FORECASTER] Completed predict_future for SMX
[2025-12-09T20:31:59.438908] [INFO ] [sig       ] SMX: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:31:59.581424] [INFO ] [LOCAL     ] Saved forecast: SMX	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/SMX.txt
[2025-12-09T20:31:59.581544] [INFO ] [sig       ] [2974/3614] Completed SMX in 0.3s | 2.93 sym/s | Total: 16.9m | ETA: 3.6m
[2025-12-09T20:31:59.581609] [INFO ] [sig       ] [2975/3614] Forecasting SN...
[2025-12-09T20:31:59.581646] [INFO ] [sig       ] Generating forecast for: SN
[2025-12-09T20:31:59.581675] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SN' from 'https://tdm.silogroup.org/data/derivative_storage/SN.csv'.
[2025-12-09T20:31:59.592563] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SN'.
[2025-12-09T20:31:59.592901] [INFO ] [FORECASTER] Starting predict_future for SN
[2025-12-09T20:31:59.593761] [DEBUG] [LOCAL     ] No optimal features file found for SN: ./output/feature-sets/SN.txt
[2025-12-09T20:31:59.593813] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:59.593844] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:59.593871] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:59.593927] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:59.651689] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:59.652327] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:59.652404] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:59.652437] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:31:59.776344] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:31:59.776471] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:31:59.776509] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:31:59.776536] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:31:59.779796] [DEBUG] [FORECASTER] SN: Forecast T+1@11:T+2@11: UP (p=98.64%)
[2025-12-09T20:31:59.780064] [INFO ] [FORECASTER] Completed predict_future for SN
[2025-12-09T20:31:59.780180] [INFO ] [sig       ] SN: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:31:59.922182] [INFO ] [LOCAL     ] Saved forecast: SN	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/SN.txt
[2025-12-09T20:31:59.922290] [INFO ] [sig       ] [2975/3614] Completed SN in 0.3s | 2.93 sym/s | Total: 16.9m | ETA: 3.6m
[2025-12-09T20:31:59.922327] [INFO ] [sig       ] [2976/3614] Forecasting SNA...
[2025-12-09T20:31:59.922356] [INFO ] [sig       ] Generating forecast for: SNA
[2025-12-09T20:31:59.922384] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNA' from 'https://tdm.silogroup.org/data/derivative_storage/SNA.csv'.
[2025-12-09T20:31:59.933198] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNA'.
[2025-12-09T20:31:59.933466] [INFO ] [FORECASTER] Starting predict_future for SNA
[2025-12-09T20:31:59.934233] [DEBUG] [LOCAL     ] No optimal features file found for SNA: ./output/feature-sets/SNA.txt
[2025-12-09T20:31:59.934283] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:31:59.934313] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:31:59.934339] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:31:59.934393] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:31:59.989525] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:31:59.990212] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:31:59.990287] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:31:59.990318] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:00.106518] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:00.106685] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:00.106728] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:00.106758] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:00.110156] [DEBUG] [FORECASTER] SNA: Forecast T+1@11:T+2@11: UP (p=53.22%)
[2025-12-09T20:32:00.110463] [INFO ] [FORECASTER] Completed predict_future for SNA
[2025-12-09T20:32:00.110615] [INFO ] [sig       ] SNA: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:32:00.270021] [INFO ] [LOCAL     ] Saved forecast: SNA	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/SNA.txt
[2025-12-09T20:32:00.270223] [INFO ] [sig       ] [2976/3614] Completed SNA in 0.3s | 2.93 sym/s | Total: 16.9m | ETA: 3.6m
[2025-12-09T20:32:00.270280] [INFO ] [sig       ] [2977/3614] Forecasting SNAP...
[2025-12-09T20:32:00.270320] [INFO ] [sig       ] Generating forecast for: SNAP
[2025-12-09T20:32:00.270356] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNAP' from 'https://tdm.silogroup.org/data/derivative_storage/SNAP.csv'.
[2025-12-09T20:32:00.285632] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNAP'.
[2025-12-09T20:32:00.286047] [INFO ] [FORECASTER] Starting predict_future for SNAP
[2025-12-09T20:32:00.287084] [DEBUG] [LOCAL     ] No optimal features file found for SNAP: ./output/feature-sets/SNAP.txt
[2025-12-09T20:32:00.287148] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:00.287190] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:00.287232] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:00.287318] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:00.347400] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:00.348266] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:00.348344] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:00.348409] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:00.465868] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:00.465982] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:00.466018] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:00.466046] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:00.469258] [DEBUG] [FORECASTER] SNAP: Forecast T+1@11:T+2@11: DOWN (p=15.13%)
[2025-12-09T20:32:00.469525] [INFO ] [FORECASTER] Completed predict_future for SNAP
[2025-12-09T20:32:00.469660] [INFO ] [sig       ] SNAP: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:32:00.608024] [INFO ] [LOCAL     ] Saved forecast: SNAP	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/SNAP.txt
[2025-12-09T20:32:00.608135] [INFO ] [sig       ] [2977/3614] Completed SNAP in 0.3s | 2.93 sym/s | Total: 16.9m | ETA: 3.6m
[2025-12-09T20:32:00.608172] [INFO ] [sig       ] [2978/3614] Forecasting SNCY...
[2025-12-09T20:32:00.608201] [INFO ] [sig       ] Generating forecast for: SNCY
[2025-12-09T20:32:00.608230] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNCY' from 'https://tdm.silogroup.org/data/derivative_storage/SNCY.csv'.
[2025-12-09T20:32:00.619666] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNCY'.
[2025-12-09T20:32:00.619917] [INFO ] [FORECASTER] Starting predict_future for SNCY
[2025-12-09T20:32:00.620692] [DEBUG] [LOCAL     ] No optimal features file found for SNCY: ./output/feature-sets/SNCY.txt
[2025-12-09T20:32:00.620742] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:00.620783] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:00.620811] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:00.620867] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:00.677436] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:00.678060] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:00.678132] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:00.678165] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:00.797158] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:00.797282] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:00.797319] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:00.797347] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:00.800591] [DEBUG] [FORECASTER] SNCY: Forecast T+1@11:T+2@11: DOWN (p=17.92%)
[2025-12-09T20:32:00.800848] [INFO ] [FORECASTER] Completed predict_future for SNCY
[2025-12-09T20:32:00.800965] [INFO ] [sig       ] SNCY: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:32:00.938930] [INFO ] [LOCAL     ] Saved forecast: SNCY	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/SNCY.txt
[2025-12-09T20:32:00.939043] [INFO ] [sig       ] [2978/3614] Completed SNCY in 0.3s | 2.93 sym/s | Total: 16.9m | ETA: 3.6m
[2025-12-09T20:32:00.939081] [INFO ] [sig       ] [2979/3614] Forecasting SND...
[2025-12-09T20:32:00.939109] [INFO ] [sig       ] Generating forecast for: SND
[2025-12-09T20:32:00.939138] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SND' from 'https://tdm.silogroup.org/data/derivative_storage/SND.csv'.
[2025-12-09T20:32:00.949936] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SND'.
[2025-12-09T20:32:00.950189] [INFO ] [FORECASTER] Starting predict_future for SND
[2025-12-09T20:32:00.950951] [DEBUG] [LOCAL     ] No optimal features file found for SND: ./output/feature-sets/SND.txt
[2025-12-09T20:32:00.951005] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:00.951036] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:00.951062] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:00.951118] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:01.007006] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:01.007645] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:01.007728] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:01.007761] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:01.123155] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:01.123276] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:01.123314] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:01.123342] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:01.126517] [DEBUG] [FORECASTER] SND: Forecast T+1@11:T+2@11: DOWN (p=41.28%)
[2025-12-09T20:32:01.126792] [INFO ] [FORECASTER] Completed predict_future for SND
[2025-12-09T20:32:01.126908] [INFO ] [sig       ] SND: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:32:01.265128] [INFO ] [LOCAL     ] Saved forecast: SND	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/SND.txt
[2025-12-09T20:32:01.265295] [INFO ] [sig       ] [2979/3614] Completed SND in 0.3s | 2.93 sym/s | Total: 17.0m | ETA: 3.6m
[2025-12-09T20:32:01.265335] [INFO ] [sig       ] [2980/3614] Forecasting SNDL...
[2025-12-09T20:32:01.265365] [INFO ] [sig       ] Generating forecast for: SNDL
[2025-12-09T20:32:01.265396] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNDL' from 'https://tdm.silogroup.org/data/derivative_storage/SNDL.csv'.
[2025-12-09T20:32:01.277333] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNDL'.
[2025-12-09T20:32:01.277800] [INFO ] [FORECASTER] Starting predict_future for SNDL
[2025-12-09T20:32:01.278593] [DEBUG] [LOCAL     ] No optimal features file found for SNDL: ./output/feature-sets/SNDL.txt
[2025-12-09T20:32:01.278645] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:01.278676] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:01.278703] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:01.278758] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:01.334143] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:01.334950] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:01.335026] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:01.335057] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:01.451627] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:01.451782] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:01.451821] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:01.451848] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:01.455211] [DEBUG] [FORECASTER] SNDL: Forecast T+1@11:T+2@11: UP (p=57.12%)
[2025-12-09T20:32:01.455484] [INFO ] [FORECASTER] Completed predict_future for SNDL
[2025-12-09T20:32:01.455622] [INFO ] [sig       ] SNDL: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:32:01.600021] [INFO ] [LOCAL     ] Saved forecast: SNDL	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/SNDL.txt
[2025-12-09T20:32:01.600201] [INFO ] [sig       ] [2980/3614] Completed SNDL in 0.3s | 2.93 sym/s | Total: 17.0m | ETA: 3.6m
[2025-12-09T20:32:01.600241] [INFO ] [sig       ] [2981/3614] Forecasting SNDX...
[2025-12-09T20:32:01.600270] [INFO ] [sig       ] Generating forecast for: SNDX
[2025-12-09T20:32:01.600300] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNDX' from 'https://tdm.silogroup.org/data/derivative_storage/SNDX.csv'.
[2025-12-09T20:32:01.611852] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNDX'.
[2025-12-09T20:32:01.612215] [INFO ] [FORECASTER] Starting predict_future for SNDX
[2025-12-09T20:32:01.613019] [DEBUG] [LOCAL     ] No optimal features file found for SNDX: ./output/feature-sets/SNDX.txt
[2025-12-09T20:32:01.613069] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:01.613100] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:01.613126] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:01.613180] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:01.671680] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:01.672514] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:01.672645] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:01.672681] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:01.796600] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:01.796759] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:01.796800] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:01.796827] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:01.800199] [DEBUG] [FORECASTER] SNDX: Forecast T+1@11:T+2@11: UP (p=70.36%)
[2025-12-09T20:32:01.800483] [INFO ] [FORECASTER] Completed predict_future for SNDX
[2025-12-09T20:32:01.800625] [INFO ] [sig       ] SNDX: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:32:01.940397] [INFO ] [LOCAL     ] Saved forecast: SNDX	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/SNDX.txt
[2025-12-09T20:32:01.940542] [INFO ] [sig       ] [2981/3614] Completed SNDX in 0.3s | 2.93 sym/s | Total: 17.0m | ETA: 3.6m
[2025-12-09T20:32:01.940607] [INFO ] [sig       ] [2982/3614] Forecasting SNES...
[2025-12-09T20:32:01.940640] [INFO ] [sig       ] Generating forecast for: SNES
[2025-12-09T20:32:01.940670] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNES' from 'https://tdm.silogroup.org/data/derivative_storage/SNES.csv'.
[2025-12-09T20:32:01.951536] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNES'.
[2025-12-09T20:32:01.951837] [INFO ] [FORECASTER] Starting predict_future for SNES
[2025-12-09T20:32:01.952601] [DEBUG] [LOCAL     ] No optimal features file found for SNES: ./output/feature-sets/SNES.txt
[2025-12-09T20:32:01.952651] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:01.952682] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:01.952707] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:01.952761] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:02.008370] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:02.009147] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:02.009229] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:02.009261] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:02.124530] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:02.124690] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:02.124730] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:02.124758] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:02.128076] [DEBUG] [FORECASTER] SNES: Forecast T+1@11:T+2@11: UP (p=54.79%)
[2025-12-09T20:32:02.128343] [INFO ] [FORECASTER] Completed predict_future for SNES
[2025-12-09T20:32:02.128461] [INFO ] [sig       ] SNES: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:32:02.267124] [INFO ] [LOCAL     ] Saved forecast: SNES	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/SNES.txt
[2025-12-09T20:32:02.267250] [INFO ] [sig       ] [2982/3614] Completed SNES in 0.3s | 2.93 sym/s | Total: 17.0m | ETA: 3.6m
[2025-12-09T20:32:02.267287] [INFO ] [sig       ] [2983/3614] Forecasting SNEX...
[2025-12-09T20:32:02.267317] [INFO ] [sig       ] Generating forecast for: SNEX
[2025-12-09T20:32:02.267346] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNEX' from 'https://tdm.silogroup.org/data/derivative_storage/SNEX.csv'.
[2025-12-09T20:32:02.279670] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNEX'.
[2025-12-09T20:32:02.280126] [INFO ] [FORECASTER] Starting predict_future for SNEX
[2025-12-09T20:32:02.281095] [DEBUG] [LOCAL     ] No optimal features file found for SNEX: ./output/feature-sets/SNEX.txt
[2025-12-09T20:32:02.281158] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:02.281194] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:02.281223] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:02.281280] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:02.342424] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:02.343360] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:02.343458] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:02.343494] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:02.471798] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:02.471947] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:02.471986] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:02.472015] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:02.475513] [DEBUG] [FORECASTER] SNEX: Forecast T+1@11:T+2@11: DOWN (p=28.52%)
[2025-12-09T20:32:02.475813] [INFO ] [FORECASTER] Completed predict_future for SNEX
[2025-12-09T20:32:02.475957] [INFO ] [sig       ] SNEX: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:32:02.624502] [INFO ] [LOCAL     ] Saved forecast: SNEX	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/SNEX.txt
[2025-12-09T20:32:02.624671] [INFO ] [sig       ] [2983/3614] Completed SNEX in 0.4s | 2.93 sym/s | Total: 17.0m | ETA: 3.6m
[2025-12-09T20:32:02.624714] [INFO ] [sig       ] [2984/3614] Forecasting SNFCA...
[2025-12-09T20:32:02.624746] [INFO ] [sig       ] Generating forecast for: SNFCA
[2025-12-09T20:32:02.624775] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNFCA' from 'https://tdm.silogroup.org/data/derivative_storage/SNFCA.csv'.
[2025-12-09T20:32:02.636957] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNFCA'.
[2025-12-09T20:32:02.637323] [INFO ] [FORECASTER] Starting predict_future for SNFCA
[2025-12-09T20:32:02.638404] [DEBUG] [LOCAL     ] No optimal features file found for SNFCA: ./output/feature-sets/SNFCA.txt
[2025-12-09T20:32:02.638459] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:02.638521] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:02.638558] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:02.638657] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:02.697395] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:02.698180] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:02.698258] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:02.698291] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:02.821154] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:02.821311] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:02.821356] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:02.821384] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:02.825025] [DEBUG] [FORECASTER] SNFCA: Forecast T+1@11:T+2@11: UP (p=91.59%)
[2025-12-09T20:32:02.825352] [INFO ] [FORECASTER] Completed predict_future for SNFCA
[2025-12-09T20:32:02.825491] [INFO ] [sig       ] SNFCA: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:32:02.968554] [INFO ] [LOCAL     ] Saved forecast: SNFCA	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/SNFCA.txt
[2025-12-09T20:32:02.968725] [INFO ] [sig       ] [2984/3614] Completed SNFCA in 0.3s | 2.93 sym/s | Total: 17.0m | ETA: 3.6m
[2025-12-09T20:32:02.968772] [INFO ] [sig       ] [2985/3614] Forecasting SNGX...
[2025-12-09T20:32:02.968803] [INFO ] [sig       ] Generating forecast for: SNGX
[2025-12-09T20:32:02.968832] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNGX' from 'https://tdm.silogroup.org/data/derivative_storage/SNGX.csv'.
[2025-12-09T20:32:02.980718] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNGX'.
[2025-12-09T20:32:02.981028] [INFO ] [FORECASTER] Starting predict_future for SNGX
[2025-12-09T20:32:02.981797] [DEBUG] [LOCAL     ] No optimal features file found for SNGX: ./output/feature-sets/SNGX.txt
[2025-12-09T20:32:02.981848] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:02.981880] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:02.981906] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:02.981961] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:03.037442] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:03.038152] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:03.038229] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:03.038260] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:03.156275] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:03.156421] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:03.156478] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:03.156508] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:03.159902] [DEBUG] [FORECASTER] SNGX: Forecast T+1@11:T+2@11: DOWN (p=34.20%)
[2025-12-09T20:32:03.160168] [INFO ] [FORECASTER] Completed predict_future for SNGX
[2025-12-09T20:32:03.160287] [INFO ] [sig       ] SNGX: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:32:03.299872] [INFO ] [LOCAL     ] Saved forecast: SNGX	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/SNGX.txt
[2025-12-09T20:32:03.299993] [INFO ] [sig       ] [2985/3614] Completed SNGX in 0.3s | 2.93 sym/s | Total: 17.0m | ETA: 3.6m
[2025-12-09T20:32:03.300032] [INFO ] [sig       ] [2986/3614] Forecasting SNN...
[2025-12-09T20:32:03.300061] [INFO ] [sig       ] Generating forecast for: SNN
[2025-12-09T20:32:03.300090] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNN' from 'https://tdm.silogroup.org/data/derivative_storage/SNN.csv'.
[2025-12-09T20:32:03.311008] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNN'.
[2025-12-09T20:32:03.311303] [INFO ] [FORECASTER] Starting predict_future for SNN
[2025-12-09T20:32:03.312087] [DEBUG] [LOCAL     ] No optimal features file found for SNN: ./output/feature-sets/SNN.txt
[2025-12-09T20:32:03.312138] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:03.312171] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:03.312198] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:03.312253] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:03.368906] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:03.369522] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:03.369632] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:03.369670] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:03.488464] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:03.488628] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:03.488669] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:03.488698] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:03.492016] [DEBUG] [FORECASTER] SNN: Forecast T+1@11:T+2@11: DOWN (p=0.42%)
[2025-12-09T20:32:03.492292] [INFO ] [FORECASTER] Completed predict_future for SNN
[2025-12-09T20:32:03.492413] [INFO ] [sig       ] SNN: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:32:03.633018] [INFO ] [LOCAL     ] Saved forecast: SNN	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/SNN.txt
[2025-12-09T20:32:03.633143] [INFO ] [sig       ] [2986/3614] Completed SNN in 0.3s | 2.93 sym/s | Total: 17.0m | ETA: 3.6m
[2025-12-09T20:32:03.633181] [INFO ] [sig       ] [2987/3614] Forecasting SNOA...
[2025-12-09T20:32:03.633210] [INFO ] [sig       ] Generating forecast for: SNOA
[2025-12-09T20:32:03.633239] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNOA' from 'https://tdm.silogroup.org/data/derivative_storage/SNOA.csv'.
[2025-12-09T20:32:03.643567] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNOA'.
[2025-12-09T20:32:03.643881] [INFO ] [FORECASTER] Starting predict_future for SNOA
[2025-12-09T20:32:03.644647] [DEBUG] [LOCAL     ] No optimal features file found for SNOA: ./output/feature-sets/SNOA.txt
[2025-12-09T20:32:03.644698] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:03.644728] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:03.644754] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:03.644809] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:03.703834] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:03.704623] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:03.704721] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:03.704755] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:03.823474] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:03.823637] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:03.823680] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:03.823738] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:03.827066] [DEBUG] [FORECASTER] SNOA: Forecast T+1@11:T+2@11: DOWN (p=11.52%)
[2025-12-09T20:32:03.827335] [INFO ] [FORECASTER] Completed predict_future for SNOA
[2025-12-09T20:32:03.827459] [INFO ] [sig       ] SNOA: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:32:03.967656] [INFO ] [LOCAL     ] Saved forecast: SNOA	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/SNOA.txt
[2025-12-09T20:32:03.967799] [INFO ] [sig       ] [2987/3614] Completed SNOA in 0.3s | 2.93 sym/s | Total: 17.0m | ETA: 3.6m
[2025-12-09T20:32:03.967837] [INFO ] [sig       ] [2988/3614] Forecasting SNPS...
[2025-12-09T20:32:03.967867] [INFO ] [sig       ] Generating forecast for: SNPS
[2025-12-09T20:32:03.967896] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNPS' from 'https://tdm.silogroup.org/data/derivative_storage/SNPS.csv'.
[2025-12-09T20:32:03.980816] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNPS'.
[2025-12-09T20:32:03.981294] [INFO ] [FORECASTER] Starting predict_future for SNPS
[2025-12-09T20:32:03.982246] [DEBUG] [LOCAL     ] No optimal features file found for SNPS: ./output/feature-sets/SNPS.txt
[2025-12-09T20:32:03.982301] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:03.982340] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:03.982381] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:03.982465] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:04.039482] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:04.040272] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:04.040353] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:04.040387] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:04.159721] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:04.159881] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:04.159922] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:04.159951] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:04.163323] [DEBUG] [FORECASTER] SNPS: Forecast T+1@11:T+2@11: DOWN (p=17.79%)
[2025-12-09T20:32:04.163611] [INFO ] [FORECASTER] Completed predict_future for SNPS
[2025-12-09T20:32:04.163736] [INFO ] [sig       ] SNPS: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:32:04.301404] [INFO ] [LOCAL     ] Saved forecast: SNPS	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/SNPS.txt
[2025-12-09T20:32:04.301536] [INFO ] [sig       ] [2988/3614] Completed SNPS in 0.3s | 2.93 sym/s | Total: 17.0m | ETA: 3.6m
[2025-12-09T20:32:04.301602] [INFO ] [sig       ] [2989/3614] Forecasting SNTI...
[2025-12-09T20:32:04.301635] [INFO ] [sig       ] Generating forecast for: SNTI
[2025-12-09T20:32:04.301663] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNTI' from 'https://tdm.silogroup.org/data/derivative_storage/SNTI.csv'.
[2025-12-09T20:32:04.314520] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNTI'.
[2025-12-09T20:32:04.314934] [INFO ] [FORECASTER] Starting predict_future for SNTI
[2025-12-09T20:32:04.315817] [DEBUG] [LOCAL     ] No optimal features file found for SNTI: ./output/feature-sets/SNTI.txt
[2025-12-09T20:32:04.315871] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:04.315917] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:04.315945] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:04.316002] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:04.372376] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:04.373223] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:04.373304] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:04.373335] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:04.495922] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:04.496043] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:04.496082] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:04.496110] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:04.499466] [DEBUG] [FORECASTER] SNTI: Forecast T+1@11:T+2@11: UP (p=58.83%)
[2025-12-09T20:32:04.499793] [INFO ] [FORECASTER] Completed predict_future for SNTI
[2025-12-09T20:32:04.499913] [INFO ] [sig       ] SNTI: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:32:04.640819] [INFO ] [LOCAL     ] Saved forecast: SNTI	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/SNTI.txt
[2025-12-09T20:32:04.640945] [INFO ] [sig       ] [2989/3614] Completed SNTI in 0.3s | 2.93 sym/s | Total: 17.0m | ETA: 3.6m
[2025-12-09T20:32:04.640983] [INFO ] [sig       ] [2990/3614] Forecasting SNX...
[2025-12-09T20:32:04.641012] [INFO ] [sig       ] Generating forecast for: SNX
[2025-12-09T20:32:04.641042] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNX' from 'https://tdm.silogroup.org/data/derivative_storage/SNX.csv'.
[2025-12-09T20:32:04.654228] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNX'.
[2025-12-09T20:32:04.654533] [INFO ] [FORECASTER] Starting predict_future for SNX
[2025-12-09T20:32:04.655346] [DEBUG] [LOCAL     ] No optimal features file found for SNX: ./output/feature-sets/SNX.txt
[2025-12-09T20:32:04.655398] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:04.655430] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:04.655457] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:04.655514] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:04.714508] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:04.715252] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:04.715328] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:04.715360] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:04.839469] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:04.839638] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:04.839679] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:04.839707] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:04.843413] [DEBUG] [FORECASTER] SNX: Forecast T+1@11:T+2@11: DOWN (p=48.27%)
[2025-12-09T20:32:04.843716] [INFO ] [FORECASTER] Completed predict_future for SNX
[2025-12-09T20:32:04.843841] [INFO ] [sig       ] SNX: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:32:04.990247] [INFO ] [LOCAL     ] Saved forecast: SNX	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/SNX.txt
[2025-12-09T20:32:04.990403] [INFO ] [sig       ] [2990/3614] Completed SNX in 0.3s | 2.93 sym/s | Total: 17.0m | ETA: 3.6m
[2025-12-09T20:32:04.990443] [INFO ] [sig       ] [2991/3614] Forecasting SNY...
[2025-12-09T20:32:04.990473] [INFO ] [sig       ] Generating forecast for: SNY
[2025-12-09T20:32:04.990503] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNY' from 'https://tdm.silogroup.org/data/derivative_storage/SNY.csv'.
[2025-12-09T20:32:05.001878] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNY'.
[2025-12-09T20:32:05.002263] [INFO ] [FORECASTER] Starting predict_future for SNY
[2025-12-09T20:32:05.003042] [DEBUG] [LOCAL     ] No optimal features file found for SNY: ./output/feature-sets/SNY.txt
[2025-12-09T20:32:05.003093] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:05.003124] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:05.003150] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:05.003205] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:05.059851] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:05.060639] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:05.060716] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:05.060749] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:05.177023] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:05.177175] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:05.177219] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:05.177248] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:05.180747] [DEBUG] [FORECASTER] SNY: Forecast T+1@11:T+2@11: DOWN (p=1.15%)
[2025-12-09T20:32:05.181061] [INFO ] [FORECASTER] Completed predict_future for SNY
[2025-12-09T20:32:05.181192] [INFO ] [sig       ] SNY: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:32:05.325416] [INFO ] [LOCAL     ] Saved forecast: SNY	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/SNY.txt
[2025-12-09T20:32:05.325560] [INFO ] [sig       ] [2991/3614] Completed SNY in 0.3s | 2.93 sym/s | Total: 17.0m | ETA: 3.5m
[2025-12-09T20:32:05.325618] [INFO ] [sig       ] [2992/3614] Forecasting SO...
[2025-12-09T20:32:05.325649] [INFO ] [sig       ] Generating forecast for: SO
[2025-12-09T20:32:05.325680] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SO' from 'https://tdm.silogroup.org/data/derivative_storage/SO.csv'.
[2025-12-09T20:32:05.336534] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SO'.
[2025-12-09T20:32:05.336862] [INFO ] [FORECASTER] Starting predict_future for SO
[2025-12-09T20:32:05.337649] [DEBUG] [LOCAL     ] No optimal features file found for SO: ./output/feature-sets/SO.txt
[2025-12-09T20:32:05.337700] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:05.337730] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:05.337757] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:05.337812] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:05.393770] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:05.394357] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:05.394431] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:05.394464] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:05.514690] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:05.514854] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:05.514907] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:05.514936] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:05.518364] [DEBUG] [FORECASTER] SO: Forecast T+1@11:T+2@11: DOWN (p=10.18%)
[2025-12-09T20:32:05.518678] [INFO ] [FORECASTER] Completed predict_future for SO
[2025-12-09T20:32:05.518812] [INFO ] [sig       ] SO: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:32:05.658854] [INFO ] [LOCAL     ] Saved forecast: SO	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/SO.txt
[2025-12-09T20:32:05.658978] [INFO ] [sig       ] [2992/3614] Completed SO in 0.3s | 2.93 sym/s | Total: 17.0m | ETA: 3.5m
[2025-12-09T20:32:05.659017] [INFO ] [sig       ] [2993/3614] Forecasting SOCL...
[2025-12-09T20:32:05.659054] [INFO ] [sig       ] Generating forecast for: SOCL
[2025-12-09T20:32:05.659086] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOCL' from 'https://tdm.silogroup.org/data/derivative_storage/SOCL.csv'.
[2025-12-09T20:32:05.670925] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOCL'.
[2025-12-09T20:32:05.671271] [INFO ] [FORECASTER] Starting predict_future for SOCL
[2025-12-09T20:32:05.672055] [DEBUG] [LOCAL     ] No optimal features file found for SOCL: ./output/feature-sets/SOCL.txt
[2025-12-09T20:32:05.672107] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:05.672139] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:05.672165] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:05.672221] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:05.730561] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:05.731262] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:05.731338] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:05.731371] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:05.838354] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:05.838497] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:05.838537] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:05.838591] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:05.842063] [DEBUG] [FORECASTER] SOCL: Forecast T+1@11:T+2@11: DOWN (p=17.61%)
[2025-12-09T20:32:05.842333] [INFO ] [FORECASTER] Completed predict_future for SOCL
[2025-12-09T20:32:05.842457] [INFO ] [sig       ] SOCL: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:32:05.982969] [INFO ] [LOCAL     ] Saved forecast: SOCL	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/SOCL.txt
[2025-12-09T20:32:05.983099] [INFO ] [sig       ] [2993/3614] Completed SOCL in 0.3s | 2.93 sym/s | Total: 17.0m | ETA: 3.5m
[2025-12-09T20:32:05.983136] [INFO ] [sig       ] [2994/3614] Forecasting SOFI...
[2025-12-09T20:32:05.983165] [INFO ] [sig       ] Generating forecast for: SOFI
[2025-12-09T20:32:05.983194] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOFI' from 'https://tdm.silogroup.org/data/derivative_storage/SOFI.csv'.
[2025-12-09T20:32:05.996627] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOFI'.
[2025-12-09T20:32:05.997330] [INFO ] [FORECASTER] Starting predict_future for SOFI
[2025-12-09T20:32:05.998465] [DEBUG] [LOCAL     ] No optimal features file found for SOFI: ./output/feature-sets/SOFI.txt
[2025-12-09T20:32:05.998530] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:05.998564] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:05.998615] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:05.998674] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:06.062885] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:06.063783] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:06.063901] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:06.063935] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:06.191612] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:06.191760] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:06.191802] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:06.191830] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:06.195349] [DEBUG] [FORECASTER] SOFI: Forecast T+1@11:T+2@11: UP (p=78.95%)
[2025-12-09T20:32:06.195635] [INFO ] [FORECASTER] Completed predict_future for SOFI
[2025-12-09T20:32:06.195757] [INFO ] [sig       ] SOFI: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:32:06.339839] [INFO ] [LOCAL     ] Saved forecast: SOFI	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/SOFI.txt
[2025-12-09T20:32:06.339965] [INFO ] [sig       ] [2994/3614] Completed SOFI in 0.4s | 2.93 sym/s | Total: 17.0m | ETA: 3.5m
[2025-12-09T20:32:06.340003] [INFO ] [sig       ] [2995/3614] Forecasting SOGP...
[2025-12-09T20:32:06.340033] [INFO ] [sig       ] Generating forecast for: SOGP
[2025-12-09T20:32:06.340061] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOGP' from 'https://tdm.silogroup.org/data/derivative_storage/SOGP.csv'.
[2025-12-09T20:32:06.351462] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOGP'.
[2025-12-09T20:32:06.351805] [INFO ] [FORECASTER] Starting predict_future for SOGP
[2025-12-09T20:32:06.352547] [DEBUG] [LOCAL     ] No optimal features file found for SOGP: ./output/feature-sets/SOGP.txt
[2025-12-09T20:32:06.352622] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:06.352655] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:06.352681] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:06.352736] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:06.408730] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:06.409308] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:06.409382] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:06.409414] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:06.520718] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:06.520864] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:06.520905] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:06.520933] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:06.524251] [DEBUG] [FORECASTER] SOGP: Forecast T+1@11:T+2@11: DOWN (p=6.06%)
[2025-12-09T20:32:06.524526] [INFO ] [FORECASTER] Completed predict_future for SOGP
[2025-12-09T20:32:06.524670] [INFO ] [sig       ] SOGP: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:32:06.664809] [INFO ] [LOCAL     ] Saved forecast: SOGP	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/SOGP.txt
[2025-12-09T20:32:06.664929] [INFO ] [sig       ] [2995/3614] Completed SOGP in 0.3s | 2.93 sym/s | Total: 17.0m | ETA: 3.5m
[2025-12-09T20:32:06.664968] [INFO ] [sig       ] [2996/3614] Forecasting SOJC...
[2025-12-09T20:32:06.664997] [INFO ] [sig       ] Generating forecast for: SOJC
[2025-12-09T20:32:06.665025] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOJC' from 'https://tdm.silogroup.org/data/derivative_storage/SOJC.csv'.
[2025-12-09T20:32:06.677122] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOJC'.
[2025-12-09T20:32:06.677410] [INFO ] [FORECASTER] Starting predict_future for SOJC
[2025-12-09T20:32:06.678396] [DEBUG] [LOCAL     ] No optimal features file found for SOJC: ./output/feature-sets/SOJC.txt
[2025-12-09T20:32:06.678446] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:06.678477] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:06.678502] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:06.678556] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:06.734411] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:06.735009] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:06.735081] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:06.735113] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:06.849596] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:06.849725] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:06.849763] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:06.849807] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:06.852990] [DEBUG] [FORECASTER] SOJC: Forecast T+1@11:T+2@11: UP (p=96.86%)
[2025-12-09T20:32:06.853245] [INFO ] [FORECASTER] Completed predict_future for SOJC
[2025-12-09T20:32:06.853361] [INFO ] [sig       ] SOJC: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:32:06.993993] [INFO ] [LOCAL     ] Saved forecast: SOJC	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/SOJC.txt
[2025-12-09T20:32:06.994109] [INFO ] [sig       ] [2996/3614] Completed SOJC in 0.3s | 2.93 sym/s | Total: 17.0m | ETA: 3.5m
[2025-12-09T20:32:06.994146] [INFO ] [sig       ] [2997/3614] Forecasting SOJD...
[2025-12-09T20:32:06.994174] [INFO ] [sig       ] Generating forecast for: SOJD
[2025-12-09T20:32:06.994202] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOJD' from 'https://tdm.silogroup.org/data/derivative_storage/SOJD.csv'.
[2025-12-09T20:32:07.008725] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOJD'.
[2025-12-09T20:32:07.009211] [INFO ] [FORECASTER] Starting predict_future for SOJD
[2025-12-09T20:32:07.010189] [DEBUG] [LOCAL     ] No optimal features file found for SOJD: ./output/feature-sets/SOJD.txt
[2025-12-09T20:32:07.010246] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:07.010281] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:07.010308] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:07.010376] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:07.072868] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:07.074409] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:07.074511] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:07.074544] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:07.206371] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:07.206614] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:07.206665] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:07.206697] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:07.211052] [DEBUG] [FORECASTER] SOJD: Forecast T+1@11:T+2@11: UP (p=67.42%)
[2025-12-09T20:32:07.211375] [INFO ] [FORECASTER] Completed predict_future for SOJD
[2025-12-09T20:32:07.211522] [INFO ] [sig       ] SOJD: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:32:07.370985] [INFO ] [LOCAL     ] Saved forecast: SOJD	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/SOJD.txt
[2025-12-09T20:32:07.371199] [INFO ] [sig       ] [2997/3614] Completed SOJD in 0.4s | 2.93 sym/s | Total: 17.1m | ETA: 3.5m
[2025-12-09T20:32:07.371241] [INFO ] [sig       ] [2998/3614] Forecasting SOJE...
[2025-12-09T20:32:07.371271] [INFO ] [sig       ] Generating forecast for: SOJE
[2025-12-09T20:32:07.371300] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOJE' from 'https://tdm.silogroup.org/data/derivative_storage/SOJE.csv'.
[2025-12-09T20:32:07.383990] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOJE'.
[2025-12-09T20:32:07.384429] [INFO ] [FORECASTER] Starting predict_future for SOJE
[2025-12-09T20:32:07.385444] [DEBUG] [LOCAL     ] No optimal features file found for SOJE: ./output/feature-sets/SOJE.txt
[2025-12-09T20:32:07.385496] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:07.385528] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:07.385554] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:07.385629] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:07.448151] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:07.449100] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:07.449180] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:07.449234] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:07.572240] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:07.572377] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:07.572418] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:07.572445] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:07.575847] [DEBUG] [FORECASTER] SOJE: Forecast T+1@11:T+2@11: DOWN (p=23.68%)
[2025-12-09T20:32:07.576111] [INFO ] [FORECASTER] Completed predict_future for SOJE
[2025-12-09T20:32:07.576233] [INFO ] [sig       ] SOJE: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:32:07.717929] [INFO ] [LOCAL     ] Saved forecast: SOJE	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/SOJE.txt
[2025-12-09T20:32:07.718053] [INFO ] [sig       ] [2998/3614] Completed SOJE in 0.3s | 2.93 sym/s | Total: 17.1m | ETA: 3.5m
[2025-12-09T20:32:07.718092] [INFO ] [sig       ] [2999/3614] Forecasting SOL...
[2025-12-09T20:32:07.718120] [INFO ] [sig       ] Generating forecast for: SOL
[2025-12-09T20:32:07.718149] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOL' from 'https://tdm.silogroup.org/data/derivative_storage/SOL.csv'.
[2025-12-09T20:32:07.729945] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOL'.
[2025-12-09T20:32:07.730214] [INFO ] [FORECASTER] Starting predict_future for SOL
[2025-12-09T20:32:07.731016] [DEBUG] [LOCAL     ] No optimal features file found for SOL: ./output/feature-sets/SOL.txt
[2025-12-09T20:32:07.731070] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:07.731102] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:07.731129] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:07.731187] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:07.789794] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:07.790383] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:07.790457] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:07.790488] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:07.904429] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:07.904563] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:07.904617] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:07.904646] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:07.907881] [DEBUG] [FORECASTER] SOL: Forecast T+1@11:T+2@11: DOWN (p=3.09%)
[2025-12-09T20:32:07.908142] [INFO ] [FORECASTER] Completed predict_future for SOL
[2025-12-09T20:32:07.908257] [INFO ] [sig       ] SOL: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:32:08.050146] [INFO ] [LOCAL     ] Saved forecast: SOL	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/SOL.txt
[2025-12-09T20:32:08.050293] [INFO ] [sig       ] [2999/3614] Completed SOL in 0.3s | 2.93 sym/s | Total: 17.1m | ETA: 3.5m
[2025-12-09T20:32:08.050332] [INFO ] [sig       ] [3000/3614] Forecasting SON...
[2025-12-09T20:32:08.050361] [INFO ] [sig       ] Generating forecast for: SON
[2025-12-09T20:32:08.050392] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SON' from 'https://tdm.silogroup.org/data/derivative_storage/SON.csv'.
[2025-12-09T20:32:08.061981] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SON'.
[2025-12-09T20:32:08.062260] [INFO ] [FORECASTER] Starting predict_future for SON
[2025-12-09T20:32:08.063022] [DEBUG] [LOCAL     ] No optimal features file found for SON: ./output/feature-sets/SON.txt
[2025-12-09T20:32:08.063072] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:08.063103] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:08.063130] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:08.063195] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:08.119343] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:08.119945] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:08.120019] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:08.120050] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:08.240009] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:08.240132] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:08.240169] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:08.240198] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:08.243398] [DEBUG] [FORECASTER] SON: Forecast T+1@11:T+2@11: UP (p=81.54%)
[2025-12-09T20:32:08.243681] [INFO ] [FORECASTER] Completed predict_future for SON
[2025-12-09T20:32:08.243800] [INFO ] [sig       ] SON: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:32:08.383112] [INFO ] [LOCAL     ] Saved forecast: SON	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/SON.txt
[2025-12-09T20:32:08.383228] [INFO ] [sig       ] [3000/3614] Completed SON in 0.3s | 2.93 sym/s | Total: 17.1m | ETA: 3.5m
[2025-12-09T20:32:08.383265] [INFO ] [sig       ] [3001/3614] Forecasting SONO...
[2025-12-09T20:32:08.383292] [INFO ] [sig       ] Generating forecast for: SONO
[2025-12-09T20:32:08.383319] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SONO' from 'https://tdm.silogroup.org/data/derivative_storage/SONO.csv'.
[2025-12-09T20:32:08.394910] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SONO'.
[2025-12-09T20:32:08.395158] [INFO ] [FORECASTER] Starting predict_future for SONO
[2025-12-09T20:32:08.395945] [DEBUG] [LOCAL     ] No optimal features file found for SONO: ./output/feature-sets/SONO.txt
[2025-12-09T20:32:08.395995] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:08.396048] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:08.396076] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:08.396131] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:08.453523] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:08.454139] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:08.454211] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:08.454242] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:08.576392] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:08.576526] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:08.576563] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:08.576611] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:08.580244] [DEBUG] [FORECASTER] SONO: Forecast T+1@11:T+2@11: UP (p=93.49%)
[2025-12-09T20:32:08.580506] [INFO ] [FORECASTER] Completed predict_future for SONO
[2025-12-09T20:32:08.580643] [INFO ] [sig       ] SONO: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:32:08.739249] [INFO ] [LOCAL     ] Saved forecast: SONO	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/SONO.txt
[2025-12-09T20:32:08.739382] [INFO ] [sig       ] [3001/3614] Completed SONO in 0.4s | 2.93 sym/s | Total: 17.1m | ETA: 3.5m
[2025-12-09T20:32:08.739421] [INFO ] [sig       ] [3002/3614] Forecasting SOPA...
[2025-12-09T20:32:08.739450] [INFO ] [sig       ] Generating forecast for: SOPA
[2025-12-09T20:32:08.739479] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOPA' from 'https://tdm.silogroup.org/data/derivative_storage/SOPA.csv'.
[2025-12-09T20:32:08.752321] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOPA'.
[2025-12-09T20:32:08.752634] [INFO ] [FORECASTER] Starting predict_future for SOPA
[2025-12-09T20:32:08.753388] [DEBUG] [LOCAL     ] No optimal features file found for SOPA: ./output/feature-sets/SOPA.txt
[2025-12-09T20:32:08.753439] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:08.753470] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:08.753496] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:08.753555] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:08.809561] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:08.810159] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:08.810232] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:08.810264] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:08.926440] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:08.926593] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:08.926634] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:08.926662] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:08.929914] [DEBUG] [FORECASTER] SOPA: Forecast T+1@11:T+2@11: DOWN (p=45.11%)
[2025-12-09T20:32:08.930175] [INFO ] [FORECASTER] Completed predict_future for SOPA
[2025-12-09T20:32:08.930292] [INFO ] [sig       ] SOPA: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:32:09.070097] [INFO ] [LOCAL     ] Saved forecast: SOPA	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/SOPA.txt
[2025-12-09T20:32:09.070217] [INFO ] [sig       ] [3002/3614] Completed SOPA in 0.3s | 2.93 sym/s | Total: 17.1m | ETA: 3.5m
[2025-12-09T20:32:09.070255] [INFO ] [sig       ] [3003/3614] Forecasting SOPH...
[2025-12-09T20:32:09.070285] [INFO ] [sig       ] Generating forecast for: SOPH
[2025-12-09T20:32:09.070314] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOPH' from 'https://tdm.silogroup.org/data/derivative_storage/SOPH.csv'.
[2025-12-09T20:32:09.081712] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOPH'.
[2025-12-09T20:32:09.082035] [INFO ] [FORECASTER] Starting predict_future for SOPH
[2025-12-09T20:32:09.082828] [DEBUG] [LOCAL     ] No optimal features file found for SOPH: ./output/feature-sets/SOPH.txt
[2025-12-09T20:32:09.082879] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:09.082911] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:09.082937] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:09.082992] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:09.142149] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:09.143080] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:09.143171] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:09.143204] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:09.261191] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:09.261356] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:09.261399] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:09.261428] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:09.265007] [DEBUG] [FORECASTER] SOPH: Forecast T+1@11:T+2@11: DOWN (p=28.04%)
[2025-12-09T20:32:09.265282] [INFO ] [FORECASTER] Completed predict_future for SOPH
[2025-12-09T20:32:09.265405] [INFO ] [sig       ] SOPH: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:32:09.407953] [INFO ] [LOCAL     ] Saved forecast: SOPH	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/SOPH.txt
[2025-12-09T20:32:09.408116] [INFO ] [sig       ] [3003/3614] Completed SOPH in 0.3s | 2.93 sym/s | Total: 17.1m | ETA: 3.5m
[2025-12-09T20:32:09.408155] [INFO ] [sig       ] [3004/3614] Forecasting SOUN...
[2025-12-09T20:32:09.408185] [INFO ] [sig       ] Generating forecast for: SOUN
[2025-12-09T20:32:09.408224] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOUN' from 'https://tdm.silogroup.org/data/derivative_storage/SOUN.csv'.
[2025-12-09T20:32:09.420281] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOUN'.
[2025-12-09T20:32:09.420696] [INFO ] [FORECASTER] Starting predict_future for SOUN
[2025-12-09T20:32:09.421463] [DEBUG] [LOCAL     ] No optimal features file found for SOUN: ./output/feature-sets/SOUN.txt
[2025-12-09T20:32:09.421514] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:09.421545] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:09.421589] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:09.421648] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:09.477130] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:09.477781] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:09.477855] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:09.477888] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:09.594768] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:09.594935] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:09.594974] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:09.595032] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:09.598409] [DEBUG] [FORECASTER] SOUN: Forecast T+1@11:T+2@11: DOWN (p=1.14%)
[2025-12-09T20:32:09.598721] [INFO ] [FORECASTER] Completed predict_future for SOUN
[2025-12-09T20:32:09.598864] [INFO ] [sig       ] SOUN: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:32:09.738608] [INFO ] [LOCAL     ] Saved forecast: SOUN	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/SOUN.txt
[2025-12-09T20:32:09.738759] [INFO ] [sig       ] [3004/3614] Completed SOUN in 0.3s | 2.93 sym/s | Total: 17.1m | ETA: 3.5m
[2025-12-09T20:32:09.738799] [INFO ] [sig       ] [3005/3614] Forecasting SOXQ...
[2025-12-09T20:32:09.738828] [INFO ] [sig       ] Generating forecast for: SOXQ
[2025-12-09T20:32:09.738857] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOXQ' from 'https://tdm.silogroup.org/data/derivative_storage/SOXQ.csv'.
[2025-12-09T20:32:09.753847] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOXQ'.
[2025-12-09T20:32:09.754317] [INFO ] [FORECASTER] Starting predict_future for SOXQ
[2025-12-09T20:32:09.755409] [DEBUG] [LOCAL     ] No optimal features file found for SOXQ: ./output/feature-sets/SOXQ.txt
[2025-12-09T20:32:09.755478] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:09.755526] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:09.755595] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:09.755707] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:09.822434] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:09.823366] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:09.823452] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:09.823485] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:09.950547] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:09.950713] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:09.950754] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:09.950785] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:09.954351] [DEBUG] [FORECASTER] SOXQ: Forecast T+1@11:T+2@11: DOWN (p=26.56%)
[2025-12-09T20:32:09.954668] [INFO ] [FORECASTER] Completed predict_future for SOXQ
[2025-12-09T20:32:09.954819] [INFO ] [sig       ] SOXQ: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:32:10.095226] [INFO ] [LOCAL     ] Saved forecast: SOXQ	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/SOXQ.txt
[2025-12-09T20:32:10.095356] [INFO ] [sig       ] [3005/3614] Completed SOXQ in 0.4s | 2.93 sym/s | Total: 17.1m | ETA: 3.5m
[2025-12-09T20:32:10.095396] [INFO ] [sig       ] [3006/3614] Forecasting SOXX...
[2025-12-09T20:32:10.095425] [INFO ] [sig       ] Generating forecast for: SOXX
[2025-12-09T20:32:10.095453] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOXX' from 'https://tdm.silogroup.org/data/derivative_storage/SOXX.csv'.
[2025-12-09T20:32:10.108206] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOXX'.
[2025-12-09T20:32:10.108529] [INFO ] [FORECASTER] Starting predict_future for SOXX
[2025-12-09T20:32:10.109487] [DEBUG] [LOCAL     ] No optimal features file found for SOXX: ./output/feature-sets/SOXX.txt
[2025-12-09T20:32:10.109538] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:10.109569] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:10.109625] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:10.109683] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:10.167008] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:10.167825] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:10.167908] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:10.167940] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:10.286015] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:10.286184] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:10.286228] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:10.286257] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:10.289788] [DEBUG] [FORECASTER] SOXX: Forecast T+1@11:T+2@11: DOWN (p=33.96%)
[2025-12-09T20:32:10.290081] [INFO ] [FORECASTER] Completed predict_future for SOXX
[2025-12-09T20:32:10.290211] [INFO ] [sig       ] SOXX: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:32:10.430588] [INFO ] [LOCAL     ] Saved forecast: SOXX	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/SOXX.txt
[2025-12-09T20:32:10.430763] [INFO ] [sig       ] [3006/3614] Completed SOXX in 0.3s | 2.93 sym/s | Total: 17.1m | ETA: 3.5m
[2025-12-09T20:32:10.430807] [INFO ] [sig       ] [3007/3614] Forecasting SPAI...
[2025-12-09T20:32:10.430839] [INFO ] [sig       ] Generating forecast for: SPAI
[2025-12-09T20:32:10.430870] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPAI' from 'https://tdm.silogroup.org/data/derivative_storage/SPAI.csv'.
[2025-12-09T20:32:10.443108] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPAI'.
[2025-12-09T20:32:10.443463] [INFO ] [FORECASTER] Starting predict_future for SPAI
[2025-12-09T20:32:10.444308] [DEBUG] [LOCAL     ] No optimal features file found for SPAI: ./output/feature-sets/SPAI.txt
[2025-12-09T20:32:10.444361] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:10.444393] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:10.444420] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:10.444475] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:10.504678] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:10.505499] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:10.505596] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:10.505632] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:10.629548] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:10.629750] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:10.629791] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:10.629819] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:10.633213] [DEBUG] [FORECASTER] SPAI: Forecast T+1@11:T+2@11: UP (p=85.94%)
[2025-12-09T20:32:10.633485] [INFO ] [FORECASTER] Completed predict_future for SPAI
[2025-12-09T20:32:10.633624] [INFO ] [sig       ] SPAI: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:32:10.777204] [INFO ] [LOCAL     ] Saved forecast: SPAI	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/SPAI.txt
[2025-12-09T20:32:10.777353] [INFO ] [sig       ] [3007/3614] Completed SPAI in 0.3s | 2.93 sym/s | Total: 17.1m | ETA: 3.5m
[2025-12-09T20:32:10.777393] [INFO ] [sig       ] [3008/3614] Forecasting SPB...
[2025-12-09T20:32:10.777423] [INFO ] [sig       ] Generating forecast for: SPB
[2025-12-09T20:32:10.777452] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPB' from 'https://tdm.silogroup.org/data/derivative_storage/SPB.csv'.
[2025-12-09T20:32:10.788727] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPB'.
[2025-12-09T20:32:10.789082] [INFO ] [FORECASTER] Starting predict_future for SPB
[2025-12-09T20:32:10.789852] [DEBUG] [LOCAL     ] No optimal features file found for SPB: ./output/feature-sets/SPB.txt
[2025-12-09T20:32:10.789903] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:10.789933] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:10.789960] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:10.790018] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:10.849357] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:10.850383] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:10.850461] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:10.850494] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:10.974277] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:10.974429] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:10.974471] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:10.974500] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:10.978302] [DEBUG] [FORECASTER] SPB: Forecast T+1@11:T+2@11: UP (p=58.90%)
[2025-12-09T20:32:10.978608] [INFO ] [FORECASTER] Completed predict_future for SPB
[2025-12-09T20:32:10.978739] [INFO ] [sig       ] SPB: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:32:11.120754] [INFO ] [LOCAL     ] Saved forecast: SPB	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/SPB.txt
[2025-12-09T20:32:11.120923] [INFO ] [sig       ] [3008/3614] Completed SPB in 0.3s | 2.93 sym/s | Total: 17.1m | ETA: 3.4m
[2025-12-09T20:32:11.120964] [INFO ] [sig       ] [3009/3614] Forecasting SPCB...
[2025-12-09T20:32:11.120994] [INFO ] [sig       ] Generating forecast for: SPCB
[2025-12-09T20:32:11.121023] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPCB' from 'https://tdm.silogroup.org/data/derivative_storage/SPCB.csv'.
[2025-12-09T20:32:11.135359] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPCB'.
[2025-12-09T20:32:11.135880] [INFO ] [FORECASTER] Starting predict_future for SPCB
[2025-12-09T20:32:11.136845] [DEBUG] [LOCAL     ] No optimal features file found for SPCB: ./output/feature-sets/SPCB.txt
[2025-12-09T20:32:11.136901] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:11.136937] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:11.136965] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:11.137024] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:11.199132] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:11.200316] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:11.200414] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:11.200450] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:11.323832] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:11.324081] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:11.324131] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:11.324160] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:11.328106] [DEBUG] [FORECASTER] SPCB: Forecast T+1@11:T+2@11: DOWN (p=46.83%)
[2025-12-09T20:32:11.328419] [INFO ] [FORECASTER] Completed predict_future for SPCB
[2025-12-09T20:32:11.328554] [INFO ] [sig       ] SPCB: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:32:11.471172] [INFO ] [LOCAL     ] Saved forecast: SPCB	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/SPCB.txt
[2025-12-09T20:32:11.471379] [INFO ] [sig       ] [3009/3614] Completed SPCB in 0.4s | 2.93 sym/s | Total: 17.1m | ETA: 3.4m
[2025-12-09T20:32:11.471424] [INFO ] [sig       ] [3010/3614] Forecasting SPCE...
[2025-12-09T20:32:11.471456] [INFO ] [sig       ] Generating forecast for: SPCE
[2025-12-09T20:32:11.471487] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPCE' from 'https://tdm.silogroup.org/data/derivative_storage/SPCE.csv'.
[2025-12-09T20:32:11.484875] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPCE'.
[2025-12-09T20:32:11.485320] [INFO ] [FORECASTER] Starting predict_future for SPCE
[2025-12-09T20:32:11.486158] [DEBUG] [LOCAL     ] No optimal features file found for SPCE: ./output/feature-sets/SPCE.txt
[2025-12-09T20:32:11.486210] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:11.486241] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:11.486266] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:11.486321] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:11.542875] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:11.543585] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:11.543667] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:11.543705] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:11.661885] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:11.662043] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:11.662084] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:11.662111] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:11.665503] [DEBUG] [FORECASTER] SPCE: Forecast T+1@11:T+2@11: UP (p=57.05%)
[2025-12-09T20:32:11.665826] [INFO ] [FORECASTER] Completed predict_future for SPCE
[2025-12-09T20:32:11.665960] [INFO ] [sig       ] SPCE: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:32:11.809039] [INFO ] [LOCAL     ] Saved forecast: SPCE	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/SPCE.txt
[2025-12-09T20:32:11.809169] [INFO ] [sig       ] [3010/3614] Completed SPCE in 0.3s | 2.93 sym/s | Total: 17.1m | ETA: 3.4m
[2025-12-09T20:32:11.809208] [INFO ] [sig       ] [3011/3614] Forecasting SPE...
[2025-12-09T20:32:11.809237] [INFO ] [sig       ] Generating forecast for: SPE
[2025-12-09T20:32:11.809266] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPE' from 'https://tdm.silogroup.org/data/derivative_storage/SPE.csv'.
[2025-12-09T20:32:11.821071] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPE'.
[2025-12-09T20:32:11.821342] [INFO ] [FORECASTER] Starting predict_future for SPE
[2025-12-09T20:32:11.822321] [DEBUG] [LOCAL     ] No optimal features file found for SPE: ./output/feature-sets/SPE.txt
[2025-12-09T20:32:11.822372] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:11.822402] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:11.822428] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:11.822483] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:11.878955] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:11.879646] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:11.879761] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:11.879801] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:11.994901] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:11.995037] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:11.995075] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:11.995104] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:11.998482] [DEBUG] [FORECASTER] SPE: Forecast T+1@11:T+2@11: UP (p=93.89%)
[2025-12-09T20:32:11.998788] [INFO ] [FORECASTER] Completed predict_future for SPE
[2025-12-09T20:32:11.998933] [INFO ] [sig       ] SPE: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:32:12.142018] [INFO ] [LOCAL     ] Saved forecast: SPE	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/SPE.txt
[2025-12-09T20:32:12.142200] [INFO ] [sig       ] [3011/3614] Completed SPE in 0.3s | 2.93 sym/s | Total: 17.1m | ETA: 3.4m
[2025-12-09T20:32:12.142243] [INFO ] [sig       ] [3012/3614] Forecasting SPFI...
[2025-12-09T20:32:12.142274] [INFO ] [sig       ] Generating forecast for: SPFI
[2025-12-09T20:32:12.142304] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPFI' from 'https://tdm.silogroup.org/data/derivative_storage/SPFI.csv'.
[2025-12-09T20:32:12.154914] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPFI'.
[2025-12-09T20:32:12.155306] [INFO ] [FORECASTER] Starting predict_future for SPFI
[2025-12-09T20:32:12.156207] [DEBUG] [LOCAL     ] No optimal features file found for SPFI: ./output/feature-sets/SPFI.txt
[2025-12-09T20:32:12.156259] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:12.156291] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:12.156317] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:12.156373] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:12.214870] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:12.215951] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:12.216044] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:12.216078] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:12.337183] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:12.337416] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:12.337468] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:12.337520] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:12.341289] [DEBUG] [FORECASTER] SPFI: Forecast T+1@11:T+2@11: UP (p=97.69%)
[2025-12-09T20:32:12.341624] [INFO ] [FORECASTER] Completed predict_future for SPFI
[2025-12-09T20:32:12.341757] [INFO ] [sig       ] SPFI: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:32:12.571764] [INFO ] [LOCAL     ] Saved forecast: SPFI	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/SPFI.txt
[2025-12-09T20:32:12.571960] [INFO ] [sig       ] [3012/3614] Completed SPFI in 0.4s | 2.93 sym/s | Total: 17.1m | ETA: 3.4m
[2025-12-09T20:32:12.572002] [INFO ] [sig       ] [3013/3614] Forecasting SPG...
[2025-12-09T20:32:12.572033] [INFO ] [sig       ] Generating forecast for: SPG
[2025-12-09T20:32:12.572065] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPG' from 'https://tdm.silogroup.org/data/derivative_storage/SPG.csv'.
[2025-12-09T20:32:12.586115] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPG'.
[2025-12-09T20:32:12.586757] [INFO ] [FORECASTER] Starting predict_future for SPG
[2025-12-09T20:32:12.587817] [DEBUG] [LOCAL     ] No optimal features file found for SPG: ./output/feature-sets/SPG.txt
[2025-12-09T20:32:12.587926] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:12.587964] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:12.587992] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:12.588052] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:12.647183] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:12.648355] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:12.648451] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:12.648486] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:12.776940] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:12.777155] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:12.777201] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:12.777232] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:12.781111] [DEBUG] [FORECASTER] SPG: Forecast T+1@11:T+2@11: UP (p=91.77%)
[2025-12-09T20:32:12.781413] [INFO ] [FORECASTER] Completed predict_future for SPG
[2025-12-09T20:32:12.781542] [INFO ] [sig       ] SPG: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:32:12.934980] [INFO ] [LOCAL     ] Saved forecast: SPG	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/SPG.txt
[2025-12-09T20:32:12.935188] [INFO ] [sig       ] [3013/3614] Completed SPG in 0.4s | 2.93 sym/s | Total: 17.1m | ETA: 3.4m
[2025-12-09T20:32:12.935232] [INFO ] [sig       ] [3014/3614] Forecasting SPGI...
[2025-12-09T20:32:12.935263] [INFO ] [sig       ] Generating forecast for: SPGI
[2025-12-09T20:32:12.935292] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPGI' from 'https://tdm.silogroup.org/data/derivative_storage/SPGI.csv'.
[2025-12-09T20:32:12.948957] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPGI'.
[2025-12-09T20:32:12.949387] [INFO ] [FORECASTER] Starting predict_future for SPGI
[2025-12-09T20:32:12.950317] [DEBUG] [LOCAL     ] No optimal features file found for SPGI: ./output/feature-sets/SPGI.txt
[2025-12-09T20:32:12.950371] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:12.950404] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:12.950430] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:12.950488] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:13.009147] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:13.010281] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:13.010376] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:13.010409] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:13.140033] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:13.140198] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:13.140245] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:13.140275] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:13.143712] [DEBUG] [FORECASTER] SPGI: Forecast T+1@11:T+2@11: UP (p=92.88%)
[2025-12-09T20:32:13.143994] [INFO ] [FORECASTER] Completed predict_future for SPGI
[2025-12-09T20:32:13.144117] [INFO ] [sig       ] SPGI: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:32:13.285306] [INFO ] [LOCAL     ] Saved forecast: SPGI	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/SPGI.txt
[2025-12-09T20:32:13.285487] [INFO ] [sig       ] [3014/3614] Completed SPGI in 0.4s | 2.93 sym/s | Total: 17.2m | ETA: 3.4m
[2025-12-09T20:32:13.285528] [INFO ] [sig       ] [3015/3614] Forecasting SPH...
[2025-12-09T20:32:13.285557] [INFO ] [sig       ] Generating forecast for: SPH
[2025-12-09T20:32:13.285606] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPH' from 'https://tdm.silogroup.org/data/derivative_storage/SPH.csv'.
[2025-12-09T20:32:13.297840] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPH'.
[2025-12-09T20:32:13.298170] [INFO ] [FORECASTER] Starting predict_future for SPH
[2025-12-09T20:32:13.298946] [DEBUG] [LOCAL     ] No optimal features file found for SPH: ./output/feature-sets/SPH.txt
[2025-12-09T20:32:13.298995] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:13.299026] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:13.299053] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:13.299107] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:13.354985] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:13.355781] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:13.355860] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:13.355892] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:13.472270] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:13.472432] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:13.472471] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:13.472499] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:13.475929] [DEBUG] [FORECASTER] SPH: Forecast T+1@11:T+2@11: UP (p=71.61%)
[2025-12-09T20:32:13.476199] [INFO ] [FORECASTER] Completed predict_future for SPH
[2025-12-09T20:32:13.476320] [INFO ] [sig       ] SPH: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:32:13.614747] [INFO ] [LOCAL     ] Saved forecast: SPH	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/SPH.txt
[2025-12-09T20:32:13.614893] [INFO ] [sig       ] [3015/3614] Completed SPH in 0.3s | 2.93 sym/s | Total: 17.2m | ETA: 3.4m
[2025-12-09T20:32:13.614930] [INFO ] [sig       ] [3016/3614] Forecasting SPNS...
[2025-12-09T20:32:13.614959] [INFO ] [sig       ] Generating forecast for: SPNS
[2025-12-09T20:32:13.614989] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPNS' from 'https://tdm.silogroup.org/data/derivative_storage/SPNS.csv'.
[2025-12-09T20:32:13.626149] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPNS'.
[2025-12-09T20:32:13.626475] [INFO ] [FORECASTER] Starting predict_future for SPNS
[2025-12-09T20:32:13.627258] [DEBUG] [LOCAL     ] No optimal features file found for SPNS: ./output/feature-sets/SPNS.txt
[2025-12-09T20:32:13.627308] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:13.627338] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:13.627363] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:13.627417] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:13.683021] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:13.683698] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:13.683784] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:13.683822] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:13.803276] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:13.803444] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:13.803489] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:13.803518] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:13.806980] [DEBUG] [FORECASTER] SPNS: Forecast T+1@11:T+2@11: DOWN (p=44.54%)
[2025-12-09T20:32:13.807262] [INFO ] [FORECASTER] Completed predict_future for SPNS
[2025-12-09T20:32:13.807386] [INFO ] [sig       ] SPNS: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:32:13.944951] [INFO ] [LOCAL     ] Saved forecast: SPNS	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/SPNS.txt
[2025-12-09T20:32:13.945288] [INFO ] [sig       ] [3016/3614] Completed SPNS in 0.3s | 2.93 sym/s | Total: 17.2m | ETA: 3.4m
[2025-12-09T20:32:13.945342] [INFO ] [sig       ] [3017/3614] Forecasting SPOK...
[2025-12-09T20:32:13.945374] [INFO ] [sig       ] Generating forecast for: SPOK
[2025-12-09T20:32:13.945402] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPOK' from 'https://tdm.silogroup.org/data/derivative_storage/SPOK.csv'.
[2025-12-09T20:32:13.956992] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPOK'.
[2025-12-09T20:32:13.957310] [INFO ] [FORECASTER] Starting predict_future for SPOK
[2025-12-09T20:32:13.958098] [DEBUG] [LOCAL     ] No optimal features file found for SPOK: ./output/feature-sets/SPOK.txt
[2025-12-09T20:32:13.958148] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:13.958180] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:13.958205] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:13.958258] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:14.016010] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:14.016829] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:14.016947] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:14.017001] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:14.141514] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:14.141686] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:14.141728] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:14.141756] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:14.145298] [DEBUG] [FORECASTER] SPOK: Forecast T+1@11:T+2@11: DOWN (p=9.98%)
[2025-12-09T20:32:14.145609] [INFO ] [FORECASTER] Completed predict_future for SPOK
[2025-12-09T20:32:14.145758] [INFO ] [sig       ] SPOK: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:32:14.293618] [INFO ] [LOCAL     ] Saved forecast: SPOK	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/SPOK.txt
[2025-12-09T20:32:14.293761] [INFO ] [sig       ] [3017/3614] Completed SPOK in 0.3s | 2.93 sym/s | Total: 17.2m | ETA: 3.4m
[2025-12-09T20:32:14.293806] [INFO ] [sig       ] [3018/3614] Forecasting SPRC...
[2025-12-09T20:32:14.293839] [INFO ] [sig       ] Generating forecast for: SPRC
[2025-12-09T20:32:14.293869] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPRC' from 'https://tdm.silogroup.org/data/derivative_storage/SPRC.csv'.
[2025-12-09T20:32:14.305878] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPRC'.
[2025-12-09T20:32:14.306239] [INFO ] [FORECASTER] Starting predict_future for SPRC
[2025-12-09T20:32:14.307027] [DEBUG] [LOCAL     ] No optimal features file found for SPRC: ./output/feature-sets/SPRC.txt
[2025-12-09T20:32:14.307078] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:14.307138] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:14.307166] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:14.307223] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:14.366843] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:14.367677] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:14.367782] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:14.367829] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:14.494096] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:14.494235] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:14.494284] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:14.494321] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:14.497930] [DEBUG] [FORECASTER] SPRC: Forecast T+1@11:T+2@11: UP (p=83.12%)
[2025-12-09T20:32:14.498259] [INFO ] [FORECASTER] Completed predict_future for SPRC
[2025-12-09T20:32:14.498425] [INFO ] [sig       ] SPRC: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:32:14.649730] [INFO ] [LOCAL     ] Saved forecast: SPRC	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/SPRC.txt
[2025-12-09T20:32:14.649883] [INFO ] [sig       ] [3018/3614] Completed SPRC in 0.4s | 2.93 sym/s | Total: 17.2m | ETA: 3.4m
[2025-12-09T20:32:14.649925] [INFO ] [sig       ] [3019/3614] Forecasting SPRO...
[2025-12-09T20:32:14.649964] [INFO ] [sig       ] Generating forecast for: SPRO
[2025-12-09T20:32:14.650016] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPRO' from 'https://tdm.silogroup.org/data/derivative_storage/SPRO.csv'.
[2025-12-09T20:32:14.661223] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPRO'.
[2025-12-09T20:32:14.661560] [INFO ] [FORECASTER] Starting predict_future for SPRO
[2025-12-09T20:32:14.662428] [DEBUG] [LOCAL     ] No optimal features file found for SPRO: ./output/feature-sets/SPRO.txt
[2025-12-09T20:32:14.662480] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:14.662512] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:14.662538] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:14.662617] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:14.720772] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:14.721545] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:14.721642] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:14.721676] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:14.841740] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:14.841894] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:14.841936] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:14.841964] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:14.845303] [DEBUG] [FORECASTER] SPRO: Forecast T+1@11:T+2@11: DOWN (p=10.75%)
[2025-12-09T20:32:14.845565] [INFO ] [FORECASTER] Completed predict_future for SPRO
[2025-12-09T20:32:14.845702] [INFO ] [sig       ] SPRO: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:32:14.982128] [INFO ] [LOCAL     ] Saved forecast: SPRO	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/SPRO.txt
[2025-12-09T20:32:14.982265] [INFO ] [sig       ] [3019/3614] Completed SPRO in 0.3s | 2.93 sym/s | Total: 17.2m | ETA: 3.4m
[2025-12-09T20:32:14.982303] [INFO ] [sig       ] [3020/3614] Forecasting SPRX...
[2025-12-09T20:32:14.982332] [INFO ] [sig       ] Generating forecast for: SPRX
[2025-12-09T20:32:14.982361] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPRX' from 'https://tdm.silogroup.org/data/derivative_storage/SPRX.csv'.
[2025-12-09T20:32:14.994096] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPRX'.
[2025-12-09T20:32:14.994443] [INFO ] [FORECASTER] Starting predict_future for SPRX
[2025-12-09T20:32:14.995362] [DEBUG] [LOCAL     ] No optimal features file found for SPRX: ./output/feature-sets/SPRX.txt
[2025-12-09T20:32:14.995426] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:14.995467] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:14.995494] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:14.995564] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:15.055924] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:15.056972] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:15.057060] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:15.057092] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:15.174727] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:15.174887] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:15.174949] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:15.174979] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:15.178538] [DEBUG] [FORECASTER] SPRX: Forecast T+1@11:T+2@11: UP (p=59.39%)
[2025-12-09T20:32:15.178841] [INFO ] [FORECASTER] Completed predict_future for SPRX
[2025-12-09T20:32:15.178971] [INFO ] [sig       ] SPRX: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:32:15.318187] [INFO ] [LOCAL     ] Saved forecast: SPRX	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/SPRX.txt
[2025-12-09T20:32:15.318321] [INFO ] [sig       ] [3020/3614] Completed SPRX in 0.3s | 2.93 sym/s | Total: 17.2m | ETA: 3.4m
[2025-12-09T20:32:15.318360] [INFO ] [sig       ] [3021/3614] Forecasting SPRY...
[2025-12-09T20:32:15.318389] [INFO ] [sig       ] Generating forecast for: SPRY
[2025-12-09T20:32:15.318419] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPRY' from 'https://tdm.silogroup.org/data/derivative_storage/SPRY.csv'.
[2025-12-09T20:32:15.330662] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPRY'.
[2025-12-09T20:32:15.330946] [INFO ] [FORECASTER] Starting predict_future for SPRY
[2025-12-09T20:32:15.331762] [DEBUG] [LOCAL     ] No optimal features file found for SPRY: ./output/feature-sets/SPRY.txt
[2025-12-09T20:32:15.331820] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:15.331863] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:15.331898] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:15.331973] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:15.388121] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:15.388873] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:15.388951] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:15.388982] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:15.509384] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:15.509543] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:15.509601] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:15.509666] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:15.513436] [DEBUG] [FORECASTER] SPRY: Forecast T+1@11:T+2@11: UP (p=80.75%)
[2025-12-09T20:32:15.513727] [INFO ] [FORECASTER] Completed predict_future for SPRY
[2025-12-09T20:32:15.513853] [INFO ] [sig       ] SPRY: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:32:15.654805] [INFO ] [LOCAL     ] Saved forecast: SPRY	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/SPRY.txt
[2025-12-09T20:32:15.654944] [INFO ] [sig       ] [3021/3614] Completed SPRY in 0.3s | 2.93 sym/s | Total: 17.2m | ETA: 3.4m
[2025-12-09T20:32:15.654982] [INFO ] [sig       ] [3022/3614] Forecasting SPSC...
[2025-12-09T20:32:15.655011] [INFO ] [sig       ] Generating forecast for: SPSC
[2025-12-09T20:32:15.655040] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPSC' from 'https://tdm.silogroup.org/data/derivative_storage/SPSC.csv'.
[2025-12-09T20:32:15.667146] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPSC'.
[2025-12-09T20:32:15.667550] [INFO ] [FORECASTER] Starting predict_future for SPSC
[2025-12-09T20:32:15.668340] [DEBUG] [LOCAL     ] No optimal features file found for SPSC: ./output/feature-sets/SPSC.txt
[2025-12-09T20:32:15.668393] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:15.668424] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:15.668450] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:15.668506] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:15.725194] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:15.726104] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:15.726186] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:15.726218] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:15.841060] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:15.841193] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:15.841232] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:15.841260] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:15.844508] [DEBUG] [FORECASTER] SPSC: Forecast T+1@11:T+2@11: UP (p=67.64%)
[2025-12-09T20:32:15.844788] [INFO ] [FORECASTER] Completed predict_future for SPSC
[2025-12-09T20:32:15.844908] [INFO ] [sig       ] SPSC: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:32:15.985447] [INFO ] [LOCAL     ] Saved forecast: SPSC	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/SPSC.txt
[2025-12-09T20:32:15.985597] [INFO ] [sig       ] [3022/3614] Completed SPSC in 0.3s | 2.93 sym/s | Total: 17.2m | ETA: 3.4m
[2025-12-09T20:32:15.985638] [INFO ] [sig       ] [3023/3614] Forecasting SPWH...
[2025-12-09T20:32:15.985668] [INFO ] [sig       ] Generating forecast for: SPWH
[2025-12-09T20:32:15.985698] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPWH' from 'https://tdm.silogroup.org/data/derivative_storage/SPWH.csv'.
[2025-12-09T20:32:15.997261] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPWH'.
[2025-12-09T20:32:15.997636] [INFO ] [FORECASTER] Starting predict_future for SPWH
[2025-12-09T20:32:15.998396] [DEBUG] [LOCAL     ] No optimal features file found for SPWH: ./output/feature-sets/SPWH.txt
[2025-12-09T20:32:15.998446] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:15.998476] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:15.998501] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:15.998556] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:16.057733] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:16.058728] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:16.058821] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:16.058864] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:16.181025] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:16.181179] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:16.181218] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:16.181248] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:16.184542] [DEBUG] [FORECASTER] SPWH: Forecast T+1@11:T+2@11: DOWN (p=13.45%)
[2025-12-09T20:32:16.184820] [INFO ] [FORECASTER] Completed predict_future for SPWH
[2025-12-09T20:32:16.184939] [INFO ] [sig       ] SPWH: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:32:16.322216] [INFO ] [LOCAL     ] Saved forecast: SPWH	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/SPWH.txt
[2025-12-09T20:32:16.322350] [INFO ] [sig       ] [3023/3614] Completed SPWH in 0.3s | 2.93 sym/s | Total: 17.2m | ETA: 3.4m
[2025-12-09T20:32:16.322389] [INFO ] [sig       ] [3024/3614] Forecasting SPXC...
[2025-12-09T20:32:16.322420] [INFO ] [sig       ] Generating forecast for: SPXC
[2025-12-09T20:32:16.322450] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPXC' from 'https://tdm.silogroup.org/data/derivative_storage/SPXC.csv'.
[2025-12-09T20:32:16.334683] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPXC'.
[2025-12-09T20:32:16.335111] [INFO ] [FORECASTER] Starting predict_future for SPXC
[2025-12-09T20:32:16.336100] [DEBUG] [LOCAL     ] No optimal features file found for SPXC: ./output/feature-sets/SPXC.txt
[2025-12-09T20:32:16.336154] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:16.336202] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:16.336230] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:16.336286] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:16.394889] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:16.395794] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:16.395879] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:16.395912] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:16.520332] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:16.520479] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:16.520522] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:16.520552] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:16.523962] [DEBUG] [FORECASTER] SPXC: Forecast T+1@11:T+2@11: DOWN (p=43.73%)
[2025-12-09T20:32:16.524229] [INFO ] [FORECASTER] Completed predict_future for SPXC
[2025-12-09T20:32:16.524351] [INFO ] [sig       ] SPXC: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:32:16.668896] [INFO ] [LOCAL     ] Saved forecast: SPXC	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/SPXC.txt
[2025-12-09T20:32:16.669046] [INFO ] [sig       ] [3024/3614] Completed SPXC in 0.3s | 2.93 sym/s | Total: 17.2m | ETA: 3.4m
[2025-12-09T20:32:16.669086] [INFO ] [sig       ] [3025/3614] Forecasting SPXX...
[2025-12-09T20:32:16.669116] [INFO ] [sig       ] Generating forecast for: SPXX
[2025-12-09T20:32:16.669145] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPXX' from 'https://tdm.silogroup.org/data/derivative_storage/SPXX.csv'.
[2025-12-09T20:32:16.680321] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPXX'.
[2025-12-09T20:32:16.680614] [INFO ] [FORECASTER] Starting predict_future for SPXX
[2025-12-09T20:32:16.681376] [DEBUG] [LOCAL     ] No optimal features file found for SPXX: ./output/feature-sets/SPXX.txt
[2025-12-09T20:32:16.681428] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:16.681461] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:16.681489] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:16.681544] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:16.738075] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:16.738838] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:16.738923] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:16.738957] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:16.860550] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:16.860724] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:16.860765] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:16.860794] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:16.864168] [DEBUG] [FORECASTER] SPXX: Forecast T+1@11:T+2@11: UP (p=94.87%)
[2025-12-09T20:32:16.864436] [INFO ] [FORECASTER] Completed predict_future for SPXX
[2025-12-09T20:32:16.864559] [INFO ] [sig       ] SPXX: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:32:17.004753] [INFO ] [LOCAL     ] Saved forecast: SPXX	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/SPXX.txt
[2025-12-09T20:32:17.004913] [INFO ] [sig       ] [3025/3614] Completed SPXX in 0.3s | 2.93 sym/s | Total: 17.2m | ETA: 3.4m
[2025-12-09T20:32:17.004952] [INFO ] [sig       ] [3026/3614] Forecasting SQM...
[2025-12-09T20:32:17.004982] [INFO ] [sig       ] Generating forecast for: SQM
[2025-12-09T20:32:17.005012] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SQM' from 'https://tdm.silogroup.org/data/derivative_storage/SQM.csv'.
[2025-12-09T20:32:17.017313] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SQM'.
[2025-12-09T20:32:17.017772] [INFO ] [FORECASTER] Starting predict_future for SQM
[2025-12-09T20:32:17.018595] [DEBUG] [LOCAL     ] No optimal features file found for SQM: ./output/feature-sets/SQM.txt
[2025-12-09T20:32:17.018648] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:17.018679] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:17.018705] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:17.018758] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:17.076534] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:17.077464] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:17.080486] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:17.080535] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:17.217487] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:17.217698] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:17.217742] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:17.217771] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:17.221597] [DEBUG] [FORECASTER] SQM: Forecast T+1@11:T+2@11: UP (p=75.51%)
[2025-12-09T20:32:17.222066] [INFO ] [FORECASTER] Completed predict_future for SQM
[2025-12-09T20:32:17.222230] [INFO ] [sig       ] SQM: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:32:17.384567] [INFO ] [LOCAL     ] Saved forecast: SQM	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/SQM.txt
[2025-12-09T20:32:17.384829] [INFO ] [sig       ] [3026/3614] Completed SQM in 0.4s | 2.93 sym/s | Total: 17.2m | ETA: 3.3m
[2025-12-09T20:32:17.384887] [INFO ] [sig       ] [3027/3614] Forecasting SQNS...
[2025-12-09T20:32:17.384927] [INFO ] [sig       ] Generating forecast for: SQNS
[2025-12-09T20:32:17.384968] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SQNS' from 'https://tdm.silogroup.org/data/derivative_storage/SQNS.csv'.
[2025-12-09T20:32:17.400618] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SQNS'.
[2025-12-09T20:32:17.401107] [INFO ] [FORECASTER] Starting predict_future for SQNS
[2025-12-09T20:32:17.402169] [DEBUG] [LOCAL     ] No optimal features file found for SQNS: ./output/feature-sets/SQNS.txt
[2025-12-09T20:32:17.402229] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:17.402265] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:17.402295] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:17.402375] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:17.473021] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:17.474072] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:17.474180] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:17.474217] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:17.618650] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:17.618823] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:17.618869] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:17.618901] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:17.623646] [DEBUG] [FORECASTER] SQNS: Forecast T+1@11:T+2@11: DOWN (p=7.59%)
[2025-12-09T20:32:17.624153] [INFO ] [FORECASTER] Completed predict_future for SQNS
[2025-12-09T20:32:17.624358] [INFO ] [sig       ] SQNS: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:32:17.834921] [INFO ] [LOCAL     ] Saved forecast: SQNS	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/SQNS.txt
[2025-12-09T20:32:17.835141] [INFO ] [sig       ] [3027/3614] Completed SQNS in 0.5s | 2.93 sym/s | Total: 17.2m | ETA: 3.3m
[2025-12-09T20:32:17.835196] [INFO ] [sig       ] [3028/3614] Forecasting SQQQ...
[2025-12-09T20:32:17.835231] [INFO ] [sig       ] Generating forecast for: SQQQ
[2025-12-09T20:32:17.835265] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SQQQ' from 'https://tdm.silogroup.org/data/derivative_storage/SQQQ.csv'.
[2025-12-09T20:32:17.854087] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SQQQ'.
[2025-12-09T20:32:17.854616] [INFO ] [FORECASTER] Starting predict_future for SQQQ
[2025-12-09T20:32:17.855677] [DEBUG] [LOCAL     ] No optimal features file found for SQQQ: ./output/feature-sets/SQQQ.txt
[2025-12-09T20:32:17.855736] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:17.855771] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:17.855801] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:17.855867] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:17.938684] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:17.939903] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:17.940075] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:17.940130] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:18.102715] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:18.102878] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:18.102923] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:18.102954] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:18.106685] [DEBUG] [FORECASTER] SQQQ: Forecast T+1@11:T+2@11: DOWN (p=26.64%)
[2025-12-09T20:32:18.106998] [INFO ] [FORECASTER] Completed predict_future for SQQQ
[2025-12-09T20:32:18.107132] [INFO ] [sig       ] SQQQ: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:32:18.266541] [INFO ] [LOCAL     ] Saved forecast: SQQQ	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/SQQQ.txt
[2025-12-09T20:32:18.266723] [INFO ] [sig       ] [3028/3614] Completed SQQQ in 0.4s | 2.93 sym/s | Total: 17.2m | ETA: 3.3m
[2025-12-09T20:32:18.266764] [INFO ] [sig       ] [3029/3614] Forecasting SRAD...
[2025-12-09T20:32:18.266796] [INFO ] [sig       ] Generating forecast for: SRAD
[2025-12-09T20:32:18.266826] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRAD' from 'https://tdm.silogroup.org/data/derivative_storage/SRAD.csv'.
[2025-12-09T20:32:18.279896] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRAD'.
[2025-12-09T20:32:18.280315] [INFO ] [FORECASTER] Starting predict_future for SRAD
[2025-12-09T20:32:18.281151] [DEBUG] [LOCAL     ] No optimal features file found for SRAD: ./output/feature-sets/SRAD.txt
[2025-12-09T20:32:18.281204] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:18.281236] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:18.281261] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:18.281316] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:18.340566] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:18.341720] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:18.341803] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:18.341837] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:18.468208] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:18.468363] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:18.468405] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:18.468452] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:18.471931] [DEBUG] [FORECASTER] SRAD: Forecast T+1@11:T+2@11: DOWN (p=34.28%)
[2025-12-09T20:32:18.472207] [INFO ] [FORECASTER] Completed predict_future for SRAD
[2025-12-09T20:32:18.472349] [INFO ] [sig       ] SRAD: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:32:18.612753] [INFO ] [LOCAL     ] Saved forecast: SRAD	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/SRAD.txt
[2025-12-09T20:32:18.612895] [INFO ] [sig       ] [3029/3614] Completed SRAD in 0.3s | 2.93 sym/s | Total: 17.2m | ETA: 3.3m
[2025-12-09T20:32:18.612934] [INFO ] [sig       ] [3030/3614] Forecasting SRBK...
[2025-12-09T20:32:18.612964] [INFO ] [sig       ] Generating forecast for: SRBK
[2025-12-09T20:32:18.612995] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRBK' from 'https://tdm.silogroup.org/data/derivative_storage/SRBK.csv'.
[2025-12-09T20:32:18.625826] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRBK'.
[2025-12-09T20:32:18.626319] [INFO ] [FORECASTER] Starting predict_future for SRBK
[2025-12-09T20:32:18.627086] [DEBUG] [LOCAL     ] No optimal features file found for SRBK: ./output/feature-sets/SRBK.txt
[2025-12-09T20:32:18.627137] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:18.627169] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:18.627195] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:18.627251] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:18.685062] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:18.685829] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:18.685909] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:18.685942] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:18.805497] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:18.805658] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:18.805701] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:18.805729] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:18.809052] [DEBUG] [FORECASTER] SRBK: Forecast T+1@11:T+2@11: UP (p=60.94%)
[2025-12-09T20:32:18.809327] [INFO ] [FORECASTER] Completed predict_future for SRBK
[2025-12-09T20:32:18.809449] [INFO ] [sig       ] SRBK: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:32:18.951118] [INFO ] [LOCAL     ] Saved forecast: SRBK	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/SRBK.txt
[2025-12-09T20:32:18.951264] [INFO ] [sig       ] [3030/3614] Completed SRBK in 0.3s | 2.93 sym/s | Total: 17.2m | ETA: 3.3m
[2025-12-09T20:32:18.951303] [INFO ] [sig       ] [3031/3614] Forecasting SRCE...
[2025-12-09T20:32:18.951333] [INFO ] [sig       ] Generating forecast for: SRCE
[2025-12-09T20:32:18.951363] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRCE' from 'https://tdm.silogroup.org/data/derivative_storage/SRCE.csv'.
[2025-12-09T20:32:18.965834] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRCE'.
[2025-12-09T20:32:18.966422] [INFO ] [FORECASTER] Starting predict_future for SRCE
[2025-12-09T20:32:18.967547] [DEBUG] [LOCAL     ] No optimal features file found for SRCE: ./output/feature-sets/SRCE.txt
[2025-12-09T20:32:18.967631] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:18.967683] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:18.967722] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:18.967798] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:19.031214] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:19.032155] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:19.032239] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:19.032272] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:19.146096] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:19.146261] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:19.146300] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:19.146348] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:19.149814] [DEBUG] [FORECASTER] SRCE: Forecast T+1@11:T+2@11: DOWN (p=0.69%)
[2025-12-09T20:32:19.150088] [INFO ] [FORECASTER] Completed predict_future for SRCE
[2025-12-09T20:32:19.150211] [INFO ] [sig       ] SRCE: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:32:19.289403] [INFO ] [LOCAL     ] Saved forecast: SRCE	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/SRCE.txt
[2025-12-09T20:32:19.289601] [INFO ] [sig       ] [3031/3614] Completed SRCE in 0.3s | 2.93 sym/s | Total: 17.3m | ETA: 3.3m
[2025-12-09T20:32:19.289644] [INFO ] [sig       ] [3032/3614] Forecasting SRE...
[2025-12-09T20:32:19.289675] [INFO ] [sig       ] Generating forecast for: SRE
[2025-12-09T20:32:19.289705] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRE' from 'https://tdm.silogroup.org/data/derivative_storage/SRE.csv'.
[2025-12-09T20:32:19.301613] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRE'.
[2025-12-09T20:32:19.301940] [INFO ] [FORECASTER] Starting predict_future for SRE
[2025-12-09T20:32:19.302734] [DEBUG] [LOCAL     ] No optimal features file found for SRE: ./output/feature-sets/SRE.txt
[2025-12-09T20:32:19.302784] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:19.302820] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:19.302846] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:19.302900] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:19.361489] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:19.362277] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:19.362360] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:19.362394] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:19.481219] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:19.481358] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:19.481397] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:19.481425] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:19.484777] [DEBUG] [FORECASTER] SRE: Forecast T+1@11:T+2@11: DOWN (p=39.02%)
[2025-12-09T20:32:19.485044] [INFO ] [FORECASTER] Completed predict_future for SRE
[2025-12-09T20:32:19.485165] [INFO ] [sig       ] SRE: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:32:19.629419] [INFO ] [LOCAL     ] Saved forecast: SRE	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/SRE.txt
[2025-12-09T20:32:19.629588] [INFO ] [sig       ] [3032/3614] Completed SRE in 0.3s | 2.93 sym/s | Total: 17.3m | ETA: 3.3m
[2025-12-09T20:32:19.629630] [INFO ] [sig       ] [3033/3614] Forecasting SREA...
[2025-12-09T20:32:19.629660] [INFO ] [sig       ] Generating forecast for: SREA
[2025-12-09T20:32:19.629688] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SREA' from 'https://tdm.silogroup.org/data/derivative_storage/SREA.csv'.
[2025-12-09T20:32:19.643451] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SREA'.
[2025-12-09T20:32:19.644738] [INFO ] [FORECASTER] Starting predict_future for SREA
[2025-12-09T20:32:19.645546] [DEBUG] [LOCAL     ] No optimal features file found for SREA: ./output/feature-sets/SREA.txt
[2025-12-09T20:32:19.647117] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:19.647157] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:19.647186] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:19.647242] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:19.711078] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:19.712388] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:19.712564] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:19.712636] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:19.840968] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:19.841207] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:19.841257] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:19.841287] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:19.845639] [DEBUG] [FORECASTER] SREA: Forecast T+1@11:T+2@11: UP (p=56.28%)
[2025-12-09T20:32:19.846128] [INFO ] [FORECASTER] Completed predict_future for SREA
[2025-12-09T20:32:19.846295] [INFO ] [sig       ] SREA: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:32:20.006048] [INFO ] [LOCAL     ] Saved forecast: SREA	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/SREA.txt
[2025-12-09T20:32:20.006257] [INFO ] [sig       ] [3033/3614] Completed SREA in 0.4s | 2.93 sym/s | Total: 17.3m | ETA: 3.3m
[2025-12-09T20:32:20.006313] [INFO ] [sig       ] [3034/3614] Forecasting SRFM...
[2025-12-09T20:32:20.006351] [INFO ] [sig       ] Generating forecast for: SRFM
[2025-12-09T20:32:20.006381] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRFM' from 'https://tdm.silogroup.org/data/derivative_storage/SRFM.csv'.
[2025-12-09T20:32:20.020746] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRFM'.
[2025-12-09T20:32:20.021604] [INFO ] [FORECASTER] Starting predict_future for SRFM
[2025-12-09T20:32:20.022815] [DEBUG] [LOCAL     ] No optimal features file found for SRFM: ./output/feature-sets/SRFM.txt
[2025-12-09T20:32:20.022872] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:20.022906] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:20.022934] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:20.022998] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:20.083621] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:20.084770] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:20.084878] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:20.084911] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:20.213584] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:20.213974] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:20.214024] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:20.214054] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:20.218047] [DEBUG] [FORECASTER] SRFM: Forecast T+1@11:T+2@11: DOWN (p=0.92%)
[2025-12-09T20:32:20.218355] [INFO ] [FORECASTER] Completed predict_future for SRFM
[2025-12-09T20:32:20.218492] [INFO ] [sig       ] SRFM: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:32:20.365844] [INFO ] [LOCAL     ] Saved forecast: SRFM	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/SRFM.txt
[2025-12-09T20:32:20.366058] [INFO ] [sig       ] [3034/3614] Completed SRFM in 0.4s | 2.93 sym/s | Total: 17.3m | ETA: 3.3m
[2025-12-09T20:32:20.366102] [INFO ] [sig       ] [3035/3614] Forecasting SRG...
[2025-12-09T20:32:20.366134] [INFO ] [sig       ] Generating forecast for: SRG
[2025-12-09T20:32:20.366165] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRG' from 'https://tdm.silogroup.org/data/derivative_storage/SRG.csv'.
[2025-12-09T20:32:20.379707] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRG'.
[2025-12-09T20:32:20.380186] [INFO ] [FORECASTER] Starting predict_future for SRG
[2025-12-09T20:32:20.381150] [DEBUG] [LOCAL     ] No optimal features file found for SRG: ./output/feature-sets/SRG.txt
[2025-12-09T20:32:20.381204] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:20.381289] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:20.381321] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:20.381383] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:20.451680] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:20.452840] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:20.452948] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:20.452982] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:20.576657] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:20.576884] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:20.576933] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:20.576962] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:20.581061] [DEBUG] [FORECASTER] SRG: Forecast T+1@11:T+2@11: DOWN (p=48.23%)
[2025-12-09T20:32:20.581442] [INFO ] [FORECASTER] Completed predict_future for SRG
[2025-12-09T20:32:20.581632] [INFO ] [sig       ] SRG: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:32:20.725208] [INFO ] [LOCAL     ] Saved forecast: SRG	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/SRG.txt
[2025-12-09T20:32:20.725398] [INFO ] [sig       ] [3035/3614] Completed SRG in 0.4s | 2.93 sym/s | Total: 17.3m | ETA: 3.3m
[2025-12-09T20:32:20.725441] [INFO ] [sig       ] [3036/3614] Forecasting SRI...
[2025-12-09T20:32:20.725471] [INFO ] [sig       ] Generating forecast for: SRI
[2025-12-09T20:32:20.725501] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRI' from 'https://tdm.silogroup.org/data/derivative_storage/SRI.csv'.
[2025-12-09T20:32:20.739428] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRI'.
[2025-12-09T20:32:20.739914] [INFO ] [FORECASTER] Starting predict_future for SRI
[2025-12-09T20:32:20.740833] [DEBUG] [LOCAL     ] No optimal features file found for SRI: ./output/feature-sets/SRI.txt
[2025-12-09T20:32:20.740893] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:20.740934] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:20.740965] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:20.741035] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:20.801170] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:20.802202] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:20.802299] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:20.802338] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:20.924851] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:20.925078] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:20.925156] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:20.925185] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:20.929184] [DEBUG] [FORECASTER] SRI: Forecast T+1@11:T+2@11: DOWN (p=3.42%)
[2025-12-09T20:32:20.929531] [INFO ] [FORECASTER] Completed predict_future for SRI
[2025-12-09T20:32:20.929706] [INFO ] [sig       ] SRI: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:32:21.075670] [INFO ] [LOCAL     ] Saved forecast: SRI	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/SRI.txt
[2025-12-09T20:32:21.075885] [INFO ] [sig       ] [3036/3614] Completed SRI in 0.4s | 2.93 sym/s | Total: 17.3m | ETA: 3.3m
[2025-12-09T20:32:21.075928] [INFO ] [sig       ] [3037/3614] Forecasting SRRK...
[2025-12-09T20:32:21.075959] [INFO ] [sig       ] Generating forecast for: SRRK
[2025-12-09T20:32:21.075989] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRRK' from 'https://tdm.silogroup.org/data/derivative_storage/SRRK.csv'.
[2025-12-09T20:32:21.089534] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRRK'.
[2025-12-09T20:32:21.090050] [INFO ] [FORECASTER] Starting predict_future for SRRK
[2025-12-09T20:32:21.090989] [DEBUG] [LOCAL     ] No optimal features file found for SRRK: ./output/feature-sets/SRRK.txt
[2025-12-09T20:32:21.091044] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:21.091078] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:21.091104] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:21.091161] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:21.148444] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:21.149376] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:21.149461] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:21.149493] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:21.266802] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:21.266962] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:21.267002] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:21.267029] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:21.270502] [DEBUG] [FORECASTER] SRRK: Forecast T+1@11:T+2@11: UP (p=85.27%)
[2025-12-09T20:32:21.270807] [INFO ] [FORECASTER] Completed predict_future for SRRK
[2025-12-09T20:32:21.270937] [INFO ] [sig       ] SRRK: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:32:21.427028] [INFO ] [LOCAL     ] Saved forecast: SRRK	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/SRRK.txt
[2025-12-09T20:32:21.427193] [INFO ] [sig       ] [3037/3614] Completed SRRK in 0.4s | 2.93 sym/s | Total: 17.3m | ETA: 3.3m
[2025-12-09T20:32:21.427236] [INFO ] [sig       ] [3038/3614] Forecasting SRTS...
[2025-12-09T20:32:21.427279] [INFO ] [sig       ] Generating forecast for: SRTS
[2025-12-09T20:32:21.427322] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRTS' from 'https://tdm.silogroup.org/data/derivative_storage/SRTS.csv'.
[2025-12-09T20:32:21.441159] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRTS'.
[2025-12-09T20:32:21.441715] [INFO ] [FORECASTER] Starting predict_future for SRTS
[2025-12-09T20:32:21.442616] [DEBUG] [LOCAL     ] No optimal features file found for SRTS: ./output/feature-sets/SRTS.txt
[2025-12-09T20:32:21.442668] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:21.442701] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:21.442727] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:21.442784] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:21.501399] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:21.502490] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:21.502617] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:21.502656] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:21.623465] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:21.623725] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:21.623775] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:21.623845] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:21.628138] [DEBUG] [FORECASTER] SRTS: Forecast T+1@11:T+2@11: DOWN (p=21.29%)
[2025-12-09T20:32:21.628702] [INFO ] [FORECASTER] Completed predict_future for SRTS
[2025-12-09T20:32:21.628888] [INFO ] [sig       ] SRTS: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:32:21.774195] [INFO ] [LOCAL     ] Saved forecast: SRTS	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/SRTS.txt
[2025-12-09T20:32:21.774407] [INFO ] [sig       ] [3038/3614] Completed SRTS in 0.3s | 2.93 sym/s | Total: 17.3m | ETA: 3.3m
[2025-12-09T20:32:21.774450] [INFO ] [sig       ] [3039/3614] Forecasting SSB...
[2025-12-09T20:32:21.774490] [INFO ] [sig       ] Generating forecast for: SSB
[2025-12-09T20:32:21.774521] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSB' from 'https://tdm.silogroup.org/data/derivative_storage/SSB.csv'.
[2025-12-09T20:32:21.787344] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSB'.
[2025-12-09T20:32:21.787824] [INFO ] [FORECASTER] Starting predict_future for SSB
[2025-12-09T20:32:21.788832] [DEBUG] [LOCAL     ] No optimal features file found for SSB: ./output/feature-sets/SSB.txt
[2025-12-09T20:32:21.788886] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:21.788920] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:21.788946] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:21.789001] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:21.848107] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:21.849051] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:21.849142] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:21.849180] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:21.972909] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:21.973126] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:21.973172] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:21.973202] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:21.977016] [DEBUG] [FORECASTER] SSB: Forecast T+1@11:T+2@11: UP (p=88.05%)
[2025-12-09T20:32:21.977324] [INFO ] [FORECASTER] Completed predict_future for SSB
[2025-12-09T20:32:21.977456] [INFO ] [sig       ] SSB: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:32:22.118449] [INFO ] [LOCAL     ] Saved forecast: SSB	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/SSB.txt
[2025-12-09T20:32:22.118647] [INFO ] [sig       ] [3039/3614] Completed SSB in 0.3s | 2.93 sym/s | Total: 17.3m | ETA: 3.3m
[2025-12-09T20:32:22.118692] [INFO ] [sig       ] [3040/3614] Forecasting SSD...
[2025-12-09T20:32:22.118723] [INFO ] [sig       ] Generating forecast for: SSD
[2025-12-09T20:32:22.118753] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSD' from 'https://tdm.silogroup.org/data/derivative_storage/SSD.csv'.
[2025-12-09T20:32:22.132332] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSD'.
[2025-12-09T20:32:22.132795] [INFO ] [FORECASTER] Starting predict_future for SSD
[2025-12-09T20:32:22.133702] [DEBUG] [LOCAL     ] No optimal features file found for SSD: ./output/feature-sets/SSD.txt
[2025-12-09T20:32:22.133755] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:22.133787] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:22.133816] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:22.133876] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:22.194171] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:22.195307] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:22.195402] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:22.195434] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:22.317236] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:22.317463] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:22.317530] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:22.317562] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:22.321563] [DEBUG] [FORECASTER] SSD: Forecast T+1@11:T+2@11: DOWN (p=37.13%)
[2025-12-09T20:32:22.321892] [INFO ] [FORECASTER] Completed predict_future for SSD
[2025-12-09T20:32:22.322029] [INFO ] [sig       ] SSD: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:32:22.465464] [INFO ] [LOCAL     ] Saved forecast: SSD	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/SSD.txt
[2025-12-09T20:32:22.465738] [INFO ] [sig       ] [3040/3614] Completed SSD in 0.3s | 2.93 sym/s | Total: 17.3m | ETA: 3.3m
[2025-12-09T20:32:22.465798] [INFO ] [sig       ] [3041/3614] Forecasting SSL...
[2025-12-09T20:32:22.465841] [INFO ] [sig       ] Generating forecast for: SSL
[2025-12-09T20:32:22.465874] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSL' from 'https://tdm.silogroup.org/data/derivative_storage/SSL.csv'.
[2025-12-09T20:32:22.479531] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSL'.
[2025-12-09T20:32:22.480005] [INFO ] [FORECASTER] Starting predict_future for SSL
[2025-12-09T20:32:22.480951] [DEBUG] [LOCAL     ] No optimal features file found for SSL: ./output/feature-sets/SSL.txt
[2025-12-09T20:32:22.481004] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:22.481037] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:22.481062] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:22.481120] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:22.542413] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:22.543403] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:22.543493] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:22.543525] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:22.665801] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:22.665960] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:22.666001] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:22.666028] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:22.669396] [DEBUG] [FORECASTER] SSL: Forecast T+1@11:T+2@11: DOWN (p=12.14%)
[2025-12-09T20:32:22.669684] [INFO ] [FORECASTER] Completed predict_future for SSL
[2025-12-09T20:32:22.669803] [INFO ] [sig       ] SSL: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:32:22.816308] [INFO ] [LOCAL     ] Saved forecast: SSL	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/SSL.txt
[2025-12-09T20:32:22.816477] [INFO ] [sig       ] [3041/3614] Completed SSL in 0.4s | 2.93 sym/s | Total: 17.3m | ETA: 3.3m
[2025-12-09T20:32:22.816517] [INFO ] [sig       ] [3042/3614] Forecasting SSNC...
[2025-12-09T20:32:22.816545] [INFO ] [sig       ] Generating forecast for: SSNC
[2025-12-09T20:32:22.816605] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSNC' from 'https://tdm.silogroup.org/data/derivative_storage/SSNC.csv'.
[2025-12-09T20:32:22.829297] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSNC'.
[2025-12-09T20:32:22.829682] [INFO ] [FORECASTER] Starting predict_future for SSNC
[2025-12-09T20:32:22.830446] [DEBUG] [LOCAL     ] No optimal features file found for SSNC: ./output/feature-sets/SSNC.txt
[2025-12-09T20:32:22.830497] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:22.830527] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:22.830553] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:22.830627] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:22.888472] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:22.889356] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:22.889437] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:22.889470] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:23.016551] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:23.016727] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:23.016768] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:23.016796] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:23.020139] [DEBUG] [FORECASTER] SSNC: Forecast T+1@11:T+2@11: UP (p=81.90%)
[2025-12-09T20:32:23.020404] [INFO ] [FORECASTER] Completed predict_future for SSNC
[2025-12-09T20:32:23.020526] [INFO ] [sig       ] SSNC: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:32:23.165514] [INFO ] [LOCAL     ] Saved forecast: SSNC	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/SSNC.txt
[2025-12-09T20:32:23.165688] [INFO ] [sig       ] [3042/3614] Completed SSNC in 0.3s | 2.93 sym/s | Total: 17.3m | ETA: 3.3m
[2025-12-09T20:32:23.165743] [INFO ] [sig       ] [3043/3614] Forecasting SSP...
[2025-12-09T20:32:23.165774] [INFO ] [sig       ] Generating forecast for: SSP
[2025-12-09T20:32:23.165802] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSP' from 'https://tdm.silogroup.org/data/derivative_storage/SSP.csv'.
[2025-12-09T20:32:23.176881] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSP'.
[2025-12-09T20:32:23.177230] [INFO ] [FORECASTER] Starting predict_future for SSP
[2025-12-09T20:32:23.178028] [DEBUG] [LOCAL     ] No optimal features file found for SSP: ./output/feature-sets/SSP.txt
[2025-12-09T20:32:23.178078] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:23.178109] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:23.178135] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:23.178189] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:23.238257] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:23.239123] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:23.239203] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:23.239237] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:23.354200] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:23.354355] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:23.354395] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:23.354424] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:23.357768] [DEBUG] [FORECASTER] SSP: Forecast T+1@11:T+2@11: UP (p=93.75%)
[2025-12-09T20:32:23.358055] [INFO ] [FORECASTER] Completed predict_future for SSP
[2025-12-09T20:32:23.358177] [INFO ] [sig       ] SSP: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:32:23.495453] [INFO ] [LOCAL     ] Saved forecast: SSP	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/SSP.txt
[2025-12-09T20:32:23.495588] [INFO ] [sig       ] [3043/3614] Completed SSP in 0.3s | 2.93 sym/s | Total: 17.3m | ETA: 3.3m
[2025-12-09T20:32:23.495628] [INFO ] [sig       ] [3044/3614] Forecasting SSRM...
[2025-12-09T20:32:23.495657] [INFO ] [sig       ] Generating forecast for: SSRM
[2025-12-09T20:32:23.495685] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSRM' from 'https://tdm.silogroup.org/data/derivative_storage/SSRM.csv'.
[2025-12-09T20:32:23.507026] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSRM'.
[2025-12-09T20:32:23.507291] [INFO ] [FORECASTER] Starting predict_future for SSRM
[2025-12-09T20:32:23.508128] [DEBUG] [LOCAL     ] No optimal features file found for SSRM: ./output/feature-sets/SSRM.txt
[2025-12-09T20:32:23.508187] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:23.508219] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:23.508246] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:23.508302] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:23.568866] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:23.569633] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:23.569712] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:23.569744] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:23.688682] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:23.688815] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:23.688853] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:23.688882] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:23.692216] [DEBUG] [FORECASTER] SSRM: Forecast T+1@11:T+2@11: DOWN (p=3.53%)
[2025-12-09T20:32:23.692479] [INFO ] [FORECASTER] Completed predict_future for SSRM
[2025-12-09T20:32:23.692615] [INFO ] [sig       ] SSRM: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:32:23.840126] [INFO ] [LOCAL     ] Saved forecast: SSRM	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/SSRM.txt
[2025-12-09T20:32:23.840308] [INFO ] [sig       ] [3044/3614] Completed SSRM in 0.3s | 2.93 sym/s | Total: 17.3m | ETA: 3.2m
[2025-12-09T20:32:23.840352] [INFO ] [sig       ] [3045/3614] Forecasting SSSS...
[2025-12-09T20:32:23.840380] [INFO ] [sig       ] Generating forecast for: SSSS
[2025-12-09T20:32:23.840420] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSSS' from 'https://tdm.silogroup.org/data/derivative_storage/SSSS.csv'.
[2025-12-09T20:32:23.852729] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSSS'.
[2025-12-09T20:32:23.853068] [INFO ] [FORECASTER] Starting predict_future for SSSS
[2025-12-09T20:32:23.853919] [DEBUG] [LOCAL     ] No optimal features file found for SSSS: ./output/feature-sets/SSSS.txt
[2025-12-09T20:32:23.853970] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:23.854001] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:23.854028] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:23.854084] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:23.912745] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:23.913501] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:23.913627] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:23.913664] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:24.039518] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:24.039704] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:24.039763] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:24.039792] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:24.043303] [DEBUG] [FORECASTER] SSSS: Forecast T+1@11:T+2@11: DOWN (p=49.53%)
[2025-12-09T20:32:24.043590] [INFO ] [FORECASTER] Completed predict_future for SSSS
[2025-12-09T20:32:24.043715] [INFO ] [sig       ] SSSS: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:32:24.183928] [INFO ] [LOCAL     ] Saved forecast: SSSS	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/SSSS.txt
[2025-12-09T20:32:24.184082] [INFO ] [sig       ] [3045/3614] Completed SSSS in 0.3s | 2.93 sym/s | Total: 17.3m | ETA: 3.2m
[2025-12-09T20:32:24.184123] [INFO ] [sig       ] [3046/3614] Forecasting SSTI...
[2025-12-09T20:32:24.184155] [INFO ] [sig       ] Generating forecast for: SSTI
[2025-12-09T20:32:24.184186] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSTI' from 'https://tdm.silogroup.org/data/derivative_storage/SSTI.csv'.
[2025-12-09T20:32:24.195508] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSTI'.
[2025-12-09T20:32:24.195852] [INFO ] [FORECASTER] Starting predict_future for SSTI
[2025-12-09T20:32:24.196712] [DEBUG] [LOCAL     ] No optimal features file found for SSTI: ./output/feature-sets/SSTI.txt
[2025-12-09T20:32:24.196763] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:24.196795] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:24.196821] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:24.196888] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:24.256691] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:24.257541] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:24.257639] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:24.257673] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:24.383456] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:24.383624] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:24.383668] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:24.383696] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:24.387157] [DEBUG] [FORECASTER] SSTI: Forecast T+1@11:T+2@11: DOWN (p=38.68%)
[2025-12-09T20:32:24.387420] [INFO ] [FORECASTER] Completed predict_future for SSTI
[2025-12-09T20:32:24.387564] [INFO ] [sig       ] SSTI: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:32:24.533922] [INFO ] [LOCAL     ] Saved forecast: SSTI	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/SSTI.txt
[2025-12-09T20:32:24.534126] [INFO ] [sig       ] [3046/3614] Completed SSTI in 0.3s | 2.93 sym/s | Total: 17.3m | ETA: 3.2m
[2025-12-09T20:32:24.534191] [INFO ] [sig       ] [3047/3614] Forecasting SSTK...
[2025-12-09T20:32:24.534239] [INFO ] [sig       ] Generating forecast for: SSTK
[2025-12-09T20:32:24.534290] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSTK' from 'https://tdm.silogroup.org/data/derivative_storage/SSTK.csv'.
[2025-12-09T20:32:24.547032] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSTK'.
[2025-12-09T20:32:24.547420] [INFO ] [FORECASTER] Starting predict_future for SSTK
[2025-12-09T20:32:24.548286] [DEBUG] [LOCAL     ] No optimal features file found for SSTK: ./output/feature-sets/SSTK.txt
[2025-12-09T20:32:24.548337] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:24.548368] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:24.548393] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:24.548448] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:24.613210] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:24.614406] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:24.614542] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:24.614613] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:24.741399] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:24.741547] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:24.741604] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:24.741635] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:24.745052] [DEBUG] [FORECASTER] SSTK: Forecast T+1@11:T+2@11: UP (p=92.00%)
[2025-12-09T20:32:24.745323] [INFO ] [FORECASTER] Completed predict_future for SSTK
[2025-12-09T20:32:24.745442] [INFO ] [sig       ] SSTK: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:32:24.885814] [INFO ] [LOCAL     ] Saved forecast: SSTK	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/SSTK.txt
[2025-12-09T20:32:24.885944] [INFO ] [sig       ] [3047/3614] Completed SSTK in 0.4s | 2.93 sym/s | Total: 17.3m | ETA: 3.2m
[2025-12-09T20:32:24.885983] [INFO ] [sig       ] [3048/3614] Forecasting SSYS...
[2025-12-09T20:32:24.886019] [INFO ] [sig       ] Generating forecast for: SSYS
[2025-12-09T20:32:24.886053] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSYS' from 'https://tdm.silogroup.org/data/derivative_storage/SSYS.csv'.
[2025-12-09T20:32:24.897994] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSYS'.
[2025-12-09T20:32:24.898303] [INFO ] [FORECASTER] Starting predict_future for SSYS
[2025-12-09T20:32:24.899135] [DEBUG] [LOCAL     ] No optimal features file found for SSYS: ./output/feature-sets/SSYS.txt
[2025-12-09T20:32:24.899197] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:24.899231] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:24.899258] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:24.899314] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:24.956145] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:24.956771] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:24.956845] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:24.956877] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:25.071773] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:25.071920] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:25.071958] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:25.071987] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:25.075266] [DEBUG] [FORECASTER] SSYS: Forecast T+1@11:T+2@11: UP (p=92.25%)
[2025-12-09T20:32:25.075528] [INFO ] [FORECASTER] Completed predict_future for SSYS
[2025-12-09T20:32:25.075663] [INFO ] [sig       ] SSYS: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:32:25.230697] [INFO ] [LOCAL     ] Saved forecast: SSYS	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/SSYS.txt
[2025-12-09T20:32:25.230916] [INFO ] [sig       ] [3048/3614] Completed SSYS in 0.3s | 2.93 sym/s | Total: 17.4m | ETA: 3.2m
[2025-12-09T20:32:25.230969] [INFO ] [sig       ] [3049/3614] Forecasting STAA...
[2025-12-09T20:32:25.231001] [INFO ] [sig       ] Generating forecast for: STAA
[2025-12-09T20:32:25.231031] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STAA' from 'https://tdm.silogroup.org/data/derivative_storage/STAA.csv'.
[2025-12-09T20:32:25.243722] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STAA'.
[2025-12-09T20:32:25.244095] [INFO ] [FORECASTER] Starting predict_future for STAA
[2025-12-09T20:32:25.245097] [DEBUG] [LOCAL     ] No optimal features file found for STAA: ./output/feature-sets/STAA.txt
[2025-12-09T20:32:25.245150] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:25.245184] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:25.245212] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:25.245271] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:25.306854] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:25.307886] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:25.307977] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:25.308018] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:25.441332] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:25.441653] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:25.441718] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:25.441758] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:25.445882] [DEBUG] [FORECASTER] STAA: Forecast T+1@11:T+2@11: UP (p=87.84%)
[2025-12-09T20:32:25.446181] [INFO ] [FORECASTER] Completed predict_future for STAA
[2025-12-09T20:32:25.446317] [INFO ] [sig       ] STAA: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:32:25.600276] [INFO ] [LOCAL     ] Saved forecast: STAA	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/STAA.txt
[2025-12-09T20:32:25.600440] [INFO ] [sig       ] [3049/3614] Completed STAA in 0.4s | 2.93 sym/s | Total: 17.4m | ETA: 3.2m
[2025-12-09T20:32:25.600482] [INFO ] [sig       ] [3050/3614] Forecasting STAG...
[2025-12-09T20:32:25.600514] [INFO ] [sig       ] Generating forecast for: STAG
[2025-12-09T20:32:25.600544] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STAG' from 'https://tdm.silogroup.org/data/derivative_storage/STAG.csv'.
[2025-12-09T20:32:25.613124] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STAG'.
[2025-12-09T20:32:25.613561] [INFO ] [FORECASTER] Starting predict_future for STAG
[2025-12-09T20:32:25.614508] [DEBUG] [LOCAL     ] No optimal features file found for STAG: ./output/feature-sets/STAG.txt
[2025-12-09T20:32:25.614567] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:25.614640] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:25.614682] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:25.614765] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:25.674990] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:25.675883] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:25.675969] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:25.676001] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:25.798389] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:25.798544] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:25.798601] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:25.798632] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:25.801963] [DEBUG] [FORECASTER] STAG: Forecast T+1@11:T+2@11: DOWN (p=9.99%)
[2025-12-09T20:32:25.802226] [INFO ] [FORECASTER] Completed predict_future for STAG
[2025-12-09T20:32:25.802344] [INFO ] [sig       ] STAG: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:32:25.940590] [INFO ] [LOCAL     ] Saved forecast: STAG	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/STAG.txt
[2025-12-09T20:32:25.940733] [INFO ] [sig       ] [3050/3614] Completed STAG in 0.3s | 2.93 sym/s | Total: 17.4m | ETA: 3.2m
[2025-12-09T20:32:25.940772] [INFO ] [sig       ] [3051/3614] Forecasting STBA...
[2025-12-09T20:32:25.940802] [INFO ] [sig       ] Generating forecast for: STBA
[2025-12-09T20:32:25.940832] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STBA' from 'https://tdm.silogroup.org/data/derivative_storage/STBA.csv'.
[2025-12-09T20:32:25.952136] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STBA'.
[2025-12-09T20:32:25.952439] [INFO ] [FORECASTER] Starting predict_future for STBA
[2025-12-09T20:32:25.953197] [DEBUG] [LOCAL     ] No optimal features file found for STBA: ./output/feature-sets/STBA.txt
[2025-12-09T20:32:25.953248] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:25.953279] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:25.953306] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:25.953360] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:26.008475] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:26.009265] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:26.009351] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:26.009383] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:26.127550] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:26.127743] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:26.127793] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:26.127823] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:26.131360] [DEBUG] [FORECASTER] STBA: Forecast T+1@11:T+2@11: DOWN (p=5.34%)
[2025-12-09T20:32:26.131644] [INFO ] [FORECASTER] Completed predict_future for STBA
[2025-12-09T20:32:26.131769] [INFO ] [sig       ] STBA: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:32:26.270395] [INFO ] [LOCAL     ] Saved forecast: STBA	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/STBA.txt
[2025-12-09T20:32:26.270542] [INFO ] [sig       ] [3051/3614] Completed STBA in 0.3s | 2.93 sym/s | Total: 17.4m | ETA: 3.2m
[2025-12-09T20:32:26.270598] [INFO ] [sig       ] [3052/3614] Forecasting STC...
[2025-12-09T20:32:26.270630] [INFO ] [sig       ] Generating forecast for: STC
[2025-12-09T20:32:26.270658] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STC' from 'https://tdm.silogroup.org/data/derivative_storage/STC.csv'.
[2025-12-09T20:32:26.281516] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STC'.
[2025-12-09T20:32:26.281830] [INFO ] [FORECASTER] Starting predict_future for STC
[2025-12-09T20:32:26.282606] [DEBUG] [LOCAL     ] No optimal features file found for STC: ./output/feature-sets/STC.txt
[2025-12-09T20:32:26.282657] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:26.282711] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:26.282739] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:26.282793] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:26.338128] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:26.338874] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:26.338951] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:26.338983] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:26.457190] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:26.457347] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:26.457388] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:26.457416] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:26.460847] [DEBUG] [FORECASTER] STC: Forecast T+1@11:T+2@11: DOWN (p=40.88%)
[2025-12-09T20:32:26.461161] [INFO ] [FORECASTER] Completed predict_future for STC
[2025-12-09T20:32:26.461293] [INFO ] [sig       ] STC: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:32:26.601314] [INFO ] [LOCAL     ] Saved forecast: STC	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/STC.txt
[2025-12-09T20:32:26.601464] [INFO ] [sig       ] [3052/3614] Completed STC in 0.3s | 2.93 sym/s | Total: 17.4m | ETA: 3.2m
[2025-12-09T20:32:26.601504] [INFO ] [sig       ] [3053/3614] Forecasting STE...
[2025-12-09T20:32:26.601533] [INFO ] [sig       ] Generating forecast for: STE
[2025-12-09T20:32:26.601564] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STE' from 'https://tdm.silogroup.org/data/derivative_storage/STE.csv'.
[2025-12-09T20:32:26.613012] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STE'.
[2025-12-09T20:32:26.613325] [INFO ] [FORECASTER] Starting predict_future for STE
[2025-12-09T20:32:26.614086] [DEBUG] [LOCAL     ] No optimal features file found for STE: ./output/feature-sets/STE.txt
[2025-12-09T20:32:26.614136] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:26.614166] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:26.614193] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:26.614247] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:26.671303] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:26.672049] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:26.672129] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:26.672162] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:26.792470] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:26.792648] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:26.792691] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:26.792719] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:26.796216] [DEBUG] [FORECASTER] STE: Forecast T+1@11:T+2@11: DOWN (p=9.92%)
[2025-12-09T20:32:26.796601] [INFO ] [FORECASTER] Completed predict_future for STE
[2025-12-09T20:32:26.796748] [INFO ] [sig       ] STE: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:32:26.943874] [INFO ] [LOCAL     ] Saved forecast: STE	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/STE.txt
[2025-12-09T20:32:26.944016] [INFO ] [sig       ] [3053/3614] Completed STE in 0.3s | 2.93 sym/s | Total: 17.4m | ETA: 3.2m
[2025-12-09T20:32:26.944054] [INFO ] [sig       ] [3054/3614] Forecasting STEL...
[2025-12-09T20:32:26.944083] [INFO ] [sig       ] Generating forecast for: STEL
[2025-12-09T20:32:26.944116] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STEL' from 'https://tdm.silogroup.org/data/derivative_storage/STEL.csv'.
[2025-12-09T20:32:26.955455] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STEL'.
[2025-12-09T20:32:26.955799] [INFO ] [FORECASTER] Starting predict_future for STEL
[2025-12-09T20:32:26.956583] [DEBUG] [LOCAL     ] No optimal features file found for STEL: ./output/feature-sets/STEL.txt
[2025-12-09T20:32:26.956634] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:26.956665] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:26.956690] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:26.956745] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:27.011993] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:27.012791] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:27.012871] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:27.012902] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:27.129549] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:27.129710] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:27.129750] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:27.129777] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:27.133138] [DEBUG] [FORECASTER] STEL: Forecast T+1@11:T+2@11: DOWN (p=0.62%)
[2025-12-09T20:32:27.133423] [INFO ] [FORECASTER] Completed predict_future for STEL
[2025-12-09T20:32:27.133540] [INFO ] [sig       ] STEL: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:32:27.270795] [INFO ] [LOCAL     ] Saved forecast: STEL	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/STEL.txt
[2025-12-09T20:32:27.270942] [INFO ] [sig       ] [3054/3614] Completed STEL in 0.3s | 2.93 sym/s | Total: 17.4m | ETA: 3.2m
[2025-12-09T20:32:27.270981] [INFO ] [sig       ] [3055/3614] Forecasting STEM...
[2025-12-09T20:32:27.271011] [INFO ] [sig       ] Generating forecast for: STEM
[2025-12-09T20:32:27.271040] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STEM' from 'https://tdm.silogroup.org/data/derivative_storage/STEM.csv'.
[2025-12-09T20:32:27.282323] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STEM'.
[2025-12-09T20:32:27.282618] [INFO ] [FORECASTER] Starting predict_future for STEM
[2025-12-09T20:32:27.283363] [DEBUG] [LOCAL     ] No optimal features file found for STEM: ./output/feature-sets/STEM.txt
[2025-12-09T20:32:27.283413] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:27.283444] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:27.283470] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:27.283524] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:27.339900] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:27.340549] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:27.340642] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:27.340674] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:27.456484] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:27.456657] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:27.456700] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:27.456753] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:27.460110] [DEBUG] [FORECASTER] STEM: Forecast T+1@11:T+2@11: UP (p=65.77%)
[2025-12-09T20:32:27.460385] [INFO ] [FORECASTER] Completed predict_future for STEM
[2025-12-09T20:32:27.460507] [INFO ] [sig       ] STEM: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:32:27.598646] [INFO ] [LOCAL     ] Saved forecast: STEM	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/STEM.txt
[2025-12-09T20:32:27.598778] [INFO ] [sig       ] [3055/3614] Completed STEM in 0.3s | 2.93 sym/s | Total: 17.4m | ETA: 3.2m
[2025-12-09T20:32:27.598816] [INFO ] [sig       ] [3056/3614] Forecasting STEP...
[2025-12-09T20:32:27.598845] [INFO ] [sig       ] Generating forecast for: STEP
[2025-12-09T20:32:27.598874] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STEP' from 'https://tdm.silogroup.org/data/derivative_storage/STEP.csv'.
[2025-12-09T20:32:27.609934] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STEP'.
[2025-12-09T20:32:27.610215] [INFO ] [FORECASTER] Starting predict_future for STEP
[2025-12-09T20:32:27.610970] [DEBUG] [LOCAL     ] No optimal features file found for STEP: ./output/feature-sets/STEP.txt
[2025-12-09T20:32:27.611020] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:27.611051] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:27.611077] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:27.611131] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:27.670469] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:27.671373] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:27.671453] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:27.671487] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:27.785908] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:27.786057] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:27.786097] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:27.786125] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:27.789461] [DEBUG] [FORECASTER] STEP: Forecast T+1@11:T+2@11: UP (p=91.77%)
[2025-12-09T20:32:27.789739] [INFO ] [FORECASTER] Completed predict_future for STEP
[2025-12-09T20:32:27.789857] [INFO ] [sig       ] STEP: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:32:27.930901] [INFO ] [LOCAL     ] Saved forecast: STEP	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/STEP.txt
[2025-12-09T20:32:27.931037] [INFO ] [sig       ] [3056/3614] Completed STEP in 0.3s | 2.93 sym/s | Total: 17.4m | ETA: 3.2m
[2025-12-09T20:32:27.931077] [INFO ] [sig       ] [3057/3614] Forecasting STHO...
[2025-12-09T20:32:27.931107] [INFO ] [sig       ] Generating forecast for: STHO
[2025-12-09T20:32:27.931136] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STHO' from 'https://tdm.silogroup.org/data/derivative_storage/STHO.csv'.
[2025-12-09T20:32:27.942174] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STHO'.
[2025-12-09T20:32:27.942485] [INFO ] [FORECASTER] Starting predict_future for STHO
[2025-12-09T20:32:27.943267] [DEBUG] [LOCAL     ] No optimal features file found for STHO: ./output/feature-sets/STHO.txt
[2025-12-09T20:32:27.943317] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:27.943346] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:27.943371] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:27.943427] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:28.000438] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:28.001296] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:28.001376] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:28.001410] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:28.118186] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:28.118330] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:28.118370] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:28.118399] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:28.121694] [DEBUG] [FORECASTER] STHO: Forecast T+1@11:T+2@11: DOWN (p=24.22%)
[2025-12-09T20:32:28.121953] [INFO ] [FORECASTER] Completed predict_future for STHO
[2025-12-09T20:32:28.122069] [INFO ] [sig       ] STHO: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:32:28.269175] [INFO ] [LOCAL     ] Saved forecast: STHO	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/STHO.txt
[2025-12-09T20:32:28.269326] [INFO ] [sig       ] [3057/3614] Completed STHO in 0.3s | 2.93 sym/s | Total: 17.4m | ETA: 3.2m
[2025-12-09T20:32:28.269365] [INFO ] [sig       ] [3058/3614] Forecasting STI...
[2025-12-09T20:32:28.269395] [INFO ] [sig       ] Generating forecast for: STI
[2025-12-09T20:32:28.269426] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STI' from 'https://tdm.silogroup.org/data/derivative_storage/STI.csv'.
[2025-12-09T20:32:28.280561] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STI'.
[2025-12-09T20:32:28.280920] [INFO ] [FORECASTER] Starting predict_future for STI
[2025-12-09T20:32:28.281737] [DEBUG] [LOCAL     ] No optimal features file found for STI: ./output/feature-sets/STI.txt
[2025-12-09T20:32:28.281789] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:28.281822] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:28.281850] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:28.281906] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:28.339222] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:28.340093] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:28.340175] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:28.340209] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:28.465166] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:28.465331] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:28.465380] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:28.465411] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:28.468970] [DEBUG] [FORECASTER] STI: Forecast T+1@11:T+2@11: UP (p=52.09%)
[2025-12-09T20:32:28.469272] [INFO ] [FORECASTER] Completed predict_future for STI
[2025-12-09T20:32:28.469399] [INFO ] [sig       ] STI: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:32:28.606044] [INFO ] [LOCAL     ] Saved forecast: STI	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/STI.txt
[2025-12-09T20:32:28.606211] [INFO ] [sig       ] [3058/3614] Completed STI in 0.3s | 2.93 sym/s | Total: 17.4m | ETA: 3.2m
[2025-12-09T20:32:28.606252] [INFO ] [sig       ] [3059/3614] Forecasting STIM...
[2025-12-09T20:32:28.606283] [INFO ] [sig       ] Generating forecast for: STIM
[2025-12-09T20:32:28.606481] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STIM' from 'https://tdm.silogroup.org/data/derivative_storage/STIM.csv'.
[2025-12-09T20:32:28.618466] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STIM'.
[2025-12-09T20:32:28.618806] [INFO ] [FORECASTER] Starting predict_future for STIM
[2025-12-09T20:32:28.619625] [DEBUG] [LOCAL     ] No optimal features file found for STIM: ./output/feature-sets/STIM.txt
[2025-12-09T20:32:28.619675] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:28.619720] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:28.619747] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:28.619803] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:28.675067] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:28.675844] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:28.675920] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:28.675953] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:28.799635] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:28.799780] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:28.799820] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:28.799848] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:28.803293] [DEBUG] [FORECASTER] STIM: Forecast T+1@11:T+2@11: UP (p=72.20%)
[2025-12-09T20:32:28.803592] [INFO ] [FORECASTER] Completed predict_future for STIM
[2025-12-09T20:32:28.803716] [INFO ] [sig       ] STIM: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:32:28.945321] [INFO ] [LOCAL     ] Saved forecast: STIM	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/STIM.txt
[2025-12-09T20:32:28.945459] [INFO ] [sig       ] [3059/3614] Completed STIM in 0.3s | 2.93 sym/s | Total: 17.4m | ETA: 3.2m
[2025-12-09T20:32:28.945498] [INFO ] [sig       ] [3060/3614] Forecasting STK...
[2025-12-09T20:32:28.945529] [INFO ] [sig       ] Generating forecast for: STK
[2025-12-09T20:32:28.945558] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STK' from 'https://tdm.silogroup.org/data/derivative_storage/STK.csv'.
[2025-12-09T20:32:28.956795] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STK'.
[2025-12-09T20:32:28.957165] [INFO ] [FORECASTER] Starting predict_future for STK
[2025-12-09T20:32:28.958015] [DEBUG] [LOCAL     ] No optimal features file found for STK: ./output/feature-sets/STK.txt
[2025-12-09T20:32:28.958067] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:28.958098] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:28.958124] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:28.958179] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:29.014471] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:29.015384] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:29.015473] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:29.015505] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:29.137581] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:29.137752] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:29.137804] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:29.137834] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:29.141388] [DEBUG] [FORECASTER] STK: Forecast T+1@11:T+2@11: DOWN (p=2.08%)
[2025-12-09T20:32:29.141690] [INFO ] [FORECASTER] Completed predict_future for STK
[2025-12-09T20:32:29.141812] [INFO ] [sig       ] STK: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:32:29.279615] [INFO ] [LOCAL     ] Saved forecast: STK	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/STK.txt
[2025-12-09T20:32:29.279764] [INFO ] [sig       ] [3060/3614] Completed STK in 0.3s | 2.93 sym/s | Total: 17.4m | ETA: 3.2m
[2025-12-09T20:32:29.279805] [INFO ] [sig       ] [3061/3614] Forecasting STKH...
[2025-12-09T20:32:29.279835] [INFO ] [sig       ] Generating forecast for: STKH
[2025-12-09T20:32:29.279863] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STKH' from 'https://tdm.silogroup.org/data/derivative_storage/STKH.csv'.
[2025-12-09T20:32:29.290864] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STKH'.
[2025-12-09T20:32:29.291207] [INFO ] [FORECASTER] Starting predict_future for STKH
[2025-12-09T20:32:29.292005] [DEBUG] [LOCAL     ] No optimal features file found for STKH: ./output/feature-sets/STKH.txt
[2025-12-09T20:32:29.292057] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:29.292088] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:29.292114] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:29.292168] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:29.353737] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:29.354460] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:29.354552] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:29.354615] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:29.465863] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:29.466005] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:29.466055] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:29.466086] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:29.469943] [DEBUG] [FORECASTER] STKH: Forecast T+1@11:T+2@11: UP (p=81.13%)
[2025-12-09T20:32:29.470305] [INFO ] [FORECASTER] Completed predict_future for STKH
[2025-12-09T20:32:29.470437] [INFO ] [sig       ] STKH: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:32:29.613150] [INFO ] [LOCAL     ] Saved forecast: STKH	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/STKH.txt
[2025-12-09T20:32:29.613278] [INFO ] [sig       ] [3061/3614] Completed STKH in 0.3s | 2.93 sym/s | Total: 17.4m | ETA: 3.1m
[2025-12-09T20:32:29.613316] [INFO ] [sig       ] [3062/3614] Forecasting STKL...
[2025-12-09T20:32:29.613344] [INFO ] [sig       ] Generating forecast for: STKL
[2025-12-09T20:32:29.613373] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STKL' from 'https://tdm.silogroup.org/data/derivative_storage/STKL.csv'.
[2025-12-09T20:32:29.624594] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STKL'.
[2025-12-09T20:32:29.624878] [INFO ] [FORECASTER] Starting predict_future for STKL
[2025-12-09T20:32:29.625649] [DEBUG] [LOCAL     ] No optimal features file found for STKL: ./output/feature-sets/STKL.txt
[2025-12-09T20:32:29.625699] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:29.625729] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:29.625756] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:29.625811] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:29.681729] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:29.682442] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:29.682547] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:29.682603] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:29.803331] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:29.803475] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:29.803515] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:29.803543] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:29.806866] [DEBUG] [FORECASTER] STKL: Forecast T+1@11:T+2@11: UP (p=61.58%)
[2025-12-09T20:32:29.807130] [INFO ] [FORECASTER] Completed predict_future for STKL
[2025-12-09T20:32:29.807249] [INFO ] [sig       ] STKL: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:32:29.947674] [INFO ] [LOCAL     ] Saved forecast: STKL	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/STKL.txt
[2025-12-09T20:32:29.947805] [INFO ] [sig       ] [3062/3614] Completed STKL in 0.3s | 2.93 sym/s | Total: 17.4m | ETA: 3.1m
[2025-12-09T20:32:29.947850] [INFO ] [sig       ] [3063/3614] Forecasting STKS...
[2025-12-09T20:32:29.947881] [INFO ] [sig       ] Generating forecast for: STKS
[2025-12-09T20:32:29.947910] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STKS' from 'https://tdm.silogroup.org/data/derivative_storage/STKS.csv'.
[2025-12-09T20:32:29.958517] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STKS'.
[2025-12-09T20:32:29.958822] [INFO ] [FORECASTER] Starting predict_future for STKS
[2025-12-09T20:32:29.959563] [DEBUG] [LOCAL     ] No optimal features file found for STKS: ./output/feature-sets/STKS.txt
[2025-12-09T20:32:29.959632] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:29.959664] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:29.959690] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:29.959744] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:30.014871] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:30.015525] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:30.015621] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:30.015654] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:30.132691] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:30.132843] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:30.132882] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:30.132910] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:30.136229] [DEBUG] [FORECASTER] STKS: Forecast T+1@11:T+2@11: UP (p=87.19%)
[2025-12-09T20:32:30.136491] [INFO ] [FORECASTER] Completed predict_future for STKS
[2025-12-09T20:32:30.136628] [INFO ] [sig       ] STKS: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:32:30.274045] [INFO ] [LOCAL     ] Saved forecast: STKS	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/STKS.txt
[2025-12-09T20:32:30.274180] [INFO ] [sig       ] [3063/3614] Completed STKS in 0.3s | 2.93 sym/s | Total: 17.4m | ETA: 3.1m
[2025-12-09T20:32:30.274218] [INFO ] [sig       ] [3064/3614] Forecasting STLA...
[2025-12-09T20:32:30.274246] [INFO ] [sig       ] Generating forecast for: STLA
[2025-12-09T20:32:30.274275] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STLA' from 'https://tdm.silogroup.org/data/derivative_storage/STLA.csv'.
[2025-12-09T20:32:30.285842] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STLA'.
[2025-12-09T20:32:30.286161] [INFO ] [FORECASTER] Starting predict_future for STLA
[2025-12-09T20:32:30.286933] [DEBUG] [LOCAL     ] No optimal features file found for STLA: ./output/feature-sets/STLA.txt
[2025-12-09T20:32:30.286983] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:30.287014] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:30.287040] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:30.287095] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:30.343758] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:30.344554] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:30.344658] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:30.344690] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:30.459566] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:30.459722] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:30.459763] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:30.459791] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:30.463096] [DEBUG] [FORECASTER] STLA: Forecast T+1@11:T+2@11: UP (p=91.04%)
[2025-12-09T20:32:30.463368] [INFO ] [FORECASTER] Completed predict_future for STLA
[2025-12-09T20:32:30.463504] [INFO ] [sig       ] STLA: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:32:30.603332] [INFO ] [LOCAL     ] Saved forecast: STLA	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/STLA.txt
[2025-12-09T20:32:30.603485] [INFO ] [sig       ] [3064/3614] Completed STLA in 0.3s | 2.93 sym/s | Total: 17.4m | ETA: 3.1m
[2025-12-09T20:32:30.603525] [INFO ] [sig       ] [3065/3614] Forecasting STLD...
[2025-12-09T20:32:30.603554] [INFO ] [sig       ] Generating forecast for: STLD
[2025-12-09T20:32:30.603601] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STLD' from 'https://tdm.silogroup.org/data/derivative_storage/STLD.csv'.
[2025-12-09T20:32:30.615352] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STLD'.
[2025-12-09T20:32:30.615817] [INFO ] [FORECASTER] Starting predict_future for STLD
[2025-12-09T20:32:30.616846] [DEBUG] [LOCAL     ] No optimal features file found for STLD: ./output/feature-sets/STLD.txt
[2025-12-09T20:32:30.616902] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:30.616936] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:30.616964] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:30.617020] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:30.674565] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:30.675453] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:30.675552] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:30.675605] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:30.794267] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:30.794418] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:30.794456] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:30.794486] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:30.797863] [DEBUG] [FORECASTER] STLD: Forecast T+1@11:T+2@11: DOWN (p=8.53%)
[2025-12-09T20:32:30.798125] [INFO ] [FORECASTER] Completed predict_future for STLD
[2025-12-09T20:32:30.798248] [INFO ] [sig       ] STLD: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:32:30.936933] [INFO ] [LOCAL     ] Saved forecast: STLD	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/STLD.txt
[2025-12-09T20:32:30.937096] [INFO ] [sig       ] [3065/3614] Completed STLD in 0.3s | 2.93 sym/s | Total: 17.4m | ETA: 3.1m
[2025-12-09T20:32:30.937136] [INFO ] [sig       ] [3066/3614] Forecasting STM...
[2025-12-09T20:32:30.937166] [INFO ] [sig       ] Generating forecast for: STM
[2025-12-09T20:32:30.937196] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STM' from 'https://tdm.silogroup.org/data/derivative_storage/STM.csv'.
[2025-12-09T20:32:30.948515] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STM'.
[2025-12-09T20:32:30.948881] [INFO ] [FORECASTER] Starting predict_future for STM
[2025-12-09T20:32:30.949698] [DEBUG] [LOCAL     ] No optimal features file found for STM: ./output/feature-sets/STM.txt
[2025-12-09T20:32:30.949750] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:30.949784] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:30.949811] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:30.949868] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:31.008166] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:31.009029] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:31.009111] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:31.009146] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:31.130076] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:31.130227] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:31.130307] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:31.130339] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:31.133623] [DEBUG] [FORECASTER] STM: Forecast T+1@11:T+2@11: DOWN (p=16.94%)
[2025-12-09T20:32:31.133882] [INFO ] [FORECASTER] Completed predict_future for STM
[2025-12-09T20:32:31.133997] [INFO ] [sig       ] STM: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:32:31.271360] [INFO ] [LOCAL     ] Saved forecast: STM	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/STM.txt
[2025-12-09T20:32:31.271469] [INFO ] [sig       ] [3066/3614] Completed STM in 0.3s | 2.93 sym/s | Total: 17.5m | ETA: 3.1m
[2025-12-09T20:32:31.271505] [INFO ] [sig       ] [3067/3614] Forecasting STN...
[2025-12-09T20:32:31.271534] [INFO ] [sig       ] Generating forecast for: STN
[2025-12-09T20:32:31.271563] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STN' from 'https://tdm.silogroup.org/data/derivative_storage/STN.csv'.
[2025-12-09T20:32:31.282407] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STN'.
[2025-12-09T20:32:31.282760] [INFO ] [FORECASTER] Starting predict_future for STN
[2025-12-09T20:32:31.283505] [DEBUG] [LOCAL     ] No optimal features file found for STN: ./output/feature-sets/STN.txt
[2025-12-09T20:32:31.283555] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:31.283606] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:31.283633] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:31.283688] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:31.339533] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:31.340163] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:31.340239] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:31.340270] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:31.454993] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:31.455130] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:31.455178] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:31.455213] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:31.458538] [DEBUG] [FORECASTER] STN: Forecast T+1@11:T+2@11: DOWN (p=19.22%)
[2025-12-09T20:32:31.458811] [INFO ] [FORECASTER] Completed predict_future for STN
[2025-12-09T20:32:31.458926] [INFO ] [sig       ] STN: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:32:31.598335] [INFO ] [LOCAL     ] Saved forecast: STN	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/STN.txt
[2025-12-09T20:32:31.598449] [INFO ] [sig       ] [3067/3614] Completed STN in 0.3s | 2.93 sym/s | Total: 17.5m | ETA: 3.1m
[2025-12-09T20:32:31.598487] [INFO ] [sig       ] [3068/3614] Forecasting STNE...
[2025-12-09T20:32:31.598515] [INFO ] [sig       ] Generating forecast for: STNE
[2025-12-09T20:32:31.598543] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STNE' from 'https://tdm.silogroup.org/data/derivative_storage/STNE.csv'.
[2025-12-09T20:32:31.609720] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STNE'.
[2025-12-09T20:32:31.609980] [INFO ] [FORECASTER] Starting predict_future for STNE
[2025-12-09T20:32:31.610729] [DEBUG] [LOCAL     ] No optimal features file found for STNE: ./output/feature-sets/STNE.txt
[2025-12-09T20:32:31.610778] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:31.610810] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:31.610836] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:31.610890] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:31.667302] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:31.667917] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:31.668002] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:31.668034] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:31.789091] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:31.789208] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:31.789244] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:31.789272] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:31.792432] [DEBUG] [FORECASTER] STNE: Forecast T+1@11:T+2@11: DOWN (p=22.92%)
[2025-12-09T20:32:31.792708] [INFO ] [FORECASTER] Completed predict_future for STNE
[2025-12-09T20:32:31.792823] [INFO ] [sig       ] STNE: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:32:31.930057] [INFO ] [LOCAL     ] Saved forecast: STNE	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/STNE.txt
[2025-12-09T20:32:31.930167] [INFO ] [sig       ] [3068/3614] Completed STNE in 0.3s | 2.93 sym/s | Total: 17.5m | ETA: 3.1m
[2025-12-09T20:32:31.930210] [INFO ] [sig       ] [3069/3614] Forecasting STOK...
[2025-12-09T20:32:31.930240] [INFO ] [sig       ] Generating forecast for: STOK
[2025-12-09T20:32:31.930270] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STOK' from 'https://tdm.silogroup.org/data/derivative_storage/STOK.csv'.
[2025-12-09T20:32:31.942412] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STOK'.
[2025-12-09T20:32:31.942868] [INFO ] [FORECASTER] Starting predict_future for STOK
[2025-12-09T20:32:31.943788] [DEBUG] [LOCAL     ] No optimal features file found for STOK: ./output/feature-sets/STOK.txt
[2025-12-09T20:32:31.943847] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:31.943913] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:31.943942] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:31.944000] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:32.000263] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:32.001152] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:32.001238] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:32.001272] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:32.123616] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:32.123771] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:32.123812] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:32.123840] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:32.127173] [DEBUG] [FORECASTER] STOK: Forecast T+1@11:T+2@11: DOWN (p=9.77%)
[2025-12-09T20:32:32.127444] [INFO ] [FORECASTER] Completed predict_future for STOK
[2025-12-09T20:32:32.127618] [INFO ] [sig       ] STOK: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:32:32.268585] [INFO ] [LOCAL     ] Saved forecast: STOK	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/STOK.txt
[2025-12-09T20:32:32.268756] [INFO ] [sig       ] [3069/3614] Completed STOK in 0.3s | 2.93 sym/s | Total: 17.5m | ETA: 3.1m
[2025-12-09T20:32:32.268814] [INFO ] [sig       ] [3070/3614] Forecasting STRA...
[2025-12-09T20:32:32.268860] [INFO ] [sig       ] Generating forecast for: STRA
[2025-12-09T20:32:32.268905] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STRA' from 'https://tdm.silogroup.org/data/derivative_storage/STRA.csv'.
[2025-12-09T20:32:32.282662] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STRA'.
[2025-12-09T20:32:32.283064] [INFO ] [FORECASTER] Starting predict_future for STRA
[2025-12-09T20:32:32.284048] [DEBUG] [LOCAL     ] No optimal features file found for STRA: ./output/feature-sets/STRA.txt
[2025-12-09T20:32:32.284110] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:32.284172] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:32.284213] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:32.284296] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:32.347702] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:32.348530] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:32.348633] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:32.348667] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:32.466212] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:32.466363] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:32.466404] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:32.466432] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:32.469820] [DEBUG] [FORECASTER] STRA: Forecast T+1@11:T+2@11: UP (p=56.56%)
[2025-12-09T20:32:32.470105] [INFO ] [FORECASTER] Completed predict_future for STRA
[2025-12-09T20:32:32.470239] [INFO ] [sig       ] STRA: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:32:32.612739] [INFO ] [LOCAL     ] Saved forecast: STRA	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/STRA.txt
[2025-12-09T20:32:32.612902] [INFO ] [sig       ] [3070/3614] Completed STRA in 0.3s | 2.93 sym/s | Total: 17.5m | ETA: 3.1m
[2025-12-09T20:32:32.612944] [INFO ] [sig       ] [3071/3614] Forecasting STRL...
[2025-12-09T20:32:32.612972] [INFO ] [sig       ] Generating forecast for: STRL
[2025-12-09T20:32:32.613000] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STRL' from 'https://tdm.silogroup.org/data/derivative_storage/STRL.csv'.
[2025-12-09T20:32:32.624308] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STRL'.
[2025-12-09T20:32:32.624611] [INFO ] [FORECASTER] Starting predict_future for STRL
[2025-12-09T20:32:32.625363] [DEBUG] [LOCAL     ] No optimal features file found for STRL: ./output/feature-sets/STRL.txt
[2025-12-09T20:32:32.625414] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:32.625447] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:32.625474] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:32.625528] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:32.680993] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:32.681623] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:32.681698] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:32.681729] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:32.801638] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:32.801790] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:32.801831] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:32.801860] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:32.805171] [DEBUG] [FORECASTER] STRL: Forecast T+1@11:T+2@11: UP (p=89.10%)
[2025-12-09T20:32:32.805434] [INFO ] [FORECASTER] Completed predict_future for STRL
[2025-12-09T20:32:32.805550] [INFO ] [sig       ] STRL: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:32:32.943946] [INFO ] [LOCAL     ] Saved forecast: STRL	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/STRL.txt
[2025-12-09T20:32:32.944073] [INFO ] [sig       ] [3071/3614] Completed STRL in 0.3s | 2.93 sym/s | Total: 17.5m | ETA: 3.1m
[2025-12-09T20:32:32.944110] [INFO ] [sig       ] [3072/3614] Forecasting STRS...
[2025-12-09T20:32:32.944140] [INFO ] [sig       ] Generating forecast for: STRS
[2025-12-09T20:32:32.944169] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STRS' from 'https://tdm.silogroup.org/data/derivative_storage/STRS.csv'.
[2025-12-09T20:32:32.953651] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STRS'.
[2025-12-09T20:32:32.953917] [INFO ] [FORECASTER] Starting predict_future for STRS
[2025-12-09T20:32:32.954801] [DEBUG] [LOCAL     ] No optimal features file found for STRS: ./output/feature-sets/STRS.txt
[2025-12-09T20:32:32.954852] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:32.954882] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:32.954907] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:32.954960] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:33.010258] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:33.011085] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:33.011161] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:33.011192] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:33.100186] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:33.100352] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:32:33.100395] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:33.100460] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:33.104021] [DEBUG] [FORECASTER] STRS: Forecast T+1@11:T+2@11: DOWN (p=47.92%)
[2025-12-09T20:32:33.104324] [INFO ] [FORECASTER] Completed predict_future for STRS
[2025-12-09T20:32:33.104462] [INFO ] [sig       ] STRS: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:32:33.240932] [INFO ] [LOCAL     ] Saved forecast: STRS	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/STRS.txt
[2025-12-09T20:32:33.241041] [INFO ] [sig       ] [3072/3614] Completed STRS in 0.3s | 2.93 sym/s | Total: 17.5m | ETA: 3.1m
[2025-12-09T20:32:33.241078] [INFO ] [sig       ] [3073/3614] Forecasting STSS...
[2025-12-09T20:32:33.241108] [INFO ] [sig       ] Generating forecast for: STSS
[2025-12-09T20:32:33.241138] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STSS' from 'https://tdm.silogroup.org/data/derivative_storage/STSS.csv'.
[2025-12-09T20:32:33.251744] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STSS'.
[2025-12-09T20:32:33.252027] [INFO ] [FORECASTER] Starting predict_future for STSS
[2025-12-09T20:32:33.252802] [DEBUG] [LOCAL     ] No optimal features file found for STSS: ./output/feature-sets/STSS.txt
[2025-12-09T20:32:33.252852] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:33.252883] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:33.252909] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:33.252962] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:33.310637] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:33.311264] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:33.311339] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:33.311370] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:33.429753] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:33.429903] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:33.429943] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:33.429971] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:33.433393] [DEBUG] [FORECASTER] STSS: Forecast T+1@11:T+2@11: UP (p=68.26%)
[2025-12-09T20:32:33.433682] [INFO ] [FORECASTER] Completed predict_future for STSS
[2025-12-09T20:32:33.433804] [INFO ] [sig       ] STSS: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:32:33.572763] [INFO ] [LOCAL     ] Saved forecast: STSS	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/STSS.txt
[2025-12-09T20:32:33.572887] [INFO ] [sig       ] [3073/3614] Completed STSS in 0.3s | 2.93 sym/s | Total: 17.5m | ETA: 3.1m
[2025-12-09T20:32:33.572925] [INFO ] [sig       ] [3074/3614] Forecasting STTK...
[2025-12-09T20:32:33.572961] [INFO ] [sig       ] Generating forecast for: STTK
[2025-12-09T20:32:33.572990] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STTK' from 'https://tdm.silogroup.org/data/derivative_storage/STTK.csv'.
[2025-12-09T20:32:33.584071] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STTK'.
[2025-12-09T20:32:33.584362] [INFO ] [FORECASTER] Starting predict_future for STTK
[2025-12-09T20:32:33.585125] [DEBUG] [LOCAL     ] No optimal features file found for STTK: ./output/feature-sets/STTK.txt
[2025-12-09T20:32:33.585176] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:33.585206] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:33.585232] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:33.585292] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:33.641412] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:33.642008] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:33.642082] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:33.642112] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:33.763668] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:33.763823] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:33.763864] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:33.763895] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:33.767461] [DEBUG] [FORECASTER] STTK: Forecast T+1@11:T+2@11: DOWN (p=48.09%)
[2025-12-09T20:32:33.767839] [INFO ] [FORECASTER] Completed predict_future for STTK
[2025-12-09T20:32:33.767978] [INFO ] [sig       ] STTK: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:32:33.908230] [INFO ] [LOCAL     ] Saved forecast: STTK	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/STTK.txt
[2025-12-09T20:32:33.908384] [INFO ] [sig       ] [3074/3614] Completed STTK in 0.3s | 2.93 sym/s | Total: 17.5m | ETA: 3.1m
[2025-12-09T20:32:33.908428] [INFO ] [sig       ] [3075/3614] Forecasting STVN...
[2025-12-09T20:32:33.908458] [INFO ] [sig       ] Generating forecast for: STVN
[2025-12-09T20:32:33.908487] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STVN' from 'https://tdm.silogroup.org/data/derivative_storage/STVN.csv'.
[2025-12-09T20:32:33.919347] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STVN'.
[2025-12-09T20:32:33.919668] [INFO ] [FORECASTER] Starting predict_future for STVN
[2025-12-09T20:32:33.920409] [DEBUG] [LOCAL     ] No optimal features file found for STVN: ./output/feature-sets/STVN.txt
[2025-12-09T20:32:33.920459] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:33.920490] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:33.920516] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:33.920587] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:33.979553] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:33.980370] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:33.980451] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:33.980484] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:34.099351] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:34.099509] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:34.099565] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:34.099625] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:34.103461] [DEBUG] [FORECASTER] STVN: Forecast T+1@11:T+2@11: DOWN (p=13.35%)
[2025-12-09T20:32:34.103802] [INFO ] [FORECASTER] Completed predict_future for STVN
[2025-12-09T20:32:34.103941] [INFO ] [sig       ] STVN: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:32:34.243377] [INFO ] [LOCAL     ] Saved forecast: STVN	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/STVN.txt
[2025-12-09T20:32:34.243511] [INFO ] [sig       ] [3075/3614] Completed STVN in 0.3s | 2.93 sym/s | Total: 17.5m | ETA: 3.1m
[2025-12-09T20:32:34.243551] [INFO ] [sig       ] [3076/3614] Forecasting STWD...
[2025-12-09T20:32:34.243597] [INFO ] [sig       ] Generating forecast for: STWD
[2025-12-09T20:32:34.243628] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STWD' from 'https://tdm.silogroup.org/data/derivative_storage/STWD.csv'.
[2025-12-09T20:32:34.255066] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STWD'.
[2025-12-09T20:32:34.255344] [INFO ] [FORECASTER] Starting predict_future for STWD
[2025-12-09T20:32:34.256104] [DEBUG] [LOCAL     ] No optimal features file found for STWD: ./output/feature-sets/STWD.txt
[2025-12-09T20:32:34.256154] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:34.256185] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:34.256218] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:34.256273] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:34.314384] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:34.315125] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:34.315205] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:34.315239] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:34.432745] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:34.432893] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:34.432935] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:34.432965] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:34.436334] [DEBUG] [FORECASTER] STWD: Forecast T+1@11:T+2@11: UP (p=87.22%)
[2025-12-09T20:32:34.436621] [INFO ] [FORECASTER] Completed predict_future for STWD
[2025-12-09T20:32:34.436744] [INFO ] [sig       ] STWD: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:32:34.577979] [INFO ] [LOCAL     ] Saved forecast: STWD	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/STWD.txt
[2025-12-09T20:32:34.578112] [INFO ] [sig       ] [3076/3614] Completed STWD in 0.3s | 2.93 sym/s | Total: 17.5m | ETA: 3.1m
[2025-12-09T20:32:34.578152] [INFO ] [sig       ] [3077/3614] Forecasting STX...
[2025-12-09T20:32:34.578183] [INFO ] [sig       ] Generating forecast for: STX
[2025-12-09T20:32:34.578214] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STX' from 'https://tdm.silogroup.org/data/derivative_storage/STX.csv'.
[2025-12-09T20:32:34.589405] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STX'.
[2025-12-09T20:32:34.589686] [INFO ] [FORECASTER] Starting predict_future for STX
[2025-12-09T20:32:34.590434] [DEBUG] [LOCAL     ] No optimal features file found for STX: ./output/feature-sets/STX.txt
[2025-12-09T20:32:34.590485] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:34.590518] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:34.590545] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:34.590624] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:34.648681] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:34.649504] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:34.649602] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:34.649636] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:34.771970] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:34.772118] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:34.772159] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:34.772205] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:34.775526] [DEBUG] [FORECASTER] STX: Forecast T+1@11:T+2@11: DOWN (p=13.71%)
[2025-12-09T20:32:34.775809] [INFO ] [FORECASTER] Completed predict_future for STX
[2025-12-09T20:32:34.775928] [INFO ] [sig       ] STX: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:32:34.920600] [INFO ] [LOCAL     ] Saved forecast: STX	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/STX.txt
[2025-12-09T20:32:34.920752] [INFO ] [sig       ] [3077/3614] Completed STX in 0.3s | 2.93 sym/s | Total: 17.5m | ETA: 3.1m
[2025-12-09T20:32:34.920792] [INFO ] [sig       ] [3078/3614] Forecasting STXE...
[2025-12-09T20:32:34.920821] [INFO ] [sig       ] Generating forecast for: STXE
[2025-12-09T20:32:34.920852] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STXE' from 'https://tdm.silogroup.org/data/derivative_storage/STXE.csv'.
[2025-12-09T20:32:34.931442] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STXE'.
[2025-12-09T20:32:34.931779] [INFO ] [FORECASTER] Starting predict_future for STXE
[2025-12-09T20:32:34.932522] [DEBUG] [LOCAL     ] No optimal features file found for STXE: ./output/feature-sets/STXE.txt
[2025-12-09T20:32:34.932591] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:34.932624] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:34.932649] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:34.932704] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:34.989361] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:34.990144] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:34.990226] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:34.990260] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:35.103217] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:35.103367] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:35.103409] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:35.103438] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:35.107069] [DEBUG] [FORECASTER] STXE: Forecast T+1@11:T+2@11: UP (p=53.97%)
[2025-12-09T20:32:35.107377] [INFO ] [FORECASTER] Completed predict_future for STXE
[2025-12-09T20:32:35.107527] [INFO ] [sig       ] STXE: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:32:35.257127] [INFO ] [LOCAL     ] Saved forecast: STXE	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/STXE.txt
[2025-12-09T20:32:35.257271] [INFO ] [sig       ] [3078/3614] Completed STXE in 0.3s | 2.93 sym/s | Total: 17.5m | ETA: 3.1m
[2025-12-09T20:32:35.257319] [INFO ] [sig       ] [3079/3614] Forecasting STXG...
[2025-12-09T20:32:35.257356] [INFO ] [sig       ] Generating forecast for: STXG
[2025-12-09T20:32:35.257392] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STXG' from 'https://tdm.silogroup.org/data/derivative_storage/STXG.csv'.
[2025-12-09T20:32:35.267812] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STXG'.
[2025-12-09T20:32:35.268146] [INFO ] [FORECASTER] Starting predict_future for STXG
[2025-12-09T20:32:35.269023] [DEBUG] [LOCAL     ] No optimal features file found for STXG: ./output/feature-sets/STXG.txt
[2025-12-09T20:32:35.269075] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:35.269106] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:35.269137] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:35.269217] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:35.329860] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:35.330700] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:35.330812] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:35.330860] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:35.445538] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:35.445709] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:35.445751] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:35.445781] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:35.449487] [DEBUG] [FORECASTER] STXG: Forecast T+1@11:T+2@11: UP (p=59.37%)
[2025-12-09T20:32:35.449801] [INFO ] [FORECASTER] Completed predict_future for STXG
[2025-12-09T20:32:35.449927] [INFO ] [sig       ] STXG: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:32:35.590452] [INFO ] [LOCAL     ] Saved forecast: STXG	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/STXG.txt
[2025-12-09T20:32:35.590603] [INFO ] [sig       ] [3079/3614] Completed STXG in 0.3s | 2.93 sym/s | Total: 17.5m | ETA: 3.0m
[2025-12-09T20:32:35.590644] [INFO ] [sig       ] [3080/3614] Forecasting SUI...
[2025-12-09T20:32:35.590674] [INFO ] [sig       ] Generating forecast for: SUI
[2025-12-09T20:32:35.590703] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUI' from 'https://tdm.silogroup.org/data/derivative_storage/SUI.csv'.
[2025-12-09T20:32:35.602199] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUI'.
[2025-12-09T20:32:35.602487] [INFO ] [FORECASTER] Starting predict_future for SUI
[2025-12-09T20:32:35.603291] [DEBUG] [LOCAL     ] No optimal features file found for SUI: ./output/feature-sets/SUI.txt
[2025-12-09T20:32:35.603346] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:35.603380] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:35.603406] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:35.603467] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:35.659081] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:35.659691] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:35.659765] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:35.659795] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:35.777828] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:35.777957] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:35.777996] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:35.778024] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:35.781288] [DEBUG] [FORECASTER] SUI: Forecast T+1@11:T+2@11: UP (p=57.31%)
[2025-12-09T20:32:35.781550] [INFO ] [FORECASTER] Completed predict_future for SUI
[2025-12-09T20:32:35.781685] [INFO ] [sig       ] SUI: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:32:35.917869] [INFO ] [LOCAL     ] Saved forecast: SUI	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/SUI.txt
[2025-12-09T20:32:35.917981] [INFO ] [sig       ] [3080/3614] Completed SUI in 0.3s | 2.93 sym/s | Total: 17.5m | ETA: 3.0m
[2025-12-09T20:32:35.918019] [INFO ] [sig       ] [3081/3614] Forecasting SUN...
[2025-12-09T20:32:35.918048] [INFO ] [sig       ] Generating forecast for: SUN
[2025-12-09T20:32:35.918076] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUN' from 'https://tdm.silogroup.org/data/derivative_storage/SUN.csv'.
[2025-12-09T20:32:35.929115] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUN'.
[2025-12-09T20:32:35.929395] [INFO ] [FORECASTER] Starting predict_future for SUN
[2025-12-09T20:32:35.930224] [DEBUG] [LOCAL     ] No optimal features file found for SUN: ./output/feature-sets/SUN.txt
[2025-12-09T20:32:35.930275] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:35.930309] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:35.930349] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:35.930408] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:35.986052] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:35.986656] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:35.986730] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:35.986761] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:36.103139] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:36.103282] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:36.103320] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:36.103347] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:36.106682] [DEBUG] [FORECASTER] SUN: Forecast T+1@11:T+2@11: UP (p=89.08%)
[2025-12-09T20:32:36.106943] [INFO ] [FORECASTER] Completed predict_future for SUN
[2025-12-09T20:32:36.107061] [INFO ] [sig       ] SUN: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:32:36.244076] [INFO ] [LOCAL     ] Saved forecast: SUN	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/SUN.txt
[2025-12-09T20:32:36.244214] [INFO ] [sig       ] [3081/3614] Completed SUN in 0.3s | 2.93 sym/s | Total: 17.5m | ETA: 3.0m
[2025-12-09T20:32:36.244253] [INFO ] [sig       ] [3082/3614] Forecasting SUNS...
[2025-12-09T20:32:36.244282] [INFO ] [sig       ] Generating forecast for: SUNS
[2025-12-09T20:32:36.244310] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUNS' from 'https://tdm.silogroup.org/data/derivative_storage/SUNS.csv'.
[2025-12-09T20:32:36.256120] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUNS'.
[2025-12-09T20:32:36.256408] [INFO ] [FORECASTER] Starting predict_future for SUNS
[2025-12-09T20:32:36.257234] [DEBUG] [LOCAL     ] No optimal features file found for SUNS: ./output/feature-sets/SUNS.txt
[2025-12-09T20:32:36.257287] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:36.257327] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:36.257359] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:36.257428] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:36.313436] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:36.314067] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:36.314141] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:36.314172] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:36.430887] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:36.431032] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:36.431072] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:36.431101] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:36.434395] [DEBUG] [FORECASTER] SUNS: Forecast T+1@11:T+2@11: DOWN (p=35.88%)
[2025-12-09T20:32:36.434673] [INFO ] [FORECASTER] Completed predict_future for SUNS
[2025-12-09T20:32:36.434790] [INFO ] [sig       ] SUNS: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:32:36.571950] [INFO ] [LOCAL     ] Saved forecast: SUNS	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/SUNS.txt
[2025-12-09T20:32:36.572128] [INFO ] [sig       ] [3082/3614] Completed SUNS in 0.3s | 2.93 sym/s | Total: 17.5m | ETA: 3.0m
[2025-12-09T20:32:36.572169] [INFO ] [sig       ] [3083/3614] Forecasting SUPN...
[2025-12-09T20:32:36.572210] [INFO ] [sig       ] Generating forecast for: SUPN
[2025-12-09T20:32:36.572248] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUPN' from 'https://tdm.silogroup.org/data/derivative_storage/SUPN.csv'.
[2025-12-09T20:32:36.584818] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUPN'.
[2025-12-09T20:32:36.585250] [INFO ] [FORECASTER] Starting predict_future for SUPN
[2025-12-09T20:32:36.586111] [DEBUG] [LOCAL     ] No optimal features file found for SUPN: ./output/feature-sets/SUPN.txt
[2025-12-09T20:32:36.586163] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:36.586197] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:36.586225] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:36.586282] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:36.644191] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:36.644981] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:36.645062] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:36.645093] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:36.765351] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:36.765499] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:36.765540] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:36.765587] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:36.768950] [DEBUG] [FORECASTER] SUPN: Forecast T+1@11:T+2@11: UP (p=92.04%)
[2025-12-09T20:32:36.769215] [INFO ] [FORECASTER] Completed predict_future for SUPN
[2025-12-09T20:32:36.769335] [INFO ] [sig       ] SUPN: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:32:36.906351] [INFO ] [LOCAL     ] Saved forecast: SUPN	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/SUPN.txt
[2025-12-09T20:32:36.906498] [INFO ] [sig       ] [3083/3614] Completed SUPN in 0.3s | 2.93 sym/s | Total: 17.5m | ETA: 3.0m
[2025-12-09T20:32:36.906537] [INFO ] [sig       ] [3084/3614] Forecasting SURG...
[2025-12-09T20:32:36.906566] [INFO ] [sig       ] Generating forecast for: SURG
[2025-12-09T20:32:36.906614] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SURG' from 'https://tdm.silogroup.org/data/derivative_storage/SURG.csv'.
[2025-12-09T20:32:36.918352] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SURG'.
[2025-12-09T20:32:36.918667] [INFO ] [FORECASTER] Starting predict_future for SURG
[2025-12-09T20:32:36.919512] [DEBUG] [LOCAL     ] No optimal features file found for SURG: ./output/feature-sets/SURG.txt
[2025-12-09T20:32:36.919566] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:36.919652] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:36.919701] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:36.919776] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:36.978081] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:36.978769] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:36.978848] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:36.978881] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:37.096887] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:37.097036] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:37.097077] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:37.097104] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:37.100450] [DEBUG] [FORECASTER] SURG: Forecast T+1@11:T+2@11: UP (p=52.23%)
[2025-12-09T20:32:37.100751] [INFO ] [FORECASTER] Completed predict_future for SURG
[2025-12-09T20:32:37.100871] [INFO ] [sig       ] SURG: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:32:37.238415] [INFO ] [LOCAL     ] Saved forecast: SURG	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/SURG.txt
[2025-12-09T20:32:37.238549] [INFO ] [sig       ] [3084/3614] Completed SURG in 0.3s | 2.93 sym/s | Total: 17.6m | ETA: 3.0m
[2025-12-09T20:32:37.238605] [INFO ] [sig       ] [3085/3614] Forecasting SUSB...
[2025-12-09T20:32:37.238636] [INFO ] [sig       ] Generating forecast for: SUSB
[2025-12-09T20:32:37.238671] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUSB' from 'https://tdm.silogroup.org/data/derivative_storage/SUSB.csv'.
[2025-12-09T20:32:37.249845] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUSB'.
[2025-12-09T20:32:37.250119] [INFO ] [FORECASTER] Starting predict_future for SUSB
[2025-12-09T20:32:37.250893] [DEBUG] [LOCAL     ] No optimal features file found for SUSB: ./output/feature-sets/SUSB.txt
[2025-12-09T20:32:37.250944] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:37.250976] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:37.251003] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:37.251058] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:37.307153] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:37.307770] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:37.307847] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:37.307878] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:37.424845] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:37.424961] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:37.425000] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:37.425029] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:37.428251] [DEBUG] [FORECASTER] SUSB: Forecast T+1@11:T+2@11: UP (p=99.17%)
[2025-12-09T20:32:37.428510] [INFO ] [FORECASTER] Completed predict_future for SUSB
[2025-12-09T20:32:37.428647] [INFO ] [sig       ] SUSB: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:32:37.567126] [INFO ] [LOCAL     ] Saved forecast: SUSB	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/SUSB.txt
[2025-12-09T20:32:37.567235] [INFO ] [sig       ] [3085/3614] Completed SUSB in 0.3s | 2.93 sym/s | Total: 17.6m | ETA: 3.0m
[2025-12-09T20:32:37.567273] [INFO ] [sig       ] [3086/3614] Forecasting SUSC...
[2025-12-09T20:32:37.567302] [INFO ] [sig       ] Generating forecast for: SUSC
[2025-12-09T20:32:37.567334] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUSC' from 'https://tdm.silogroup.org/data/derivative_storage/SUSC.csv'.
[2025-12-09T20:32:37.579175] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUSC'.
[2025-12-09T20:32:37.579450] [INFO ] [FORECASTER] Starting predict_future for SUSC
[2025-12-09T20:32:37.580227] [DEBUG] [LOCAL     ] No optimal features file found for SUSC: ./output/feature-sets/SUSC.txt
[2025-12-09T20:32:37.580278] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:37.580336] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:37.580366] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:37.580422] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:37.635972] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:37.636553] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:37.636644] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:37.636676] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:37.754276] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:37.754406] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:37.754444] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:37.754471] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:37.757728] [DEBUG] [FORECASTER] SUSC: Forecast T+1@11:T+2@11: UP (p=53.33%)
[2025-12-09T20:32:37.757992] [INFO ] [FORECASTER] Completed predict_future for SUSC
[2025-12-09T20:32:37.758109] [INFO ] [sig       ] SUSC: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:32:37.895824] [INFO ] [LOCAL     ] Saved forecast: SUSC	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/SUSC.txt
[2025-12-09T20:32:37.895945] [INFO ] [sig       ] [3086/3614] Completed SUSC in 0.3s | 2.93 sym/s | Total: 17.6m | ETA: 3.0m
[2025-12-09T20:32:37.895983] [INFO ] [sig       ] [3087/3614] Forecasting SUSL...
[2025-12-09T20:32:37.896013] [INFO ] [sig       ] Generating forecast for: SUSL
[2025-12-09T20:32:37.896041] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUSL' from 'https://tdm.silogroup.org/data/derivative_storage/SUSL.csv'.
[2025-12-09T20:32:37.907550] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUSL'.
[2025-12-09T20:32:37.907868] [INFO ] [FORECASTER] Starting predict_future for SUSL
[2025-12-09T20:32:37.908647] [DEBUG] [LOCAL     ] No optimal features file found for SUSL: ./output/feature-sets/SUSL.txt
[2025-12-09T20:32:37.908701] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:37.908739] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:37.908765] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:37.908819] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:37.964129] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:37.964735] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:37.964808] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:37.964840] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:38.077307] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:38.077423] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:38.077461] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:38.077488] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:38.080749] [DEBUG] [FORECASTER] SUSL: Forecast T+1@11:T+2@11: DOWN (p=1.49%)
[2025-12-09T20:32:38.081016] [INFO ] [FORECASTER] Completed predict_future for SUSL
[2025-12-09T20:32:38.081133] [INFO ] [sig       ] SUSL: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:32:38.220696] [INFO ] [LOCAL     ] Saved forecast: SUSL	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/SUSL.txt
[2025-12-09T20:32:38.220817] [INFO ] [sig       ] [3087/3614] Completed SUSL in 0.3s | 2.93 sym/s | Total: 17.6m | ETA: 3.0m
[2025-12-09T20:32:38.220855] [INFO ] [sig       ] [3088/3614] Forecasting SUUN...
[2025-12-09T20:32:38.220884] [INFO ] [sig       ] Generating forecast for: SUUN
[2025-12-09T20:32:38.220911] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUUN' from 'https://tdm.silogroup.org/data/derivative_storage/SUUN.csv'.
[2025-12-09T20:32:38.233200] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUUN'.
[2025-12-09T20:32:38.233468] [INFO ] [FORECASTER] Starting predict_future for SUUN
[2025-12-09T20:32:38.234233] [DEBUG] [LOCAL     ] No optimal features file found for SUUN: ./output/feature-sets/SUUN.txt
[2025-12-09T20:32:38.234283] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:38.234315] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:38.234342] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:38.234397] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:38.291362] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:38.292125] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:38.292202] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:38.292234] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:38.412693] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:38.412816] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:38.412852] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:38.412880] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:38.416104] [DEBUG] [FORECASTER] SUUN: Forecast T+1@11:T+2@11: DOWN (p=10.09%)
[2025-12-09T20:32:38.416361] [INFO ] [FORECASTER] Completed predict_future for SUUN
[2025-12-09T20:32:38.416476] [INFO ] [sig       ] SUUN: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:32:38.560566] [INFO ] [LOCAL     ] Saved forecast: SUUN	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/SUUN.txt
[2025-12-09T20:32:38.560706] [INFO ] [sig       ] [3088/3614] Completed SUUN in 0.3s | 2.93 sym/s | Total: 17.6m | ETA: 3.0m
[2025-12-09T20:32:38.560744] [INFO ] [sig       ] [3089/3614] Forecasting SUZ...
[2025-12-09T20:32:38.560773] [INFO ] [sig       ] Generating forecast for: SUZ
[2025-12-09T20:32:38.560803] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUZ' from 'https://tdm.silogroup.org/data/derivative_storage/SUZ.csv'.
[2025-12-09T20:32:38.572393] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUZ'.
[2025-12-09T20:32:38.572672] [INFO ] [FORECASTER] Starting predict_future for SUZ
[2025-12-09T20:32:38.573438] [DEBUG] [LOCAL     ] No optimal features file found for SUZ: ./output/feature-sets/SUZ.txt
[2025-12-09T20:32:38.573500] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:38.573537] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:38.573563] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:38.573639] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:38.629626] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:38.630218] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:38.630292] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:38.630324] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:38.753150] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:38.753297] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:38.753337] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:38.753399] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:38.756764] [DEBUG] [FORECASTER] SUZ: Forecast T+1@11:T+2@11: UP (p=51.60%)
[2025-12-09T20:32:38.757034] [INFO ] [FORECASTER] Completed predict_future for SUZ
[2025-12-09T20:32:38.757155] [INFO ] [sig       ] SUZ: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:32:38.896180] [INFO ] [LOCAL     ] Saved forecast: SUZ	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/SUZ.txt
[2025-12-09T20:32:38.896315] [INFO ] [sig       ] [3089/3614] Completed SUZ in 0.3s | 2.93 sym/s | Total: 17.6m | ETA: 3.0m
[2025-12-09T20:32:38.896354] [INFO ] [sig       ] [3090/3614] Forecasting SVC...
[2025-12-09T20:32:38.896386] [INFO ] [sig       ] Generating forecast for: SVC
[2025-12-09T20:32:38.896416] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SVC' from 'https://tdm.silogroup.org/data/derivative_storage/SVC.csv'.
[2025-12-09T20:32:38.910964] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SVC'.
[2025-12-09T20:32:38.911339] [INFO ] [FORECASTER] Starting predict_future for SVC
[2025-12-09T20:32:38.912429] [DEBUG] [LOCAL     ] No optimal features file found for SVC: ./output/feature-sets/SVC.txt
[2025-12-09T20:32:38.912496] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:38.912545] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:38.912610] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:38.912698] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:38.980986] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:38.981697] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:38.981772] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:38.981804] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:39.099684] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:39.099804] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:39.099843] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:39.099870] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:39.103072] [DEBUG] [FORECASTER] SVC: Forecast T+1@11:T+2@11: UP (p=92.04%)
[2025-12-09T20:32:39.103334] [INFO ] [FORECASTER] Completed predict_future for SVC
[2025-12-09T20:32:39.103452] [INFO ] [sig       ] SVC: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:32:39.243140] [INFO ] [LOCAL     ] Saved forecast: SVC	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/SVC.txt
[2025-12-09T20:32:39.243253] [INFO ] [sig       ] [3090/3614] Completed SVC in 0.3s | 2.93 sym/s | Total: 17.6m | ETA: 3.0m
[2025-12-09T20:32:39.243291] [INFO ] [sig       ] [3091/3614] Forecasting SVCO...
[2025-12-09T20:32:39.243319] [INFO ] [sig       ] Generating forecast for: SVCO
[2025-12-09T20:32:39.243348] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SVCO' from 'https://tdm.silogroup.org/data/derivative_storage/SVCO.csv'.
[2025-12-09T20:32:39.253952] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SVCO'.
[2025-12-09T20:32:39.254302] [INFO ] [FORECASTER] Starting predict_future for SVCO
[2025-12-09T20:32:39.255063] [DEBUG] [LOCAL     ] No optimal features file found for SVCO: ./output/feature-sets/SVCO.txt
[2025-12-09T20:32:39.255113] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:39.255144] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:39.255170] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:39.255226] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:39.310332] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:39.310929] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:39.311003] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:39.311034] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:39.428363] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:39.428496] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:39.428535] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:39.428564] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:39.432002] [DEBUG] [FORECASTER] SVCO: Forecast T+1@11:T+2@11: DOWN (p=40.02%)
[2025-12-09T20:32:39.432261] [INFO ] [FORECASTER] Completed predict_future for SVCO
[2025-12-09T20:32:39.432379] [INFO ] [sig       ] SVCO: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:32:39.572057] [INFO ] [LOCAL     ] Saved forecast: SVCO	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/SVCO.txt
[2025-12-09T20:32:39.572167] [INFO ] [sig       ] [3091/3614] Completed SVCO in 0.3s | 2.93 sym/s | Total: 17.6m | ETA: 3.0m
[2025-12-09T20:32:39.572204] [INFO ] [sig       ] [3092/3614] Forecasting SVRA...
[2025-12-09T20:32:39.572232] [INFO ] [sig       ] Generating forecast for: SVRA
[2025-12-09T20:32:39.572262] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SVRA' from 'https://tdm.silogroup.org/data/derivative_storage/SVRA.csv'.
[2025-12-09T20:32:39.583426] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SVRA'.
[2025-12-09T20:32:39.583711] [INFO ] [FORECASTER] Starting predict_future for SVRA
[2025-12-09T20:32:39.584457] [DEBUG] [LOCAL     ] No optimal features file found for SVRA: ./output/feature-sets/SVRA.txt
[2025-12-09T20:32:39.584507] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:39.584537] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:39.584564] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:39.584638] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:39.641033] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:39.641654] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:39.641728] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:39.641759] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:39.757531] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:39.757674] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:39.757713] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:39.757741] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:39.761017] [DEBUG] [FORECASTER] SVRA: Forecast T+1@11:T+2@11: UP (p=93.69%)
[2025-12-09T20:32:39.761277] [INFO ] [FORECASTER] Completed predict_future for SVRA
[2025-12-09T20:32:39.761394] [INFO ] [sig       ] SVRA: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:32:39.899154] [INFO ] [LOCAL     ] Saved forecast: SVRA	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/SVRA.txt
[2025-12-09T20:32:39.899270] [INFO ] [sig       ] [3092/3614] Completed SVRA in 0.3s | 2.93 sym/s | Total: 17.6m | ETA: 3.0m
[2025-12-09T20:32:39.899307] [INFO ] [sig       ] [3093/3614] Forecasting SWBI...
[2025-12-09T20:32:39.899336] [INFO ] [sig       ] Generating forecast for: SWBI
[2025-12-09T20:32:39.899363] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWBI' from 'https://tdm.silogroup.org/data/derivative_storage/SWBI.csv'.
[2025-12-09T20:32:39.910181] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWBI'.
[2025-12-09T20:32:39.910466] [INFO ] [FORECASTER] Starting predict_future for SWBI
[2025-12-09T20:32:39.911229] [DEBUG] [LOCAL     ] No optimal features file found for SWBI: ./output/feature-sets/SWBI.txt
[2025-12-09T20:32:39.911279] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:39.911310] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:39.911336] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:39.911396] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:39.966510] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:39.967125] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:39.967200] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:39.967231] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:40.084040] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:40.084188] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:40.084226] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:40.084253] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:40.087599] [DEBUG] [FORECASTER] SWBI: Forecast T+1@11:T+2@11: DOWN (p=2.67%)
[2025-12-09T20:32:40.087870] [INFO ] [FORECASTER] Completed predict_future for SWBI
[2025-12-09T20:32:40.087990] [INFO ] [sig       ] SWBI: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:32:40.241953] [INFO ] [LOCAL     ] Saved forecast: SWBI	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/SWBI.txt
[2025-12-09T20:32:40.242108] [INFO ] [sig       ] [3093/3614] Completed SWBI in 0.3s | 2.93 sym/s | Total: 17.6m | ETA: 3.0m
[2025-12-09T20:32:40.242151] [INFO ] [sig       ] [3094/3614] Forecasting SWIM...
[2025-12-09T20:32:40.242181] [INFO ] [sig       ] Generating forecast for: SWIM
[2025-12-09T20:32:40.242214] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWIM' from 'https://tdm.silogroup.org/data/derivative_storage/SWIM.csv'.
[2025-12-09T20:32:40.253534] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWIM'.
[2025-12-09T20:32:40.253927] [INFO ] [FORECASTER] Starting predict_future for SWIM
[2025-12-09T20:32:40.254758] [DEBUG] [LOCAL     ] No optimal features file found for SWIM: ./output/feature-sets/SWIM.txt
[2025-12-09T20:32:40.254825] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:40.254858] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:40.254887] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:40.254945] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:40.313540] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:40.314403] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:40.314489] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:40.314524] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:40.435316] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:40.435467] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:40.435507] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:40.435537] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:40.439020] [DEBUG] [FORECASTER] SWIM: Forecast T+1@11:T+2@11: DOWN (p=3.34%)
[2025-12-09T20:32:40.439287] [INFO ] [FORECASTER] Completed predict_future for SWIM
[2025-12-09T20:32:40.439409] [INFO ] [sig       ] SWIM: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:32:40.580163] [INFO ] [LOCAL     ] Saved forecast: SWIM	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/SWIM.txt
[2025-12-09T20:32:40.580305] [INFO ] [sig       ] [3094/3614] Completed SWIM in 0.3s | 2.93 sym/s | Total: 17.6m | ETA: 3.0m
[2025-12-09T20:32:40.580354] [INFO ] [sig       ] [3095/3614] Forecasting SWK...
[2025-12-09T20:32:40.580385] [INFO ] [sig       ] Generating forecast for: SWK
[2025-12-09T20:32:40.580416] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWK' from 'https://tdm.silogroup.org/data/derivative_storage/SWK.csv'.
[2025-12-09T20:32:40.593016] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWK'.
[2025-12-09T20:32:40.593371] [INFO ] [FORECASTER] Starting predict_future for SWK
[2025-12-09T20:32:40.594186] [DEBUG] [LOCAL     ] No optimal features file found for SWK: ./output/feature-sets/SWK.txt
[2025-12-09T20:32:40.594237] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:40.594269] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:40.594295] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:40.594350] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:40.649867] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:40.650541] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:40.650635] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:40.650668] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:40.768032] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:40.768208] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:40.768280] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:40.768315] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:40.771739] [DEBUG] [FORECASTER] SWK: Forecast T+1@11:T+2@11: DOWN (p=4.15%)
[2025-12-09T20:32:40.772009] [INFO ] [FORECASTER] Completed predict_future for SWK
[2025-12-09T20:32:40.772130] [INFO ] [sig       ] SWK: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:32:40.908422] [INFO ] [LOCAL     ] Saved forecast: SWK	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/SWK.txt
[2025-12-09T20:32:40.908536] [INFO ] [sig       ] [3095/3614] Completed SWK in 0.3s | 2.93 sym/s | Total: 17.6m | ETA: 3.0m
[2025-12-09T20:32:40.908588] [INFO ] [sig       ] [3096/3614] Forecasting SWKS...
[2025-12-09T20:32:40.908619] [INFO ] [sig       ] Generating forecast for: SWKS
[2025-12-09T20:32:40.908647] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWKS' from 'https://tdm.silogroup.org/data/derivative_storage/SWKS.csv'.
[2025-12-09T20:32:40.920646] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWKS'.
[2025-12-09T20:32:40.920966] [INFO ] [FORECASTER] Starting predict_future for SWKS
[2025-12-09T20:32:40.921970] [DEBUG] [LOCAL     ] No optimal features file found for SWKS: ./output/feature-sets/SWKS.txt
[2025-12-09T20:32:40.922022] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:40.922054] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:40.922083] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:40.922139] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:40.978702] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:40.979326] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:40.979436] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:40.979495] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:41.105859] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:41.106024] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:41.106065] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:41.106094] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:41.109722] [DEBUG] [FORECASTER] SWKS: Forecast T+1@11:T+2@11: DOWN (p=6.38%)
[2025-12-09T20:32:41.110000] [INFO ] [FORECASTER] Completed predict_future for SWKS
[2025-12-09T20:32:41.110125] [INFO ] [sig       ] SWKS: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:32:41.259723] [INFO ] [LOCAL     ] Saved forecast: SWKS	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/SWKS.txt
[2025-12-09T20:32:41.259885] [INFO ] [sig       ] [3096/3614] Completed SWKS in 0.4s | 2.93 sym/s | Total: 17.6m | ETA: 2.9m
[2025-12-09T20:32:41.259927] [INFO ] [sig       ] [3097/3614] Forecasting SWX...
[2025-12-09T20:32:41.259957] [INFO ] [sig       ] Generating forecast for: SWX
[2025-12-09T20:32:41.259988] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWX' from 'https://tdm.silogroup.org/data/derivative_storage/SWX.csv'.
[2025-12-09T20:32:41.280616] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWX'.
[2025-12-09T20:32:41.280944] [INFO ] [FORECASTER] Starting predict_future for SWX
[2025-12-09T20:32:41.281824] [DEBUG] [LOCAL     ] No optimal features file found for SWX: ./output/feature-sets/SWX.txt
[2025-12-09T20:32:41.281880] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:41.281912] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:41.281938] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:41.281996] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:41.340381] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:41.341444] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:41.341524] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:41.341555] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:41.460389] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:41.460545] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:41.460609] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:41.460640] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:41.464047] [DEBUG] [FORECASTER] SWX: Forecast T+1@11:T+2@11: DOWN (p=2.72%)
[2025-12-09T20:32:41.464323] [INFO ] [FORECASTER] Completed predict_future for SWX
[2025-12-09T20:32:41.464446] [INFO ] [sig       ] SWX: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:32:41.608649] [INFO ] [LOCAL     ] Saved forecast: SWX	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/SWX.txt
[2025-12-09T20:32:41.608799] [INFO ] [sig       ] [3097/3614] Completed SWX in 0.3s | 2.93 sym/s | Total: 17.6m | ETA: 2.9m
[2025-12-09T20:32:41.608845] [INFO ] [sig       ] [3098/3614] Forecasting SWZ...
[2025-12-09T20:32:41.608877] [INFO ] [sig       ] Generating forecast for: SWZ
[2025-12-09T20:32:41.608906] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWZ' from 'https://tdm.silogroup.org/data/derivative_storage/SWZ.csv'.
[2025-12-09T20:32:41.620039] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWZ'.
[2025-12-09T20:32:41.620438] [INFO ] [FORECASTER] Starting predict_future for SWZ
[2025-12-09T20:32:41.621478] [DEBUG] [LOCAL     ] No optimal features file found for SWZ: ./output/feature-sets/SWZ.txt
[2025-12-09T20:32:41.621530] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:41.621562] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:41.621614] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:41.621674] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:41.678679] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:41.679328] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:41.679404] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:41.679435] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:41.789331] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:41.789478] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:41.789518] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:41.789545] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:41.792905] [DEBUG] [FORECASTER] SWZ: Forecast T+1@11:T+2@11: DOWN (p=25.55%)
[2025-12-09T20:32:41.793188] [INFO ] [FORECASTER] Completed predict_future for SWZ
[2025-12-09T20:32:41.793313] [INFO ] [sig       ] SWZ: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:32:41.937121] [INFO ] [LOCAL     ] Saved forecast: SWZ	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/SWZ.txt
[2025-12-09T20:32:41.937281] [INFO ] [sig       ] [3098/3614] Completed SWZ in 0.3s | 2.93 sym/s | Total: 17.6m | ETA: 2.9m
[2025-12-09T20:32:41.937321] [INFO ] [sig       ] [3099/3614] Forecasting SXC...
[2025-12-09T20:32:41.937352] [INFO ] [sig       ] Generating forecast for: SXC
[2025-12-09T20:32:41.937381] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SXC' from 'https://tdm.silogroup.org/data/derivative_storage/SXC.csv'.
[2025-12-09T20:32:41.949331] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SXC'.
[2025-12-09T20:32:41.949714] [INFO ] [FORECASTER] Starting predict_future for SXC
[2025-12-09T20:32:41.950527] [DEBUG] [LOCAL     ] No optimal features file found for SXC: ./output/feature-sets/SXC.txt
[2025-12-09T20:32:41.950604] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:41.950641] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:41.950669] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:41.950730] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:42.009901] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:42.010792] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:42.010877] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:42.010909] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:42.137717] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:42.137876] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:42.137925] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:42.137965] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:42.141436] [DEBUG] [FORECASTER] SXC: Forecast T+1@11:T+2@11: UP (p=52.63%)
[2025-12-09T20:32:42.141771] [INFO ] [FORECASTER] Completed predict_future for SXC
[2025-12-09T20:32:42.141914] [INFO ] [sig       ] SXC: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:32:42.281934] [INFO ] [LOCAL     ] Saved forecast: SXC	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/SXC.txt
[2025-12-09T20:32:42.282088] [INFO ] [sig       ] [3099/3614] Completed SXC in 0.3s | 2.93 sym/s | Total: 17.6m | ETA: 2.9m
[2025-12-09T20:32:42.282128] [INFO ] [sig       ] [3100/3614] Forecasting SXI...
[2025-12-09T20:32:42.282158] [INFO ] [sig       ] Generating forecast for: SXI
[2025-12-09T20:32:42.282186] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SXI' from 'https://tdm.silogroup.org/data/derivative_storage/SXI.csv'.
[2025-12-09T20:32:42.292903] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SXI'.
[2025-12-09T20:32:42.293195] [INFO ] [FORECASTER] Starting predict_future for SXI
[2025-12-09T20:32:42.293985] [DEBUG] [LOCAL     ] No optimal features file found for SXI: ./output/feature-sets/SXI.txt
[2025-12-09T20:32:42.294037] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:42.294067] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:42.294093] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:42.294147] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:42.349556] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:42.350213] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:42.350288] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:42.350319] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:42.470034] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:42.470182] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:42.470222] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:42.470250] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:42.473637] [DEBUG] [FORECASTER] SXI: Forecast T+1@11:T+2@11: UP (p=79.05%)
[2025-12-09T20:32:42.473903] [INFO ] [FORECASTER] Completed predict_future for SXI
[2025-12-09T20:32:42.474022] [INFO ] [sig       ] SXI: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:32:42.613636] [INFO ] [LOCAL     ] Saved forecast: SXI	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/SXI.txt
[2025-12-09T20:32:42.613767] [INFO ] [sig       ] [3100/3614] Completed SXI in 0.3s | 2.93 sym/s | Total: 17.6m | ETA: 2.9m
[2025-12-09T20:32:42.613805] [INFO ] [sig       ] [3101/3614] Forecasting SXTC...
[2025-12-09T20:32:42.613835] [INFO ] [sig       ] Generating forecast for: SXTC
[2025-12-09T20:32:42.613863] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SXTC' from 'https://tdm.silogroup.org/data/derivative_storage/SXTC.csv'.
[2025-12-09T20:32:42.624360] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SXTC'.
[2025-12-09T20:32:42.624680] [INFO ] [FORECASTER] Starting predict_future for SXTC
[2025-12-09T20:32:42.625417] [DEBUG] [LOCAL     ] No optimal features file found for SXTC: ./output/feature-sets/SXTC.txt
[2025-12-09T20:32:42.625467] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:42.625497] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:42.625524] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:42.625595] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:42.683479] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:42.684135] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:42.684214] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:42.684256] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:42.801615] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:42.801762] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:42.801821] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:42.801851] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:42.805321] [DEBUG] [FORECASTER] SXTC: Forecast T+1@11:T+2@11: DOWN (p=25.27%)
[2025-12-09T20:32:42.805612] [INFO ] [FORECASTER] Completed predict_future for SXTC
[2025-12-09T20:32:42.805735] [INFO ] [sig       ] SXTC: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:32:42.949944] [INFO ] [LOCAL     ] Saved forecast: SXTC	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/SXTC.txt
[2025-12-09T20:32:42.950076] [INFO ] [sig       ] [3101/3614] Completed SXTC in 0.3s | 2.93 sym/s | Total: 17.6m | ETA: 2.9m
[2025-12-09T20:32:42.950122] [INFO ] [sig       ] [3102/3614] Forecasting SY...
[2025-12-09T20:32:42.950154] [INFO ] [sig       ] Generating forecast for: SY
[2025-12-09T20:32:42.950183] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SY' from 'https://tdm.silogroup.org/data/derivative_storage/SY.csv'.
[2025-12-09T20:32:42.961307] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SY'.
[2025-12-09T20:32:42.961620] [INFO ] [FORECASTER] Starting predict_future for SY
[2025-12-09T20:32:42.962372] [DEBUG] [LOCAL     ] No optimal features file found for SY: ./output/feature-sets/SY.txt
[2025-12-09T20:32:42.962423] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:42.962454] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:42.962480] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:42.962536] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:43.020970] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:43.021657] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:43.021734] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:43.021767] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:43.137598] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:43.137739] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:43.137778] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:43.137807] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:43.141149] [DEBUG] [FORECASTER] SY: Forecast T+1@11:T+2@11: DOWN (p=47.45%)
[2025-12-09T20:32:43.141427] [INFO ] [FORECASTER] Completed predict_future for SY
[2025-12-09T20:32:43.141554] [INFO ] [sig       ] SY: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:32:43.284186] [INFO ] [LOCAL     ] Saved forecast: SY	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/SY.txt
[2025-12-09T20:32:43.284315] [INFO ] [sig       ] [3102/3614] Completed SY in 0.3s | 2.93 sym/s | Total: 17.7m | ETA: 2.9m
[2025-12-09T20:32:43.284355] [INFO ] [sig       ] [3103/3614] Forecasting SYF...
[2025-12-09T20:32:43.284385] [INFO ] [sig       ] Generating forecast for: SYF
[2025-12-09T20:32:43.284414] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYF' from 'https://tdm.silogroup.org/data/derivative_storage/SYF.csv'.
[2025-12-09T20:32:43.295524] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYF'.
[2025-12-09T20:32:43.295848] [INFO ] [FORECASTER] Starting predict_future for SYF
[2025-12-09T20:32:43.296627] [DEBUG] [LOCAL     ] No optimal features file found for SYF: ./output/feature-sets/SYF.txt
[2025-12-09T20:32:43.296678] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:43.296735] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:43.296763] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:43.296819] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:43.353746] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:43.354384] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:43.354476] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:43.354511] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:43.479240] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:43.479392] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:43.479433] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:43.479462] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:43.482831] [DEBUG] [FORECASTER] SYF: Forecast T+1@11:T+2@11: UP (p=98.23%)
[2025-12-09T20:32:43.483126] [INFO ] [FORECASTER] Completed predict_future for SYF
[2025-12-09T20:32:43.483247] [INFO ] [sig       ] SYF: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:32:43.622986] [INFO ] [LOCAL     ] Saved forecast: SYF	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/SYF.txt
[2025-12-09T20:32:43.623112] [INFO ] [sig       ] [3103/3614] Completed SYF in 0.3s | 2.93 sym/s | Total: 17.7m | ETA: 2.9m
[2025-12-09T20:32:43.623150] [INFO ] [sig       ] [3104/3614] Forecasting SYK...
[2025-12-09T20:32:43.623179] [INFO ] [sig       ] Generating forecast for: SYK
[2025-12-09T20:32:43.623208] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYK' from 'https://tdm.silogroup.org/data/derivative_storage/SYK.csv'.
[2025-12-09T20:32:43.634098] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYK'.
[2025-12-09T20:32:43.634388] [INFO ] [FORECASTER] Starting predict_future for SYK
[2025-12-09T20:32:43.635148] [DEBUG] [LOCAL     ] No optimal features file found for SYK: ./output/feature-sets/SYK.txt
[2025-12-09T20:32:43.635198] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:43.635228] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:43.635254] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:43.635309] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:43.692442] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:43.693076] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:43.693152] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:43.693184] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:43.809723] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:43.809880] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:43.809922] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:43.809951] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:43.813514] [DEBUG] [FORECASTER] SYK: Forecast T+1@11:T+2@11: DOWN (p=26.40%)
[2025-12-09T20:32:43.813824] [INFO ] [FORECASTER] Completed predict_future for SYK
[2025-12-09T20:32:43.813951] [INFO ] [sig       ] SYK: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:32:43.953718] [INFO ] [LOCAL     ] Saved forecast: SYK	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/SYK.txt
[2025-12-09T20:32:43.953909] [INFO ] [sig       ] [3104/3614] Completed SYK in 0.3s | 2.93 sym/s | Total: 17.7m | ETA: 2.9m
[2025-12-09T20:32:43.953964] [INFO ] [sig       ] [3105/3614] Forecasting SYM...
[2025-12-09T20:32:43.954004] [INFO ] [sig       ] Generating forecast for: SYM
[2025-12-09T20:32:43.954045] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYM' from 'https://tdm.silogroup.org/data/derivative_storage/SYM.csv'.
[2025-12-09T20:32:43.967774] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYM'.
[2025-12-09T20:32:43.968200] [INFO ] [FORECASTER] Starting predict_future for SYM
[2025-12-09T20:32:43.969250] [DEBUG] [LOCAL     ] No optimal features file found for SYM: ./output/feature-sets/SYM.txt
[2025-12-09T20:32:43.969314] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:43.969373] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:43.969414] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:43.969495] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:44.030331] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:44.031165] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:44.031247] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:44.031281] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:44.151243] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:44.151391] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:44.151431] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:44.151459] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:44.154774] [DEBUG] [FORECASTER] SYM: Forecast T+1@11:T+2@11: UP (p=98.91%)
[2025-12-09T20:32:44.155036] [INFO ] [FORECASTER] Completed predict_future for SYM
[2025-12-09T20:32:44.155156] [INFO ] [sig       ] SYM: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:32:44.296473] [INFO ] [LOCAL     ] Saved forecast: SYM	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/SYM.txt
[2025-12-09T20:32:44.296645] [INFO ] [sig       ] [3105/3614] Completed SYM in 0.3s | 2.93 sym/s | Total: 17.7m | ETA: 2.9m
[2025-12-09T20:32:44.296687] [INFO ] [sig       ] [3106/3614] Forecasting SYNA...
[2025-12-09T20:32:44.296718] [INFO ] [sig       ] Generating forecast for: SYNA
[2025-12-09T20:32:44.296748] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYNA' from 'https://tdm.silogroup.org/data/derivative_storage/SYNA.csv'.
[2025-12-09T20:32:44.308281] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYNA'.
[2025-12-09T20:32:44.308595] [INFO ] [FORECASTER] Starting predict_future for SYNA
[2025-12-09T20:32:44.309375] [DEBUG] [LOCAL     ] No optimal features file found for SYNA: ./output/feature-sets/SYNA.txt
[2025-12-09T20:32:44.309437] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:44.309471] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:44.309498] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:44.309554] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:44.367442] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:44.368266] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:44.368349] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:44.368383] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:44.492511] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:44.492683] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:44.492724] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:44.492786] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:44.496177] [DEBUG] [FORECASTER] SYNA: Forecast T+1@11:T+2@11: UP (p=74.74%)
[2025-12-09T20:32:44.496469] [INFO ] [FORECASTER] Completed predict_future for SYNA
[2025-12-09T20:32:44.496622] [INFO ] [sig       ] SYNA: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:32:44.639641] [INFO ] [LOCAL     ] Saved forecast: SYNA	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/SYNA.txt
[2025-12-09T20:32:44.639790] [INFO ] [sig       ] [3106/3614] Completed SYNA in 0.3s | 2.93 sym/s | Total: 17.7m | ETA: 2.9m
[2025-12-09T20:32:44.639830] [INFO ] [sig       ] [3107/3614] Forecasting SYRE...
[2025-12-09T20:32:44.639862] [INFO ] [sig       ] Generating forecast for: SYRE
[2025-12-09T20:32:44.639893] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYRE' from 'https://tdm.silogroup.org/data/derivative_storage/SYRE.csv'.
[2025-12-09T20:32:44.651750] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYRE'.
[2025-12-09T20:32:44.652083] [INFO ] [FORECASTER] Starting predict_future for SYRE
[2025-12-09T20:32:44.652860] [DEBUG] [LOCAL     ] No optimal features file found for SYRE: ./output/feature-sets/SYRE.txt
[2025-12-09T20:32:44.652912] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:44.652943] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:44.652969] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:44.653024] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:44.710152] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:44.710833] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:44.710910] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:44.710942] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:44.833490] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:44.833648] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:44.833689] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:44.833717] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:44.837015] [DEBUG] [FORECASTER] SYRE: Forecast T+1@11:T+2@11: UP (p=52.21%)
[2025-12-09T20:32:44.837277] [INFO ] [FORECASTER] Completed predict_future for SYRE
[2025-12-09T20:32:44.837393] [INFO ] [sig       ] SYRE: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:32:44.978146] [INFO ] [LOCAL     ] Saved forecast: SYRE	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/SYRE.txt
[2025-12-09T20:32:44.978301] [INFO ] [sig       ] [3107/3614] Completed SYRE in 0.3s | 2.93 sym/s | Total: 17.7m | ETA: 2.9m
[2025-12-09T20:32:44.978341] [INFO ] [sig       ] [3108/3614] Forecasting SYY...
[2025-12-09T20:32:44.978371] [INFO ] [sig       ] Generating forecast for: SYY
[2025-12-09T20:32:44.978400] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYY' from 'https://tdm.silogroup.org/data/derivative_storage/SYY.csv'.
[2025-12-09T20:32:44.989868] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYY'.
[2025-12-09T20:32:44.990250] [INFO ] [FORECASTER] Starting predict_future for SYY
[2025-12-09T20:32:44.991030] [DEBUG] [LOCAL     ] No optimal features file found for SYY: ./output/feature-sets/SYY.txt
[2025-12-09T20:32:44.991080] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:44.991111] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:44.991136] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:44.991191] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:45.050073] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:45.051001] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:45.051089] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:45.051122] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:45.175679] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:45.175832] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:45.175873] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:45.175902] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:45.179356] [DEBUG] [FORECASTER] SYY: Forecast T+1@11:T+2@11: UP (p=99.51%)
[2025-12-09T20:32:45.179679] [INFO ] [FORECASTER] Completed predict_future for SYY
[2025-12-09T20:32:45.179807] [INFO ] [sig       ] SYY: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:32:45.318199] [INFO ] [LOCAL     ] Saved forecast: SYY	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/SYY.txt
[2025-12-09T20:32:45.318318] [INFO ] [sig       ] [3108/3614] Completed SYY in 0.3s | 2.93 sym/s | Total: 17.7m | ETA: 2.9m
[2025-12-09T20:32:45.318357] [INFO ] [sig       ] [3109/3614] Forecasting TAC...
[2025-12-09T20:32:45.318395] [INFO ] [sig       ] Generating forecast for: TAC
[2025-12-09T20:32:45.318427] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAC' from 'https://tdm.silogroup.org/data/derivative_storage/TAC.csv'.
[2025-12-09T20:32:45.329792] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TAC'.
[2025-12-09T20:32:45.330080] [INFO ] [FORECASTER] Starting predict_future for TAC
[2025-12-09T20:32:45.330868] [DEBUG] [LOCAL     ] No optimal features file found for TAC: ./output/feature-sets/TAC.txt
[2025-12-09T20:32:45.330918] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:45.330949] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:45.330975] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:45.331030] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:45.387652] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:45.388323] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:45.388409] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:45.388441] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:45.507320] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:45.507473] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:45.507525] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:45.507555] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:45.510954] [DEBUG] [FORECASTER] TAC: Forecast T+1@11:T+2@11: UP (p=80.44%)
[2025-12-09T20:32:45.511222] [INFO ] [FORECASTER] Completed predict_future for TAC
[2025-12-09T20:32:45.511344] [INFO ] [sig       ] TAC: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:32:45.649814] [INFO ] [LOCAL     ] Saved forecast: TAC	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/TAC.txt
[2025-12-09T20:32:45.649952] [INFO ] [sig       ] [3109/3614] Completed TAC in 0.3s | 2.93 sym/s | Total: 17.7m | ETA: 2.9m
[2025-12-09T20:32:45.649990] [INFO ] [sig       ] [3110/3614] Forecasting TAK...
[2025-12-09T20:32:45.650019] [INFO ] [sig       ] Generating forecast for: TAK
[2025-12-09T20:32:45.650049] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAK' from 'https://tdm.silogroup.org/data/derivative_storage/TAK.csv'.
[2025-12-09T20:32:45.661742] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TAK'.
[2025-12-09T20:32:45.662058] [INFO ] [FORECASTER] Starting predict_future for TAK
[2025-12-09T20:32:45.662868] [DEBUG] [LOCAL     ] No optimal features file found for TAK: ./output/feature-sets/TAK.txt
[2025-12-09T20:32:45.662919] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:45.662950] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:45.662976] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:45.663030] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:45.719466] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:45.720095] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:45.720169] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:45.720200] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:45.837373] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:45.837517] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:45.837567] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:45.837625] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:45.841052] [DEBUG] [FORECASTER] TAK: Forecast T+1@11:T+2@11: UP (p=56.15%)
[2025-12-09T20:32:45.841321] [INFO ] [FORECASTER] Completed predict_future for TAK
[2025-12-09T20:32:45.841442] [INFO ] [sig       ] TAK: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:32:45.980696] [INFO ] [LOCAL     ] Saved forecast: TAK	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/TAK.txt
[2025-12-09T20:32:45.980827] [INFO ] [sig       ] [3110/3614] Completed TAK in 0.3s | 2.93 sym/s | Total: 17.7m | ETA: 2.9m
[2025-12-09T20:32:45.980866] [INFO ] [sig       ] [3111/3614] Forecasting TAL...
[2025-12-09T20:32:45.980896] [INFO ] [sig       ] Generating forecast for: TAL
[2025-12-09T20:32:45.980924] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAL' from 'https://tdm.silogroup.org/data/derivative_storage/TAL.csv'.
[2025-12-09T20:32:45.993088] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TAL'.
[2025-12-09T20:32:45.993439] [INFO ] [FORECASTER] Starting predict_future for TAL
[2025-12-09T20:32:45.994244] [DEBUG] [LOCAL     ] No optimal features file found for TAL: ./output/feature-sets/TAL.txt
[2025-12-09T20:32:45.994297] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:45.994328] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:45.994353] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:45.994407] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:46.051066] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:46.051977] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:46.052065] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:46.052097] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:46.169334] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:46.169489] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:46.169529] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:46.169557] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:46.172876] [DEBUG] [FORECASTER] TAL: Forecast T+1@11:T+2@11: DOWN (p=5.47%)
[2025-12-09T20:32:46.173142] [INFO ] [FORECASTER] Completed predict_future for TAL
[2025-12-09T20:32:46.173261] [INFO ] [sig       ] TAL: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:32:46.312883] [INFO ] [LOCAL     ] Saved forecast: TAL	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/TAL.txt
[2025-12-09T20:32:46.313025] [INFO ] [sig       ] [3111/3614] Completed TAL in 0.3s | 2.93 sym/s | Total: 17.7m | ETA: 2.9m
[2025-12-09T20:32:46.313064] [INFO ] [sig       ] [3112/3614] Forecasting TALK...
[2025-12-09T20:32:46.313093] [INFO ] [sig       ] Generating forecast for: TALK
[2025-12-09T20:32:46.313123] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TALK' from 'https://tdm.silogroup.org/data/derivative_storage/TALK.csv'.
[2025-12-09T20:32:46.326026] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TALK'.
[2025-12-09T20:32:46.326393] [INFO ] [FORECASTER] Starting predict_future for TALK
[2025-12-09T20:32:46.327304] [DEBUG] [LOCAL     ] No optimal features file found for TALK: ./output/feature-sets/TALK.txt
[2025-12-09T20:32:46.327357] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:46.327388] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:46.327414] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:46.327469] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:46.391790] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:46.392597] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:46.392681] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:46.392713] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:46.513295] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:46.513445] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:46.513487] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:46.513514] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:46.516889] [DEBUG] [FORECASTER] TALK: Forecast T+1@11:T+2@11: DOWN (p=2.33%)
[2025-12-09T20:32:46.517156] [INFO ] [FORECASTER] Completed predict_future for TALK
[2025-12-09T20:32:46.517275] [INFO ] [sig       ] TALK: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:32:46.654765] [INFO ] [LOCAL     ] Saved forecast: TALK	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/TALK.txt
[2025-12-09T20:32:46.654876] [INFO ] [sig       ] [3112/3614] Completed TALK in 0.3s | 2.93 sym/s | Total: 17.7m | ETA: 2.9m
[2025-12-09T20:32:46.654914] [INFO ] [sig       ] [3113/3614] Forecasting TALO...
[2025-12-09T20:32:46.654949] [INFO ] [sig       ] Generating forecast for: TALO
[2025-12-09T20:32:46.654978] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TALO' from 'https://tdm.silogroup.org/data/derivative_storage/TALO.csv'.
[2025-12-09T20:32:46.666852] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TALO'.
[2025-12-09T20:32:46.667181] [INFO ] [FORECASTER] Starting predict_future for TALO
[2025-12-09T20:32:46.668009] [DEBUG] [LOCAL     ] No optimal features file found for TALO: ./output/feature-sets/TALO.txt
[2025-12-09T20:32:46.668060] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:46.668090] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:46.668117] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:46.668171] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:46.724038] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:46.724861] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:46.724976] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:46.725009] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:46.846490] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:46.846659] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:46.846702] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:46.846730] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:46.850188] [DEBUG] [FORECASTER] TALO: Forecast T+1@11:T+2@11: DOWN (p=4.77%)
[2025-12-09T20:32:46.850463] [INFO ] [FORECASTER] Completed predict_future for TALO
[2025-12-09T20:32:46.850604] [INFO ] [sig       ] TALO: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:32:46.988430] [INFO ] [LOCAL     ] Saved forecast: TALO	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/TALO.txt
[2025-12-09T20:32:46.988622] [INFO ] [sig       ] [3113/3614] Completed TALO in 0.3s | 2.93 sym/s | Total: 17.7m | ETA: 2.9m
[2025-12-09T20:32:46.988665] [INFO ] [sig       ] [3114/3614] Forecasting TAOP...
[2025-12-09T20:32:46.988696] [INFO ] [sig       ] Generating forecast for: TAOP
[2025-12-09T20:32:46.988725] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAOP' from 'https://tdm.silogroup.org/data/derivative_storage/TAOP.csv'.
[2025-12-09T20:32:46.999705] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TAOP'.
[2025-12-09T20:32:47.000033] [INFO ] [FORECASTER] Starting predict_future for TAOP
[2025-12-09T20:32:47.000812] [DEBUG] [LOCAL     ] No optimal features file found for TAOP: ./output/feature-sets/TAOP.txt
[2025-12-09T20:32:47.000862] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:47.000893] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:47.000919] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:47.000974] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:47.056188] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:47.056807] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:47.056882] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:47.056913] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:47.169641] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:47.169775] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:47.169812] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:47.169839] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:47.173064] [DEBUG] [FORECASTER] TAOP: Forecast T+1@11:T+2@11: UP (p=52.78%)
[2025-12-09T20:32:47.173325] [INFO ] [FORECASTER] Completed predict_future for TAOP
[2025-12-09T20:32:47.173444] [INFO ] [sig       ] TAOP: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:32:47.313155] [INFO ] [LOCAL     ] Saved forecast: TAOP	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/TAOP.txt
[2025-12-09T20:32:47.313306] [INFO ] [sig       ] [3114/3614] Completed TAOP in 0.3s | 2.93 sym/s | Total: 17.7m | ETA: 2.8m
[2025-12-09T20:32:47.313345] [INFO ] [sig       ] [3115/3614] Forecasting TAP...
[2025-12-09T20:32:47.313376] [INFO ] [sig       ] Generating forecast for: TAP
[2025-12-09T20:32:47.313405] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAP' from 'https://tdm.silogroup.org/data/derivative_storage/TAP.csv'.
[2025-12-09T20:32:47.325568] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TAP'.
[2025-12-09T20:32:47.325903] [INFO ] [FORECASTER] Starting predict_future for TAP
[2025-12-09T20:32:47.326680] [DEBUG] [LOCAL     ] No optimal features file found for TAP: ./output/feature-sets/TAP.txt
[2025-12-09T20:32:47.326731] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:47.326762] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:47.326788] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:47.326842] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:47.382930] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:47.383696] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:47.383776] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:47.383808] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:47.502434] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:47.502589] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:47.502638] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:47.502671] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:47.506568] [DEBUG] [FORECASTER] TAP: Forecast T+1@11:T+2@11: DOWN (p=5.37%)
[2025-12-09T20:32:47.506851] [INFO ] [FORECASTER] Completed predict_future for TAP
[2025-12-09T20:32:47.506972] [INFO ] [sig       ] TAP: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:32:47.656289] [INFO ] [LOCAL     ] Saved forecast: TAP	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/TAP.txt
[2025-12-09T20:32:47.656433] [INFO ] [sig       ] [3115/3614] Completed TAP in 0.3s | 2.93 sym/s | Total: 17.7m | ETA: 2.8m
[2025-12-09T20:32:47.656471] [INFO ] [sig       ] [3116/3614] Forecasting TARA...
[2025-12-09T20:32:47.656500] [INFO ] [sig       ] Generating forecast for: TARA
[2025-12-09T20:32:47.656529] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TARA' from 'https://tdm.silogroup.org/data/derivative_storage/TARA.csv'.
[2025-12-09T20:32:47.669058] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TARA'.
[2025-12-09T20:32:47.669368] [INFO ] [FORECASTER] Starting predict_future for TARA
[2025-12-09T20:32:47.670202] [DEBUG] [LOCAL     ] No optimal features file found for TARA: ./output/feature-sets/TARA.txt
[2025-12-09T20:32:47.670255] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:47.670286] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:47.670314] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:47.670399] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:47.735460] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:47.736105] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:47.736185] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:47.736218] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:47.867528] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:47.867715] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:47.867772] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:47.867812] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:47.871317] [DEBUG] [FORECASTER] TARA: Forecast T+1@11:T+2@11: DOWN (p=21.27%)
[2025-12-09T20:32:47.871636] [INFO ] [FORECASTER] Completed predict_future for TARA
[2025-12-09T20:32:47.871784] [INFO ] [sig       ] TARA: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:32:48.019430] [INFO ] [LOCAL     ] Saved forecast: TARA	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/TARA.txt
[2025-12-09T20:32:48.019615] [INFO ] [sig       ] [3116/3614] Completed TARA in 0.4s | 2.93 sym/s | Total: 17.7m | ETA: 2.8m
[2025-12-09T20:32:48.019660] [INFO ] [sig       ] [3117/3614] Forecasting TARK...
[2025-12-09T20:32:48.019692] [INFO ] [sig       ] Generating forecast for: TARK
[2025-12-09T20:32:48.019724] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TARK' from 'https://tdm.silogroup.org/data/derivative_storage/TARK.csv'.
[2025-12-09T20:32:48.031111] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TARK'.
[2025-12-09T20:32:48.031413] [INFO ] [FORECASTER] Starting predict_future for TARK
[2025-12-09T20:32:48.032224] [DEBUG] [LOCAL     ] No optimal features file found for TARK: ./output/feature-sets/TARK.txt
[2025-12-09T20:32:48.032277] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:48.032310] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:48.032337] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:48.032394] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:48.093955] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:48.094627] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:48.094707] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:48.094739] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:48.224001] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:48.224146] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:48.224188] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:48.224218] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:48.227727] [DEBUG] [FORECASTER] TARK: Forecast T+1@11:T+2@11: UP (p=58.27%)
[2025-12-09T20:32:48.227997] [INFO ] [FORECASTER] Completed predict_future for TARK
[2025-12-09T20:32:48.228134] [INFO ] [sig       ] TARK: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:32:48.378782] [INFO ] [LOCAL     ] Saved forecast: TARK	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/TARK.txt
[2025-12-09T20:32:48.378922] [INFO ] [sig       ] [3117/3614] Completed TARK in 0.4s | 2.93 sym/s | Total: 17.7m | ETA: 2.8m
[2025-12-09T20:32:48.378973] [INFO ] [sig       ] [3118/3614] Forecasting TARS...
[2025-12-09T20:32:48.379014] [INFO ] [sig       ] Generating forecast for: TARS
[2025-12-09T20:32:48.379048] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TARS' from 'https://tdm.silogroup.org/data/derivative_storage/TARS.csv'.
[2025-12-09T20:32:48.390464] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TARS'.
[2025-12-09T20:32:48.390776] [INFO ] [FORECASTER] Starting predict_future for TARS
[2025-12-09T20:32:48.391636] [DEBUG] [LOCAL     ] No optimal features file found for TARS: ./output/feature-sets/TARS.txt
[2025-12-09T20:32:48.391712] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:48.391745] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:48.391772] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:48.391828] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:48.451130] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:48.451920] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:48.452016] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:48.452058] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:48.584988] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:48.585151] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:48.585207] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:48.585248] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:48.588894] [DEBUG] [FORECASTER] TARS: Forecast T+1@11:T+2@11: DOWN (p=11.75%)
[2025-12-09T20:32:48.589189] [INFO ] [FORECASTER] Completed predict_future for TARS
[2025-12-09T20:32:48.589314] [INFO ] [sig       ] TARS: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:32:48.740729] [INFO ] [LOCAL     ] Saved forecast: TARS	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/TARS.txt
[2025-12-09T20:32:48.740863] [INFO ] [sig       ] [3118/3614] Completed TARS in 0.4s | 2.93 sym/s | Total: 17.7m | ETA: 2.8m
[2025-12-09T20:32:48.740905] [INFO ] [sig       ] [3119/3614] Forecasting TASK...
[2025-12-09T20:32:48.740949] [INFO ] [sig       ] Generating forecast for: TASK
[2025-12-09T20:32:48.740993] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TASK' from 'https://tdm.silogroup.org/data/derivative_storage/TASK.csv'.
[2025-12-09T20:32:48.753425] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TASK'.
[2025-12-09T20:32:48.753743] [INFO ] [FORECASTER] Starting predict_future for TASK
[2025-12-09T20:32:48.754495] [DEBUG] [LOCAL     ] No optimal features file found for TASK: ./output/feature-sets/TASK.txt
[2025-12-09T20:32:48.754547] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:48.754601] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:48.754631] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:48.754688] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:48.815081] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:48.815765] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:48.815870] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:48.815920] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:48.948260] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:48.948400] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:48.948442] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:48.948471] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:48.952120] [DEBUG] [FORECASTER] TASK: Forecast T+1@11:T+2@11: UP (p=91.12%)
[2025-12-09T20:32:48.952388] [INFO ] [FORECASTER] Completed predict_future for TASK
[2025-12-09T20:32:48.952512] [INFO ] [sig       ] TASK: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:32:49.094337] [INFO ] [LOCAL     ] Saved forecast: TASK	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/TASK.txt
[2025-12-09T20:32:49.094448] [INFO ] [sig       ] [3119/3614] Completed TASK in 0.4s | 2.93 sym/s | Total: 17.7m | ETA: 2.8m
[2025-12-09T20:32:49.094486] [INFO ] [sig       ] [3120/3614] Forecasting TBB...
[2025-12-09T20:32:49.094514] [INFO ] [sig       ] Generating forecast for: TBB
[2025-12-09T20:32:49.094543] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBB' from 'https://tdm.silogroup.org/data/derivative_storage/TBB.csv'.
[2025-12-09T20:32:49.105731] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBB'.
[2025-12-09T20:32:49.106013] [INFO ] [FORECASTER] Starting predict_future for TBB
[2025-12-09T20:32:49.106765] [DEBUG] [LOCAL     ] No optimal features file found for TBB: ./output/feature-sets/TBB.txt
[2025-12-09T20:32:49.106815] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:49.106869] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:49.106897] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:49.106952] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:49.162837] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:49.163415] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:49.163493] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:49.163523] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:49.277881] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:49.278041] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:49.278084] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:49.278112] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:49.281554] [DEBUG] [FORECASTER] TBB: Forecast T+1@11:T+2@11: UP (p=96.98%)
[2025-12-09T20:32:49.281854] [INFO ] [FORECASTER] Completed predict_future for TBB
[2025-12-09T20:32:49.281979] [INFO ] [sig       ] TBB: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:32:49.422713] [INFO ] [LOCAL     ] Saved forecast: TBB	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/TBB.txt
[2025-12-09T20:32:49.422846] [INFO ] [sig       ] [3120/3614] Completed TBB in 0.3s | 2.93 sym/s | Total: 17.8m | ETA: 2.8m
[2025-12-09T20:32:49.422884] [INFO ] [sig       ] [3121/3614] Forecasting TBBK...
[2025-12-09T20:32:49.422914] [INFO ] [sig       ] Generating forecast for: TBBK
[2025-12-09T20:32:49.422943] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBBK' from 'https://tdm.silogroup.org/data/derivative_storage/TBBK.csv'.
[2025-12-09T20:32:49.434179] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBBK'.
[2025-12-09T20:32:49.434456] [INFO ] [FORECASTER] Starting predict_future for TBBK
[2025-12-09T20:32:49.435263] [DEBUG] [LOCAL     ] No optimal features file found for TBBK: ./output/feature-sets/TBBK.txt
[2025-12-09T20:32:49.435314] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:49.435345] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:49.435371] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:49.435425] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:49.491005] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:49.491640] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:49.491723] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:49.491755] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:49.612477] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:49.612635] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:49.612681] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:49.612710] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:49.616121] [DEBUG] [FORECASTER] TBBK: Forecast T+1@11:T+2@11: UP (p=91.85%)
[2025-12-09T20:32:49.616394] [INFO ] [FORECASTER] Completed predict_future for TBBK
[2025-12-09T20:32:49.616517] [INFO ] [sig       ] TBBK: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:32:49.756911] [INFO ] [LOCAL     ] Saved forecast: TBBK	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/TBBK.txt
[2025-12-09T20:32:49.757041] [INFO ] [sig       ] [3121/3614] Completed TBBK in 0.3s | 2.93 sym/s | Total: 17.8m | ETA: 2.8m
[2025-12-09T20:32:49.757081] [INFO ] [sig       ] [3122/3614] Forecasting TBI...
[2025-12-09T20:32:49.757111] [INFO ] [sig       ] Generating forecast for: TBI
[2025-12-09T20:32:49.757140] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBI' from 'https://tdm.silogroup.org/data/derivative_storage/TBI.csv'.
[2025-12-09T20:32:49.768146] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBI'.
[2025-12-09T20:32:49.768432] [INFO ] [FORECASTER] Starting predict_future for TBI
[2025-12-09T20:32:49.769227] [DEBUG] [LOCAL     ] No optimal features file found for TBI: ./output/feature-sets/TBI.txt
[2025-12-09T20:32:49.769278] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:49.769310] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:49.769336] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:49.769392] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:49.827133] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:49.827789] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:49.827868] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:49.827902] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:49.948178] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:49.948337] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:49.948379] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:49.948407] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:49.951870] [DEBUG] [FORECASTER] TBI: Forecast T+1@11:T+2@11: UP (p=59.37%)
[2025-12-09T20:32:49.952149] [INFO ] [FORECASTER] Completed predict_future for TBI
[2025-12-09T20:32:49.952272] [INFO ] [sig       ] TBI: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:32:50.091056] [INFO ] [LOCAL     ] Saved forecast: TBI	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/TBI.txt
[2025-12-09T20:32:50.091183] [INFO ] [sig       ] [3122/3614] Completed TBI in 0.3s | 2.93 sym/s | Total: 17.8m | ETA: 2.8m
[2025-12-09T20:32:50.091222] [INFO ] [sig       ] [3123/3614] Forecasting TBIL...
[2025-12-09T20:32:50.091251] [INFO ] [sig       ] Generating forecast for: TBIL
[2025-12-09T20:32:50.091279] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBIL' from 'https://tdm.silogroup.org/data/derivative_storage/TBIL.csv'.
[2025-12-09T20:32:50.102299] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBIL'.
[2025-12-09T20:32:50.102597] [INFO ] [FORECASTER] Starting predict_future for TBIL
[2025-12-09T20:32:50.103378] [DEBUG] [LOCAL     ] No optimal features file found for TBIL: ./output/feature-sets/TBIL.txt
[2025-12-09T20:32:50.103430] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:50.103461] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:50.103487] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:50.103542] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:50.162000] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:50.162698] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:50.162776] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:50.162810] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:50.225237] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:50.225432] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:50.225475] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:50.225546] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:50.229007] [DEBUG] [FORECASTER] TBIL: Forecast T+1@11:T+2@11: UP (p=99.38%)
[2025-12-09T20:32:50.229300] [INFO ] [FORECASTER] Completed predict_future for TBIL
[2025-12-09T20:32:50.229432] [INFO ] [sig       ] TBIL: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:32:50.370343] [INFO ] [LOCAL     ] Saved forecast: TBIL	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/TBIL.txt
[2025-12-09T20:32:50.370502] [INFO ] [sig       ] [3123/3614] Completed TBIL in 0.3s | 2.93 sym/s | Total: 17.8m | ETA: 2.8m
[2025-12-09T20:32:50.370542] [INFO ] [sig       ] [3124/3614] Forecasting TBLA...
[2025-12-09T20:32:50.370590] [INFO ] [sig       ] Generating forecast for: TBLA
[2025-12-09T20:32:50.370626] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBLA' from 'https://tdm.silogroup.org/data/derivative_storage/TBLA.csv'.
[2025-12-09T20:32:50.382008] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBLA'.
[2025-12-09T20:32:50.382304] [INFO ] [FORECASTER] Starting predict_future for TBLA
[2025-12-09T20:32:50.383112] [DEBUG] [LOCAL     ] No optimal features file found for TBLA: ./output/feature-sets/TBLA.txt
[2025-12-09T20:32:50.383165] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:50.383196] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:50.383223] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:50.383280] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:50.441185] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:50.441842] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:50.441920] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:50.441953] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:50.562424] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:50.562583] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:50.562624] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:50.562653] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:50.565915] [DEBUG] [FORECASTER] TBLA: Forecast T+1@11:T+2@11: DOWN (p=0.99%)
[2025-12-09T20:32:50.566174] [INFO ] [FORECASTER] Completed predict_future for TBLA
[2025-12-09T20:32:50.566292] [INFO ] [sig       ] TBLA: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:32:50.705047] [INFO ] [LOCAL     ] Saved forecast: TBLA	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/TBLA.txt
[2025-12-09T20:32:50.705174] [INFO ] [sig       ] [3124/3614] Completed TBLA in 0.3s | 2.93 sym/s | Total: 17.8m | ETA: 2.8m
[2025-12-09T20:32:50.705213] [INFO ] [sig       ] [3125/3614] Forecasting TBLD...
[2025-12-09T20:32:50.705243] [INFO ] [sig       ] Generating forecast for: TBLD
[2025-12-09T20:32:50.705272] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBLD' from 'https://tdm.silogroup.org/data/derivative_storage/TBLD.csv'.
[2025-12-09T20:32:50.716663] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBLD'.
[2025-12-09T20:32:50.716933] [INFO ] [FORECASTER] Starting predict_future for TBLD
[2025-12-09T20:32:50.717716] [DEBUG] [LOCAL     ] No optimal features file found for TBLD: ./output/feature-sets/TBLD.txt
[2025-12-09T20:32:50.717766] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:50.717797] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:50.717823] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:50.717879] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:50.774815] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:50.775453] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:50.775526] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:50.775558] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:50.890929] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:50.891083] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:50.891122] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:50.891151] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:50.894446] [DEBUG] [FORECASTER] TBLD: Forecast T+1@11:T+2@11: UP (p=55.20%)
[2025-12-09T20:32:50.894729] [INFO ] [FORECASTER] Completed predict_future for TBLD
[2025-12-09T20:32:50.894847] [INFO ] [sig       ] TBLD: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:32:51.035444] [INFO ] [LOCAL     ] Saved forecast: TBLD	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/TBLD.txt
[2025-12-09T20:32:51.035566] [INFO ] [sig       ] [3125/3614] Completed TBLD in 0.3s | 2.93 sym/s | Total: 17.8m | ETA: 2.8m
[2025-12-09T20:32:51.035622] [INFO ] [sig       ] [3126/3614] Forecasting TBPH...
[2025-12-09T20:32:51.035651] [INFO ] [sig       ] Generating forecast for: TBPH
[2025-12-09T20:32:51.035679] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBPH' from 'https://tdm.silogroup.org/data/derivative_storage/TBPH.csv'.
[2025-12-09T20:32:51.047767] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBPH'.
[2025-12-09T20:32:51.048106] [INFO ] [FORECASTER] Starting predict_future for TBPH
[2025-12-09T20:32:51.048945] [DEBUG] [LOCAL     ] No optimal features file found for TBPH: ./output/feature-sets/TBPH.txt
[2025-12-09T20:32:51.048996] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:51.049028] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:51.049055] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:51.049111] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:51.106374] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:51.107043] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:51.107123] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:51.107156] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:51.225643] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:51.225773] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:51.225812] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:51.225840] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:51.229122] [DEBUG] [FORECASTER] TBPH: Forecast T+1@11:T+2@11: DOWN (p=28.82%)
[2025-12-09T20:32:51.229389] [INFO ] [FORECASTER] Completed predict_future for TBPH
[2025-12-09T20:32:51.229511] [INFO ] [sig       ] TBPH: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:32:51.367812] [INFO ] [LOCAL     ] Saved forecast: TBPH	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/TBPH.txt
[2025-12-09T20:32:51.367957] [INFO ] [sig       ] [3126/3614] Completed TBPH in 0.3s | 2.93 sym/s | Total: 17.8m | ETA: 2.8m
[2025-12-09T20:32:51.367996] [INFO ] [sig       ] [3127/3614] Forecasting TBRG...
[2025-12-09T20:32:51.368026] [INFO ] [sig       ] Generating forecast for: TBRG
[2025-12-09T20:32:51.368055] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBRG' from 'https://tdm.silogroup.org/data/derivative_storage/TBRG.csv'.
[2025-12-09T20:32:51.379041] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBRG'.
[2025-12-09T20:32:51.379375] [INFO ] [FORECASTER] Starting predict_future for TBRG
[2025-12-09T20:32:51.380147] [DEBUG] [LOCAL     ] No optimal features file found for TBRG: ./output/feature-sets/TBRG.txt
[2025-12-09T20:32:51.380198] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:51.380229] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:51.380255] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:51.380311] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:51.436525] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:51.437333] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:51.437416] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:51.437449] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:51.556548] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:51.556720] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:51.556769] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:51.556798] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:51.560297] [DEBUG] [FORECASTER] TBRG: Forecast T+1@11:T+2@11: UP (p=69.03%)
[2025-12-09T20:32:51.560565] [INFO ] [FORECASTER] Completed predict_future for TBRG
[2025-12-09T20:32:51.560708] [INFO ] [sig       ] TBRG: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:32:51.698442] [INFO ] [LOCAL     ] Saved forecast: TBRG	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/TBRG.txt
[2025-12-09T20:32:51.698598] [INFO ] [sig       ] [3127/3614] Completed TBRG in 0.3s | 2.93 sym/s | Total: 17.8m | ETA: 2.8m
[2025-12-09T20:32:51.698640] [INFO ] [sig       ] [3128/3614] Forecasting TCBI...
[2025-12-09T20:32:51.698670] [INFO ] [sig       ] Generating forecast for: TCBI
[2025-12-09T20:32:51.698699] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCBI' from 'https://tdm.silogroup.org/data/derivative_storage/TCBI.csv'.
[2025-12-09T20:32:51.710269] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCBI'.
[2025-12-09T20:32:51.710592] [INFO ] [FORECASTER] Starting predict_future for TCBI
[2025-12-09T20:32:51.711501] [DEBUG] [LOCAL     ] No optimal features file found for TCBI: ./output/feature-sets/TCBI.txt
[2025-12-09T20:32:51.711552] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:51.711600] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:51.711627] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:51.711681] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:51.767273] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:51.767929] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:51.768006] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:51.768039] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:51.887163] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:51.887299] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:51.887336] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:51.887364] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:51.890684] [DEBUG] [FORECASTER] TCBI: Forecast T+1@11:T+2@11: DOWN (p=19.61%)
[2025-12-09T20:32:51.890949] [INFO ] [FORECASTER] Completed predict_future for TCBI
[2025-12-09T20:32:51.891067] [INFO ] [sig       ] TCBI: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:32:52.027959] [INFO ] [LOCAL     ] Saved forecast: TCBI	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/TCBI.txt
[2025-12-09T20:32:52.028089] [INFO ] [sig       ] [3128/3614] Completed TCBI in 0.3s | 2.93 sym/s | Total: 17.8m | ETA: 2.8m
[2025-12-09T20:32:52.028129] [INFO ] [sig       ] [3129/3614] Forecasting TCBIO...
[2025-12-09T20:32:52.028160] [INFO ] [sig       ] Generating forecast for: TCBIO
[2025-12-09T20:32:52.028190] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCBIO' from 'https://tdm.silogroup.org/data/derivative_storage/TCBIO.csv'.
[2025-12-09T20:32:52.039246] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCBIO'.
[2025-12-09T20:32:52.039614] [INFO ] [FORECASTER] Starting predict_future for TCBIO
[2025-12-09T20:32:52.040391] [DEBUG] [LOCAL     ] No optimal features file found for TCBIO: ./output/feature-sets/TCBIO.txt
[2025-12-09T20:32:52.040454] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:52.040486] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:52.040512] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:52.040568] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:52.096713] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:52.097440] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:52.097538] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:52.097592] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:52.203806] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:52.203960] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:52.204001] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:52.204030] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:52.207434] [DEBUG] [FORECASTER] TCBIO: Forecast T+1@11:T+2@11: UP (p=90.06%)
[2025-12-09T20:32:52.207920] [INFO ] [FORECASTER] Completed predict_future for TCBIO
[2025-12-09T20:32:52.208048] [INFO ] [sig       ] TCBIO: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:32:52.344797] [INFO ] [LOCAL     ] Saved forecast: TCBIO	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/TCBIO.txt
[2025-12-09T20:32:52.344934] [INFO ] [sig       ] [3129/3614] Completed TCBIO in 0.3s | 2.93 sym/s | Total: 17.8m | ETA: 2.8m
[2025-12-09T20:32:52.344973] [INFO ] [sig       ] [3130/3614] Forecasting TCBK...
[2025-12-09T20:32:52.345002] [INFO ] [sig       ] Generating forecast for: TCBK
[2025-12-09T20:32:52.345030] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCBK' from 'https://tdm.silogroup.org/data/derivative_storage/TCBK.csv'.
[2025-12-09T20:32:52.356085] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCBK'.
[2025-12-09T20:32:52.356407] [INFO ] [FORECASTER] Starting predict_future for TCBK
[2025-12-09T20:32:52.357197] [DEBUG] [LOCAL     ] No optimal features file found for TCBK: ./output/feature-sets/TCBK.txt
[2025-12-09T20:32:52.357249] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:52.357280] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:52.357308] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:52.357364] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:52.413749] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:52.414552] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:52.414688] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:52.414723] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:52.533779] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:52.533935] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:52.533977] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:52.534006] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:52.537364] [DEBUG] [FORECASTER] TCBK: Forecast T+1@11:T+2@11: DOWN (p=27.65%)
[2025-12-09T20:32:52.537676] [INFO ] [FORECASTER] Completed predict_future for TCBK
[2025-12-09T20:32:52.537799] [INFO ] [sig       ] TCBK: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:32:52.674674] [INFO ] [LOCAL     ] Saved forecast: TCBK	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/TCBK.txt
[2025-12-09T20:32:52.674812] [INFO ] [sig       ] [3130/3614] Completed TCBK in 0.3s | 2.93 sym/s | Total: 17.8m | ETA: 2.8m
[2025-12-09T20:32:52.674850] [INFO ] [sig       ] [3131/3614] Forecasting TCBX...
[2025-12-09T20:32:52.674880] [INFO ] [sig       ] Generating forecast for: TCBX
[2025-12-09T20:32:52.674909] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCBX' from 'https://tdm.silogroup.org/data/derivative_storage/TCBX.csv'.
[2025-12-09T20:32:52.686237] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCBX'.
[2025-12-09T20:32:52.686597] [INFO ] [FORECASTER] Starting predict_future for TCBX
[2025-12-09T20:32:52.687340] [DEBUG] [LOCAL     ] No optimal features file found for TCBX: ./output/feature-sets/TCBX.txt
[2025-12-09T20:32:52.687390] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:52.687420] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:52.687446] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:52.687523] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:52.746676] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:52.747537] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:52.747636] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:52.747670] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:52.867961] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:52.868114] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:52.868152] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:52.868180] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:52.871500] [DEBUG] [FORECASTER] TCBX: Forecast T+1@11:T+2@11: DOWN (p=7.88%)
[2025-12-09T20:32:52.871789] [INFO ] [FORECASTER] Completed predict_future for TCBX
[2025-12-09T20:32:52.871908] [INFO ] [sig       ] TCBX: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:32:53.008458] [INFO ] [LOCAL     ] Saved forecast: TCBX	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/TCBX.txt
[2025-12-09T20:32:53.008612] [INFO ] [sig       ] [3131/3614] Completed TCBX in 0.3s | 2.93 sym/s | Total: 17.8m | ETA: 2.7m
[2025-12-09T20:32:53.008653] [INFO ] [sig       ] [3132/3614] Forecasting TCMD...
[2025-12-09T20:32:53.008684] [INFO ] [sig       ] Generating forecast for: TCMD
[2025-12-09T20:32:53.008714] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCMD' from 'https://tdm.silogroup.org/data/derivative_storage/TCMD.csv'.
[2025-12-09T20:32:53.020061] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCMD'.
[2025-12-09T20:32:53.020367] [INFO ] [FORECASTER] Starting predict_future for TCMD
[2025-12-09T20:32:53.021128] [DEBUG] [LOCAL     ] No optimal features file found for TCMD: ./output/feature-sets/TCMD.txt
[2025-12-09T20:32:53.021179] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:53.021210] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:53.021237] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:53.021291] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:53.076404] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:53.077160] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:53.077237] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:53.077269] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:53.199174] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:53.199328] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:53.199367] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:53.199395] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:53.202717] [DEBUG] [FORECASTER] TCMD: Forecast T+1@11:T+2@11: DOWN (p=28.40%)
[2025-12-09T20:32:53.202988] [INFO ] [FORECASTER] Completed predict_future for TCMD
[2025-12-09T20:32:53.203109] [INFO ] [sig       ] TCMD: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:32:53.340604] [INFO ] [LOCAL     ] Saved forecast: TCMD	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/TCMD.txt
[2025-12-09T20:32:53.340737] [INFO ] [sig       ] [3132/3614] Completed TCMD in 0.3s | 2.93 sym/s | Total: 17.8m | ETA: 2.7m
[2025-12-09T20:32:53.340786] [INFO ] [sig       ] [3133/3614] Forecasting TCOM...
[2025-12-09T20:32:53.340817] [INFO ] [sig       ] Generating forecast for: TCOM
[2025-12-09T20:32:53.340846] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCOM' from 'https://tdm.silogroup.org/data/derivative_storage/TCOM.csv'.
[2025-12-09T20:32:53.351927] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCOM'.
[2025-12-09T20:32:53.352225] [INFO ] [FORECASTER] Starting predict_future for TCOM
[2025-12-09T20:32:53.352990] [DEBUG] [LOCAL     ] No optimal features file found for TCOM: ./output/feature-sets/TCOM.txt
[2025-12-09T20:32:53.353040] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:53.353071] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:53.353098] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:53.353152] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:53.408590] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:53.409422] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:53.409500] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:53.409532] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:53.527340] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:53.527494] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:53.527557] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:53.527606] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:53.530894] [DEBUG] [FORECASTER] TCOM: Forecast T+1@11:T+2@11: DOWN (p=17.44%)
[2025-12-09T20:32:53.531160] [INFO ] [FORECASTER] Completed predict_future for TCOM
[2025-12-09T20:32:53.531276] [INFO ] [sig       ] TCOM: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:32:53.668023] [INFO ] [LOCAL     ] Saved forecast: TCOM	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/TCOM.txt
[2025-12-09T20:32:53.668152] [INFO ] [sig       ] [3133/3614] Completed TCOM in 0.3s | 2.93 sym/s | Total: 17.8m | ETA: 2.7m
[2025-12-09T20:32:53.668191] [INFO ] [sig       ] [3134/3614] Forecasting TCPC...
[2025-12-09T20:32:53.668221] [INFO ] [sig       ] Generating forecast for: TCPC
[2025-12-09T20:32:53.668249] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCPC' from 'https://tdm.silogroup.org/data/derivative_storage/TCPC.csv'.
[2025-12-09T20:32:53.679377] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCPC'.
[2025-12-09T20:32:53.679705] [INFO ] [FORECASTER] Starting predict_future for TCPC
[2025-12-09T20:32:53.680451] [DEBUG] [LOCAL     ] No optimal features file found for TCPC: ./output/feature-sets/TCPC.txt
[2025-12-09T20:32:53.680502] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:53.680533] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:53.680560] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:53.680633] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:53.736015] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:53.736851] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:53.736931] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:53.736962] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:53.854642] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:53.854793] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:53.854831] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:53.854860] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:53.858160] [DEBUG] [FORECASTER] TCPC: Forecast T+1@11:T+2@11: DOWN (p=0.53%)
[2025-12-09T20:32:53.858448] [INFO ] [FORECASTER] Completed predict_future for TCPC
[2025-12-09T20:32:53.858566] [INFO ] [sig       ] TCPC: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:32:53.995343] [INFO ] [LOCAL     ] Saved forecast: TCPC	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/TCPC.txt
[2025-12-09T20:32:53.995470] [INFO ] [sig       ] [3134/3614] Completed TCPC in 0.3s | 2.93 sym/s | Total: 17.8m | ETA: 2.7m
[2025-12-09T20:32:53.995508] [INFO ] [sig       ] [3135/3614] Forecasting TCX...
[2025-12-09T20:32:53.995537] [INFO ] [sig       ] Generating forecast for: TCX
[2025-12-09T20:32:53.995567] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCX' from 'https://tdm.silogroup.org/data/derivative_storage/TCX.csv'.
[2025-12-09T20:32:54.006667] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCX'.
[2025-12-09T20:32:54.007009] [INFO ] [FORECASTER] Starting predict_future for TCX
[2025-12-09T20:32:54.007794] [DEBUG] [LOCAL     ] No optimal features file found for TCX: ./output/feature-sets/TCX.txt
[2025-12-09T20:32:54.007845] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:54.007876] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:54.007901] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:54.007956] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:54.063668] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:54.064339] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:54.064413] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:54.064445] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:54.176698] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:54.176844] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:54.176883] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:54.176912] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:54.180194] [DEBUG] [FORECASTER] TCX: Forecast T+1@11:T+2@11: UP (p=51.49%)
[2025-12-09T20:32:54.180463] [INFO ] [FORECASTER] Completed predict_future for TCX
[2025-12-09T20:32:54.180600] [INFO ] [sig       ] TCX: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:32:54.322055] [INFO ] [LOCAL     ] Saved forecast: TCX	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/TCX.txt
[2025-12-09T20:32:54.322189] [INFO ] [sig       ] [3135/3614] Completed TCX in 0.3s | 2.93 sym/s | Total: 17.8m | ETA: 2.7m
[2025-12-09T20:32:54.322229] [INFO ] [sig       ] [3136/3614] Forecasting TD...
[2025-12-09T20:32:54.322258] [INFO ] [sig       ] Generating forecast for: TD
[2025-12-09T20:32:54.322287] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TD' from 'https://tdm.silogroup.org/data/derivative_storage/TD.csv'.
[2025-12-09T20:32:54.333355] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TD'.
[2025-12-09T20:32:54.333656] [INFO ] [FORECASTER] Starting predict_future for TD
[2025-12-09T20:32:54.334382] [DEBUG] [LOCAL     ] No optimal features file found for TD: ./output/feature-sets/TD.txt
[2025-12-09T20:32:54.334432] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:54.334463] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:54.334489] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:54.334544] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:54.390702] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:54.391382] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:54.391471] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:54.391504] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:54.511889] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:54.512051] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:54.512127] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:54.512159] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:54.515472] [DEBUG] [FORECASTER] TD: Forecast T+1@11:T+2@11: UP (p=92.14%)
[2025-12-09T20:32:54.515770] [INFO ] [FORECASTER] Completed predict_future for TD
[2025-12-09T20:32:54.515908] [INFO ] [sig       ] TD: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:32:54.654055] [INFO ] [LOCAL     ] Saved forecast: TD	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/TD.txt
[2025-12-09T20:32:54.654199] [INFO ] [sig       ] [3136/3614] Completed TD in 0.3s | 2.93 sym/s | Total: 17.8m | ETA: 2.7m
[2025-12-09T20:32:54.654239] [INFO ] [sig       ] [3137/3614] Forecasting TDC...
[2025-12-09T20:32:54.654269] [INFO ] [sig       ] Generating forecast for: TDC
[2025-12-09T20:32:54.654298] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDC' from 'https://tdm.silogroup.org/data/derivative_storage/TDC.csv'.
[2025-12-09T20:32:54.665451] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDC'.
[2025-12-09T20:32:54.665793] [INFO ] [FORECASTER] Starting predict_future for TDC
[2025-12-09T20:32:54.666547] [DEBUG] [LOCAL     ] No optimal features file found for TDC: ./output/feature-sets/TDC.txt
[2025-12-09T20:32:54.666640] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:54.666672] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:54.666699] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:54.666758] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:54.723069] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:54.723759] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:54.723846] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:54.723885] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:54.846361] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:54.846512] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:54.846551] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:54.846596] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:54.849998] [DEBUG] [FORECASTER] TDC: Forecast T+1@11:T+2@11: UP (p=78.41%)
[2025-12-09T20:32:54.850267] [INFO ] [FORECASTER] Completed predict_future for TDC
[2025-12-09T20:32:54.850385] [INFO ] [sig       ] TDC: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:32:54.988863] [INFO ] [LOCAL     ] Saved forecast: TDC	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/TDC.txt
[2025-12-09T20:32:54.988999] [INFO ] [sig       ] [3137/3614] Completed TDC in 0.3s | 2.93 sym/s | Total: 17.8m | ETA: 2.7m
[2025-12-09T20:32:54.989037] [INFO ] [sig       ] [3138/3614] Forecasting TDF...
[2025-12-09T20:32:54.989066] [INFO ] [sig       ] Generating forecast for: TDF
[2025-12-09T20:32:54.989096] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDF' from 'https://tdm.silogroup.org/data/derivative_storage/TDF.csv'.
[2025-12-09T20:32:55.000101] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDF'.
[2025-12-09T20:32:55.000460] [INFO ] [FORECASTER] Starting predict_future for TDF
[2025-12-09T20:32:55.001231] [DEBUG] [LOCAL     ] No optimal features file found for TDF: ./output/feature-sets/TDF.txt
[2025-12-09T20:32:55.001280] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:55.001311] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:55.001337] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:55.001393] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:55.056543] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:55.057258] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:55.057378] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:55.057412] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:55.169264] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:55.169417] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:55.169457] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:55.169485] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:55.172779] [DEBUG] [FORECASTER] TDF: Forecast T+1@11:T+2@11: UP (p=73.22%)
[2025-12-09T20:32:55.173047] [INFO ] [FORECASTER] Completed predict_future for TDF
[2025-12-09T20:32:55.173167] [INFO ] [sig       ] TDF: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:32:55.309668] [INFO ] [LOCAL     ] Saved forecast: TDF	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/TDF.txt
[2025-12-09T20:32:55.309794] [INFO ] [sig       ] [3138/3614] Completed TDF in 0.3s | 2.93 sym/s | Total: 17.9m | ETA: 2.7m
[2025-12-09T20:32:55.309833] [INFO ] [sig       ] [3139/3614] Forecasting TDG...
[2025-12-09T20:32:55.309863] [INFO ] [sig       ] Generating forecast for: TDG
[2025-12-09T20:32:55.309892] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDG' from 'https://tdm.silogroup.org/data/derivative_storage/TDG.csv'.
[2025-12-09T20:32:55.321327] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDG'.
[2025-12-09T20:32:55.321659] [INFO ] [FORECASTER] Starting predict_future for TDG
[2025-12-09T20:32:55.322396] [DEBUG] [LOCAL     ] No optimal features file found for TDG: ./output/feature-sets/TDG.txt
[2025-12-09T20:32:55.322447] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:55.322478] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:55.322504] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:55.322558] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:55.377282] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:55.377997] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:55.378072] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:55.378104] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:55.493947] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:55.494098] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:55.494137] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:55.494166] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:55.497453] [DEBUG] [FORECASTER] TDG: Forecast T+1@11:T+2@11: UP (p=59.97%)
[2025-12-09T20:32:55.497755] [INFO ] [FORECASTER] Completed predict_future for TDG
[2025-12-09T20:32:55.497874] [INFO ] [sig       ] TDG: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:32:55.635455] [INFO ] [LOCAL     ] Saved forecast: TDG	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/TDG.txt
[2025-12-09T20:32:55.635602] [INFO ] [sig       ] [3139/3614] Completed TDG in 0.3s | 2.93 sym/s | Total: 17.9m | ETA: 2.7m
[2025-12-09T20:32:55.635642] [INFO ] [sig       ] [3140/3614] Forecasting TDOC...
[2025-12-09T20:32:55.635673] [INFO ] [sig       ] Generating forecast for: TDOC
[2025-12-09T20:32:55.635702] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDOC' from 'https://tdm.silogroup.org/data/derivative_storage/TDOC.csv'.
[2025-12-09T20:32:55.646980] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDOC'.
[2025-12-09T20:32:55.647267] [INFO ] [FORECASTER] Starting predict_future for TDOC
[2025-12-09T20:32:55.651586] [DEBUG] [LOCAL     ] No optimal features file found for TDOC: ./output/feature-sets/TDOC.txt
[2025-12-09T20:32:55.651645] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:55.651689] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:55.651717] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:55.651779] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:55.707957] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:55.708629] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:55.708705] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:55.708736] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:55.828513] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:55.828679] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:55.828758] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:55.828793] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:55.832103] [DEBUG] [FORECASTER] TDOC: Forecast T+1@11:T+2@11: DOWN (p=6.54%)
[2025-12-09T20:32:55.832367] [INFO ] [FORECASTER] Completed predict_future for TDOC
[2025-12-09T20:32:55.832484] [INFO ] [sig       ] TDOC: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:32:55.970325] [INFO ] [LOCAL     ] Saved forecast: TDOC	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/TDOC.txt
[2025-12-09T20:32:55.970482] [INFO ] [sig       ] [3140/3614] Completed TDOC in 0.3s | 2.93 sym/s | Total: 17.9m | ETA: 2.7m
[2025-12-09T20:32:55.970522] [INFO ] [sig       ] [3141/3614] Forecasting TDS...
[2025-12-09T20:32:55.970552] [INFO ] [sig       ] Generating forecast for: TDS
[2025-12-09T20:32:55.970603] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDS' from 'https://tdm.silogroup.org/data/derivative_storage/TDS.csv'.
[2025-12-09T20:32:55.982502] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDS'.
[2025-12-09T20:32:55.982883] [INFO ] [FORECASTER] Starting predict_future for TDS
[2025-12-09T20:32:55.983677] [DEBUG] [LOCAL     ] No optimal features file found for TDS: ./output/feature-sets/TDS.txt
[2025-12-09T20:32:55.983732] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:55.983788] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:55.983822] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:55.983890] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:56.039221] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:56.040046] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:56.040123] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:56.040156] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:56.159803] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:56.159952] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:56.159995] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:56.160023] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:56.163442] [DEBUG] [FORECASTER] TDS: Forecast T+1@11:T+2@11: UP (p=98.29%)
[2025-12-09T20:32:56.163747] [INFO ] [FORECASTER] Completed predict_future for TDS
[2025-12-09T20:32:56.163878] [INFO ] [sig       ] TDS: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:32:56.308670] [INFO ] [LOCAL     ] Saved forecast: TDS	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/TDS.txt
[2025-12-09T20:32:56.308803] [INFO ] [sig       ] [3141/3614] Completed TDS in 0.3s | 2.93 sym/s | Total: 17.9m | ETA: 2.7m
[2025-12-09T20:32:56.308852] [INFO ] [sig       ] [3142/3614] Forecasting TDSC...
[2025-12-09T20:32:56.308890] [INFO ] [sig       ] Generating forecast for: TDSC
[2025-12-09T20:32:56.308939] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDSC' from 'https://tdm.silogroup.org/data/derivative_storage/TDSC.csv'.
[2025-12-09T20:32:56.319893] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDSC'.
[2025-12-09T20:32:56.320230] [INFO ] [FORECASTER] Starting predict_future for TDSC
[2025-12-09T20:32:56.321139] [DEBUG] [LOCAL     ] No optimal features file found for TDSC: ./output/feature-sets/TDSC.txt
[2025-12-09T20:32:56.321192] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:56.321223] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:56.321250] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:56.321306] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:56.382116] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:56.382957] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:56.383035] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:56.383069] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:56.489688] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:56.489836] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:56.489877] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:56.489904] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:56.493255] [DEBUG] [FORECASTER] TDSC: Forecast T+1@11:T+2@11: UP (p=67.98%)
[2025-12-09T20:32:56.493522] [INFO ] [FORECASTER] Completed predict_future for TDSC
[2025-12-09T20:32:56.493657] [INFO ] [sig       ] TDSC: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:32:56.638014] [INFO ] [LOCAL     ] Saved forecast: TDSC	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/TDSC.txt
[2025-12-09T20:32:56.638160] [INFO ] [sig       ] [3142/3614] Completed TDSC in 0.3s | 2.93 sym/s | Total: 17.9m | ETA: 2.7m
[2025-12-09T20:32:56.638200] [INFO ] [sig       ] [3143/3614] Forecasting TDUP...
[2025-12-09T20:32:56.638230] [INFO ] [sig       ] Generating forecast for: TDUP
[2025-12-09T20:32:56.638259] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDUP' from 'https://tdm.silogroup.org/data/derivative_storage/TDUP.csv'.
[2025-12-09T20:32:56.649691] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDUP'.
[2025-12-09T20:32:56.649964] [INFO ] [FORECASTER] Starting predict_future for TDUP
[2025-12-09T20:32:56.650750] [DEBUG] [LOCAL     ] No optimal features file found for TDUP: ./output/feature-sets/TDUP.txt
[2025-12-09T20:32:56.650805] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:56.650835] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:56.650860] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:56.650914] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:56.705906] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:56.706540] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:56.706633] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:56.706666] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:56.823281] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:56.823424] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:56.823464] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:56.823491] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:56.826878] [DEBUG] [FORECASTER] TDUP: Forecast T+1@11:T+2@11: UP (p=66.95%)
[2025-12-09T20:32:56.827151] [INFO ] [FORECASTER] Completed predict_future for TDUP
[2025-12-09T20:32:56.827269] [INFO ] [sig       ] TDUP: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:32:57.014392] [INFO ] [LOCAL     ] Saved forecast: TDUP	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/TDUP.txt
[2025-12-09T20:32:57.014529] [INFO ] [sig       ] [3143/3614] Completed TDUP in 0.4s | 2.93 sym/s | Total: 17.9m | ETA: 2.7m
[2025-12-09T20:32:57.014566] [INFO ] [sig       ] [3144/3614] Forecasting TDY...
[2025-12-09T20:32:57.014623] [INFO ] [sig       ] Generating forecast for: TDY
[2025-12-09T20:32:57.014676] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDY' from 'https://tdm.silogroup.org/data/derivative_storage/TDY.csv'.
[2025-12-09T20:32:57.025374] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDY'.
[2025-12-09T20:32:57.025693] [INFO ] [FORECASTER] Starting predict_future for TDY
[2025-12-09T20:32:57.026440] [DEBUG] [LOCAL     ] No optimal features file found for TDY: ./output/feature-sets/TDY.txt
[2025-12-09T20:32:57.026490] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:57.026521] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:57.026547] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:57.026621] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:57.082912] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:57.083700] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:57.083784] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:57.083817] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:57.205298] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:57.205438] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:57.205484] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:57.205514] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:57.208947] [DEBUG] [FORECASTER] TDY: Forecast T+1@11:T+2@11: DOWN (p=2.81%)
[2025-12-09T20:32:57.209220] [INFO ] [FORECASTER] Completed predict_future for TDY
[2025-12-09T20:32:57.209341] [INFO ] [sig       ] TDY: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:32:57.346236] [INFO ] [LOCAL     ] Saved forecast: TDY	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/TDY.txt
[2025-12-09T20:32:57.346365] [INFO ] [sig       ] [3144/3614] Completed TDY in 0.3s | 2.93 sym/s | Total: 17.9m | ETA: 2.7m
[2025-12-09T20:32:57.346403] [INFO ] [sig       ] [3145/3614] Forecasting TEAM...
[2025-12-09T20:32:57.346432] [INFO ] [sig       ] Generating forecast for: TEAM
[2025-12-09T20:32:57.346460] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEAM' from 'https://tdm.silogroup.org/data/derivative_storage/TEAM.csv'.
[2025-12-09T20:32:57.357987] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEAM'.
[2025-12-09T20:32:57.358271] [INFO ] [FORECASTER] Starting predict_future for TEAM
[2025-12-09T20:32:57.359025] [DEBUG] [LOCAL     ] No optimal features file found for TEAM: ./output/feature-sets/TEAM.txt
[2025-12-09T20:32:57.359075] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:57.359106] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:57.359132] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:57.359186] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:57.416206] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:57.416927] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:57.417006] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:57.417040] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:57.537455] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:57.537636] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:57.537683] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:57.537713] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:57.541043] [DEBUG] [FORECASTER] TEAM: Forecast T+1@11:T+2@11: UP (p=63.32%)
[2025-12-09T20:32:57.541317] [INFO ] [FORECASTER] Completed predict_future for TEAM
[2025-12-09T20:32:57.541436] [INFO ] [sig       ] TEAM: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:32:57.679104] [INFO ] [LOCAL     ] Saved forecast: TEAM	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/TEAM.txt
[2025-12-09T20:32:57.679253] [INFO ] [sig       ] [3145/3614] Completed TEAM in 0.3s | 2.93 sym/s | Total: 17.9m | ETA: 2.7m
[2025-12-09T20:32:57.679294] [INFO ] [sig       ] [3146/3614] Forecasting TECH...
[2025-12-09T20:32:57.679325] [INFO ] [sig       ] Generating forecast for: TECH
[2025-12-09T20:32:57.679355] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TECH' from 'https://tdm.silogroup.org/data/derivative_storage/TECH.csv'.
[2025-12-09T20:32:57.690711] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TECH'.
[2025-12-09T20:32:57.690985] [INFO ] [FORECASTER] Starting predict_future for TECH
[2025-12-09T20:32:57.691770] [DEBUG] [LOCAL     ] No optimal features file found for TECH: ./output/feature-sets/TECH.txt
[2025-12-09T20:32:57.691829] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:57.691862] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:57.691888] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:57.691944] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:57.747941] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:57.748685] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:57.748766] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:57.748799] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:57.869773] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:57.869926] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:57.869969] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:57.869996] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:57.873266] [DEBUG] [FORECASTER] TECH: Forecast T+1@11:T+2@11: DOWN (p=2.23%)
[2025-12-09T20:32:57.873533] [INFO ] [FORECASTER] Completed predict_future for TECH
[2025-12-09T20:32:57.873671] [INFO ] [sig       ] TECH: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:32:58.012568] [INFO ] [LOCAL     ] Saved forecast: TECH	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/TECH.txt
[2025-12-09T20:32:58.012740] [INFO ] [sig       ] [3146/3614] Completed TECH in 0.3s | 2.93 sym/s | Total: 17.9m | ETA: 2.7m
[2025-12-09T20:32:58.012779] [INFO ] [sig       ] [3147/3614] Forecasting TECK...
[2025-12-09T20:32:58.012810] [INFO ] [sig       ] Generating forecast for: TECK
[2025-12-09T20:32:58.012839] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TECK' from 'https://tdm.silogroup.org/data/derivative_storage/TECK.csv'.
[2025-12-09T20:32:58.024226] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TECK'.
[2025-12-09T20:32:58.024503] [INFO ] [FORECASTER] Starting predict_future for TECK
[2025-12-09T20:32:58.025266] [DEBUG] [LOCAL     ] No optimal features file found for TECK: ./output/feature-sets/TECK.txt
[2025-12-09T20:32:58.025316] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:58.025346] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:58.025372] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:58.025426] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:58.081225] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:58.081836] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:58.081909] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:58.081939] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:58.201587] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:58.201738] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:58.201778] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:58.201826] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:58.205138] [DEBUG] [FORECASTER] TECK: Forecast T+1@11:T+2@11: UP (p=95.46%)
[2025-12-09T20:32:58.205403] [INFO ] [FORECASTER] Completed predict_future for TECK
[2025-12-09T20:32:58.205521] [INFO ] [sig       ] TECK: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:32:58.343365] [INFO ] [LOCAL     ] Saved forecast: TECK	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/TECK.txt
[2025-12-09T20:32:58.343486] [INFO ] [sig       ] [3147/3614] Completed TECK in 0.3s | 2.93 sym/s | Total: 17.9m | ETA: 2.7m
[2025-12-09T20:32:58.343530] [INFO ] [sig       ] [3148/3614] Forecasting TECX...
[2025-12-09T20:32:58.343560] [INFO ] [sig       ] Generating forecast for: TECX
[2025-12-09T20:32:58.343607] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TECX' from 'https://tdm.silogroup.org/data/derivative_storage/TECX.csv'.
[2025-12-09T20:32:58.354491] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TECX'.
[2025-12-09T20:32:58.354772] [INFO ] [FORECASTER] Starting predict_future for TECX
[2025-12-09T20:32:58.355516] [DEBUG] [LOCAL     ] No optimal features file found for TECX: ./output/feature-sets/TECX.txt
[2025-12-09T20:32:58.355566] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:58.355617] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:58.355644] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:58.355698] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:58.411842] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:58.412449] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:58.412523] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:58.412555] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:58.526652] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:58.526790] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:58.526829] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:58.526857] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:58.530302] [DEBUG] [FORECASTER] TECX: Forecast T+1@11:T+2@11: UP (p=58.55%)
[2025-12-09T20:32:58.530586] [INFO ] [FORECASTER] Completed predict_future for TECX
[2025-12-09T20:32:58.530704] [INFO ] [sig       ] TECX: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:32:58.668739] [INFO ] [LOCAL     ] Saved forecast: TECX	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/TECX.txt
[2025-12-09T20:32:58.668908] [INFO ] [sig       ] [3148/3614] Completed TECX in 0.3s | 2.93 sym/s | Total: 17.9m | ETA: 2.7m
[2025-12-09T20:32:58.668955] [INFO ] [sig       ] [3149/3614] Forecasting TEF...
[2025-12-09T20:32:58.668992] [INFO ] [sig       ] Generating forecast for: TEF
[2025-12-09T20:32:58.669021] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEF' from 'https://tdm.silogroup.org/data/derivative_storage/TEF.csv'.
[2025-12-09T20:32:58.679976] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEF'.
[2025-12-09T20:32:58.680257] [INFO ] [FORECASTER] Starting predict_future for TEF
[2025-12-09T20:32:58.681042] [DEBUG] [LOCAL     ] No optimal features file found for TEF: ./output/feature-sets/TEF.txt
[2025-12-09T20:32:58.681094] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:58.681125] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:58.681151] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:58.681206] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:58.737527] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:58.738157] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:58.738229] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:58.738261] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:58.854921] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:58.855073] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:58.855113] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:58.855141] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:58.858471] [DEBUG] [FORECASTER] TEF: Forecast T+1@11:T+2@11: UP (p=53.07%)
[2025-12-09T20:32:58.858754] [INFO ] [FORECASTER] Completed predict_future for TEF
[2025-12-09T20:32:58.858873] [INFO ] [sig       ] TEF: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:32:58.996863] [INFO ] [LOCAL     ] Saved forecast: TEF	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/TEF.txt
[2025-12-09T20:32:58.996984] [INFO ] [sig       ] [3149/3614] Completed TEF in 0.3s | 2.93 sym/s | Total: 17.9m | ETA: 2.6m
[2025-12-09T20:32:58.997021] [INFO ] [sig       ] [3150/3614] Forecasting TEI...
[2025-12-09T20:32:58.997049] [INFO ] [sig       ] Generating forecast for: TEI
[2025-12-09T20:32:58.997079] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEI' from 'https://tdm.silogroup.org/data/derivative_storage/TEI.csv'.
[2025-12-09T20:32:59.008134] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEI'.
[2025-12-09T20:32:59.008422] [INFO ] [FORECASTER] Starting predict_future for TEI
[2025-12-09T20:32:59.009214] [DEBUG] [LOCAL     ] No optimal features file found for TEI: ./output/feature-sets/TEI.txt
[2025-12-09T20:32:59.009264] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:59.009294] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:59.009320] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:59.009375] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:59.066034] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:59.066616] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:59.066688] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:59.066728] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:59.183651] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:59.183801] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:59.183842] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:59.183873] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:59.187148] [DEBUG] [FORECASTER] TEI: Forecast T+1@11:T+2@11: UP (p=96.67%)
[2025-12-09T20:32:59.187406] [INFO ] [FORECASTER] Completed predict_future for TEI
[2025-12-09T20:32:59.187590] [INFO ] [sig       ] TEI: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:32:59.326203] [INFO ] [LOCAL     ] Saved forecast: TEI	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/TEI.txt
[2025-12-09T20:32:59.326333] [INFO ] [sig       ] [3150/3614] Completed TEI in 0.3s | 2.93 sym/s | Total: 17.9m | ETA: 2.6m
[2025-12-09T20:32:59.326372] [INFO ] [sig       ] [3151/3614] Forecasting TELO...
[2025-12-09T20:32:59.326401] [INFO ] [sig       ] Generating forecast for: TELO
[2025-12-09T20:32:59.326429] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TELO' from 'https://tdm.silogroup.org/data/derivative_storage/TELO.csv'.
[2025-12-09T20:32:59.337488] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TELO'.
[2025-12-09T20:32:59.337804] [INFO ] [FORECASTER] Starting predict_future for TELO
[2025-12-09T20:32:59.338546] [DEBUG] [LOCAL     ] No optimal features file found for TELO: ./output/feature-sets/TELO.txt
[2025-12-09T20:32:59.338616] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:59.338649] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:59.338675] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:59.338743] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:59.394650] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:59.395250] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:59.395324] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:59.395356] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:59.509676] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:59.509844] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:59.509893] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:59.509927] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:59.513408] [DEBUG] [FORECASTER] TELO: Forecast T+1@11:T+2@11: UP (p=96.98%)
[2025-12-09T20:32:59.513715] [INFO ] [FORECASTER] Completed predict_future for TELO
[2025-12-09T20:32:59.513847] [INFO ] [sig       ] TELO: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:32:59.651942] [INFO ] [LOCAL     ] Saved forecast: TELO	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/TELO.txt
[2025-12-09T20:32:59.652070] [INFO ] [sig       ] [3151/3614] Completed TELO in 0.3s | 2.93 sym/s | Total: 17.9m | ETA: 2.6m
[2025-12-09T20:32:59.652108] [INFO ] [sig       ] [3152/3614] Forecasting TEM...
[2025-12-09T20:32:59.652138] [INFO ] [sig       ] Generating forecast for: TEM
[2025-12-09T20:32:59.652166] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEM' from 'https://tdm.silogroup.org/data/derivative_storage/TEM.csv'.
[2025-12-09T20:32:59.664775] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEM'.
[2025-12-09T20:32:59.665059] [INFO ] [FORECASTER] Starting predict_future for TEM
[2025-12-09T20:32:59.665847] [DEBUG] [LOCAL     ] No optimal features file found for TEM: ./output/feature-sets/TEM.txt
[2025-12-09T20:32:59.665909] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:32:59.665946] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:32:59.665978] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:32:59.666037] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:32:59.721934] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:32:59.722614] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:32:59.722690] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:32:59.722721] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:32:59.846399] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:32:59.846552] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:32:59.846609] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:32:59.846638] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:32:59.849927] [DEBUG] [FORECASTER] TEM: Forecast T+1@11:T+2@11: UP (p=94.67%)
[2025-12-09T20:32:59.850194] [INFO ] [FORECASTER] Completed predict_future for TEM
[2025-12-09T20:32:59.850315] [INFO ] [sig       ] TEM: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:32:59.993692] [INFO ] [LOCAL     ] Saved forecast: TEM	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/TEM.txt
[2025-12-09T20:32:59.993855] [INFO ] [sig       ] [3152/3614] Completed TEM in 0.3s | 2.93 sym/s | Total: 17.9m | ETA: 2.6m
[2025-12-09T20:32:59.993894] [INFO ] [sig       ] [3153/3614] Forecasting TENB...
[2025-12-09T20:32:59.993923] [INFO ] [sig       ] Generating forecast for: TENB
[2025-12-09T20:32:59.993953] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TENB' from 'https://tdm.silogroup.org/data/derivative_storage/TENB.csv'.
[2025-12-09T20:33:00.006510] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TENB'.
[2025-12-09T20:33:00.006910] [INFO ] [FORECASTER] Starting predict_future for TENB
[2025-12-09T20:33:00.007730] [DEBUG] [LOCAL     ] No optimal features file found for TENB: ./output/feature-sets/TENB.txt
[2025-12-09T20:33:00.007794] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:00.007826] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:00.007852] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:00.007916] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:00.065108] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:00.065944] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:00.066020] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:00.066051] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:00.182855] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:00.182999] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:33:00.183039] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:00.183068] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:00.186422] [DEBUG] [FORECASTER] TENB: Forecast T+1@11:T+2@11: UP (p=96.49%)
[2025-12-09T20:33:00.186711] [INFO ] [FORECASTER] Completed predict_future for TENB
[2025-12-09T20:33:00.186834] [INFO ] [sig       ] TENB: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:33:00.326123] [INFO ] [LOCAL     ] Saved forecast: TENB	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/TENB.txt
[2025-12-09T20:33:00.326244] [INFO ] [sig       ] [3153/3614] Completed TENB in 0.3s | 2.93 sym/s | Total: 17.9m | ETA: 2.6m
[2025-12-09T20:33:00.326282] [INFO ] [sig       ] [3154/3614] Forecasting TENX...
[2025-12-09T20:33:00.326312] [INFO ] [sig       ] Generating forecast for: TENX
[2025-12-09T20:33:00.326341] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TENX' from 'https://tdm.silogroup.org/data/derivative_storage/TENX.csv'.
[2025-12-09T20:33:00.336876] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TENX'.
[2025-12-09T20:33:00.337217] [INFO ] [FORECASTER] Starting predict_future for TENX
[2025-12-09T20:33:00.338062] [DEBUG] [LOCAL     ] No optimal features file found for TENX: ./output/feature-sets/TENX.txt
[2025-12-09T20:33:00.338112] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:00.338144] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:00.338170] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:00.338225] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:00.394835] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:00.395674] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:00.395753] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:00.395789] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:00.506333] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:00.506483] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:33:00.506524] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:00.506554] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:00.510113] [DEBUG] [FORECASTER] TENX: Forecast T+1@11:T+2@11: UP (p=57.06%)
[2025-12-09T20:33:00.510384] [INFO ] [FORECASTER] Completed predict_future for TENX
[2025-12-09T20:33:00.510507] [INFO ] [sig       ] TENX: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:33:00.649054] [INFO ] [LOCAL     ] Saved forecast: TENX	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/TENX.txt
[2025-12-09T20:33:00.649172] [INFO ] [sig       ] [3154/3614] Completed TENX in 0.3s | 2.93 sym/s | Total: 17.9m | ETA: 2.6m
[2025-12-09T20:33:00.649209] [INFO ] [sig       ] [3155/3614] Forecasting TEO...
[2025-12-09T20:33:00.649238] [INFO ] [sig       ] Generating forecast for: TEO
[2025-12-09T20:33:00.649266] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEO' from 'https://tdm.silogroup.org/data/derivative_storage/TEO.csv'.
[2025-12-09T20:33:00.665359] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEO'.
[2025-12-09T20:33:00.665721] [INFO ] [FORECASTER] Starting predict_future for TEO
[2025-12-09T20:33:00.666506] [DEBUG] [LOCAL     ] No optimal features file found for TEO: ./output/feature-sets/TEO.txt
[2025-12-09T20:33:00.666557] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:00.666614] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:00.666642] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:00.666698] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:00.730244] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:00.731266] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:00.731352] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:00.731385] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:00.854845] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:00.854996] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:33:00.855038] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:00.855067] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:00.858562] [DEBUG] [FORECASTER] TEO: Forecast T+1@11:T+2@11: UP (p=95.65%)
[2025-12-09T20:33:00.858900] [INFO ] [FORECASTER] Completed predict_future for TEO
[2025-12-09T20:33:00.859032] [INFO ] [sig       ] TEO: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:33:01.000210] [INFO ] [LOCAL     ] Saved forecast: TEO	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/TEO.txt
[2025-12-09T20:33:01.000348] [INFO ] [sig       ] [3155/3614] Completed TEO in 0.4s | 2.93 sym/s | Total: 17.9m | ETA: 2.6m
[2025-12-09T20:33:01.000387] [INFO ] [sig       ] [3156/3614] Forecasting TERN...
[2025-12-09T20:33:01.000416] [INFO ] [sig       ] Generating forecast for: TERN
[2025-12-09T20:33:01.000444] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TERN' from 'https://tdm.silogroup.org/data/derivative_storage/TERN.csv'.
[2025-12-09T20:33:01.011993] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TERN'.
[2025-12-09T20:33:01.012274] [INFO ] [FORECASTER] Starting predict_future for TERN
[2025-12-09T20:33:01.013040] [DEBUG] [LOCAL     ] No optimal features file found for TERN: ./output/feature-sets/TERN.txt
[2025-12-09T20:33:01.013090] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:01.013121] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:01.013147] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:01.013202] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:01.069102] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:01.069852] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:01.069931] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:01.069966] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:01.192584] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:01.192727] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:33:01.192770] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:01.192802] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:01.196206] [DEBUG] [FORECASTER] TERN: Forecast T+1@11:T+2@11: UP (p=65.31%)
[2025-12-09T20:33:01.196483] [INFO ] [FORECASTER] Completed predict_future for TERN
[2025-12-09T20:33:01.196823] [INFO ] [sig       ] TERN: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:33:01.337799] [INFO ] [LOCAL     ] Saved forecast: TERN	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/TERN.txt
[2025-12-09T20:33:01.337966] [INFO ] [sig       ] [3156/3614] Completed TERN in 0.3s | 2.93 sym/s | Total: 18.0m | ETA: 2.6m
[2025-12-09T20:33:01.338010] [INFO ] [sig       ] [3157/3614] Forecasting TEVA...
[2025-12-09T20:33:01.338038] [INFO ] [sig       ] Generating forecast for: TEVA
[2025-12-09T20:33:01.338066] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEVA' from 'https://tdm.silogroup.org/data/derivative_storage/TEVA.csv'.
[2025-12-09T20:33:01.351345] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEVA'.
[2025-12-09T20:33:01.351735] [INFO ] [FORECASTER] Starting predict_future for TEVA
[2025-12-09T20:33:01.352512] [DEBUG] [LOCAL     ] No optimal features file found for TEVA: ./output/feature-sets/TEVA.txt
[2025-12-09T20:33:01.352563] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:01.352615] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:01.352643] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:01.352698] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:01.411288] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:01.412169] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:01.412250] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:01.412283] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:01.540598] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:01.540785] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:33:01.540827] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:01.540855] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:01.544745] [DEBUG] [FORECASTER] TEVA: Forecast T+1@11:T+2@11: UP (p=76.95%)
[2025-12-09T20:33:01.545046] [INFO ] [FORECASTER] Completed predict_future for TEVA
[2025-12-09T20:33:01.545385] [INFO ] [sig       ] TEVA: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:33:01.707602] [INFO ] [LOCAL     ] Saved forecast: TEVA	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/TEVA.txt
[2025-12-09T20:33:01.707775] [INFO ] [sig       ] [3157/3614] Completed TEVA in 0.4s | 2.93 sym/s | Total: 18.0m | ETA: 2.6m
[2025-12-09T20:33:01.707816] [INFO ] [sig       ] [3158/3614] Forecasting TEX...
[2025-12-09T20:33:01.707847] [INFO ] [sig       ] Generating forecast for: TEX
[2025-12-09T20:33:01.707876] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEX' from 'https://tdm.silogroup.org/data/derivative_storage/TEX.csv'.
[2025-12-09T20:33:01.720256] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEX'.
[2025-12-09T20:33:01.720704] [INFO ] [FORECASTER] Starting predict_future for TEX
[2025-12-09T20:33:01.721791] [DEBUG] [LOCAL     ] No optimal features file found for TEX: ./output/feature-sets/TEX.txt
[2025-12-09T20:33:01.721845] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:01.721879] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:01.721905] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:01.721961] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:01.781592] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:01.782541] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:01.782656] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:01.782690] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:01.911181] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:01.911330] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:33:01.911371] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:01.911399] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:01.914724] [DEBUG] [FORECASTER] TEX: Forecast T+1@11:T+2@11: UP (p=79.74%)
[2025-12-09T20:33:01.915021] [INFO ] [FORECASTER] Completed predict_future for TEX
[2025-12-09T20:33:01.915141] [INFO ] [sig       ] TEX: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:33:02.052504] [INFO ] [LOCAL     ] Saved forecast: TEX	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/TEX.txt
[2025-12-09T20:33:02.052654] [INFO ] [sig       ] [3158/3614] Completed TEX in 0.3s | 2.93 sym/s | Total: 18.0m | ETA: 2.6m
[2025-12-09T20:33:02.052695] [INFO ] [sig       ] [3159/3614] Forecasting TFC...
[2025-12-09T20:33:02.052725] [INFO ] [sig       ] Generating forecast for: TFC
[2025-12-09T20:33:02.052753] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFC' from 'https://tdm.silogroup.org/data/derivative_storage/TFC.csv'.
[2025-12-09T20:33:02.063931] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TFC'.
[2025-12-09T20:33:02.064198] [INFO ] [FORECASTER] Starting predict_future for TFC
[2025-12-09T20:33:02.064964] [DEBUG] [LOCAL     ] No optimal features file found for TFC: ./output/feature-sets/TFC.txt
[2025-12-09T20:33:02.065016] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:02.065047] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:02.065074] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:02.065128] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:02.120296] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:02.120988] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:02.121065] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:02.121098] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:02.240879] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:02.241030] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:33:02.241069] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:02.241098] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:02.244386] [DEBUG] [FORECASTER] TFC: Forecast T+1@11:T+2@11: UP (p=70.65%)
[2025-12-09T20:33:02.244674] [INFO ] [FORECASTER] Completed predict_future for TFC
[2025-12-09T20:33:02.244794] [INFO ] [sig       ] TFC: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:33:02.384670] [INFO ] [LOCAL     ] Saved forecast: TFC	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/TFC.txt
[2025-12-09T20:33:02.384792] [INFO ] [sig       ] [3159/3614] Completed TFC in 0.3s | 2.93 sym/s | Total: 18.0m | ETA: 2.6m
[2025-12-09T20:33:02.384831] [INFO ] [sig       ] [3160/3614] Forecasting TFII...
[2025-12-09T20:33:02.384859] [INFO ] [sig       ] Generating forecast for: TFII
[2025-12-09T20:33:02.384885] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFII' from 'https://tdm.silogroup.org/data/derivative_storage/TFII.csv'.
[2025-12-09T20:33:02.395988] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TFII'.
[2025-12-09T20:33:02.396240] [INFO ] [FORECASTER] Starting predict_future for TFII
[2025-12-09T20:33:02.397025] [DEBUG] [LOCAL     ] No optimal features file found for TFII: ./output/feature-sets/TFII.txt
[2025-12-09T20:33:02.397075] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:02.397105] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:02.397131] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:02.397186] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:02.452326] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:02.453050] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:02.453127] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:02.453160] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:02.568784] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:02.568932] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:33:02.568991] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:02.569019] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:02.572518] [DEBUG] [FORECASTER] TFII: Forecast T+1@11:T+2@11: DOWN (p=13.96%)
[2025-12-09T20:33:02.572812] [INFO ] [FORECASTER] Completed predict_future for TFII
[2025-12-09T20:33:02.572937] [INFO ] [sig       ] TFII: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:33:02.709585] [INFO ] [LOCAL     ] Saved forecast: TFII	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/TFII.txt
[2025-12-09T20:33:02.709711] [INFO ] [sig       ] [3160/3614] Completed TFII in 0.3s | 2.93 sym/s | Total: 18.0m | ETA: 2.6m
[2025-12-09T20:33:02.709776] [INFO ] [sig       ] [3161/3614] Forecasting TFIN...
[2025-12-09T20:33:02.709807] [INFO ] [sig       ] Generating forecast for: TFIN
[2025-12-09T20:33:02.709837] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFIN' from 'https://tdm.silogroup.org/data/derivative_storage/TFIN.csv'.
[2025-12-09T20:33:02.721521] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TFIN'.
[2025-12-09T20:33:02.721808] [INFO ] [FORECASTER] Starting predict_future for TFIN
[2025-12-09T20:33:02.722590] [DEBUG] [LOCAL     ] No optimal features file found for TFIN: ./output/feature-sets/TFIN.txt
[2025-12-09T20:33:02.722642] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:02.722675] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:02.722701] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:02.722757] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:02.778753] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:02.779418] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:02.779496] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:02.779528] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:02.891309] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:02.891448] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:33:02.891489] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:02.891519] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:02.894827] [DEBUG] [FORECASTER] TFIN: Forecast T+1@11:T+2@11: DOWN (p=41.77%)
[2025-12-09T20:33:02.895099] [INFO ] [FORECASTER] Completed predict_future for TFIN
[2025-12-09T20:33:02.895220] [INFO ] [sig       ] TFIN: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:33:03.032058] [INFO ] [LOCAL     ] Saved forecast: TFIN	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/TFIN.txt
[2025-12-09T20:33:03.032180] [INFO ] [sig       ] [3161/3614] Completed TFIN in 0.3s | 2.93 sym/s | Total: 18.0m | ETA: 2.6m
[2025-12-09T20:33:03.032218] [INFO ] [sig       ] [3162/3614] Forecasting TFPM...
[2025-12-09T20:33:03.032248] [INFO ] [sig       ] Generating forecast for: TFPM
[2025-12-09T20:33:03.032278] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFPM' from 'https://tdm.silogroup.org/data/derivative_storage/TFPM.csv'.
[2025-12-09T20:33:03.043508] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TFPM'.
[2025-12-09T20:33:03.043818] [INFO ] [FORECASTER] Starting predict_future for TFPM
[2025-12-09T20:33:03.044556] [DEBUG] [LOCAL     ] No optimal features file found for TFPM: ./output/feature-sets/TFPM.txt
[2025-12-09T20:33:03.044629] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:03.044661] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:03.044688] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:03.044745] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:03.103128] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:03.103922] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:03.103998] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:03.104030] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:03.224123] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:03.224271] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:33:03.224312] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:03.224340] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:03.227692] [DEBUG] [FORECASTER] TFPM: Forecast T+1@11:T+2@11: UP (p=81.70%)
[2025-12-09T20:33:03.227961] [INFO ] [FORECASTER] Completed predict_future for TFPM
[2025-12-09T20:33:03.228081] [INFO ] [sig       ] TFPM: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:33:03.365899] [INFO ] [LOCAL     ] Saved forecast: TFPM	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/TFPM.txt
[2025-12-09T20:33:03.366032] [INFO ] [sig       ] [3162/3614] Completed TFPM in 0.3s | 2.93 sym/s | Total: 18.0m | ETA: 2.6m
[2025-12-09T20:33:03.366073] [INFO ] [sig       ] [3163/3614] Forecasting TFSL...
[2025-12-09T20:33:03.366102] [INFO ] [sig       ] Generating forecast for: TFSL
[2025-12-09T20:33:03.366132] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFSL' from 'https://tdm.silogroup.org/data/derivative_storage/TFSL.csv'.
[2025-12-09T20:33:03.377513] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TFSL'.
[2025-12-09T20:33:03.377815] [INFO ] [FORECASTER] Starting predict_future for TFSL
[2025-12-09T20:33:03.378548] [DEBUG] [LOCAL     ] No optimal features file found for TFSL: ./output/feature-sets/TFSL.txt
[2025-12-09T20:33:03.378619] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:03.378651] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:03.378679] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:03.378733] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:03.434850] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:03.435649] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:03.435727] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:03.435758] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:03.554004] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:03.554154] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:33:03.554194] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:03.554222] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:03.557496] [DEBUG] [FORECASTER] TFSL: Forecast T+1@11:T+2@11: UP (p=93.88%)
[2025-12-09T20:33:03.557789] [INFO ] [FORECASTER] Completed predict_future for TFSL
[2025-12-09T20:33:03.557910] [INFO ] [sig       ] TFSL: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:33:03.694960] [INFO ] [LOCAL     ] Saved forecast: TFSL	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/TFSL.txt
[2025-12-09T20:33:03.695084] [INFO ] [sig       ] [3163/3614] Completed TFSL in 0.3s | 2.93 sym/s | Total: 18.0m | ETA: 2.6m
[2025-12-09T20:33:03.695122] [INFO ] [sig       ] [3164/3614] Forecasting TG...
[2025-12-09T20:33:03.695151] [INFO ] [sig       ] Generating forecast for: TG
[2025-12-09T20:33:03.695179] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TG' from 'https://tdm.silogroup.org/data/derivative_storage/TG.csv'.
[2025-12-09T20:33:03.706087] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TG'.
[2025-12-09T20:33:03.706359] [INFO ] [FORECASTER] Starting predict_future for TG
[2025-12-09T20:33:03.707117] [DEBUG] [LOCAL     ] No optimal features file found for TG: ./output/feature-sets/TG.txt
[2025-12-09T20:33:03.707167] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:03.707234] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:03.707287] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:03.707343] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:03.762485] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:03.763137] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:03.763211] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:03.763243] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:03.882824] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:03.882955] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:33:03.883002] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:03.883035] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:03.886374] [DEBUG] [FORECASTER] TG: Forecast T+1@11:T+2@11: DOWN (p=39.38%)
[2025-12-09T20:33:03.886650] [INFO ] [FORECASTER] Completed predict_future for TG
[2025-12-09T20:33:03.886768] [INFO ] [sig       ] TG: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:33:04.024250] [INFO ] [LOCAL     ] Saved forecast: TG	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/TG.txt
[2025-12-09T20:33:04.024380] [INFO ] [sig       ] [3164/3614] Completed TG in 0.3s | 2.93 sym/s | Total: 18.0m | ETA: 2.6m
[2025-12-09T20:33:04.024417] [INFO ] [sig       ] [3165/3614] Forecasting TGLS...
[2025-12-09T20:33:04.024446] [INFO ] [sig       ] Generating forecast for: TGLS
[2025-12-09T20:33:04.024475] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TGLS' from 'https://tdm.silogroup.org/data/derivative_storage/TGLS.csv'.
[2025-12-09T20:33:04.035543] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TGLS'.
[2025-12-09T20:33:04.035848] [INFO ] [FORECASTER] Starting predict_future for TGLS
[2025-12-09T20:33:04.036603] [DEBUG] [LOCAL     ] No optimal features file found for TGLS: ./output/feature-sets/TGLS.txt
[2025-12-09T20:33:04.036654] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:04.036684] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:04.036710] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:04.036766] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:04.092386] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:04.093067] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:04.093142] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:04.093172] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:04.213000] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:04.213157] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:33:04.213196] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:04.213225] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:04.216569] [DEBUG] [FORECASTER] TGLS: Forecast T+1@11:T+2@11: UP (p=84.21%)
[2025-12-09T20:33:04.216856] [INFO ] [FORECASTER] Completed predict_future for TGLS
[2025-12-09T20:33:04.216978] [INFO ] [sig       ] TGLS: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:33:04.356145] [INFO ] [LOCAL     ] Saved forecast: TGLS	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/TGLS.txt
[2025-12-09T20:33:04.356341] [INFO ] [sig       ] [3165/3614] Completed TGLS in 0.3s | 2.93 sym/s | Total: 18.0m | ETA: 2.6m
[2025-12-09T20:33:04.356390] [INFO ] [sig       ] [3166/3614] Forecasting TGNA...
[2025-12-09T20:33:04.356420] [INFO ] [sig       ] Generating forecast for: TGNA
[2025-12-09T20:33:04.356450] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TGNA' from 'https://tdm.silogroup.org/data/derivative_storage/TGNA.csv'.
[2025-12-09T20:33:04.369181] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TGNA'.
[2025-12-09T20:33:04.369618] [INFO ] [FORECASTER] Starting predict_future for TGNA
[2025-12-09T20:33:04.370501] [DEBUG] [LOCAL     ] No optimal features file found for TGNA: ./output/feature-sets/TGNA.txt
[2025-12-09T20:33:04.370557] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:04.370635] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:04.370679] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:04.370742] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:04.431813] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:04.432757] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:04.432845] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:04.432878] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:04.560634] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:04.560804] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:33:04.560848] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:04.560875] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:04.564800] [DEBUG] [FORECASTER] TGNA: Forecast T+1@11:T+2@11: DOWN (p=28.47%)
[2025-12-09T20:33:04.565165] [INFO ] [FORECASTER] Completed predict_future for TGNA
[2025-12-09T20:33:04.565307] [INFO ] [sig       ] TGNA: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:33:04.737426] [INFO ] [LOCAL     ] Saved forecast: TGNA	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/TGNA.txt
[2025-12-09T20:33:04.737704] [INFO ] [sig       ] [3166/3614] Completed TGNA in 0.4s | 2.93 sym/s | Total: 18.0m | ETA: 2.5m
[2025-12-09T20:33:04.737770] [INFO ] [sig       ] [3167/3614] Forecasting TGS...
[2025-12-09T20:33:04.737810] [INFO ] [sig       ] Generating forecast for: TGS
[2025-12-09T20:33:04.737849] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TGS' from 'https://tdm.silogroup.org/data/derivative_storage/TGS.csv'.
[2025-12-09T20:33:04.755711] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TGS'.
[2025-12-09T20:33:04.756190] [INFO ] [FORECASTER] Starting predict_future for TGS
[2025-12-09T20:33:04.757243] [DEBUG] [LOCAL     ] No optimal features file found for TGS: ./output/feature-sets/TGS.txt
[2025-12-09T20:33:04.757313] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:04.757362] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:04.757398] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:04.757471] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:04.838448] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:04.839733] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:04.839863] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:04.839918] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:05.004771] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:05.004958] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:33:05.005016] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:05.005053] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:05.010108] [DEBUG] [FORECASTER] TGS: Forecast T+1@11:T+2@11: UP (p=80.70%)
[2025-12-09T20:33:05.010640] [INFO ] [FORECASTER] Completed predict_future for TGS
[2025-12-09T20:33:05.010836] [INFO ] [sig       ] TGS: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:33:05.200842] [INFO ] [LOCAL     ] Saved forecast: TGS	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/TGS.txt
[2025-12-09T20:33:05.201015] [INFO ] [sig       ] [3167/3614] Completed TGS in 0.5s | 2.93 sym/s | Total: 18.0m | ETA: 2.5m
[2025-12-09T20:33:05.201064] [INFO ] [sig       ] [3168/3614] Forecasting TGTX...
[2025-12-09T20:33:05.201097] [INFO ] [sig       ] Generating forecast for: TGTX
[2025-12-09T20:33:05.201126] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TGTX' from 'https://tdm.silogroup.org/data/derivative_storage/TGTX.csv'.
[2025-12-09T20:33:05.215928] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TGTX'.
[2025-12-09T20:33:05.216405] [INFO ] [FORECASTER] Starting predict_future for TGTX
[2025-12-09T20:33:05.217433] [DEBUG] [LOCAL     ] No optimal features file found for TGTX: ./output/feature-sets/TGTX.txt
[2025-12-09T20:33:05.217496] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:05.217566] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:05.217624] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:05.217706] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:05.294775] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:05.295765] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:05.295875] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:05.295920] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:05.424296] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:05.424456] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:33:05.424500] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:05.424528] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:05.428116] [DEBUG] [FORECASTER] TGTX: Forecast T+1@11:T+2@11: DOWN (p=19.17%)
[2025-12-09T20:33:05.428440] [INFO ] [FORECASTER] Completed predict_future for TGTX
[2025-12-09T20:33:05.428603] [INFO ] [sig       ] TGTX: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:33:05.575369] [INFO ] [LOCAL     ] Saved forecast: TGTX	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/TGTX.txt
[2025-12-09T20:33:05.575525] [INFO ] [sig       ] [3168/3614] Completed TGTX in 0.4s | 2.93 sym/s | Total: 18.0m | ETA: 2.5m
[2025-12-09T20:33:05.575565] [INFO ] [sig       ] [3169/3614] Forecasting TH...
[2025-12-09T20:33:05.575613] [INFO ] [sig       ] Generating forecast for: TH
[2025-12-09T20:33:05.575644] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TH' from 'https://tdm.silogroup.org/data/derivative_storage/TH.csv'.
[2025-12-09T20:33:05.588218] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TH'.
[2025-12-09T20:33:05.588660] [INFO ] [FORECASTER] Starting predict_future for TH
[2025-12-09T20:33:05.589674] [DEBUG] [LOCAL     ] No optimal features file found for TH: ./output/feature-sets/TH.txt
[2025-12-09T20:33:05.589741] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:05.589774] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:05.589802] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:05.589860] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:05.646799] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:05.647705] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:05.647800] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:05.647843] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:05.775566] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:05.775760] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:33:05.775802] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:05.775831] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:05.779245] [DEBUG] [FORECASTER] TH: Forecast T+1@11:T+2@11: UP (p=64.25%)
[2025-12-09T20:33:05.779521] [INFO ] [FORECASTER] Completed predict_future for TH
[2025-12-09T20:33:05.779663] [INFO ] [sig       ] TH: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:33:05.919000] [INFO ] [LOCAL     ] Saved forecast: TH	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/TH.txt
[2025-12-09T20:33:05.919128] [INFO ] [sig       ] [3169/3614] Completed TH in 0.3s | 2.93 sym/s | Total: 18.0m | ETA: 2.5m
[2025-12-09T20:33:05.919167] [INFO ] [sig       ] [3170/3614] Forecasting THC...
[2025-12-09T20:33:05.919197] [INFO ] [sig       ] Generating forecast for: THC
[2025-12-09T20:33:05.919228] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THC' from 'https://tdm.silogroup.org/data/derivative_storage/THC.csv'.
[2025-12-09T20:33:05.931241] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THC'.
[2025-12-09T20:33:05.931526] [INFO ] [FORECASTER] Starting predict_future for THC
[2025-12-09T20:33:05.932307] [DEBUG] [LOCAL     ] No optimal features file found for THC: ./output/feature-sets/THC.txt
[2025-12-09T20:33:05.932358] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:05.932389] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:05.932415] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:05.932471] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:05.991179] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:05.991869] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:05.991946] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:05.991980] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:06.113945] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:06.114093] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:33:06.114134] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:06.114162] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:06.117538] [DEBUG] [FORECASTER] THC: Forecast T+1@11:T+2@11: DOWN (p=2.24%)
[2025-12-09T20:33:06.117841] [INFO ] [FORECASTER] Completed predict_future for THC
[2025-12-09T20:33:06.117963] [INFO ] [sig       ] THC: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:33:06.262661] [INFO ] [LOCAL     ] Saved forecast: THC	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/THC.txt
[2025-12-09T20:33:06.262786] [INFO ] [sig       ] [3170/3614] Completed THC in 0.3s | 2.93 sym/s | Total: 18.0m | ETA: 2.5m
[2025-12-09T20:33:06.262827] [INFO ] [sig       ] [3171/3614] Forecasting THFF...
[2025-12-09T20:33:06.262855] [INFO ] [sig       ] Generating forecast for: THFF
[2025-12-09T20:33:06.262883] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THFF' from 'https://tdm.silogroup.org/data/derivative_storage/THFF.csv'.
[2025-12-09T20:33:06.274737] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THFF'.
[2025-12-09T20:33:06.275072] [INFO ] [FORECASTER] Starting predict_future for THFF
[2025-12-09T20:33:06.275901] [DEBUG] [LOCAL     ] No optimal features file found for THFF: ./output/feature-sets/THFF.txt
[2025-12-09T20:33:06.275953] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:06.275985] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:06.276012] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:06.276067] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:06.332736] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:06.333587] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:06.333668] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:06.333700] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:06.456235] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:06.456383] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:33:06.456426] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:06.456472] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:06.459951] [DEBUG] [FORECASTER] THFF: Forecast T+1@11:T+2@11: UP (p=53.64%)
[2025-12-09T20:33:06.460236] [INFO ] [FORECASTER] Completed predict_future for THFF
[2025-12-09T20:33:06.460365] [INFO ] [sig       ] THFF: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:33:06.599669] [INFO ] [LOCAL     ] Saved forecast: THFF	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/THFF.txt
[2025-12-09T20:33:06.599799] [INFO ] [sig       ] [3171/3614] Completed THFF in 0.3s | 2.93 sym/s | Total: 18.0m | ETA: 2.5m
[2025-12-09T20:33:06.599838] [INFO ] [sig       ] [3172/3614] Forecasting THG...
[2025-12-09T20:33:06.599868] [INFO ] [sig       ] Generating forecast for: THG
[2025-12-09T20:33:06.599897] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THG' from 'https://tdm.silogroup.org/data/derivative_storage/THG.csv'.
[2025-12-09T20:33:06.610778] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THG'.
[2025-12-09T20:33:06.611053] [INFO ] [FORECASTER] Starting predict_future for THG
[2025-12-09T20:33:06.611820] [DEBUG] [LOCAL     ] No optimal features file found for THG: ./output/feature-sets/THG.txt
[2025-12-09T20:33:06.611870] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:06.611902] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:06.611929] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:06.611984] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:06.667945] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:06.668737] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:06.668812] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:06.668844] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:06.787941] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:06.788095] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:33:06.788136] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:06.788165] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:06.791632] [DEBUG] [FORECASTER] THG: Forecast T+1@11:T+2@11: UP (p=95.46%)
[2025-12-09T20:33:06.791931] [INFO ] [FORECASTER] Completed predict_future for THG
[2025-12-09T20:33:06.792066] [INFO ] [sig       ] THG: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:33:06.936661] [INFO ] [LOCAL     ] Saved forecast: THG	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/THG.txt
[2025-12-09T20:33:06.936816] [INFO ] [sig       ] [3172/3614] Completed THG in 0.3s | 2.93 sym/s | Total: 18.0m | ETA: 2.5m
[2025-12-09T20:33:06.936856] [INFO ] [sig       ] [3173/3614] Forecasting THO...
[2025-12-09T20:33:06.936886] [INFO ] [sig       ] Generating forecast for: THO
[2025-12-09T20:33:06.936918] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THO' from 'https://tdm.silogroup.org/data/derivative_storage/THO.csv'.
[2025-12-09T20:33:06.949242] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THO'.
[2025-12-09T20:33:06.949661] [INFO ] [FORECASTER] Starting predict_future for THO
[2025-12-09T20:33:06.950443] [DEBUG] [LOCAL     ] No optimal features file found for THO: ./output/feature-sets/THO.txt
[2025-12-09T20:33:06.950494] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:06.950524] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:06.950549] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:06.950629] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:07.006872] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:07.007826] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:07.007912] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:07.007962] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:07.134650] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:07.134824] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:33:07.134886] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:07.134918] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:07.138730] [DEBUG] [FORECASTER] THO: Forecast T+1@11:T+2@11: DOWN (p=23.64%)
[2025-12-09T20:33:07.139094] [INFO ] [FORECASTER] Completed predict_future for THO
[2025-12-09T20:33:07.139257] [INFO ] [sig       ] THO: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:33:07.282260] [INFO ] [LOCAL     ] Saved forecast: THO	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/THO.txt
[2025-12-09T20:33:07.282411] [INFO ] [sig       ] [3173/3614] Completed THO in 0.3s | 2.93 sym/s | Total: 18.1m | ETA: 2.5m
[2025-12-09T20:33:07.282449] [INFO ] [sig       ] [3174/3614] Forecasting THQ...
[2025-12-09T20:33:07.282479] [INFO ] [sig       ] Generating forecast for: THQ
[2025-12-09T20:33:07.282509] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THQ' from 'https://tdm.silogroup.org/data/derivative_storage/THQ.csv'.
[2025-12-09T20:33:07.295304] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THQ'.
[2025-12-09T20:33:07.295752] [INFO ] [FORECASTER] Starting predict_future for THQ
[2025-12-09T20:33:07.296599] [DEBUG] [LOCAL     ] No optimal features file found for THQ: ./output/feature-sets/THQ.txt
[2025-12-09T20:33:07.296654] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:07.296684] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:07.296710] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:07.296766] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:07.353311] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:07.354256] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:07.354373] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:07.354406] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:07.474040] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:07.474199] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:33:07.474240] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:07.474268] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:07.477725] [DEBUG] [FORECASTER] THQ: Forecast T+1@11:T+2@11: UP (p=62.47%)
[2025-12-09T20:33:07.478020] [INFO ] [FORECASTER] Completed predict_future for THQ
[2025-12-09T20:33:07.478171] [INFO ] [sig       ] THQ: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:33:07.615532] [INFO ] [LOCAL     ] Saved forecast: THQ	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/THQ.txt
[2025-12-09T20:33:07.615717] [INFO ] [sig       ] [3174/3614] Completed THQ in 0.3s | 2.93 sym/s | Total: 18.1m | ETA: 2.5m
[2025-12-09T20:33:07.615765] [INFO ] [sig       ] [3175/3614] Forecasting THRM...
[2025-12-09T20:33:07.615796] [INFO ] [sig       ] Generating forecast for: THRM
[2025-12-09T20:33:07.615826] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THRM' from 'https://tdm.silogroup.org/data/derivative_storage/THRM.csv'.
[2025-12-09T20:33:07.627339] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THRM'.
[2025-12-09T20:33:07.627700] [INFO ] [FORECASTER] Starting predict_future for THRM
[2025-12-09T20:33:07.628448] [DEBUG] [LOCAL     ] No optimal features file found for THRM: ./output/feature-sets/THRM.txt
[2025-12-09T20:33:07.628498] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:07.628529] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:07.628586] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:07.628646] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:07.685668] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:07.686470] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:07.686549] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:07.686601] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:07.826738] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:07.826885] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:33:07.826926] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:07.826955] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:07.830917] [DEBUG] [FORECASTER] THRM: Forecast T+1@11:T+2@11: UP (p=75.22%)
[2025-12-09T20:33:07.831195] [INFO ] [FORECASTER] Completed predict_future for THRM
[2025-12-09T20:33:07.831319] [INFO ] [sig       ] THRM: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:33:07.971663] [INFO ] [LOCAL     ] Saved forecast: THRM	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/THRM.txt
[2025-12-09T20:33:07.971794] [INFO ] [sig       ] [3175/3614] Completed THRM in 0.4s | 2.93 sym/s | Total: 18.1m | ETA: 2.5m
[2025-12-09T20:33:07.971833] [INFO ] [sig       ] [3176/3614] Forecasting THRY...
[2025-12-09T20:33:07.971863] [INFO ] [sig       ] Generating forecast for: THRY
[2025-12-09T20:33:07.971891] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THRY' from 'https://tdm.silogroup.org/data/derivative_storage/THRY.csv'.
[2025-12-09T20:33:07.983020] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THRY'.
[2025-12-09T20:33:07.983318] [INFO ] [FORECASTER] Starting predict_future for THRY
[2025-12-09T20:33:07.984117] [DEBUG] [LOCAL     ] No optimal features file found for THRY: ./output/feature-sets/THRY.txt
[2025-12-09T20:33:07.984169] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:07.984200] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:07.984226] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:07.984282] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:08.045649] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:08.046722] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:08.046801] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:08.046833] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:08.168773] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:08.168926] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:33:08.168966] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:08.168994] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:08.172347] [DEBUG] [FORECASTER] THRY: Forecast T+1@11:T+2@11: DOWN (p=48.68%)
[2025-12-09T20:33:08.172647] [INFO ] [FORECASTER] Completed predict_future for THRY
[2025-12-09T20:33:08.172767] [INFO ] [sig       ] THRY: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:33:08.311097] [INFO ] [LOCAL     ] Saved forecast: THRY	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/THRY.txt
[2025-12-09T20:33:08.311225] [INFO ] [sig       ] [3176/3614] Completed THRY in 0.3s | 2.93 sym/s | Total: 18.1m | ETA: 2.5m
[2025-12-09T20:33:08.311264] [INFO ] [sig       ] [3177/3614] Forecasting THS...
[2025-12-09T20:33:08.311293] [INFO ] [sig       ] Generating forecast for: THS
[2025-12-09T20:33:08.311322] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THS' from 'https://tdm.silogroup.org/data/derivative_storage/THS.csv'.
[2025-12-09T20:33:08.323041] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THS'.
[2025-12-09T20:33:08.323323] [INFO ] [FORECASTER] Starting predict_future for THS
[2025-12-09T20:33:08.324103] [DEBUG] [LOCAL     ] No optimal features file found for THS: ./output/feature-sets/THS.txt
[2025-12-09T20:33:08.324152] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:08.324183] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:08.324209] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:08.324264] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:08.379535] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:08.380408] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:08.380488] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:08.380520] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:08.510803] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:08.510909] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:33:08.510949] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:08.510978] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:08.514259] [DEBUG] [FORECASTER] THS: Forecast T+1@11:T+2@11: DOWN (p=39.42%)
[2025-12-09T20:33:08.514528] [INFO ] [FORECASTER] Completed predict_future for THS
[2025-12-09T20:33:08.514664] [INFO ] [sig       ] THS: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:33:08.653914] [INFO ] [LOCAL     ] Saved forecast: THS	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/THS.txt
[2025-12-09T20:33:08.654075] [INFO ] [sig       ] [3177/3614] Completed THS in 0.3s | 2.93 sym/s | Total: 18.1m | ETA: 2.5m
[2025-12-09T20:33:08.654115] [INFO ] [sig       ] [3178/3614] Forecasting TIGO...
[2025-12-09T20:33:08.654145] [INFO ] [sig       ] Generating forecast for: TIGO
[2025-12-09T20:33:08.654174] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TIGO' from 'https://tdm.silogroup.org/data/derivative_storage/TIGO.csv'.
[2025-12-09T20:33:08.665913] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TIGO'.
[2025-12-09T20:33:08.666320] [INFO ] [FORECASTER] Starting predict_future for TIGO
[2025-12-09T20:33:08.667279] [DEBUG] [LOCAL     ] No optimal features file found for TIGO: ./output/feature-sets/TIGO.txt
[2025-12-09T20:33:08.667331] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:08.667364] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:08.667391] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:08.667447] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:08.729758] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:08.730666] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:08.730747] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:08.730781] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:08.851163] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:08.851425] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:33:08.851468] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:08.851495] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:08.855042] [DEBUG] [FORECASTER] TIGO: Forecast T+1@11:T+2@11: UP (p=76.17%)
[2025-12-09T20:33:08.855328] [INFO ] [FORECASTER] Completed predict_future for TIGO
[2025-12-09T20:33:08.855457] [INFO ] [sig       ] TIGO: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:33:08.994188] [INFO ] [LOCAL     ] Saved forecast: TIGO	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/TIGO.txt
[2025-12-09T20:33:08.994330] [INFO ] [sig       ] [3178/3614] Completed TIGO in 0.3s | 2.93 sym/s | Total: 18.1m | ETA: 2.5m
[2025-12-09T20:33:08.994368] [INFO ] [sig       ] [3179/3614] Forecasting TIL...
[2025-12-09T20:33:08.994399] [INFO ] [sig       ] Generating forecast for: TIL
[2025-12-09T20:33:08.994437] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TIL' from 'https://tdm.silogroup.org/data/derivative_storage/TIL.csv'.
[2025-12-09T20:33:09.006790] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TIL'.
[2025-12-09T20:33:09.007169] [INFO ] [FORECASTER] Starting predict_future for TIL
[2025-12-09T20:33:09.007995] [DEBUG] [LOCAL     ] No optimal features file found for TIL: ./output/feature-sets/TIL.txt
[2025-12-09T20:33:09.008054] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:09.008093] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:09.008126] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:09.008194] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:09.066932] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:09.067850] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:09.067929] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:09.067960] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:09.192522] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:09.192704] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:33:09.192748] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:09.192778] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:09.196602] [DEBUG] [FORECASTER] TIL: Forecast T+1@11:T+2@11: UP (p=51.95%)
[2025-12-09T20:33:09.196945] [INFO ] [FORECASTER] Completed predict_future for TIL
[2025-12-09T20:33:09.197084] [INFO ] [sig       ] TIL: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:33:09.341985] [INFO ] [LOCAL     ] Saved forecast: TIL	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/TIL.txt
[2025-12-09T20:33:09.342132] [INFO ] [sig       ] [3179/3614] Completed TIL in 0.3s | 2.93 sym/s | Total: 18.1m | ETA: 2.5m
[2025-12-09T20:33:09.342171] [INFO ] [sig       ] [3180/3614] Forecasting TILE...
[2025-12-09T20:33:09.342201] [INFO ] [sig       ] Generating forecast for: TILE
[2025-12-09T20:33:09.342231] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TILE' from 'https://tdm.silogroup.org/data/derivative_storage/TILE.csv'.
[2025-12-09T20:33:09.353283] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TILE'.
[2025-12-09T20:33:09.353632] [INFO ] [FORECASTER] Starting predict_future for TILE
[2025-12-09T20:33:09.354377] [DEBUG] [LOCAL     ] No optimal features file found for TILE: ./output/feature-sets/TILE.txt
[2025-12-09T20:33:09.354427] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:09.354458] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:09.354484] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:09.354538] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:09.410622] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:09.411457] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:09.411535] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:09.411567] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:09.532306] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:09.532449] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:33:09.532489] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:09.532517] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:09.535857] [DEBUG] [FORECASTER] TILE: Forecast T+1@11:T+2@11: DOWN (p=0.60%)
[2025-12-09T20:33:09.536135] [INFO ] [FORECASTER] Completed predict_future for TILE
[2025-12-09T20:33:09.536276] [INFO ] [sig       ] TILE: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:33:09.675434] [INFO ] [LOCAL     ] Saved forecast: TILE	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/TILE.txt
[2025-12-09T20:33:09.675549] [INFO ] [sig       ] [3180/3614] Completed TILE in 0.3s | 2.93 sym/s | Total: 18.1m | ETA: 2.5m
[2025-12-09T20:33:09.675605] [INFO ] [sig       ] [3181/3614] Forecasting TIMB...
[2025-12-09T20:33:09.675635] [INFO ] [sig       ] Generating forecast for: TIMB
[2025-12-09T20:33:09.675664] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TIMB' from 'https://tdm.silogroup.org/data/derivative_storage/TIMB.csv'.
[2025-12-09T20:33:09.686475] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TIMB'.
[2025-12-09T20:33:09.686756] [INFO ] [FORECASTER] Starting predict_future for TIMB
[2025-12-09T20:33:09.687497] [DEBUG] [LOCAL     ] No optimal features file found for TIMB: ./output/feature-sets/TIMB.txt
[2025-12-09T20:33:09.687566] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:09.687637] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:09.687665] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:09.687720] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:09.744007] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:09.744636] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:09.744716] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:09.744747] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:09.863649] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:09.863804] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:33:09.863845] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:09.863873] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:09.867299] [DEBUG] [FORECASTER] TIMB: Forecast T+1@11:T+2@11: DOWN (p=16.29%)
[2025-12-09T20:33:09.867615] [INFO ] [FORECASTER] Completed predict_future for TIMB
[2025-12-09T20:33:09.867742] [INFO ] [sig       ] TIMB: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:33:10.004393] [INFO ] [LOCAL     ] Saved forecast: TIMB	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/TIMB.txt
[2025-12-09T20:33:10.004542] [INFO ] [sig       ] [3181/3614] Completed TIMB in 0.3s | 2.93 sym/s | Total: 18.1m | ETA: 2.5m
[2025-12-09T20:33:10.004598] [INFO ] [sig       ] [3182/3614] Forecasting TITN...
[2025-12-09T20:33:10.004629] [INFO ] [sig       ] Generating forecast for: TITN
[2025-12-09T20:33:10.004658] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TITN' from 'https://tdm.silogroup.org/data/derivative_storage/TITN.csv'.
[2025-12-09T20:33:10.015458] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TITN'.
[2025-12-09T20:33:10.015783] [INFO ] [FORECASTER] Starting predict_future for TITN
[2025-12-09T20:33:10.016562] [DEBUG] [LOCAL     ] No optimal features file found for TITN: ./output/feature-sets/TITN.txt
[2025-12-09T20:33:10.016630] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:10.016662] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:10.016689] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:10.016744] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:10.071851] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:10.072720] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:10.072802] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:10.072834] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:10.188868] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:10.189016] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:33:10.189056] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:10.189085] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:10.192420] [DEBUG] [FORECASTER] TITN: Forecast T+1@11:T+2@11: UP (p=99.79%)
[2025-12-09T20:33:10.192707] [INFO ] [FORECASTER] Completed predict_future for TITN
[2025-12-09T20:33:10.192828] [INFO ] [sig       ] TITN: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:33:10.332323] [INFO ] [LOCAL     ] Saved forecast: TITN	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/TITN.txt
[2025-12-09T20:33:10.332473] [INFO ] [sig       ] [3182/3614] Completed TITN in 0.3s | 2.93 sym/s | Total: 18.1m | ETA: 2.5m
[2025-12-09T20:33:10.332512] [INFO ] [sig       ] [3183/3614] Forecasting TJX...
[2025-12-09T20:33:10.332542] [INFO ] [sig       ] Generating forecast for: TJX
[2025-12-09T20:33:10.332591] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TJX' from 'https://tdm.silogroup.org/data/derivative_storage/TJX.csv'.
[2025-12-09T20:33:10.344307] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TJX'.
[2025-12-09T20:33:10.344637] [INFO ] [FORECASTER] Starting predict_future for TJX
[2025-12-09T20:33:10.345387] [DEBUG] [LOCAL     ] No optimal features file found for TJX: ./output/feature-sets/TJX.txt
[2025-12-09T20:33:10.345438] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:10.345470] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:10.345496] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:10.345551] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:10.400777] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:10.401613] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:10.401691] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:10.401722] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:10.522700] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:10.522850] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:33:10.522890] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:10.522918] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:10.526233] [DEBUG] [FORECASTER] TJX: Forecast T+1@11:T+2@11: DOWN (p=19.89%)
[2025-12-09T20:33:10.526502] [INFO ] [FORECASTER] Completed predict_future for TJX
[2025-12-09T20:33:10.526636] [INFO ] [sig       ] TJX: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:33:10.663995] [INFO ] [LOCAL     ] Saved forecast: TJX	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/TJX.txt
[2025-12-09T20:33:10.664145] [INFO ] [sig       ] [3183/3614] Completed TJX in 0.3s | 2.93 sym/s | Total: 18.1m | ETA: 2.5m
[2025-12-09T20:33:10.664186] [INFO ] [sig       ] [3184/3614] Forecasting TK...
[2025-12-09T20:33:10.664216] [INFO ] [sig       ] Generating forecast for: TK
[2025-12-09T20:33:10.664246] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TK' from 'https://tdm.silogroup.org/data/derivative_storage/TK.csv'.
[2025-12-09T20:33:10.675214] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TK'.
[2025-12-09T20:33:10.675513] [INFO ] [FORECASTER] Starting predict_future for TK
[2025-12-09T20:33:10.676340] [DEBUG] [LOCAL     ] No optimal features file found for TK: ./output/feature-sets/TK.txt
[2025-12-09T20:33:10.676392] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:10.676424] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:10.676450] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:10.676505] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:10.735791] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:10.736666] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:10.736749] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:10.736782] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:10.860747] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:10.860912] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:33:10.860955] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:10.861018] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:10.864480] [DEBUG] [FORECASTER] TK: Forecast T+1@11:T+2@11: DOWN (p=3.35%)
[2025-12-09T20:33:10.864762] [INFO ] [FORECASTER] Completed predict_future for TK
[2025-12-09T20:33:10.864884] [INFO ] [sig       ] TK: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:33:11.007099] [INFO ] [LOCAL     ] Saved forecast: TK	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/TK.txt
[2025-12-09T20:33:11.007249] [INFO ] [sig       ] [3184/3614] Completed TK in 0.3s | 2.93 sym/s | Total: 18.1m | ETA: 2.4m
[2025-12-09T20:33:11.007287] [INFO ] [sig       ] [3185/3614] Forecasting TKC...
[2025-12-09T20:33:11.007316] [INFO ] [sig       ] Generating forecast for: TKC
[2025-12-09T20:33:11.007348] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TKC' from 'https://tdm.silogroup.org/data/derivative_storage/TKC.csv'.
[2025-12-09T20:33:11.018277] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TKC'.
[2025-12-09T20:33:11.018543] [INFO ] [FORECASTER] Starting predict_future for TKC
[2025-12-09T20:33:11.019312] [DEBUG] [LOCAL     ] No optimal features file found for TKC: ./output/feature-sets/TKC.txt
[2025-12-09T20:33:11.019363] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:11.019394] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:11.019420] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:11.019475] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:11.074920] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:11.075612] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:11.075688] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:11.075720] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:11.193566] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:11.193727] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:33:11.193767] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:11.193796] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:11.197109] [DEBUG] [FORECASTER] TKC: Forecast T+1@11:T+2@11: UP (p=94.75%)
[2025-12-09T20:33:11.197375] [INFO ] [FORECASTER] Completed predict_future for TKC
[2025-12-09T20:33:11.197495] [INFO ] [sig       ] TKC: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:33:11.335215] [INFO ] [LOCAL     ] Saved forecast: TKC	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/TKC.txt
[2025-12-09T20:33:11.335346] [INFO ] [sig       ] [3185/3614] Completed TKC in 0.3s | 2.93 sym/s | Total: 18.1m | ETA: 2.4m
[2025-12-09T20:33:11.335385] [INFO ] [sig       ] [3186/3614] Forecasting TKNO...
[2025-12-09T20:33:11.335414] [INFO ] [sig       ] Generating forecast for: TKNO
[2025-12-09T20:33:11.335442] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TKNO' from 'https://tdm.silogroup.org/data/derivative_storage/TKNO.csv'.
[2025-12-09T20:33:11.346908] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TKNO'.
[2025-12-09T20:33:11.347189] [INFO ] [FORECASTER] Starting predict_future for TKNO
[2025-12-09T20:33:11.347978] [DEBUG] [LOCAL     ] No optimal features file found for TKNO: ./output/feature-sets/TKNO.txt
[2025-12-09T20:33:11.348029] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:11.348059] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:11.348085] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:11.348141] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:11.404283] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:11.405149] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:11.405238] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:11.405276] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:11.523853] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:11.523951] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:33:11.523992] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:11.524022] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:11.527463] [DEBUG] [FORECASTER] TKNO: Forecast T+1@11:T+2@11: UP (p=83.63%)
[2025-12-09T20:33:11.527769] [INFO ] [FORECASTER] Completed predict_future for TKNO
[2025-12-09T20:33:11.527892] [INFO ] [sig       ] TKNO: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:33:11.666084] [INFO ] [LOCAL     ] Saved forecast: TKNO	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/TKNO.txt
[2025-12-09T20:33:11.666223] [INFO ] [sig       ] [3186/3614] Completed TKNO in 0.3s | 2.93 sym/s | Total: 18.1m | ETA: 2.4m
[2025-12-09T20:33:11.666262] [INFO ] [sig       ] [3187/3614] Forecasting TKO...
[2025-12-09T20:33:11.666291] [INFO ] [sig       ] Generating forecast for: TKO
[2025-12-09T20:33:11.666345] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TKO' from 'https://tdm.silogroup.org/data/derivative_storage/TKO.csv'.
[2025-12-09T20:33:11.677807] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TKO'.
[2025-12-09T20:33:11.678138] [INFO ] [FORECASTER] Starting predict_future for TKO
[2025-12-09T20:33:11.678945] [DEBUG] [LOCAL     ] No optimal features file found for TKO: ./output/feature-sets/TKO.txt
[2025-12-09T20:33:11.678997] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:11.679029] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:11.679056] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:11.679118] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:11.736864] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:11.737661] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:11.737742] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:11.737773] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:11.863496] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:11.863690] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:33:11.863740] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:11.863771] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:11.867381] [DEBUG] [FORECASTER] TKO: Forecast T+1@11:T+2@11: UP (p=85.30%)
[2025-12-09T20:33:11.867695] [INFO ] [FORECASTER] Completed predict_future for TKO
[2025-12-09T20:33:11.867819] [INFO ] [sig       ] TKO: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:33:12.005955] [INFO ] [LOCAL     ] Saved forecast: TKO	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/TKO.txt
[2025-12-09T20:33:12.006092] [INFO ] [sig       ] [3187/3614] Completed TKO in 0.3s | 2.93 sym/s | Total: 18.1m | ETA: 2.4m
[2025-12-09T20:33:12.006130] [INFO ] [sig       ] [3188/3614] Forecasting TLK...
[2025-12-09T20:33:12.006160] [INFO ] [sig       ] Generating forecast for: TLK
[2025-12-09T20:33:12.006187] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TLK' from 'https://tdm.silogroup.org/data/derivative_storage/TLK.csv'.
[2025-12-09T20:33:12.017663] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TLK'.
[2025-12-09T20:33:12.017972] [INFO ] [FORECASTER] Starting predict_future for TLK
[2025-12-09T20:33:12.018740] [DEBUG] [LOCAL     ] No optimal features file found for TLK: ./output/feature-sets/TLK.txt
[2025-12-09T20:33:12.018790] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:12.018832] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:12.018860] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:12.018916] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:12.075174] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:12.075957] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:12.076035] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:12.076068] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:12.196720] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:12.196862] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:33:12.196901] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:12.196929] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:12.200268] [DEBUG] [FORECASTER] TLK: Forecast T+1@11:T+2@11: UP (p=84.92%)
[2025-12-09T20:33:12.200536] [INFO ] [FORECASTER] Completed predict_future for TLK
[2025-12-09T20:33:12.200674] [INFO ] [sig       ] TLK: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:33:12.337758] [INFO ] [LOCAL     ] Saved forecast: TLK	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/TLK.txt
[2025-12-09T20:33:12.337885] [INFO ] [sig       ] [3188/3614] Completed TLK in 0.3s | 2.93 sym/s | Total: 18.1m | ETA: 2.4m
[2025-12-09T20:33:12.337924] [INFO ] [sig       ] [3189/3614] Forecasting TLS...
[2025-12-09T20:33:12.337954] [INFO ] [sig       ] Generating forecast for: TLS
[2025-12-09T20:33:12.337983] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TLS' from 'https://tdm.silogroup.org/data/derivative_storage/TLS.csv'.
[2025-12-09T20:33:12.348717] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TLS'.
[2025-12-09T20:33:12.349024] [INFO ] [FORECASTER] Starting predict_future for TLS
[2025-12-09T20:33:12.349852] [DEBUG] [LOCAL     ] No optimal features file found for TLS: ./output/feature-sets/TLS.txt
[2025-12-09T20:33:12.349903] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:12.349934] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:12.349959] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:12.350016] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:12.407779] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:12.408713] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:12.408802] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:12.408834] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:12.548238] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:12.548423] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:33:12.548480] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:12.548512] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:12.552133] [DEBUG] [FORECASTER] TLS: Forecast T+1@11:T+2@11: DOWN (p=2.65%)
[2025-12-09T20:33:12.552475] [INFO ] [FORECASTER] Completed predict_future for TLS
[2025-12-09T20:33:12.552635] [INFO ] [sig       ] TLS: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:33:12.695346] [INFO ] [LOCAL     ] Saved forecast: TLS	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/TLS.txt
[2025-12-09T20:33:12.695487] [INFO ] [sig       ] [3189/3614] Completed TLS in 0.4s | 2.93 sym/s | Total: 18.1m | ETA: 2.4m
[2025-12-09T20:33:12.695525] [INFO ] [sig       ] [3190/3614] Forecasting TLSA...
[2025-12-09T20:33:12.695555] [INFO ] [sig       ] Generating forecast for: TLSA
[2025-12-09T20:33:12.695603] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TLSA' from 'https://tdm.silogroup.org/data/derivative_storage/TLSA.csv'.
[2025-12-09T20:33:12.707136] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TLSA'.
[2025-12-09T20:33:12.707536] [INFO ] [FORECASTER] Starting predict_future for TLSA
[2025-12-09T20:33:12.708354] [DEBUG] [LOCAL     ] No optimal features file found for TLSA: ./output/feature-sets/TLSA.txt
[2025-12-09T20:33:12.708407] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:12.708440] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:12.708467] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:12.708523] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:12.770161] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:12.771278] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:12.771375] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:12.771414] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:12.903294] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:12.903440] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:33:12.903480] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:12.903509] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:12.906871] [DEBUG] [FORECASTER] TLSA: Forecast T+1@11:T+2@11: UP (p=75.63%)
[2025-12-09T20:33:12.907136] [INFO ] [FORECASTER] Completed predict_future for TLSA
[2025-12-09T20:33:12.907261] [INFO ] [sig       ] TLSA: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:33:13.045786] [INFO ] [LOCAL     ] Saved forecast: TLSA	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/TLSA.txt
[2025-12-09T20:33:13.045943] [INFO ] [sig       ] [3190/3614] Completed TLSA in 0.4s | 2.93 sym/s | Total: 18.1m | ETA: 2.4m
[2025-12-09T20:33:13.045983] [INFO ] [sig       ] [3191/3614] Forecasting TLSI...
[2025-12-09T20:33:13.046013] [INFO ] [sig       ] Generating forecast for: TLSI
[2025-12-09T20:33:13.046042] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TLSI' from 'https://tdm.silogroup.org/data/derivative_storage/TLSI.csv'.
[2025-12-09T20:33:13.057852] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TLSI'.
[2025-12-09T20:33:13.058237] [INFO ] [FORECASTER] Starting predict_future for TLSI
[2025-12-09T20:33:13.059041] [DEBUG] [LOCAL     ] No optimal features file found for TLSI: ./output/feature-sets/TLSI.txt
[2025-12-09T20:33:13.059093] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:13.059124] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:13.059155] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:13.059212] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:13.115852] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:13.116721] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:13.116848] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:13.116895] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:13.233669] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:13.233811] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:33:13.233852] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:13.233881] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:13.237249] [DEBUG] [FORECASTER] TLSI: Forecast T+1@11:T+2@11: UP (p=75.65%)
[2025-12-09T20:33:13.237557] [INFO ] [FORECASTER] Completed predict_future for TLSI
[2025-12-09T20:33:13.237703] [INFO ] [sig       ] TLSI: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:33:13.377786] [INFO ] [LOCAL     ] Saved forecast: TLSI	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/TLSI.txt
[2025-12-09T20:33:13.377923] [INFO ] [sig       ] [3191/3614] Completed TLSI in 0.3s | 2.93 sym/s | Total: 18.2m | ETA: 2.4m
[2025-12-09T20:33:13.377968] [INFO ] [sig       ] [3192/3614] Forecasting TLYS...
[2025-12-09T20:33:13.377999] [INFO ] [sig       ] Generating forecast for: TLYS
[2025-12-09T20:33:13.378028] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TLYS' from 'https://tdm.silogroup.org/data/derivative_storage/TLYS.csv'.
[2025-12-09T20:33:13.389171] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TLYS'.
[2025-12-09T20:33:13.389480] [INFO ] [FORECASTER] Starting predict_future for TLYS
[2025-12-09T20:33:13.390340] [DEBUG] [LOCAL     ] No optimal features file found for TLYS: ./output/feature-sets/TLYS.txt
[2025-12-09T20:33:13.390396] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:13.390428] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:13.390456] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:13.390512] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:13.450724] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:13.451490] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:13.451587] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:13.451623] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:13.575295] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:13.575453] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:33:13.575499] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:13.575530] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:13.579068] [DEBUG] [FORECASTER] TLYS: Forecast T+1@11:T+2@11: DOWN (p=8.07%)
[2025-12-09T20:33:13.579352] [INFO ] [FORECASTER] Completed predict_future for TLYS
[2025-12-09T20:33:13.579498] [INFO ] [sig       ] TLYS: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:33:13.724435] [INFO ] [LOCAL     ] Saved forecast: TLYS	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/TLYS.txt
[2025-12-09T20:33:13.724604] [INFO ] [sig       ] [3192/3614] Completed TLYS in 0.3s | 2.93 sym/s | Total: 18.2m | ETA: 2.4m
[2025-12-09T20:33:13.724646] [INFO ] [sig       ] [3193/3614] Forecasting TM...
[2025-12-09T20:33:13.724676] [INFO ] [sig       ] Generating forecast for: TM
[2025-12-09T20:33:13.724705] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TM' from 'https://tdm.silogroup.org/data/derivative_storage/TM.csv'.
[2025-12-09T20:33:13.736459] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TM'.
[2025-12-09T20:33:13.736882] [INFO ] [FORECASTER] Starting predict_future for TM
[2025-12-09T20:33:13.737968] [DEBUG] [LOCAL     ] No optimal features file found for TM: ./output/feature-sets/TM.txt
[2025-12-09T20:33:13.738032] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:13.738078] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:13.738115] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:13.738194] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:13.797485] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:13.798369] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:13.798450] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:13.798484] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:13.918685] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:13.918833] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:33:13.918874] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:13.918902] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:13.922234] [DEBUG] [FORECASTER] TM: Forecast T+1@11:T+2@11: UP (p=50.38%)
[2025-12-09T20:33:13.922500] [INFO ] [FORECASTER] Completed predict_future for TM
[2025-12-09T20:33:13.922655] [INFO ] [sig       ] TM: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:33:14.061817] [INFO ] [LOCAL     ] Saved forecast: TM	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/TM.txt
[2025-12-09T20:33:14.061940] [INFO ] [sig       ] [3193/3614] Completed TM in 0.3s | 2.93 sym/s | Total: 18.2m | ETA: 2.4m
[2025-12-09T20:33:14.061977] [INFO ] [sig       ] [3194/3614] Forecasting TMC...
[2025-12-09T20:33:14.062006] [INFO ] [sig       ] Generating forecast for: TMC
[2025-12-09T20:33:14.062036] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TMC' from 'https://tdm.silogroup.org/data/derivative_storage/TMC.csv'.
[2025-12-09T20:33:14.072841] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TMC'.
[2025-12-09T20:33:14.073133] [INFO ] [FORECASTER] Starting predict_future for TMC
[2025-12-09T20:33:14.073915] [DEBUG] [LOCAL     ] No optimal features file found for TMC: ./output/feature-sets/TMC.txt
[2025-12-09T20:33:14.073966] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:14.073998] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:14.074025] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:14.074079] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:14.130884] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:14.131622] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:14.131700] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:14.131732] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:14.251994] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:14.252161] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:33:14.252213] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:14.252244] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:14.255766] [DEBUG] [FORECASTER] TMC: Forecast T+1@11:T+2@11: DOWN (p=5.84%)
[2025-12-09T20:33:14.256055] [INFO ] [FORECASTER] Completed predict_future for TMC
[2025-12-09T20:33:14.256177] [INFO ] [sig       ] TMC: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:33:14.396271] [INFO ] [LOCAL     ] Saved forecast: TMC	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/TMC.txt
[2025-12-09T20:33:14.396440] [INFO ] [sig       ] [3194/3614] Completed TMC in 0.3s | 2.93 sym/s | Total: 18.2m | ETA: 2.4m
[2025-12-09T20:33:14.396480] [INFO ] [sig       ] [3195/3614] Forecasting TMCI...
[2025-12-09T20:33:14.396510] [INFO ] [sig       ] Generating forecast for: TMCI
[2025-12-09T20:33:14.396539] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TMCI' from 'https://tdm.silogroup.org/data/derivative_storage/TMCI.csv'.
[2025-12-09T20:33:14.407550] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TMCI'.
[2025-12-09T20:33:14.407872] [INFO ] [FORECASTER] Starting predict_future for TMCI
[2025-12-09T20:33:14.408687] [DEBUG] [LOCAL     ] No optimal features file found for TMCI: ./output/feature-sets/TMCI.txt
[2025-12-09T20:33:14.408740] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:14.408773] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:14.408800] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:14.408857] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:14.466423] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:14.467155] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:14.467235] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:14.467269] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:14.592159] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:14.592293] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:33:14.592333] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:14.592377] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:14.595804] [DEBUG] [FORECASTER] TMCI: Forecast T+1@11:T+2@11: DOWN (p=32.53%)
[2025-12-09T20:33:14.596071] [INFO ] [FORECASTER] Completed predict_future for TMCI
[2025-12-09T20:33:14.596198] [INFO ] [sig       ] TMCI: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:33:14.737534] [INFO ] [LOCAL     ] Saved forecast: TMCI	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/TMCI.txt
[2025-12-09T20:33:14.737701] [INFO ] [sig       ] [3195/3614] Completed TMCI in 0.3s | 2.93 sym/s | Total: 18.2m | ETA: 2.4m
[2025-12-09T20:33:14.737741] [INFO ] [sig       ] [3196/3614] Forecasting TMDX...
[2025-12-09T20:33:14.737770] [INFO ] [sig       ] Generating forecast for: TMDX
[2025-12-09T20:33:14.737798] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TMDX' from 'https://tdm.silogroup.org/data/derivative_storage/TMDX.csv'.
[2025-12-09T20:33:14.749110] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TMDX'.
[2025-12-09T20:33:14.749461] [INFO ] [FORECASTER] Starting predict_future for TMDX
[2025-12-09T20:33:14.750265] [DEBUG] [LOCAL     ] No optimal features file found for TMDX: ./output/feature-sets/TMDX.txt
[2025-12-09T20:33:14.750317] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:14.750349] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:14.750377] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:14.750434] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:14.808823] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:14.809701] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:14.809782] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:14.809815] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:14.927768] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:14.927917] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:33:14.927958] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:14.927987] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:14.931375] [DEBUG] [FORECASTER] TMDX: Forecast T+1@11:T+2@11: UP (p=60.08%)
[2025-12-09T20:33:14.931660] [INFO ] [FORECASTER] Completed predict_future for TMDX
[2025-12-09T20:33:14.931783] [INFO ] [sig       ] TMDX: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:33:15.073703] [INFO ] [LOCAL     ] Saved forecast: TMDX	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/TMDX.txt
[2025-12-09T20:33:15.073824] [INFO ] [sig       ] [3196/3614] Completed TMDX in 0.3s | 2.93 sym/s | Total: 18.2m | ETA: 2.4m
[2025-12-09T20:33:15.073862] [INFO ] [sig       ] [3197/3614] Forecasting TME...
[2025-12-09T20:33:15.073892] [INFO ] [sig       ] Generating forecast for: TME
[2025-12-09T20:33:15.073921] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TME' from 'https://tdm.silogroup.org/data/derivative_storage/TME.csv'.
[2025-12-09T20:33:15.085068] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TME'.
[2025-12-09T20:33:15.085370] [INFO ] [FORECASTER] Starting predict_future for TME
[2025-12-09T20:33:15.086134] [DEBUG] [LOCAL     ] No optimal features file found for TME: ./output/feature-sets/TME.txt
[2025-12-09T20:33:15.086185] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:15.086217] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:15.086243] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:15.086298] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:15.142007] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:15.142657] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:15.142744] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:15.142776] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:15.262091] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:15.262230] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:33:15.262268] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:15.262297] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:15.265622] [DEBUG] [FORECASTER] TME: Forecast T+1@11:T+2@11: UP (p=73.65%)
[2025-12-09T20:33:15.265881] [INFO ] [FORECASTER] Completed predict_future for TME
[2025-12-09T20:33:15.265998] [INFO ] [sig       ] TME: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:33:15.404849] [INFO ] [LOCAL     ] Saved forecast: TME	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/TME.txt
[2025-12-09T20:33:15.404997] [INFO ] [sig       ] [3197/3614] Completed TME in 0.3s | 2.93 sym/s | Total: 18.2m | ETA: 2.4m
[2025-12-09T20:33:15.405053] [INFO ] [sig       ] [3198/3614] Forecasting TMHC...
[2025-12-09T20:33:15.405086] [INFO ] [sig       ] Generating forecast for: TMHC
[2025-12-09T20:33:15.405114] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TMHC' from 'https://tdm.silogroup.org/data/derivative_storage/TMHC.csv'.
[2025-12-09T20:33:15.416078] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TMHC'.
[2025-12-09T20:33:15.416419] [INFO ] [FORECASTER] Starting predict_future for TMHC
[2025-12-09T20:33:15.417175] [DEBUG] [LOCAL     ] No optimal features file found for TMHC: ./output/feature-sets/TMHC.txt
[2025-12-09T20:33:15.417225] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:15.417285] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:15.417313] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:15.417368] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:15.475291] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:15.475980] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:15.476056] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:15.476089] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:15.594284] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:15.594430] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:33:15.594468] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:15.594497] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:15.597871] [DEBUG] [FORECASTER] TMHC: Forecast T+1@11:T+2@11: DOWN (p=28.29%)
[2025-12-09T20:33:15.598141] [INFO ] [FORECASTER] Completed predict_future for TMHC
[2025-12-09T20:33:15.598278] [INFO ] [sig       ] TMHC: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:33:15.737030] [INFO ] [LOCAL     ] Saved forecast: TMHC	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/TMHC.txt
[2025-12-09T20:33:15.737156] [INFO ] [sig       ] [3198/3614] Completed TMHC in 0.3s | 2.93 sym/s | Total: 18.2m | ETA: 2.4m
[2025-12-09T20:33:15.737197] [INFO ] [sig       ] [3199/3614] Forecasting TMUS...
[2025-12-09T20:33:15.737232] [INFO ] [sig       ] Generating forecast for: TMUS
[2025-12-09T20:33:15.737268] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TMUS' from 'https://tdm.silogroup.org/data/derivative_storage/TMUS.csv'.
[2025-12-09T20:33:15.748128] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TMUS'.
[2025-12-09T20:33:15.748472] [INFO ] [FORECASTER] Starting predict_future for TMUS
[2025-12-09T20:33:15.749256] [DEBUG] [LOCAL     ] No optimal features file found for TMUS: ./output/feature-sets/TMUS.txt
[2025-12-09T20:33:15.749306] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:15.749338] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:15.749375] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:15.749432] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:15.808708] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:15.809661] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:15.809751] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:15.809785] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:15.934284] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:15.934430] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:33:15.934469] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:15.934497] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:15.937906] [DEBUG] [FORECASTER] TMUS: Forecast T+1@11:T+2@11: DOWN (p=43.58%)
[2025-12-09T20:33:15.938166] [INFO ] [FORECASTER] Completed predict_future for TMUS
[2025-12-09T20:33:15.938284] [INFO ] [sig       ] TMUS: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:33:16.075254] [INFO ] [LOCAL     ] Saved forecast: TMUS	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/TMUS.txt
[2025-12-09T20:33:16.075376] [INFO ] [sig       ] [3199/3614] Completed TMUS in 0.3s | 2.93 sym/s | Total: 18.2m | ETA: 2.4m
[2025-12-09T20:33:16.075413] [INFO ] [sig       ] [3200/3614] Forecasting TNC...
[2025-12-09T20:33:16.075441] [INFO ] [sig       ] Generating forecast for: TNC
[2025-12-09T20:33:16.075470] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNC' from 'https://tdm.silogroup.org/data/derivative_storage/TNC.csv'.
[2025-12-09T20:33:16.086376] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNC'.
[2025-12-09T20:33:16.086691] [INFO ] [FORECASTER] Starting predict_future for TNC
[2025-12-09T20:33:16.087438] [DEBUG] [LOCAL     ] No optimal features file found for TNC: ./output/feature-sets/TNC.txt
[2025-12-09T20:33:16.087489] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:16.087541] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:16.087583] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:16.087641] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:16.143558] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:16.144247] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:16.144328] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:16.144360] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:16.260269] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:16.260413] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:33:16.260451] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:16.260479] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:16.263783] [DEBUG] [FORECASTER] TNC: Forecast T+1@11:T+2@11: DOWN (p=18.39%)
[2025-12-09T20:33:16.264044] [INFO ] [FORECASTER] Completed predict_future for TNC
[2025-12-09T20:33:16.264161] [INFO ] [sig       ] TNC: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:33:16.406175] [INFO ] [LOCAL     ] Saved forecast: TNC	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/TNC.txt
[2025-12-09T20:33:16.406334] [INFO ] [sig       ] [3200/3614] Completed TNC in 0.3s | 2.93 sym/s | Total: 18.2m | ETA: 2.4m
[2025-12-09T20:33:16.406374] [INFO ] [sig       ] [3201/3614] Forecasting TNDM...
[2025-12-09T20:33:16.406406] [INFO ] [sig       ] Generating forecast for: TNDM
[2025-12-09T20:33:16.406437] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNDM' from 'https://tdm.silogroup.org/data/derivative_storage/TNDM.csv'.
[2025-12-09T20:33:16.420081] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNDM'.
[2025-12-09T20:33:16.420483] [INFO ] [FORECASTER] Starting predict_future for TNDM
[2025-12-09T20:33:16.421438] [DEBUG] [LOCAL     ] No optimal features file found for TNDM: ./output/feature-sets/TNDM.txt
[2025-12-09T20:33:16.421491] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:16.421523] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:16.421549] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:16.421626] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:16.479472] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:16.480260] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:16.480339] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:16.480370] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:16.608773] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:16.608934] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:33:16.608976] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:16.609036] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:16.612603] [DEBUG] [FORECASTER] TNDM: Forecast T+1@11:T+2@11: DOWN (p=34.77%)
[2025-12-09T20:33:16.612911] [INFO ] [FORECASTER] Completed predict_future for TNDM
[2025-12-09T20:33:16.613044] [INFO ] [sig       ] TNDM: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:33:16.753738] [INFO ] [LOCAL     ] Saved forecast: TNDM	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/TNDM.txt
[2025-12-09T20:33:16.753886] [INFO ] [sig       ] [3201/3614] Completed TNDM in 0.3s | 2.93 sym/s | Total: 18.2m | ETA: 2.3m
[2025-12-09T20:33:16.753925] [INFO ] [sig       ] [3202/3614] Forecasting TNGX...
[2025-12-09T20:33:16.753955] [INFO ] [sig       ] Generating forecast for: TNGX
[2025-12-09T20:33:16.753986] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNGX' from 'https://tdm.silogroup.org/data/derivative_storage/TNGX.csv'.
[2025-12-09T20:33:16.765287] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNGX'.
[2025-12-09T20:33:16.765798] [INFO ] [FORECASTER] Starting predict_future for TNGX
[2025-12-09T20:33:16.766542] [DEBUG] [LOCAL     ] No optimal features file found for TNGX: ./output/feature-sets/TNGX.txt
[2025-12-09T20:33:16.766609] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:16.766641] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:16.766668] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:16.766724] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:16.825773] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:16.826594] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:16.826673] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:16.826705] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:16.948481] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:16.948655] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:33:16.948696] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:16.948723] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:16.952104] [DEBUG] [FORECASTER] TNGX: Forecast T+1@11:T+2@11: DOWN (p=41.61%)
[2025-12-09T20:33:16.952383] [INFO ] [FORECASTER] Completed predict_future for TNGX
[2025-12-09T20:33:16.952508] [INFO ] [sig       ] TNGX: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:33:17.098532] [INFO ] [LOCAL     ] Saved forecast: TNGX	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/TNGX.txt
[2025-12-09T20:33:17.098679] [INFO ] [sig       ] [3202/3614] Completed TNGX in 0.3s | 2.93 sym/s | Total: 18.2m | ETA: 2.3m
[2025-12-09T20:33:17.098718] [INFO ] [sig       ] [3203/3614] Forecasting TNK...
[2025-12-09T20:33:17.098748] [INFO ] [sig       ] Generating forecast for: TNK
[2025-12-09T20:33:17.098785] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNK' from 'https://tdm.silogroup.org/data/derivative_storage/TNK.csv'.
[2025-12-09T20:33:17.110084] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNK'.
[2025-12-09T20:33:17.110378] [INFO ] [FORECASTER] Starting predict_future for TNK
[2025-12-09T20:33:17.111134] [DEBUG] [LOCAL     ] No optimal features file found for TNK: ./output/feature-sets/TNK.txt
[2025-12-09T20:33:17.111185] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:17.111216] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:17.111243] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:17.111299] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:17.167944] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:17.168558] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:17.168650] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:17.168683] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:17.289886] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:17.290030] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:33:17.290070] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:17.290099] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:17.293511] [DEBUG] [FORECASTER] TNK: Forecast T+1@11:T+2@11: DOWN (p=0.71%)
[2025-12-09T20:33:17.293798] [INFO ] [FORECASTER] Completed predict_future for TNK
[2025-12-09T20:33:17.293922] [INFO ] [sig       ] TNK: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:33:17.448267] [INFO ] [LOCAL     ] Saved forecast: TNK	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/TNK.txt
[2025-12-09T20:33:17.448450] [INFO ] [sig       ] [3203/3614] Completed TNK in 0.3s | 2.93 sym/s | Total: 18.2m | ETA: 2.3m
[2025-12-09T20:33:17.448492] [INFO ] [sig       ] [3204/3614] Forecasting TNL...
[2025-12-09T20:33:17.448521] [INFO ] [sig       ] Generating forecast for: TNL
[2025-12-09T20:33:17.448552] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNL' from 'https://tdm.silogroup.org/data/derivative_storage/TNL.csv'.
[2025-12-09T20:33:17.459865] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNL'.
[2025-12-09T20:33:17.460138] [INFO ] [FORECASTER] Starting predict_future for TNL
[2025-12-09T20:33:17.460919] [DEBUG] [LOCAL     ] No optimal features file found for TNL: ./output/feature-sets/TNL.txt
[2025-12-09T20:33:17.460970] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:17.461000] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:17.461025] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:17.461079] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:17.521370] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:17.522244] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:17.522325] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:17.522358] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:17.652513] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:17.652678] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:33:17.652719] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:17.652747] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:17.656091] [DEBUG] [FORECASTER] TNL: Forecast T+1@11:T+2@11: UP (p=75.61%)
[2025-12-09T20:33:17.656402] [INFO ] [FORECASTER] Completed predict_future for TNL
[2025-12-09T20:33:17.656534] [INFO ] [sig       ] TNL: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:33:17.801567] [INFO ] [LOCAL     ] Saved forecast: TNL	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/TNL.txt
[2025-12-09T20:33:17.801752] [INFO ] [sig       ] [3204/3614] Completed TNL in 0.4s | 2.93 sym/s | Total: 18.2m | ETA: 2.3m
[2025-12-09T20:33:17.801793] [INFO ] [sig       ] [3205/3614] Forecasting TNON...
[2025-12-09T20:33:17.801825] [INFO ] [sig       ] Generating forecast for: TNON
[2025-12-09T20:33:17.801854] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNON' from 'https://tdm.silogroup.org/data/derivative_storage/TNON.csv'.
[2025-12-09T20:33:17.813437] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNON'.
[2025-12-09T20:33:17.813759] [INFO ] [FORECASTER] Starting predict_future for TNON
[2025-12-09T20:33:17.814569] [DEBUG] [LOCAL     ] No optimal features file found for TNON: ./output/feature-sets/TNON.txt
[2025-12-09T20:33:17.814641] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:17.814673] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:17.814701] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:17.814757] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:17.872112] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:17.872780] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:17.872855] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:17.872887] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:18.003151] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:18.003300] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:33:18.003343] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:18.003372] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:18.006819] [DEBUG] [FORECASTER] TNON: Forecast T+1@11:T+2@11: DOWN (p=38.22%)
[2025-12-09T20:33:18.007100] [INFO ] [FORECASTER] Completed predict_future for TNON
[2025-12-09T20:33:18.007223] [INFO ] [sig       ] TNON: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:33:18.151331] [INFO ] [LOCAL     ] Saved forecast: TNON	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/TNON.txt
[2025-12-09T20:33:18.151493] [INFO ] [sig       ] [3205/3614] Completed TNON in 0.3s | 2.93 sym/s | Total: 18.2m | ETA: 2.3m
[2025-12-09T20:33:18.151533] [INFO ] [sig       ] [3206/3614] Forecasting TNXP...
[2025-12-09T20:33:18.151563] [INFO ] [sig       ] Generating forecast for: TNXP
[2025-12-09T20:33:18.151613] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNXP' from 'https://tdm.silogroup.org/data/derivative_storage/TNXP.csv'.
[2025-12-09T20:33:18.163992] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNXP'.
[2025-12-09T20:33:18.164308] [INFO ] [FORECASTER] Starting predict_future for TNXP
[2025-12-09T20:33:18.165100] [DEBUG] [LOCAL     ] No optimal features file found for TNXP: ./output/feature-sets/TNXP.txt
[2025-12-09T20:33:18.165153] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:18.165185] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:18.165214] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:18.165269] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:18.225053] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:18.225754] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:18.225831] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:18.225863] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:18.347081] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:18.347225] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:33:18.347264] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:18.347310] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:18.350822] [DEBUG] [FORECASTER] TNXP: Forecast T+1@11:T+2@11: UP (p=76.96%)
[2025-12-09T20:33:18.351096] [INFO ] [FORECASTER] Completed predict_future for TNXP
[2025-12-09T20:33:18.351216] [INFO ] [sig       ] TNXP: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:33:18.495080] [INFO ] [LOCAL     ] Saved forecast: TNXP	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/TNXP.txt
[2025-12-09T20:33:18.495207] [INFO ] [sig       ] [3206/3614] Completed TNXP in 0.3s | 2.93 sym/s | Total: 18.2m | ETA: 2.3m
[2025-12-09T20:33:18.495247] [INFO ] [sig       ] [3207/3614] Forecasting TNYA...
[2025-12-09T20:33:18.495280] [INFO ] [sig       ] Generating forecast for: TNYA
[2025-12-09T20:33:18.495317] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNYA' from 'https://tdm.silogroup.org/data/derivative_storage/TNYA.csv'.
[2025-12-09T20:33:18.507324] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNYA'.
[2025-12-09T20:33:18.507656] [INFO ] [FORECASTER] Starting predict_future for TNYA
[2025-12-09T20:33:18.508440] [DEBUG] [LOCAL     ] No optimal features file found for TNYA: ./output/feature-sets/TNYA.txt
[2025-12-09T20:33:18.508498] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:18.508529] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:18.508555] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:18.508635] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:18.565193] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:18.565862] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:18.565937] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:18.565968] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:18.699655] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:18.699808] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:33:18.699850] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:18.699880] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:18.703248] [DEBUG] [FORECASTER] TNYA: Forecast T+1@11:T+2@11: DOWN (p=2.23%)
[2025-12-09T20:33:18.703556] [INFO ] [FORECASTER] Completed predict_future for TNYA
[2025-12-09T20:33:18.703730] [INFO ] [sig       ] TNYA: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:33:18.846161] [INFO ] [LOCAL     ] Saved forecast: TNYA	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/TNYA.txt
[2025-12-09T20:33:18.846282] [INFO ] [sig       ] [3207/3614] Completed TNYA in 0.4s | 2.93 sym/s | Total: 18.2m | ETA: 2.3m
[2025-12-09T20:33:18.846320] [INFO ] [sig       ] [3208/3614] Forecasting TOI...
[2025-12-09T20:33:18.846352] [INFO ] [sig       ] Generating forecast for: TOI
[2025-12-09T20:33:18.846383] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TOI' from 'https://tdm.silogroup.org/data/derivative_storage/TOI.csv'.
[2025-12-09T20:33:18.857611] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TOI'.
[2025-12-09T20:33:18.857890] [INFO ] [FORECASTER] Starting predict_future for TOI
[2025-12-09T20:33:18.858660] [DEBUG] [LOCAL     ] No optimal features file found for TOI: ./output/feature-sets/TOI.txt
[2025-12-09T20:33:18.858711] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:18.858743] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:18.858770] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:18.858825] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:18.916918] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:18.917553] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:18.917671] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:18.917704] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:19.038616] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:19.038765] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:33:19.038813] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:19.038847] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:19.042224] [DEBUG] [FORECASTER] TOI: Forecast T+1@11:T+2@11: DOWN (p=6.54%)
[2025-12-09T20:33:19.042512] [INFO ] [FORECASTER] Completed predict_future for TOI
[2025-12-09T20:33:19.042657] [INFO ] [sig       ] TOI: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:33:19.185009] [INFO ] [LOCAL     ] Saved forecast: TOI	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/TOI.txt
[2025-12-09T20:33:19.185157] [INFO ] [sig       ] [3208/3614] Completed TOI in 0.3s | 2.93 sym/s | Total: 18.2m | ETA: 2.3m
[2025-12-09T20:33:19.185197] [INFO ] [sig       ] [3209/3614] Forecasting TOL...
[2025-12-09T20:33:19.185228] [INFO ] [sig       ] Generating forecast for: TOL
[2025-12-09T20:33:19.185257] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TOL' from 'https://tdm.silogroup.org/data/derivative_storage/TOL.csv'.
[2025-12-09T20:33:19.196783] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TOL'.
[2025-12-09T20:33:19.197130] [INFO ] [FORECASTER] Starting predict_future for TOL
[2025-12-09T20:33:19.197938] [DEBUG] [LOCAL     ] No optimal features file found for TOL: ./output/feature-sets/TOL.txt
[2025-12-09T20:33:19.197991] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:19.198023] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:19.198050] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:19.198106] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:19.255633] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:19.256442] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:19.256517] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:19.256549] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:19.376180] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:19.376317] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:33:19.376361] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:19.376390] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:19.379775] [DEBUG] [FORECASTER] TOL: Forecast T+1@11:T+2@11: DOWN (p=3.89%)
[2025-12-09T20:33:19.380044] [INFO ] [FORECASTER] Completed predict_future for TOL
[2025-12-09T20:33:19.380162] [INFO ] [sig       ] TOL: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:33:19.519553] [INFO ] [LOCAL     ] Saved forecast: TOL	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/TOL.txt
[2025-12-09T20:33:19.519688] [INFO ] [sig       ] [3209/3614] Completed TOL in 0.3s | 2.93 sym/s | Total: 18.3m | ETA: 2.3m
[2025-12-09T20:33:19.519726] [INFO ] [sig       ] [3210/3614] Forecasting TORO...
[2025-12-09T20:33:19.519756] [INFO ] [sig       ] Generating forecast for: TORO
[2025-12-09T20:33:19.519785] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TORO' from 'https://tdm.silogroup.org/data/derivative_storage/TORO.csv'.
[2025-12-09T20:33:19.530351] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TORO'.
[2025-12-09T20:33:19.530676] [INFO ] [FORECASTER] Starting predict_future for TORO
[2025-12-09T20:33:19.531406] [DEBUG] [LOCAL     ] No optimal features file found for TORO: ./output/feature-sets/TORO.txt
[2025-12-09T20:33:19.531456] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:19.531488] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:19.531514] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:19.531599] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:19.588072] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:19.588762] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:19.588838] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:19.588870] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:19.707973] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:19.708124] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:33:19.708176] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:19.708207] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:19.711782] [DEBUG] [FORECASTER] TORO: Forecast T+1@11:T+2@11: UP (p=50.97%)
[2025-12-09T20:33:19.712050] [INFO ] [FORECASTER] Completed predict_future for TORO
[2025-12-09T20:33:19.712170] [INFO ] [sig       ] TORO: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:33:19.850210] [INFO ] [LOCAL     ] Saved forecast: TORO	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/TORO.txt
[2025-12-09T20:33:19.850340] [INFO ] [sig       ] [3210/3614] Completed TORO in 0.3s | 2.93 sym/s | Total: 18.3m | ETA: 2.3m
[2025-12-09T20:33:19.850378] [INFO ] [sig       ] [3211/3614] Forecasting TOWN...
[2025-12-09T20:33:19.850407] [INFO ] [sig       ] Generating forecast for: TOWN
[2025-12-09T20:33:19.850435] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TOWN' from 'https://tdm.silogroup.org/data/derivative_storage/TOWN.csv'.
[2025-12-09T20:33:19.861356] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TOWN'.
[2025-12-09T20:33:19.861643] [INFO ] [FORECASTER] Starting predict_future for TOWN
[2025-12-09T20:33:19.862376] [DEBUG] [LOCAL     ] No optimal features file found for TOWN: ./output/feature-sets/TOWN.txt
[2025-12-09T20:33:19.862426] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:19.862457] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:19.862483] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:19.862537] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:19.918345] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:19.918977] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:19.919050] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:19.919081] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:20.039220] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:20.039373] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:33:20.039411] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:20.039439] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:20.042768] [DEBUG] [FORECASTER] TOWN: Forecast T+1@11:T+2@11: DOWN (p=0.36%)
[2025-12-09T20:33:20.043068] [INFO ] [FORECASTER] Completed predict_future for TOWN
[2025-12-09T20:33:20.043195] [INFO ] [sig       ] TOWN: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:33:20.182498] [INFO ] [LOCAL     ] Saved forecast: TOWN	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/TOWN.txt
[2025-12-09T20:33:20.182663] [INFO ] [sig       ] [3211/3614] Completed TOWN in 0.3s | 2.93 sym/s | Total: 18.3m | ETA: 2.3m
[2025-12-09T20:33:20.182703] [INFO ] [sig       ] [3212/3614] Forecasting TOYO...
[2025-12-09T20:33:20.182733] [INFO ] [sig       ] Generating forecast for: TOYO
[2025-12-09T20:33:20.182762] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TOYO' from 'https://tdm.silogroup.org/data/derivative_storage/TOYO.csv'.
[2025-12-09T20:33:20.192862] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TOYO'.
[2025-12-09T20:33:20.193142] [INFO ] [FORECASTER] Starting predict_future for TOYO
[2025-12-09T20:33:20.193901] [DEBUG] [LOCAL     ] No optimal features file found for TOYO: ./output/feature-sets/TOYO.txt
[2025-12-09T20:33:20.193964] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:20.193997] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:20.194023] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:20.194078] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:20.249795] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:20.250630] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:20.250708] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:20.250740] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:20.358101] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:20.358252] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:33:20.358292] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:20.358321] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:20.361733] [DEBUG] [FORECASTER] TOYO: Forecast T+1@11:T+2@11: UP (p=54.68%)
[2025-12-09T20:33:20.361996] [INFO ] [FORECASTER] Completed predict_future for TOYO
[2025-12-09T20:33:20.362112] [INFO ] [sig       ] TOYO: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:33:20.503883] [INFO ] [LOCAL     ] Saved forecast: TOYO	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/TOYO.txt
[2025-12-09T20:33:20.504030] [INFO ] [sig       ] [3212/3614] Completed TOYO in 0.3s | 2.93 sym/s | Total: 18.3m | ETA: 2.3m
[2025-12-09T20:33:20.504069] [INFO ] [sig       ] [3213/3614] Forecasting TPB...
[2025-12-09T20:33:20.504098] [INFO ] [sig       ] Generating forecast for: TPB
[2025-12-09T20:33:20.504127] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPB' from 'https://tdm.silogroup.org/data/derivative_storage/TPB.csv'.
[2025-12-09T20:33:20.515998] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPB'.
[2025-12-09T20:33:20.516332] [INFO ] [FORECASTER] Starting predict_future for TPB
[2025-12-09T20:33:20.517098] [DEBUG] [LOCAL     ] No optimal features file found for TPB: ./output/feature-sets/TPB.txt
[2025-12-09T20:33:20.517148] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:20.517179] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:20.517206] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:20.517261] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:20.573084] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:20.573729] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:20.573803] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:20.573835] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:20.689686] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:20.689835] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:33:20.689873] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:20.689901] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:20.693189] [DEBUG] [FORECASTER] TPB: Forecast T+1@11:T+2@11: DOWN (p=2.41%)
[2025-12-09T20:33:20.693484] [INFO ] [FORECASTER] Completed predict_future for TPB
[2025-12-09T20:33:20.693629] [INFO ] [sig       ] TPB: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:33:20.833205] [INFO ] [LOCAL     ] Saved forecast: TPB	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/TPB.txt
[2025-12-09T20:33:20.833351] [INFO ] [sig       ] [3213/3614] Completed TPB in 0.3s | 2.93 sym/s | Total: 18.3m | ETA: 2.3m
[2025-12-09T20:33:20.833389] [INFO ] [sig       ] [3214/3614] Forecasting TPC...
[2025-12-09T20:33:20.833417] [INFO ] [sig       ] Generating forecast for: TPC
[2025-12-09T20:33:20.833447] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPC' from 'https://tdm.silogroup.org/data/derivative_storage/TPC.csv'.
[2025-12-09T20:33:20.844519] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPC'.
[2025-12-09T20:33:20.844809] [INFO ] [FORECASTER] Starting predict_future for TPC
[2025-12-09T20:33:20.845558] [DEBUG] [LOCAL     ] No optimal features file found for TPC: ./output/feature-sets/TPC.txt
[2025-12-09T20:33:20.845632] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:20.845664] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:20.845690] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:20.845746] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:20.903515] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:20.904172] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:20.904248] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:20.904282] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:21.023062] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:21.023213] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:33:21.023256] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:21.023285] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:21.026765] [DEBUG] [FORECASTER] TPC: Forecast T+1@11:T+2@11: UP (p=58.77%)
[2025-12-09T20:33:21.027038] [INFO ] [FORECASTER] Completed predict_future for TPC
[2025-12-09T20:33:21.027164] [INFO ] [sig       ] TPC: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:33:21.170343] [INFO ] [LOCAL     ] Saved forecast: TPC	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/TPC.txt
[2025-12-09T20:33:21.170482] [INFO ] [sig       ] [3214/3614] Completed TPC in 0.3s | 2.93 sym/s | Total: 18.3m | ETA: 2.3m
[2025-12-09T20:33:21.170520] [INFO ] [sig       ] [3215/3614] Forecasting TPG...
[2025-12-09T20:33:21.170550] [INFO ] [sig       ] Generating forecast for: TPG
[2025-12-09T20:33:21.170598] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPG' from 'https://tdm.silogroup.org/data/derivative_storage/TPG.csv'.
[2025-12-09T20:33:21.182154] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPG'.
[2025-12-09T20:33:21.182439] [INFO ] [FORECASTER] Starting predict_future for TPG
[2025-12-09T20:33:21.183277] [DEBUG] [LOCAL     ] No optimal features file found for TPG: ./output/feature-sets/TPG.txt
[2025-12-09T20:33:21.183327] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:21.183385] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:21.183415] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:21.183470] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:21.239026] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:21.239677] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:21.239777] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:21.239810] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:21.358087] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:21.358233] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:33:21.358272] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:21.358300] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:21.361636] [DEBUG] [FORECASTER] TPG: Forecast T+1@11:T+2@11: UP (p=93.60%)
[2025-12-09T20:33:21.361924] [INFO ] [FORECASTER] Completed predict_future for TPG
[2025-12-09T20:33:21.362044] [INFO ] [sig       ] TPG: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:33:21.502956] [INFO ] [LOCAL     ] Saved forecast: TPG	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/TPG.txt
[2025-12-09T20:33:21.503098] [INFO ] [sig       ] [3215/3614] Completed TPG in 0.3s | 2.93 sym/s | Total: 18.3m | ETA: 2.3m
[2025-12-09T20:33:21.503145] [INFO ] [sig       ] [3216/3614] Forecasting TPGXL...
[2025-12-09T20:33:21.503176] [INFO ] [sig       ] Generating forecast for: TPGXL
[2025-12-09T20:33:21.503206] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPGXL' from 'https://tdm.silogroup.org/data/derivative_storage/TPGXL.csv'.
[2025-12-09T20:33:21.514013] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPGXL'.
[2025-12-09T20:33:21.514328] [INFO ] [FORECASTER] Starting predict_future for TPGXL
[2025-12-09T20:33:21.515095] [DEBUG] [LOCAL     ] No optimal features file found for TPGXL: ./output/feature-sets/TPGXL.txt
[2025-12-09T20:33:21.515146] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:21.515177] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:21.515204] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:21.515259] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:21.572669] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:21.573305] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:21.573395] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:21.573438] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:21.687477] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:21.687655] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:33:21.687696] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:21.687722] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:21.691051] [DEBUG] [FORECASTER] TPGXL: Forecast T+1@11:T+2@11: DOWN (p=33.44%)
[2025-12-09T20:33:21.691322] [INFO ] [FORECASTER] Completed predict_future for TPGXL
[2025-12-09T20:33:21.691443] [INFO ] [sig       ] TPGXL: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:33:21.830615] [INFO ] [LOCAL     ] Saved forecast: TPGXL	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/TPGXL.txt
[2025-12-09T20:33:21.830737] [INFO ] [sig       ] [3216/3614] Completed TPGXL in 0.3s | 2.93 sym/s | Total: 18.3m | ETA: 2.3m
[2025-12-09T20:33:21.830775] [INFO ] [sig       ] [3217/3614] Forecasting TPH...
[2025-12-09T20:33:21.830803] [INFO ] [sig       ] Generating forecast for: TPH
[2025-12-09T20:33:21.830832] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPH' from 'https://tdm.silogroup.org/data/derivative_storage/TPH.csv'.
[2025-12-09T20:33:21.842038] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPH'.
[2025-12-09T20:33:21.842321] [INFO ] [FORECASTER] Starting predict_future for TPH
[2025-12-09T20:33:21.843080] [DEBUG] [LOCAL     ] No optimal features file found for TPH: ./output/feature-sets/TPH.txt
[2025-12-09T20:33:21.843129] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:21.843161] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:21.843187] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:21.843241] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:21.899669] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:21.900316] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:21.900401] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:21.900440] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:22.015714] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:22.015879] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:33:22.015921] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:22.015949] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:22.019325] [DEBUG] [FORECASTER] TPH: Forecast T+1@11:T+2@11: DOWN (p=8.25%)
[2025-12-09T20:33:22.019654] [INFO ] [FORECASTER] Completed predict_future for TPH
[2025-12-09T20:33:22.019777] [INFO ] [sig       ] TPH: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:33:22.158222] [INFO ] [LOCAL     ] Saved forecast: TPH	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/TPH.txt
[2025-12-09T20:33:22.158350] [INFO ] [sig       ] [3217/3614] Completed TPH in 0.3s | 2.93 sym/s | Total: 18.3m | ETA: 2.3m
[2025-12-09T20:33:22.158388] [INFO ] [sig       ] [3218/3614] Forecasting TPL...
[2025-12-09T20:33:22.158421] [INFO ] [sig       ] Generating forecast for: TPL
[2025-12-09T20:33:22.158452] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPL' from 'https://tdm.silogroup.org/data/derivative_storage/TPL.csv'.
[2025-12-09T20:33:22.169673] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPL'.
[2025-12-09T20:33:22.169965] [INFO ] [FORECASTER] Starting predict_future for TPL
[2025-12-09T20:33:22.170726] [DEBUG] [LOCAL     ] No optimal features file found for TPL: ./output/feature-sets/TPL.txt
[2025-12-09T20:33:22.170775] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:22.170806] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:22.170832] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:22.170888] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:22.229276] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:22.229984] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:22.230063] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:22.230095] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:22.344671] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:22.344812] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:33:22.344850] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:22.344907] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:22.348232] [DEBUG] [FORECASTER] TPL: Forecast T+1@11:T+2@11: UP (p=95.41%)
[2025-12-09T20:33:22.348501] [INFO ] [FORECASTER] Completed predict_future for TPL
[2025-12-09T20:33:22.348637] [INFO ] [sig       ] TPL: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:33:22.486161] [INFO ] [LOCAL     ] Saved forecast: TPL	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/TPL.txt
[2025-12-09T20:33:22.486280] [INFO ] [sig       ] [3218/3614] Completed TPL in 0.3s | 2.93 sym/s | Total: 18.3m | ETA: 2.3m
[2025-12-09T20:33:22.486317] [INFO ] [sig       ] [3219/3614] Forecasting TPVG...
[2025-12-09T20:33:22.486352] [INFO ] [sig       ] Generating forecast for: TPVG
[2025-12-09T20:33:22.486388] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPVG' from 'https://tdm.silogroup.org/data/derivative_storage/TPVG.csv'.
[2025-12-09T20:33:22.497591] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPVG'.
[2025-12-09T20:33:22.497875] [INFO ] [FORECASTER] Starting predict_future for TPVG
[2025-12-09T20:33:22.498656] [DEBUG] [LOCAL     ] No optimal features file found for TPVG: ./output/feature-sets/TPVG.txt
[2025-12-09T20:33:22.498706] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:22.498737] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:22.498763] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:22.498817] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:22.554567] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:22.555202] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:22.555275] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:22.555307] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:22.676224] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:22.676363] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:33:22.676423] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:22.676451] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:22.679829] [DEBUG] [FORECASTER] TPVG: Forecast T+1@11:T+2@11: DOWN (p=11.93%)
[2025-12-09T20:33:22.680089] [INFO ] [FORECASTER] Completed predict_future for TPVG
[2025-12-09T20:33:22.680215] [INFO ] [sig       ] TPVG: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:33:22.818884] [INFO ] [LOCAL     ] Saved forecast: TPVG	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/TPVG.txt
[2025-12-09T20:33:22.819005] [INFO ] [sig       ] [3219/3614] Completed TPVG in 0.3s | 2.93 sym/s | Total: 18.3m | ETA: 2.2m
[2025-12-09T20:33:22.819042] [INFO ] [sig       ] [3220/3614] Forecasting TPYP...
[2025-12-09T20:33:22.819071] [INFO ] [sig       ] Generating forecast for: TPYP
[2025-12-09T20:33:22.819099] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPYP' from 'https://tdm.silogroup.org/data/derivative_storage/TPYP.csv'.
[2025-12-09T20:33:22.830113] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPYP'.
[2025-12-09T20:33:22.830392] [INFO ] [FORECASTER] Starting predict_future for TPYP
[2025-12-09T20:33:22.831146] [DEBUG] [LOCAL     ] No optimal features file found for TPYP: ./output/feature-sets/TPYP.txt
[2025-12-09T20:33:22.831196] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:22.831227] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:22.831253] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:22.831307] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:22.887819] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:22.888417] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:22.888494] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:22.888525] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:23.003807] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:23.003956] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:33:23.003995] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:23.004024] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:23.007311] [DEBUG] [FORECASTER] TPYP: Forecast T+1@11:T+2@11: UP (p=81.78%)
[2025-12-09T20:33:23.007633] [INFO ] [FORECASTER] Completed predict_future for TPYP
[2025-12-09T20:33:23.007783] [INFO ] [sig       ] TPYP: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:33:23.144564] [INFO ] [LOCAL     ] Saved forecast: TPYP	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/TPYP.txt
[2025-12-09T20:33:23.144701] [INFO ] [sig       ] [3220/3614] Completed TPYP in 0.3s | 2.93 sym/s | Total: 18.3m | ETA: 2.2m
[2025-12-09T20:33:23.144738] [INFO ] [sig       ] [3221/3614] Forecasting TPZ...
[2025-12-09T20:33:23.144767] [INFO ] [sig       ] Generating forecast for: TPZ
[2025-12-09T20:33:23.144797] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPZ' from 'https://tdm.silogroup.org/data/derivative_storage/TPZ.csv'.
[2025-12-09T20:33:23.155072] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPZ'.
[2025-12-09T20:33:23.155373] [INFO ] [FORECASTER] Starting predict_future for TPZ
[2025-12-09T20:33:23.156130] [DEBUG] [LOCAL     ] No optimal features file found for TPZ: ./output/feature-sets/TPZ.txt
[2025-12-09T20:33:23.156180] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:23.156211] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:23.156237] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:23.156291] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:23.211897] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:23.212503] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:23.212593] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:23.212626] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:23.319247] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:23.319387] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:33:23.319433] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:23.319467] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:23.322778] [DEBUG] [FORECASTER] TPZ: Forecast T+1@11:T+2@11: UP (p=99.76%)
[2025-12-09T20:33:23.323038] [INFO ] [FORECASTER] Completed predict_future for TPZ
[2025-12-09T20:33:23.323155] [INFO ] [sig       ] TPZ: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:33:23.463725] [INFO ] [LOCAL     ] Saved forecast: TPZ	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/TPZ.txt
[2025-12-09T20:33:23.463849] [INFO ] [sig       ] [3221/3614] Completed TPZ in 0.3s | 2.93 sym/s | Total: 18.3m | ETA: 2.2m
[2025-12-09T20:33:23.463887] [INFO ] [sig       ] [3222/3614] Forecasting TQQQ...
[2025-12-09T20:33:23.463916] [INFO ] [sig       ] Generating forecast for: TQQQ
[2025-12-09T20:33:23.463946] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TQQQ' from 'https://tdm.silogroup.org/data/derivative_storage/TQQQ.csv'.
[2025-12-09T20:33:23.475554] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TQQQ'.
[2025-12-09T20:33:23.475864] [INFO ] [FORECASTER] Starting predict_future for TQQQ
[2025-12-09T20:33:23.476661] [DEBUG] [LOCAL     ] No optimal features file found for TQQQ: ./output/feature-sets/TQQQ.txt
[2025-12-09T20:33:23.476713] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:23.476751] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:23.476784] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:23.476839] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:23.533799] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:23.534460] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:23.534536] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:23.534567] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:23.661423] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:23.661589] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:33:23.661633] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:23.661661] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:23.664983] [DEBUG] [FORECASTER] TQQQ: Forecast T+1@11:T+2@11: UP (p=92.91%)
[2025-12-09T20:33:23.665245] [INFO ] [FORECASTER] Completed predict_future for TQQQ
[2025-12-09T20:33:23.665363] [INFO ] [sig       ] TQQQ: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:33:23.807044] [INFO ] [LOCAL     ] Saved forecast: TQQQ	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/TQQQ.txt
[2025-12-09T20:33:23.807162] [INFO ] [sig       ] [3222/3614] Completed TQQQ in 0.3s | 2.93 sym/s | Total: 18.3m | ETA: 2.2m
[2025-12-09T20:33:23.807200] [INFO ] [sig       ] [3223/3614] Forecasting TRC...
[2025-12-09T20:33:23.807230] [INFO ] [sig       ] Generating forecast for: TRC
[2025-12-09T20:33:23.807258] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRC' from 'https://tdm.silogroup.org/data/derivative_storage/TRC.csv'.
[2025-12-09T20:33:23.818860] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRC'.
[2025-12-09T20:33:23.819115] [INFO ] [FORECASTER] Starting predict_future for TRC
[2025-12-09T20:33:23.819897] [DEBUG] [LOCAL     ] No optimal features file found for TRC: ./output/feature-sets/TRC.txt
[2025-12-09T20:33:23.819947] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:23.819990] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:23.820018] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:23.820072] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:23.878279] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:23.878948] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:23.879025] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:23.879060] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:23.995895] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:23.996033] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:33:23.996072] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:23.996105] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:24.000217] [DEBUG] [FORECASTER] TRC: Forecast T+1@11:T+2@11: DOWN (p=25.42%)
[2025-12-09T20:33:24.000553] [INFO ] [FORECASTER] Completed predict_future for TRC
[2025-12-09T20:33:24.000708] [INFO ] [sig       ] TRC: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:33:24.142523] [INFO ] [LOCAL     ] Saved forecast: TRC	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/TRC.txt
[2025-12-09T20:33:24.142659] [INFO ] [sig       ] [3223/3614] Completed TRC in 0.3s | 2.93 sym/s | Total: 18.3m | ETA: 2.2m
[2025-12-09T20:33:24.142699] [INFO ] [sig       ] [3224/3614] Forecasting TRDA...
[2025-12-09T20:33:24.142728] [INFO ] [sig       ] Generating forecast for: TRDA
[2025-12-09T20:33:24.142756] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRDA' from 'https://tdm.silogroup.org/data/derivative_storage/TRDA.csv'.
[2025-12-09T20:33:24.154413] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRDA'.
[2025-12-09T20:33:24.154688] [INFO ] [FORECASTER] Starting predict_future for TRDA
[2025-12-09T20:33:24.155440] [DEBUG] [LOCAL     ] No optimal features file found for TRDA: ./output/feature-sets/TRDA.txt
[2025-12-09T20:33:24.155501] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:24.155539] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:24.155590] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:24.155649] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:24.214104] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:24.214944] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:24.215019] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:24.215049] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:24.335911] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:24.336065] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:33:24.336124] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:24.336169] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:24.342912] [DEBUG] [FORECASTER] TRDA: Forecast T+1@11:T+2@11: UP (p=65.74%)
[2025-12-09T20:33:24.343187] [INFO ] [FORECASTER] Completed predict_future for TRDA
[2025-12-09T20:33:24.343308] [INFO ] [sig       ] TRDA: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:33:24.488498] [INFO ] [LOCAL     ] Saved forecast: TRDA	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/TRDA.txt
[2025-12-09T20:33:24.488649] [INFO ] [sig       ] [3224/3614] Completed TRDA in 0.3s | 2.93 sym/s | Total: 18.3m | ETA: 2.2m
[2025-12-09T20:33:24.488689] [INFO ] [sig       ] [3225/3614] Forecasting TREE...
[2025-12-09T20:33:24.488718] [INFO ] [sig       ] Generating forecast for: TREE
[2025-12-09T20:33:24.488746] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TREE' from 'https://tdm.silogroup.org/data/derivative_storage/TREE.csv'.
[2025-12-09T20:33:24.501519] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TREE'.
[2025-12-09T20:33:24.501821] [INFO ] [FORECASTER] Starting predict_future for TREE
[2025-12-09T20:33:24.502554] [DEBUG] [LOCAL     ] No optimal features file found for TREE: ./output/feature-sets/TREE.txt
[2025-12-09T20:33:24.502622] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:24.502653] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:24.502680] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:24.502736] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:24.559386] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:24.560058] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:24.560159] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:24.560192] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:24.687922] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:24.688067] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:33:24.688108] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:24.688136] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:24.692150] [DEBUG] [FORECASTER] TREE: Forecast T+1@11:T+2@11: DOWN (p=41.05%)
[2025-12-09T20:33:24.692423] [INFO ] [FORECASTER] Completed predict_future for TREE
[2025-12-09T20:33:24.692565] [INFO ] [sig       ] TREE: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:33:24.833757] [INFO ] [LOCAL     ] Saved forecast: TREE	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/TREE.txt
[2025-12-09T20:33:24.833891] [INFO ] [sig       ] [3225/3614] Completed TREE in 0.3s | 2.93 sym/s | Total: 18.3m | ETA: 2.2m
[2025-12-09T20:33:24.833931] [INFO ] [sig       ] [3226/3614] Forecasting TREX...
[2025-12-09T20:33:24.833962] [INFO ] [sig       ] Generating forecast for: TREX
[2025-12-09T20:33:24.833991] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TREX' from 'https://tdm.silogroup.org/data/derivative_storage/TREX.csv'.
[2025-12-09T20:33:24.846274] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TREX'.
[2025-12-09T20:33:24.846641] [INFO ] [FORECASTER] Starting predict_future for TREX
[2025-12-09T20:33:24.847442] [DEBUG] [LOCAL     ] No optimal features file found for TREX: ./output/feature-sets/TREX.txt
[2025-12-09T20:33:24.847809] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:24.847939] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:24.847971] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:24.848057] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:24.906279] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:24.907055] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:24.907136] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:24.907167] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:25.034463] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:25.034627] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:33:25.034667] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:25.034695] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:25.038009] [DEBUG] [FORECASTER] TREX: Forecast T+1@11:T+2@11: DOWN (p=35.14%)
[2025-12-09T20:33:25.038270] [INFO ] [FORECASTER] Completed predict_future for TREX
[2025-12-09T20:33:25.038388] [INFO ] [sig       ] TREX: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:33:25.177079] [INFO ] [LOCAL     ] Saved forecast: TREX	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/TREX.txt
[2025-12-09T20:33:25.177191] [INFO ] [sig       ] [3226/3614] Completed TREX in 0.3s | 2.93 sym/s | Total: 18.3m | ETA: 2.2m
[2025-12-09T20:33:25.177235] [INFO ] [sig       ] [3227/3614] Forecasting TRGP...
[2025-12-09T20:33:25.177266] [INFO ] [sig       ] Generating forecast for: TRGP
[2025-12-09T20:33:25.177295] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRGP' from 'https://tdm.silogroup.org/data/derivative_storage/TRGP.csv'.
[2025-12-09T20:33:25.188720] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRGP'.
[2025-12-09T20:33:25.188976] [INFO ] [FORECASTER] Starting predict_future for TRGP
[2025-12-09T20:33:25.189741] [DEBUG] [LOCAL     ] No optimal features file found for TRGP: ./output/feature-sets/TRGP.txt
[2025-12-09T20:33:25.189791] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:25.189822] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:25.189848] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:25.189903] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:25.246498] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:25.247105] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:25.247180] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:25.247211] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:25.366010] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:25.366135] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:33:25.366173] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:25.366201] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:25.369486] [DEBUG] [FORECASTER] TRGP: Forecast T+1@11:T+2@11: UP (p=61.30%)
[2025-12-09T20:33:25.369759] [INFO ] [FORECASTER] Completed predict_future for TRGP
[2025-12-09T20:33:25.369877] [INFO ] [sig       ] TRGP: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:33:25.508634] [INFO ] [LOCAL     ] Saved forecast: TRGP	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/TRGP.txt
[2025-12-09T20:33:25.508770] [INFO ] [sig       ] [3227/3614] Completed TRGP in 0.3s | 2.93 sym/s | Total: 18.4m | ETA: 2.2m
[2025-12-09T20:33:25.508810] [INFO ] [sig       ] [3228/3614] Forecasting TRI...
[2025-12-09T20:33:25.508839] [INFO ] [sig       ] Generating forecast for: TRI
[2025-12-09T20:33:25.508867] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRI' from 'https://tdm.silogroup.org/data/derivative_storage/TRI.csv'.
[2025-12-09T20:33:25.520589] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRI'.
[2025-12-09T20:33:25.520987] [INFO ] [FORECASTER] Starting predict_future for TRI
[2025-12-09T20:33:25.521834] [DEBUG] [LOCAL     ] No optimal features file found for TRI: ./output/feature-sets/TRI.txt
[2025-12-09T20:33:25.521886] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:25.521919] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:25.521946] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:25.522003] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:25.580946] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:25.581770] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:25.581848] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:25.581880] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:25.711214] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:25.711365] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:33:25.711411] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:25.711442] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:25.715067] [DEBUG] [FORECASTER] TRI: Forecast T+1@11:T+2@11: DOWN (p=48.90%)
[2025-12-09T20:33:25.715335] [INFO ] [FORECASTER] Completed predict_future for TRI
[2025-12-09T20:33:25.715499] [INFO ] [sig       ] TRI: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:33:25.857739] [INFO ] [LOCAL     ] Saved forecast: TRI	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/TRI.txt
[2025-12-09T20:33:25.857907] [INFO ] [sig       ] [3228/3614] Completed TRI in 0.3s | 2.93 sym/s | Total: 18.4m | ETA: 2.2m
[2025-12-09T20:33:25.857949] [INFO ] [sig       ] [3229/3614] Forecasting TRIN...
[2025-12-09T20:33:25.857981] [INFO ] [sig       ] Generating forecast for: TRIN
[2025-12-09T20:33:25.858012] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRIN' from 'https://tdm.silogroup.org/data/derivative_storage/TRIN.csv'.
[2025-12-09T20:33:25.869305] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRIN'.
[2025-12-09T20:33:25.869634] [INFO ] [FORECASTER] Starting predict_future for TRIN
[2025-12-09T20:33:25.870438] [DEBUG] [LOCAL     ] No optimal features file found for TRIN: ./output/feature-sets/TRIN.txt
[2025-12-09T20:33:25.870490] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:25.870523] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:25.870550] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:25.870637] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:25.927224] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:25.927920] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:25.927993] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:25.928025] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:26.045593] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:26.045722] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:33:26.045759] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:26.045787] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:26.049099] [DEBUG] [FORECASTER] TRIN: Forecast T+1@11:T+2@11: UP (p=54.19%)
[2025-12-09T20:33:26.049367] [INFO ] [FORECASTER] Completed predict_future for TRIN
[2025-12-09T20:33:26.049490] [INFO ] [sig       ] TRIN: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:33:26.192143] [INFO ] [LOCAL     ] Saved forecast: TRIN	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/TRIN.txt
[2025-12-09T20:33:26.192273] [INFO ] [sig       ] [3229/3614] Completed TRIN in 0.3s | 2.93 sym/s | Total: 18.4m | ETA: 2.2m
[2025-12-09T20:33:26.192312] [INFO ] [sig       ] [3230/3614] Forecasting TRIP...
[2025-12-09T20:33:26.192341] [INFO ] [sig       ] Generating forecast for: TRIP
[2025-12-09T20:33:26.192370] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRIP' from 'https://tdm.silogroup.org/data/derivative_storage/TRIP.csv'.
[2025-12-09T20:33:26.203995] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRIP'.
[2025-12-09T20:33:26.204305] [INFO ] [FORECASTER] Starting predict_future for TRIP
[2025-12-09T20:33:26.205093] [DEBUG] [LOCAL     ] No optimal features file found for TRIP: ./output/feature-sets/TRIP.txt
[2025-12-09T20:33:26.205146] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:26.205177] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:26.205205] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:26.205259] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:26.262219] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:26.263043] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:26.263125] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:26.263158] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:26.384391] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:26.384521] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:33:26.384559] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:26.384623] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:26.387926] [DEBUG] [FORECASTER] TRIP: Forecast T+1@11:T+2@11: UP (p=99.01%)
[2025-12-09T20:33:26.388183] [INFO ] [FORECASTER] Completed predict_future for TRIP
[2025-12-09T20:33:26.388300] [INFO ] [sig       ] TRIP: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:33:26.533249] [INFO ] [LOCAL     ] Saved forecast: TRIP	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/TRIP.txt
[2025-12-09T20:33:26.533398] [INFO ] [sig       ] [3230/3614] Completed TRIP in 0.3s | 2.93 sym/s | Total: 18.4m | ETA: 2.2m
[2025-12-09T20:33:26.533436] [INFO ] [sig       ] [3231/3614] Forecasting TRMB...
[2025-12-09T20:33:26.533466] [INFO ] [sig       ] Generating forecast for: TRMB
[2025-12-09T20:33:26.533500] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRMB' from 'https://tdm.silogroup.org/data/derivative_storage/TRMB.csv'.
[2025-12-09T20:33:26.544674] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRMB'.
[2025-12-09T20:33:26.545059] [INFO ] [FORECASTER] Starting predict_future for TRMB
[2025-12-09T20:33:26.545876] [DEBUG] [LOCAL     ] No optimal features file found for TRMB: ./output/feature-sets/TRMB.txt
[2025-12-09T20:33:26.545926] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:26.545957] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:26.545983] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:26.546037] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:26.604345] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:26.605233] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:26.605325] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:26.605370] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:26.727001] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:26.727142] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:33:26.727181] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:26.727210] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:26.730504] [DEBUG] [FORECASTER] TRMB: Forecast T+1@11:T+2@11: UP (p=52.85%)
[2025-12-09T20:33:26.730780] [INFO ] [FORECASTER] Completed predict_future for TRMB
[2025-12-09T20:33:26.730899] [INFO ] [sig       ] TRMB: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:33:26.876384] [INFO ] [LOCAL     ] Saved forecast: TRMB	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/TRMB.txt
[2025-12-09T20:33:26.876534] [INFO ] [sig       ] [3231/3614] Completed TRMB in 0.3s | 2.93 sym/s | Total: 18.4m | ETA: 2.2m
[2025-12-09T20:33:26.876590] [INFO ] [sig       ] [3232/3614] Forecasting TRMD...
[2025-12-09T20:33:26.876624] [INFO ] [sig       ] Generating forecast for: TRMD
[2025-12-09T20:33:26.876655] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRMD' from 'https://tdm.silogroup.org/data/derivative_storage/TRMD.csv'.
[2025-12-09T20:33:26.888263] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRMD'.
[2025-12-09T20:33:26.888668] [INFO ] [FORECASTER] Starting predict_future for TRMD
[2025-12-09T20:33:26.889444] [DEBUG] [LOCAL     ] No optimal features file found for TRMD: ./output/feature-sets/TRMD.txt
[2025-12-09T20:33:26.889495] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:26.889554] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:26.889607] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:26.889685] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:26.948465] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:26.949332] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:26.949435] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:26.949470] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:27.071490] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:27.071654] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:33:27.071696] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:27.071725] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:27.075694] [DEBUG] [FORECASTER] TRMD: Forecast T+1@11:T+2@11: DOWN (p=2.55%)
[2025-12-09T20:33:27.076001] [INFO ] [FORECASTER] Completed predict_future for TRMD
[2025-12-09T20:33:27.076166] [INFO ] [sig       ] TRMD: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:33:27.221974] [INFO ] [LOCAL     ] Saved forecast: TRMD	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/TRMD.txt
[2025-12-09T20:33:27.222122] [INFO ] [sig       ] [3232/3614] Completed TRMD in 0.3s | 2.93 sym/s | Total: 18.4m | ETA: 2.2m
[2025-12-09T20:33:27.222162] [INFO ] [sig       ] [3233/3614] Forecasting TRMK...
[2025-12-09T20:33:27.222191] [INFO ] [sig       ] Generating forecast for: TRMK
[2025-12-09T20:33:27.222220] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRMK' from 'https://tdm.silogroup.org/data/derivative_storage/TRMK.csv'.
[2025-12-09T20:33:27.233299] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRMK'.
[2025-12-09T20:33:27.233676] [INFO ] [FORECASTER] Starting predict_future for TRMK
[2025-12-09T20:33:27.234484] [DEBUG] [LOCAL     ] No optimal features file found for TRMK: ./output/feature-sets/TRMK.txt
[2025-12-09T20:33:27.234535] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:27.234567] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:27.234621] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:27.234679] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:27.312393] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:27.313405] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:27.313497] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:27.313531] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:27.441390] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:27.441546] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:33:27.441609] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:27.441641] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:27.445147] [DEBUG] [FORECASTER] TRMK: Forecast T+1@11:T+2@11: UP (p=96.62%)
[2025-12-09T20:33:27.445458] [INFO ] [FORECASTER] Completed predict_future for TRMK
[2025-12-09T20:33:27.445612] [INFO ] [sig       ] TRMK: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:33:27.588530] [INFO ] [LOCAL     ] Saved forecast: TRMK	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/TRMK.txt
[2025-12-09T20:33:27.588697] [INFO ] [sig       ] [3233/3614] Completed TRMK in 0.4s | 2.93 sym/s | Total: 18.4m | ETA: 2.2m
[2025-12-09T20:33:27.588737] [INFO ] [sig       ] [3234/3614] Forecasting TRN...
[2025-12-09T20:33:27.588766] [INFO ] [sig       ] Generating forecast for: TRN
[2025-12-09T20:33:27.588797] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRN' from 'https://tdm.silogroup.org/data/derivative_storage/TRN.csv'.
[2025-12-09T20:33:27.599932] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRN'.
[2025-12-09T20:33:27.600268] [INFO ] [FORECASTER] Starting predict_future for TRN
[2025-12-09T20:33:27.601115] [DEBUG] [LOCAL     ] No optimal features file found for TRN: ./output/feature-sets/TRN.txt
[2025-12-09T20:33:27.601170] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:27.601203] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:27.601243] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:27.601300] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:27.656487] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:27.657170] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:27.657245] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:27.657277] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:27.775461] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:27.775621] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:33:27.775661] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:27.775689] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:27.778970] [DEBUG] [FORECASTER] TRN: Forecast T+1@11:T+2@11: UP (p=74.65%)
[2025-12-09T20:33:27.779229] [INFO ] [FORECASTER] Completed predict_future for TRN
[2025-12-09T20:33:27.779345] [INFO ] [sig       ] TRN: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:33:27.916346] [INFO ] [LOCAL     ] Saved forecast: TRN	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/TRN.txt
[2025-12-09T20:33:27.916476] [INFO ] [sig       ] [3234/3614] Completed TRN in 0.3s | 2.93 sym/s | Total: 18.4m | ETA: 2.2m
[2025-12-09T20:33:27.916514] [INFO ] [sig       ] [3235/3614] Forecasting TRNO...
[2025-12-09T20:33:27.916542] [INFO ] [sig       ] Generating forecast for: TRNO
[2025-12-09T20:33:27.916587] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRNO' from 'https://tdm.silogroup.org/data/derivative_storage/TRNO.csv'.
[2025-12-09T20:33:27.927747] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRNO'.
[2025-12-09T20:33:27.928032] [INFO ] [FORECASTER] Starting predict_future for TRNO
[2025-12-09T20:33:27.928830] [DEBUG] [LOCAL     ] No optimal features file found for TRNO: ./output/feature-sets/TRNO.txt
[2025-12-09T20:33:27.928881] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:27.928914] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:27.928942] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:27.928999] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:27.985210] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:27.985832] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:27.985906] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:27.985937] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:28.100045] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:28.100145] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:33:28.100180] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:28.100235] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:28.103383] [DEBUG] [FORECASTER] TRNO: Forecast T+1@11:T+2@11: DOWN (p=39.77%)
[2025-12-09T20:33:28.103664] [INFO ] [FORECASTER] Completed predict_future for TRNO
[2025-12-09T20:33:28.103800] [INFO ] [sig       ] TRNO: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:33:28.240851] [INFO ] [LOCAL     ] Saved forecast: TRNO	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/TRNO.txt
[2025-12-09T20:33:28.240988] [INFO ] [sig       ] [3235/3614] Completed TRNO in 0.3s | 2.93 sym/s | Total: 18.4m | ETA: 2.2m
[2025-12-09T20:33:28.241027] [INFO ] [sig       ] [3236/3614] Forecasting TRNS...
[2025-12-09T20:33:28.241058] [INFO ] [sig       ] Generating forecast for: TRNS
[2025-12-09T20:33:28.241087] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRNS' from 'https://tdm.silogroup.org/data/derivative_storage/TRNS.csv'.
[2025-12-09T20:33:28.251752] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRNS'.
[2025-12-09T20:33:28.252098] [INFO ] [FORECASTER] Starting predict_future for TRNS
[2025-12-09T20:33:28.252868] [DEBUG] [LOCAL     ] No optimal features file found for TRNS: ./output/feature-sets/TRNS.txt
[2025-12-09T20:33:28.252919] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:28.252951] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:28.252977] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:28.253032] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:28.308468] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:28.309074] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:28.309148] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:28.309180] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:28.424513] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:28.424638] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:33:28.424674] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:28.424701] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:28.427872] [DEBUG] [FORECASTER] TRNS: Forecast T+1@11:T+2@11: UP (p=94.22%)
[2025-12-09T20:33:28.428128] [INFO ] [FORECASTER] Completed predict_future for TRNS
[2025-12-09T20:33:28.428243] [INFO ] [sig       ] TRNS: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:33:28.566685] [INFO ] [LOCAL     ] Saved forecast: TRNS	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/TRNS.txt
[2025-12-09T20:33:28.566821] [INFO ] [sig       ] [3236/3614] Completed TRNS in 0.3s | 2.93 sym/s | Total: 18.4m | ETA: 2.2m
[2025-12-09T20:33:28.566859] [INFO ] [sig       ] [3237/3614] Forecasting TROX...
[2025-12-09T20:33:28.566889] [INFO ] [sig       ] Generating forecast for: TROX
[2025-12-09T20:33:28.566918] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TROX' from 'https://tdm.silogroup.org/data/derivative_storage/TROX.csv'.
[2025-12-09T20:33:28.579029] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TROX'.
[2025-12-09T20:33:28.579299] [INFO ] [FORECASTER] Starting predict_future for TROX
[2025-12-09T20:33:28.580099] [DEBUG] [LOCAL     ] No optimal features file found for TROX: ./output/feature-sets/TROX.txt
[2025-12-09T20:33:28.580151] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:28.580183] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:28.580210] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:28.580267] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:28.638866] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:28.639706] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:28.639781] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:28.639813] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:28.760898] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:28.761095] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:33:28.761136] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:28.761165] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:28.764510] [DEBUG] [FORECASTER] TROX: Forecast T+1@11:T+2@11: UP (p=87.67%)
[2025-12-09T20:33:28.764800] [INFO ] [FORECASTER] Completed predict_future for TROX
[2025-12-09T20:33:28.764917] [INFO ] [sig       ] TROX: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:33:28.904917] [INFO ] [LOCAL     ] Saved forecast: TROX	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/TROX.txt
[2025-12-09T20:33:28.905029] [INFO ] [sig       ] [3237/3614] Completed TROX in 0.3s | 2.93 sym/s | Total: 18.4m | ETA: 2.1m
[2025-12-09T20:33:28.905066] [INFO ] [sig       ] [3238/3614] Forecasting TRP...
[2025-12-09T20:33:28.905102] [INFO ] [sig       ] Generating forecast for: TRP
[2025-12-09T20:33:28.905132] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRP' from 'https://tdm.silogroup.org/data/derivative_storage/TRP.csv'.
[2025-12-09T20:33:28.916479] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRP'.
[2025-12-09T20:33:28.916761] [INFO ] [FORECASTER] Starting predict_future for TRP
[2025-12-09T20:33:28.917494] [DEBUG] [LOCAL     ] No optimal features file found for TRP: ./output/feature-sets/TRP.txt
[2025-12-09T20:33:28.917587] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:28.917622] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:28.917651] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:28.917705] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:28.973951] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:28.974526] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:28.974633] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:28.974673] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:29.089628] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:29.089728] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:33:29.089761] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:29.089788] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:29.092851] [DEBUG] [FORECASTER] TRP: Forecast T+1@11:T+2@11: DOWN (p=6.08%)
[2025-12-09T20:33:29.093103] [INFO ] [FORECASTER] Completed predict_future for TRP
[2025-12-09T20:33:29.093220] [INFO ] [sig       ] TRP: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:33:29.243594] [INFO ] [LOCAL     ] Saved forecast: TRP	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/TRP.txt
[2025-12-09T20:33:29.243719] [INFO ] [sig       ] [3238/3614] Completed TRP in 0.3s | 2.93 sym/s | Total: 18.4m | ETA: 2.1m
[2025-12-09T20:33:29.243758] [INFO ] [sig       ] [3239/3614] Forecasting TRS...
[2025-12-09T20:33:29.243787] [INFO ] [sig       ] Generating forecast for: TRS
[2025-12-09T20:33:29.243816] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRS' from 'https://tdm.silogroup.org/data/derivative_storage/TRS.csv'.
[2025-12-09T20:33:29.254443] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRS'.
[2025-12-09T20:33:29.254727] [INFO ] [FORECASTER] Starting predict_future for TRS
[2025-12-09T20:33:29.255467] [DEBUG] [LOCAL     ] No optimal features file found for TRS: ./output/feature-sets/TRS.txt
[2025-12-09T20:33:29.255517] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:29.255548] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:29.255596] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:29.255654] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:29.311880] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:29.312451] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:29.312523] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:29.312553] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:29.430294] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:29.430391] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:33:29.430426] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:29.430453] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:29.433504] [DEBUG] [FORECASTER] TRS: Forecast T+1@11:T+2@11: UP (p=98.72%)
[2025-12-09T20:33:29.433781] [INFO ] [FORECASTER] Completed predict_future for TRS
[2025-12-09T20:33:29.433899] [INFO ] [sig       ] TRS: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:33:29.574765] [INFO ] [LOCAL     ] Saved forecast: TRS	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/TRS.txt
[2025-12-09T20:33:29.574888] [INFO ] [sig       ] [3239/3614] Completed TRS in 0.3s | 2.93 sym/s | Total: 18.4m | ETA: 2.1m
[2025-12-09T20:33:29.574927] [INFO ] [sig       ] [3240/3614] Forecasting TRTX...
[2025-12-09T20:33:29.574956] [INFO ] [sig       ] Generating forecast for: TRTX
[2025-12-09T20:33:29.574984] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRTX' from 'https://tdm.silogroup.org/data/derivative_storage/TRTX.csv'.
[2025-12-09T20:33:29.585755] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRTX'.
[2025-12-09T20:33:29.586019] [INFO ] [FORECASTER] Starting predict_future for TRTX
[2025-12-09T20:33:29.586788] [DEBUG] [LOCAL     ] No optimal features file found for TRTX: ./output/feature-sets/TRTX.txt
[2025-12-09T20:33:29.586839] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:29.586869] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:29.586895] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:29.586949] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:29.643189] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:29.643916] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:29.643993] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:29.644025] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:29.761948] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:29.762043] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:33:29.762079] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:29.762106] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:29.765158] [DEBUG] [FORECASTER] TRTX: Forecast T+1@11:T+2@11: UP (p=59.02%)
[2025-12-09T20:33:29.765412] [INFO ] [FORECASTER] Completed predict_future for TRTX
[2025-12-09T20:33:29.765528] [INFO ] [sig       ] TRTX: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:33:29.903605] [INFO ] [LOCAL     ] Saved forecast: TRTX	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/TRTX.txt
[2025-12-09T20:33:29.903711] [INFO ] [sig       ] [3240/3614] Completed TRTX in 0.3s | 2.93 sym/s | Total: 18.4m | ETA: 2.1m
[2025-12-09T20:33:29.903748] [INFO ] [sig       ] [3241/3614] Forecasting TRUE...
[2025-12-09T20:33:29.903777] [INFO ] [sig       ] Generating forecast for: TRUE
[2025-12-09T20:33:29.903804] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRUE' from 'https://tdm.silogroup.org/data/derivative_storage/TRUE.csv'.
[2025-12-09T20:33:29.915408] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRUE'.
[2025-12-09T20:33:29.915694] [INFO ] [FORECASTER] Starting predict_future for TRUE
[2025-12-09T20:33:29.916495] [DEBUG] [LOCAL     ] No optimal features file found for TRUE: ./output/feature-sets/TRUE.txt
[2025-12-09T20:33:29.916547] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:29.916600] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:29.916634] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:29.916691] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:29.972981] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:29.973546] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:29.973636] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:29.973668] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:30.091261] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:30.091348] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:33:30.091383] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:30.091425] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:30.094463] [DEBUG] [FORECASTER] TRUE: Forecast T+1@11:T+2@11: UP (p=94.35%)
[2025-12-09T20:33:30.094734] [INFO ] [FORECASTER] Completed predict_future for TRUE
[2025-12-09T20:33:30.094852] [INFO ] [sig       ] TRUE: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:33:30.240520] [INFO ] [LOCAL     ] Saved forecast: TRUE	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/TRUE.txt
[2025-12-09T20:33:30.240657] [INFO ] [sig       ] [3241/3614] Completed TRUE in 0.3s | 2.93 sym/s | Total: 18.4m | ETA: 2.1m
[2025-12-09T20:33:30.240696] [INFO ] [sig       ] [3242/3614] Forecasting TRUP...
[2025-12-09T20:33:30.240725] [INFO ] [sig       ] Generating forecast for: TRUP
[2025-12-09T20:33:30.240753] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRUP' from 'https://tdm.silogroup.org/data/derivative_storage/TRUP.csv'.
[2025-12-09T20:33:30.251776] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRUP'.
[2025-12-09T20:33:30.252034] [INFO ] [FORECASTER] Starting predict_future for TRUP
[2025-12-09T20:33:30.252785] [DEBUG] [LOCAL     ] No optimal features file found for TRUP: ./output/feature-sets/TRUP.txt
[2025-12-09T20:33:30.252835] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:30.252866] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:30.252892] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:30.252947] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:30.308330] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:30.308925] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:30.309020] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:30.309052] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:30.430678] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:30.430773] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:33:30.430808] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:30.430835] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:30.433929] [DEBUG] [FORECASTER] TRUP: Forecast T+1@11:T+2@11: UP (p=86.77%)
[2025-12-09T20:33:30.434182] [INFO ] [FORECASTER] Completed predict_future for TRUP
[2025-12-09T20:33:30.434296] [INFO ] [sig       ] TRUP: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:33:30.576027] [INFO ] [LOCAL     ] Saved forecast: TRUP	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/TRUP.txt
[2025-12-09T20:33:30.576137] [INFO ] [sig       ] [3242/3614] Completed TRUP in 0.3s | 2.93 sym/s | Total: 18.4m | ETA: 2.1m
[2025-12-09T20:33:30.576175] [INFO ] [sig       ] [3243/3614] Forecasting TRVG...
[2025-12-09T20:33:30.576203] [INFO ] [sig       ] Generating forecast for: TRVG
[2025-12-09T20:33:30.576232] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRVG' from 'https://tdm.silogroup.org/data/derivative_storage/TRVG.csv'.
[2025-12-09T20:33:30.587937] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRVG'.
[2025-12-09T20:33:30.588333] [INFO ] [FORECASTER] Starting predict_future for TRVG
[2025-12-09T20:33:30.589167] [DEBUG] [LOCAL     ] No optimal features file found for TRVG: ./output/feature-sets/TRVG.txt
[2025-12-09T20:33:30.589219] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:30.589250] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:30.589276] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:30.589331] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:30.649023] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:30.649973] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:30.650062] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:30.650094] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:30.769069] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:30.769232] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:33:30.769276] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:30.769306] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:30.772976] [DEBUG] [FORECASTER] TRVG: Forecast T+1@11:T+2@11: UP (p=78.13%)
[2025-12-09T20:33:30.773264] [INFO ] [FORECASTER] Completed predict_future for TRVG
[2025-12-09T20:33:30.773393] [INFO ] [sig       ] TRVG: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:33:30.913067] [INFO ] [LOCAL     ] Saved forecast: TRVG	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/TRVG.txt
[2025-12-09T20:33:30.913239] [INFO ] [sig       ] [3243/3614] Completed TRVG in 0.3s | 2.93 sym/s | Total: 18.4m | ETA: 2.1m
[2025-12-09T20:33:30.913286] [INFO ] [sig       ] [3244/3614] Forecasting TS...
[2025-12-09T20:33:30.913317] [INFO ] [sig       ] Generating forecast for: TS
[2025-12-09T20:33:30.913348] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TS' from 'https://tdm.silogroup.org/data/derivative_storage/TS.csv'.
[2025-12-09T20:33:30.925022] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TS'.
[2025-12-09T20:33:30.925377] [INFO ] [FORECASTER] Starting predict_future for TS
[2025-12-09T20:33:30.926194] [DEBUG] [LOCAL     ] No optimal features file found for TS: ./output/feature-sets/TS.txt
[2025-12-09T20:33:30.926247] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:30.926280] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:30.926307] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:30.926363] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:30.985633] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:30.986519] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:30.986630] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:30.986664] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:31.104035] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:31.104194] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:33:31.104236] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:31.104266] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:31.107771] [DEBUG] [FORECASTER] TS: Forecast T+1@11:T+2@11: DOWN (p=13.34%)
[2025-12-09T20:33:31.108052] [INFO ] [FORECASTER] Completed predict_future for TS
[2025-12-09T20:33:31.108179] [INFO ] [sig       ] TS: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:33:31.245311] [INFO ] [LOCAL     ] Saved forecast: TS	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/TS.txt
[2025-12-09T20:33:31.245447] [INFO ] [sig       ] [3244/3614] Completed TS in 0.3s | 2.93 sym/s | Total: 18.5m | ETA: 2.1m
[2025-12-09T20:33:31.245487] [INFO ] [sig       ] [3245/3614] Forecasting TSBK...
[2025-12-09T20:33:31.245516] [INFO ] [sig       ] Generating forecast for: TSBK
[2025-12-09T20:33:31.245544] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSBK' from 'https://tdm.silogroup.org/data/derivative_storage/TSBK.csv'.
[2025-12-09T20:33:31.255948] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSBK'.
[2025-12-09T20:33:31.256237] [INFO ] [FORECASTER] Starting predict_future for TSBK
[2025-12-09T20:33:31.256991] [DEBUG] [LOCAL     ] No optimal features file found for TSBK: ./output/feature-sets/TSBK.txt
[2025-12-09T20:33:31.257041] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:31.257073] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:31.257100] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:31.257167] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:31.312558] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:31.313223] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:31.313299] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:31.313331] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:31.415895] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:31.416039] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:33:31.416078] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:31.416106] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:31.419393] [DEBUG] [FORECASTER] TSBK: Forecast T+1@11:T+2@11: DOWN (p=29.84%)
[2025-12-09T20:33:31.419676] [INFO ] [FORECASTER] Completed predict_future for TSBK
[2025-12-09T20:33:31.419792] [INFO ] [sig       ] TSBK: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:33:31.564106] [INFO ] [LOCAL     ] Saved forecast: TSBK	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/TSBK.txt
[2025-12-09T20:33:31.564268] [INFO ] [sig       ] [3245/3614] Completed TSBK in 0.3s | 2.93 sym/s | Total: 18.5m | ETA: 2.1m
[2025-12-09T20:33:31.564307] [INFO ] [sig       ] [3246/3614] Forecasting TSCO...
[2025-12-09T20:33:31.564337] [INFO ] [sig       ] Generating forecast for: TSCO
[2025-12-09T20:33:31.564366] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSCO' from 'https://tdm.silogroup.org/data/derivative_storage/TSCO.csv'.
[2025-12-09T20:33:31.578373] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSCO'.
[2025-12-09T20:33:31.578882] [INFO ] [FORECASTER] Starting predict_future for TSCO
[2025-12-09T20:33:31.579835] [DEBUG] [LOCAL     ] No optimal features file found for TSCO: ./output/feature-sets/TSCO.txt
[2025-12-09T20:33:31.579888] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:31.579923] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:31.579949] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:31.580007] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:31.635516] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:31.636425] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:31.636516] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:31.636548] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:31.757002] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:31.757166] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:33:31.757207] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:31.757235] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:31.760809] [DEBUG] [FORECASTER] TSCO: Forecast T+1@11:T+2@11: UP (p=50.68%)
[2025-12-09T20:33:31.761087] [INFO ] [FORECASTER] Completed predict_future for TSCO
[2025-12-09T20:33:31.761212] [INFO ] [sig       ] TSCO: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:33:31.904593] [INFO ] [LOCAL     ] Saved forecast: TSCO	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/TSCO.txt
[2025-12-09T20:33:31.904720] [INFO ] [sig       ] [3246/3614] Completed TSCO in 0.3s | 2.93 sym/s | Total: 18.5m | ETA: 2.1m
[2025-12-09T20:33:31.904759] [INFO ] [sig       ] [3247/3614] Forecasting TSDD...
[2025-12-09T20:33:31.904788] [INFO ] [sig       ] Generating forecast for: TSDD
[2025-12-09T20:33:31.904816] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSDD' from 'https://tdm.silogroup.org/data/derivative_storage/TSDD.csv'.
[2025-12-09T20:33:31.916031] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSDD'.
[2025-12-09T20:33:31.916315] [INFO ] [FORECASTER] Starting predict_future for TSDD
[2025-12-09T20:33:31.917138] [DEBUG] [LOCAL     ] No optimal features file found for TSDD: ./output/feature-sets/TSDD.txt
[2025-12-09T20:33:31.917201] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:31.917233] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:31.917259] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:31.917314] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:31.973487] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:31.974132] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:31.974209] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:31.974241] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:32.095684] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:32.095825] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:33:32.095873] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:32.095902] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:32.099377] [DEBUG] [FORECASTER] TSDD: Forecast T+1@11:T+2@11: DOWN (p=39.71%)
[2025-12-09T20:33:32.099682] [INFO ] [FORECASTER] Completed predict_future for TSDD
[2025-12-09T20:33:32.099806] [INFO ] [sig       ] TSDD: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:33:32.237136] [INFO ] [LOCAL     ] Saved forecast: TSDD	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/TSDD.txt
[2025-12-09T20:33:32.237276] [INFO ] [sig       ] [3247/3614] Completed TSDD in 0.3s | 2.93 sym/s | Total: 18.5m | ETA: 2.1m
[2025-12-09T20:33:32.237315] [INFO ] [sig       ] [3248/3614] Forecasting TSEM...
[2025-12-09T20:33:32.237344] [INFO ] [sig       ] Generating forecast for: TSEM
[2025-12-09T20:33:32.237373] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSEM' from 'https://tdm.silogroup.org/data/derivative_storage/TSEM.csv'.
[2025-12-09T20:33:32.248495] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSEM'.
[2025-12-09T20:33:32.248802] [INFO ] [FORECASTER] Starting predict_future for TSEM
[2025-12-09T20:33:32.249538] [DEBUG] [LOCAL     ] No optimal features file found for TSEM: ./output/feature-sets/TSEM.txt
[2025-12-09T20:33:32.249607] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:32.249641] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:32.249668] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:32.249723] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:32.305810] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:32.306439] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:32.306527] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:32.306562] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:32.423260] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:32.423419] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:33:32.423459] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:32.423489] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:32.426885] [DEBUG] [FORECASTER] TSEM: Forecast T+1@11:T+2@11: UP (p=58.21%)
[2025-12-09T20:33:32.427169] [INFO ] [FORECASTER] Completed predict_future for TSEM
[2025-12-09T20:33:32.427293] [INFO ] [sig       ] TSEM: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:33:32.564704] [INFO ] [LOCAL     ] Saved forecast: TSEM	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/TSEM.txt
[2025-12-09T20:33:32.564839] [INFO ] [sig       ] [3248/3614] Completed TSEM in 0.3s | 2.93 sym/s | Total: 18.5m | ETA: 2.1m
[2025-12-09T20:33:32.564878] [INFO ] [sig       ] [3249/3614] Forecasting TSHA...
[2025-12-09T20:33:32.564907] [INFO ] [sig       ] Generating forecast for: TSHA
[2025-12-09T20:33:32.564935] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSHA' from 'https://tdm.silogroup.org/data/derivative_storage/TSHA.csv'.
[2025-12-09T20:33:32.576566] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSHA'.
[2025-12-09T20:33:32.576916] [INFO ] [FORECASTER] Starting predict_future for TSHA
[2025-12-09T20:33:32.577720] [DEBUG] [LOCAL     ] No optimal features file found for TSHA: ./output/feature-sets/TSHA.txt
[2025-12-09T20:33:32.577771] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:32.577829] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:32.577857] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:32.577913] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:32.633299] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:32.634036] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:32.634112] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:32.634144] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:32.750878] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:32.751028] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:33:32.751068] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:32.751096] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:32.754515] [DEBUG] [FORECASTER] TSHA: Forecast T+1@11:T+2@11: UP (p=55.22%)
[2025-12-09T20:33:32.754809] [INFO ] [FORECASTER] Completed predict_future for TSHA
[2025-12-09T20:33:32.754932] [INFO ] [sig       ] TSHA: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:33:32.892700] [INFO ] [LOCAL     ] Saved forecast: TSHA	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/TSHA.txt
[2025-12-09T20:33:32.892841] [INFO ] [sig       ] [3249/3614] Completed TSHA in 0.3s | 2.93 sym/s | Total: 18.5m | ETA: 2.1m
[2025-12-09T20:33:32.892881] [INFO ] [sig       ] [3250/3614] Forecasting TSI...
[2025-12-09T20:33:32.892911] [INFO ] [sig       ] Generating forecast for: TSI
[2025-12-09T20:33:32.892940] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSI' from 'https://tdm.silogroup.org/data/derivative_storage/TSI.csv'.
[2025-12-09T20:33:32.903041] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSI'.
[2025-12-09T20:33:32.903387] [INFO ] [FORECASTER] Starting predict_future for TSI
[2025-12-09T20:33:32.904161] [DEBUG] [LOCAL     ] No optimal features file found for TSI: ./output/feature-sets/TSI.txt
[2025-12-09T20:33:32.904213] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:32.904244] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:32.904270] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:32.904326] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:32.958968] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:32.959702] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:32.959778] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:32.959810] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:33.076373] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:33.076529] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:33:33.076591] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:33.076625] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:33.080091] [DEBUG] [FORECASTER] TSI: Forecast T+1@11:T+2@11: DOWN (p=18.99%)
[2025-12-09T20:33:33.080363] [INFO ] [FORECASTER] Completed predict_future for TSI
[2025-12-09T20:33:33.080516] [INFO ] [sig       ] TSI: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:33:33.226101] [INFO ] [LOCAL     ] Saved forecast: TSI	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/TSI.txt
[2025-12-09T20:33:33.226297] [INFO ] [sig       ] [3250/3614] Completed TSI in 0.3s | 2.93 sym/s | Total: 18.5m | ETA: 2.1m
[2025-12-09T20:33:33.226356] [INFO ] [sig       ] [3251/3614] Forecasting TSL...
[2025-12-09T20:33:33.226399] [INFO ] [sig       ] Generating forecast for: TSL
[2025-12-09T20:33:33.226435] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSL' from 'https://tdm.silogroup.org/data/derivative_storage/TSL.csv'.
[2025-12-09T20:33:33.238405] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSL'.
[2025-12-09T20:33:33.238742] [INFO ] [FORECASTER] Starting predict_future for TSL
[2025-12-09T20:33:33.239634] [DEBUG] [LOCAL     ] No optimal features file found for TSL: ./output/feature-sets/TSL.txt
[2025-12-09T20:33:33.239687] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:33.239719] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:33.239745] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:33.239800] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:33.295995] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:33.296701] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:33.296778] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:33.296810] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:33.412445] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:33.412621] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:33:33.412665] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:33.412696] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:33.415990] [DEBUG] [FORECASTER] TSL: Forecast T+1@11:T+2@11: DOWN (p=10.73%)
[2025-12-09T20:33:33.416256] [INFO ] [FORECASTER] Completed predict_future for TSL
[2025-12-09T20:33:33.416374] [INFO ] [sig       ] TSL: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:33:33.568089] [INFO ] [LOCAL     ] Saved forecast: TSL	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/TSL.txt
[2025-12-09T20:33:33.568259] [INFO ] [sig       ] [3251/3614] Completed TSL in 0.3s | 2.93 sym/s | Total: 18.5m | ETA: 2.1m
[2025-12-09T20:33:33.568313] [INFO ] [sig       ] [3252/3614] Forecasting TSLA...
[2025-12-09T20:33:33.568351] [INFO ] [sig       ] Generating forecast for: TSLA
[2025-12-09T20:33:33.568382] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSLA' from 'https://tdm.silogroup.org/data/derivative_storage/TSLA.csv'.
[2025-12-09T20:33:33.580980] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSLA'.
[2025-12-09T20:33:33.581337] [INFO ] [FORECASTER] Starting predict_future for TSLA
[2025-12-09T20:33:33.582185] [DEBUG] [LOCAL     ] No optimal features file found for TSLA: ./output/feature-sets/TSLA.txt
[2025-12-09T20:33:33.582238] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:33.582271] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:33.582301] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:33.582358] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:33.642447] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:33.643121] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:33.643200] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:33.643233] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:33.773324] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:33.773479] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:33:33.773524] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:33.773623] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:33.777244] [DEBUG] [FORECASTER] TSLA: Forecast T+1@11:T+2@11: DOWN (p=0.24%)
[2025-12-09T20:33:33.777597] [INFO ] [FORECASTER] Completed predict_future for TSLA
[2025-12-09T20:33:33.777727] [INFO ] [sig       ] TSLA: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:33:33.928913] [INFO ] [LOCAL     ] Saved forecast: TSLA	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/TSLA.txt
[2025-12-09T20:33:33.929055] [INFO ] [sig       ] [3252/3614] Completed TSLA in 0.4s | 2.93 sym/s | Total: 18.5m | ETA: 2.1m
[2025-12-09T20:33:33.929093] [INFO ] [sig       ] [3253/3614] Forecasting TSLL...
[2025-12-09T20:33:33.929122] [INFO ] [sig       ] Generating forecast for: TSLL
[2025-12-09T20:33:33.929151] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSLL' from 'https://tdm.silogroup.org/data/derivative_storage/TSLL.csv'.
[2025-12-09T20:33:33.942361] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSLL'.
[2025-12-09T20:33:33.942767] [INFO ] [FORECASTER] Starting predict_future for TSLL
[2025-12-09T20:33:33.943724] [DEBUG] [LOCAL     ] No optimal features file found for TSLL: ./output/feature-sets/TSLL.txt
[2025-12-09T20:33:33.943797] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:33.943840] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:33.943880] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:33.943956] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:34.006926] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:34.007731] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:34.007821] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:34.007854] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:34.138454] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:34.138627] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:33:34.138671] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:34.138705] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:34.142410] [DEBUG] [FORECASTER] TSLL: Forecast T+1@11:T+2@11: DOWN (p=24.47%)
[2025-12-09T20:33:34.142704] [INFO ] [FORECASTER] Completed predict_future for TSLL
[2025-12-09T20:33:34.142828] [INFO ] [sig       ] TSLL: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:33:34.293289] [INFO ] [LOCAL     ] Saved forecast: TSLL	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/TSLL.txt
[2025-12-09T20:33:34.293422] [INFO ] [sig       ] [3253/3614] Completed TSLL in 0.4s | 2.93 sym/s | Total: 18.5m | ETA: 2.1m
[2025-12-09T20:33:34.293461] [INFO ] [sig       ] [3254/3614] Forecasting TSLQ...
[2025-12-09T20:33:34.293491] [INFO ] [sig       ] Generating forecast for: TSLQ
[2025-12-09T20:33:34.293520] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSLQ' from 'https://tdm.silogroup.org/data/derivative_storage/TSLQ.csv'.
[2025-12-09T20:33:34.304857] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSLQ'.
[2025-12-09T20:33:34.305171] [INFO ] [FORECASTER] Starting predict_future for TSLQ
[2025-12-09T20:33:34.305989] [DEBUG] [LOCAL     ] No optimal features file found for TSLQ: ./output/feature-sets/TSLQ.txt
[2025-12-09T20:33:34.306048] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:34.306083] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:34.306110] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:34.306167] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:34.368523] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:34.369236] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:34.369316] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:34.369351] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:34.495745] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:34.495919] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:33:34.495960] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:34.495990] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:34.499706] [DEBUG] [FORECASTER] TSLQ: Forecast T+1@11:T+2@11: UP (p=66.62%)
[2025-12-09T20:33:34.500026] [INFO ] [FORECASTER] Completed predict_future for TSLQ
[2025-12-09T20:33:34.500175] [INFO ] [sig       ] TSLQ: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:33:34.648909] [INFO ] [LOCAL     ] Saved forecast: TSLQ	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/TSLQ.txt
[2025-12-09T20:33:34.649069] [INFO ] [sig       ] [3254/3614] Completed TSLQ in 0.4s | 2.93 sym/s | Total: 18.5m | ETA: 2.0m
[2025-12-09T20:33:34.649109] [INFO ] [sig       ] [3255/3614] Forecasting TSLS...
[2025-12-09T20:33:34.649139] [INFO ] [sig       ] Generating forecast for: TSLS
[2025-12-09T20:33:34.649168] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSLS' from 'https://tdm.silogroup.org/data/derivative_storage/TSLS.csv'.
[2025-12-09T20:33:34.660768] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSLS'.
[2025-12-09T20:33:34.661029] [INFO ] [FORECASTER] Starting predict_future for TSLS
[2025-12-09T20:33:34.661820] [DEBUG] [LOCAL     ] No optimal features file found for TSLS: ./output/feature-sets/TSLS.txt
[2025-12-09T20:33:34.661869] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:34.661900] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:34.661926] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:34.661981] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:34.720087] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:34.720779] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:34.720857] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:34.720889] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:34.839684] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:34.839836] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:33:34.839875] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:34.839902] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:34.843185] [DEBUG] [FORECASTER] TSLS: Forecast T+1@11:T+2@11: UP (p=58.48%)
[2025-12-09T20:33:34.843445] [INFO ] [FORECASTER] Completed predict_future for TSLS
[2025-12-09T20:33:34.843561] [INFO ] [sig       ] TSLS: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:33:34.980795] [INFO ] [LOCAL     ] Saved forecast: TSLS	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/TSLS.txt
[2025-12-09T20:33:34.980924] [INFO ] [sig       ] [3255/3614] Completed TSLS in 0.3s | 2.93 sym/s | Total: 18.5m | ETA: 2.0m
[2025-12-09T20:33:34.980962] [INFO ] [sig       ] [3256/3614] Forecasting TSLX...
[2025-12-09T20:33:34.980991] [INFO ] [sig       ] Generating forecast for: TSLX
[2025-12-09T20:33:34.981020] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSLX' from 'https://tdm.silogroup.org/data/derivative_storage/TSLX.csv'.
[2025-12-09T20:33:34.992025] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSLX'.
[2025-12-09T20:33:34.992296] [INFO ] [FORECASTER] Starting predict_future for TSLX
[2025-12-09T20:33:34.993071] [DEBUG] [LOCAL     ] No optimal features file found for TSLX: ./output/feature-sets/TSLX.txt
[2025-12-09T20:33:34.993120] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:34.993151] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:34.993176] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:34.993231] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:35.048530] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:35.049228] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:35.049321] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:35.049359] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:35.163999] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:35.164132] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:33:35.164171] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:35.164200] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:35.167483] [DEBUG] [FORECASTER] TSLX: Forecast T+1@11:T+2@11: UP (p=90.11%)
[2025-12-09T20:33:35.167802] [INFO ] [FORECASTER] Completed predict_future for TSLX
[2025-12-09T20:33:35.167939] [INFO ] [sig       ] TSLX: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:33:35.305515] [INFO ] [LOCAL     ] Saved forecast: TSLX	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/TSLX.txt
[2025-12-09T20:33:35.305661] [INFO ] [sig       ] [3256/3614] Completed TSLX in 0.3s | 2.93 sym/s | Total: 18.5m | ETA: 2.0m
[2025-12-09T20:33:35.305701] [INFO ] [sig       ] [3257/3614] Forecasting TSM...
[2025-12-09T20:33:35.305732] [INFO ] [sig       ] Generating forecast for: TSM
[2025-12-09T20:33:35.305760] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSM' from 'https://tdm.silogroup.org/data/derivative_storage/TSM.csv'.
[2025-12-09T20:33:35.317135] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSM'.
[2025-12-09T20:33:35.317432] [INFO ] [FORECASTER] Starting predict_future for TSM
[2025-12-09T20:33:35.318264] [DEBUG] [LOCAL     ] No optimal features file found for TSM: ./output/feature-sets/TSM.txt
[2025-12-09T20:33:35.318317] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:35.318347] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:35.318373] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:35.318428] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:35.374326] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:35.374962] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:35.375039] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:35.375072] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:35.497060] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:35.497213] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:33:35.497255] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:35.497286] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:35.500827] [DEBUG] [FORECASTER] TSM: Forecast T+1@11:T+2@11: DOWN (p=14.90%)
[2025-12-09T20:33:35.501098] [INFO ] [FORECASTER] Completed predict_future for TSM
[2025-12-09T20:33:35.501220] [INFO ] [sig       ] TSM: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:33:35.641961] [INFO ] [LOCAL     ] Saved forecast: TSM	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/TSM.txt
[2025-12-09T20:33:35.642104] [INFO ] [sig       ] [3257/3614] Completed TSM in 0.3s | 2.93 sym/s | Total: 18.5m | ETA: 2.0m
[2025-12-09T20:33:35.642144] [INFO ] [sig       ] [3258/3614] Forecasting TSN...
[2025-12-09T20:33:35.642174] [INFO ] [sig       ] Generating forecast for: TSN
[2025-12-09T20:33:35.642203] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSN' from 'https://tdm.silogroup.org/data/derivative_storage/TSN.csv'.
[2025-12-09T20:33:35.654147] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSN'.
[2025-12-09T20:33:35.654520] [INFO ] [FORECASTER] Starting predict_future for TSN
[2025-12-09T20:33:35.655296] [DEBUG] [LOCAL     ] No optimal features file found for TSN: ./output/feature-sets/TSN.txt
[2025-12-09T20:33:35.655347] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:35.655390] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:35.655417] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:35.655472] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:35.710854] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:35.711811] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:35.711889] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:35.711922] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:35.828079] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:35.828229] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:33:35.828271] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:35.828299] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:35.831656] [DEBUG] [FORECASTER] TSN: Forecast T+1@11:T+2@11: UP (p=62.19%)
[2025-12-09T20:33:35.831933] [INFO ] [FORECASTER] Completed predict_future for TSN
[2025-12-09T20:33:35.832054] [INFO ] [sig       ] TSN: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:33:35.970822] [INFO ] [LOCAL     ] Saved forecast: TSN	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/TSN.txt
[2025-12-09T20:33:35.970951] [INFO ] [sig       ] [3258/3614] Completed TSN in 0.3s | 2.93 sym/s | Total: 18.5m | ETA: 2.0m
[2025-12-09T20:33:35.970989] [INFO ] [sig       ] [3259/3614] Forecasting TSQ...
[2025-12-09T20:33:35.971018] [INFO ] [sig       ] Generating forecast for: TSQ
[2025-12-09T20:33:35.971047] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSQ' from 'https://tdm.silogroup.org/data/derivative_storage/TSQ.csv'.
[2025-12-09T20:33:35.981764] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSQ'.
[2025-12-09T20:33:35.982048] [INFO ] [FORECASTER] Starting predict_future for TSQ
[2025-12-09T20:33:35.982804] [DEBUG] [LOCAL     ] No optimal features file found for TSQ: ./output/feature-sets/TSQ.txt
[2025-12-09T20:33:35.982854] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:35.982885] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:35.982913] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:35.982969] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:36.037590] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:36.038194] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:36.038293] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:36.038326] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:36.159751] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:36.159901] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:33:36.159941] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:36.159970] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:36.163287] [DEBUG] [FORECASTER] TSQ: Forecast T+1@11:T+2@11: DOWN (p=41.47%)
[2025-12-09T20:33:36.163545] [INFO ] [FORECASTER] Completed predict_future for TSQ
[2025-12-09T20:33:36.163681] [INFO ] [sig       ] TSQ: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:33:36.302407] [INFO ] [LOCAL     ] Saved forecast: TSQ	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/TSQ.txt
[2025-12-09T20:33:36.302510] [INFO ] [sig       ] [3259/3614] Completed TSQ in 0.3s | 2.93 sym/s | Total: 18.5m | ETA: 2.0m
[2025-12-09T20:33:36.302546] [INFO ] [sig       ] [3260/3614] Forecasting TTC...
[2025-12-09T20:33:36.302592] [INFO ] [sig       ] Generating forecast for: TTC
[2025-12-09T20:33:36.302623] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTC' from 'https://tdm.silogroup.org/data/derivative_storage/TTC.csv'.
[2025-12-09T20:33:36.313521] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTC'.
[2025-12-09T20:33:36.313822] [INFO ] [FORECASTER] Starting predict_future for TTC
[2025-12-09T20:33:36.314584] [DEBUG] [LOCAL     ] No optimal features file found for TTC: ./output/feature-sets/TTC.txt
[2025-12-09T20:33:36.314635] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:36.314666] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:36.314693] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:36.314752] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:36.371632] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:36.372220] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:36.372293] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:36.372325] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:36.494098] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:36.494210] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:33:36.494251] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:36.494280] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:36.497459] [DEBUG] [FORECASTER] TTC: Forecast T+1@11:T+2@11: UP (p=79.24%)
[2025-12-09T20:33:36.497756] [INFO ] [FORECASTER] Completed predict_future for TTC
[2025-12-09T20:33:36.497880] [INFO ] [sig       ] TTC: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:33:36.636564] [INFO ] [LOCAL     ] Saved forecast: TTC	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/TTC.txt
[2025-12-09T20:33:36.636684] [INFO ] [sig       ] [3260/3614] Completed TTC in 0.3s | 2.93 sym/s | Total: 18.5m | ETA: 2.0m
[2025-12-09T20:33:36.636721] [INFO ] [sig       ] [3261/3614] Forecasting TTD...
[2025-12-09T20:33:36.636753] [INFO ] [sig       ] Generating forecast for: TTD
[2025-12-09T20:33:36.636783] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTD' from 'https://tdm.silogroup.org/data/derivative_storage/TTD.csv'.
[2025-12-09T20:33:36.647938] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTD'.
[2025-12-09T20:33:36.648186] [INFO ] [FORECASTER] Starting predict_future for TTD
[2025-12-09T20:33:36.648928] [DEBUG] [LOCAL     ] No optimal features file found for TTD: ./output/feature-sets/TTD.txt
[2025-12-09T20:33:36.648977] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:36.649007] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:36.649033] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:36.649088] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:36.704882] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:36.705435] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:36.705509] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:36.705540] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:36.821327] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:36.821412] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:33:36.821446] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:36.821473] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:36.824472] [DEBUG] [FORECASTER] TTD: Forecast T+1@11:T+2@11: DOWN (p=1.40%)
[2025-12-09T20:33:36.824747] [INFO ] [FORECASTER] Completed predict_future for TTD
[2025-12-09T20:33:36.824861] [INFO ] [sig       ] TTD: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:33:36.962825] [INFO ] [LOCAL     ] Saved forecast: TTD	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/TTD.txt
[2025-12-09T20:33:36.962933] [INFO ] [sig       ] [3261/3614] Completed TTD in 0.3s | 2.93 sym/s | Total: 18.5m | ETA: 2.0m
[2025-12-09T20:33:36.962976] [INFO ] [sig       ] [3262/3614] Forecasting TTE...
[2025-12-09T20:33:36.963006] [INFO ] [sig       ] Generating forecast for: TTE
[2025-12-09T20:33:36.963034] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTE' from 'https://tdm.silogroup.org/data/derivative_storage/TTE.csv'.
[2025-12-09T20:33:36.974109] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTE'.
[2025-12-09T20:33:36.974369] [INFO ] [FORECASTER] Starting predict_future for TTE
[2025-12-09T20:33:36.975116] [DEBUG] [LOCAL     ] No optimal features file found for TTE: ./output/feature-sets/TTE.txt
[2025-12-09T20:33:36.975165] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:36.975196] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:36.975222] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:36.975277] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:37.031251] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:37.031831] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:37.031903] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:37.031934] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:37.153195] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:37.153276] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:33:37.153309] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:37.153337] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:37.156347] [DEBUG] [FORECASTER] TTE: Forecast T+1@11:T+2@11: DOWN (p=11.38%)
[2025-12-09T20:33:37.156611] [INFO ] [FORECASTER] Completed predict_future for TTE
[2025-12-09T20:33:37.156731] [INFO ] [sig       ] TTE: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:33:37.298986] [INFO ] [LOCAL     ] Saved forecast: TTE	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/TTE.txt
[2025-12-09T20:33:37.299120] [INFO ] [sig       ] [3262/3614] Completed TTE in 0.3s | 2.93 sym/s | Total: 18.6m | ETA: 2.0m
[2025-12-09T20:33:37.299157] [INFO ] [sig       ] [3263/3614] Forecasting TTEC...
[2025-12-09T20:33:37.299187] [INFO ] [sig       ] Generating forecast for: TTEC
[2025-12-09T20:33:37.299216] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTEC' from 'https://tdm.silogroup.org/data/derivative_storage/TTEC.csv'.
[2025-12-09T20:33:37.312661] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTEC'.
[2025-12-09T20:33:37.313132] [INFO ] [FORECASTER] Starting predict_future for TTEC
[2025-12-09T20:33:37.314058] [DEBUG] [LOCAL     ] No optimal features file found for TTEC: ./output/feature-sets/TTEC.txt
[2025-12-09T20:33:37.314113] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:37.314147] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:37.314173] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:37.314245] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:37.373322] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:37.374374] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:37.374483] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:37.374516] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:37.496492] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:37.496675] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:33:37.496720] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:37.496749] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:37.500207] [DEBUG] [FORECASTER] TTEC: Forecast T+1@11:T+2@11: DOWN (p=3.86%)
[2025-12-09T20:33:37.500481] [INFO ] [FORECASTER] Completed predict_future for TTEC
[2025-12-09T20:33:37.500639] [INFO ] [sig       ] TTEC: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:33:37.638259] [INFO ] [LOCAL     ] Saved forecast: TTEC	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/TTEC.txt
[2025-12-09T20:33:37.638397] [INFO ] [sig       ] [3263/3614] Completed TTEC in 0.3s | 2.93 sym/s | Total: 18.6m | ETA: 2.0m
[2025-12-09T20:33:37.638435] [INFO ] [sig       ] [3264/3614] Forecasting TTEK...
[2025-12-09T20:33:37.638463] [INFO ] [sig       ] Generating forecast for: TTEK
[2025-12-09T20:33:37.638493] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTEK' from 'https://tdm.silogroup.org/data/derivative_storage/TTEK.csv'.
[2025-12-09T20:33:37.649801] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTEK'.
[2025-12-09T20:33:37.650111] [INFO ] [FORECASTER] Starting predict_future for TTEK
[2025-12-09T20:33:37.650921] [DEBUG] [LOCAL     ] No optimal features file found for TTEK: ./output/feature-sets/TTEK.txt
[2025-12-09T20:33:37.650971] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:37.651003] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:37.651029] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:37.651084] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:37.706462] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:37.707151] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:37.707229] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:37.707262] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:37.827911] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:37.828067] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:33:37.828108] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:37.828136] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:37.831614] [DEBUG] [FORECASTER] TTEK: Forecast T+1@11:T+2@11: DOWN (p=2.32%)
[2025-12-09T20:33:37.831899] [INFO ] [FORECASTER] Completed predict_future for TTEK
[2025-12-09T20:33:37.832024] [INFO ] [sig       ] TTEK: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:33:37.968558] [INFO ] [LOCAL     ] Saved forecast: TTEK	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/TTEK.txt
[2025-12-09T20:33:37.968713] [INFO ] [sig       ] [3264/3614] Completed TTEK in 0.3s | 2.93 sym/s | Total: 18.6m | ETA: 2.0m
[2025-12-09T20:33:37.968752] [INFO ] [sig       ] [3265/3614] Forecasting TTI...
[2025-12-09T20:33:37.968781] [INFO ] [sig       ] Generating forecast for: TTI
[2025-12-09T20:33:37.968811] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTI' from 'https://tdm.silogroup.org/data/derivative_storage/TTI.csv'.
[2025-12-09T20:33:37.979969] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTI'.
[2025-12-09T20:33:37.980291] [INFO ] [FORECASTER] Starting predict_future for TTI
[2025-12-09T20:33:37.981077] [DEBUG] [LOCAL     ] No optimal features file found for TTI: ./output/feature-sets/TTI.txt
[2025-12-09T20:33:37.981128] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:37.981159] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:37.981185] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:37.981238] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:38.041891] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:38.042878] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:38.042959] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:38.042990] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:38.169139] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:38.169290] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:33:38.169331] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:38.169380] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:38.172791] [DEBUG] [FORECASTER] TTI: Forecast T+1@11:T+2@11: DOWN (p=11.57%)
[2025-12-09T20:33:38.173061] [INFO ] [FORECASTER] Completed predict_future for TTI
[2025-12-09T20:33:38.173185] [INFO ] [sig       ] TTI: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:33:38.319045] [INFO ] [LOCAL     ] Saved forecast: TTI	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/TTI.txt
[2025-12-09T20:33:38.319170] [INFO ] [sig       ] [3265/3614] Completed TTI in 0.4s | 2.93 sym/s | Total: 18.6m | ETA: 2.0m
[2025-12-09T20:33:38.319207] [INFO ] [sig       ] [3266/3614] Forecasting TTMI...
[2025-12-09T20:33:38.319236] [INFO ] [sig       ] Generating forecast for: TTMI
[2025-12-09T20:33:38.319265] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTMI' from 'https://tdm.silogroup.org/data/derivative_storage/TTMI.csv'.
[2025-12-09T20:33:38.329903] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTMI'.
[2025-12-09T20:33:38.330161] [INFO ] [FORECASTER] Starting predict_future for TTMI
[2025-12-09T20:33:38.330924] [DEBUG] [LOCAL     ] No optimal features file found for TTMI: ./output/feature-sets/TTMI.txt
[2025-12-09T20:33:38.330974] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:38.331032] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:38.331059] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:38.331115] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:38.387477] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:38.388107] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:38.388180] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:38.388212] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:38.503276] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:38.503400] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:33:38.503438] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:38.503466] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:38.506750] [DEBUG] [FORECASTER] TTMI: Forecast T+1@11:T+2@11: UP (p=86.00%)
[2025-12-09T20:33:38.507013] [INFO ] [FORECASTER] Completed predict_future for TTMI
[2025-12-09T20:33:38.507129] [INFO ] [sig       ] TTMI: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:33:38.643735] [INFO ] [LOCAL     ] Saved forecast: TTMI	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/TTMI.txt
[2025-12-09T20:33:38.643849] [INFO ] [sig       ] [3266/3614] Completed TTMI in 0.3s | 2.93 sym/s | Total: 18.6m | ETA: 2.0m
[2025-12-09T20:33:38.643887] [INFO ] [sig       ] [3267/3614] Forecasting TTSH...
[2025-12-09T20:33:38.643917] [INFO ] [sig       ] Generating forecast for: TTSH
[2025-12-09T20:33:38.643945] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTSH' from 'https://tdm.silogroup.org/data/derivative_storage/TTSH.csv'.
[2025-12-09T20:33:38.654362] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTSH'.
[2025-12-09T20:33:38.654658] [INFO ] [FORECASTER] Starting predict_future for TTSH
[2025-12-09T20:33:38.655395] [DEBUG] [LOCAL     ] No optimal features file found for TTSH: ./output/feature-sets/TTSH.txt
[2025-12-09T20:33:38.655445] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:38.655476] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:38.655502] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:38.655556] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:38.714567] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:38.715250] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:38.715335] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:38.715368] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:38.830875] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:38.830997] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:33:38.831036] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:38.831064] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:38.834665] [DEBUG] [FORECASTER] TTSH: Forecast T+1@11:T+2@11: DOWN (p=30.48%)
[2025-12-09T20:33:38.834938] [INFO ] [FORECASTER] Completed predict_future for TTSH
[2025-12-09T20:33:38.835058] [INFO ] [sig       ] TTSH: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:33:38.972842] [INFO ] [LOCAL     ] Saved forecast: TTSH	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/TTSH.txt
[2025-12-09T20:33:38.972977] [INFO ] [sig       ] [3267/3614] Completed TTSH in 0.3s | 2.93 sym/s | Total: 18.6m | ETA: 2.0m
[2025-12-09T20:33:38.973016] [INFO ] [sig       ] [3268/3614] Forecasting TTWO...
[2025-12-09T20:33:38.973045] [INFO ] [sig       ] Generating forecast for: TTWO
[2025-12-09T20:33:38.973074] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTWO' from 'https://tdm.silogroup.org/data/derivative_storage/TTWO.csv'.
[2025-12-09T20:33:38.984107] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTWO'.
[2025-12-09T20:33:38.984419] [INFO ] [FORECASTER] Starting predict_future for TTWO
[2025-12-09T20:33:38.985192] [DEBUG] [LOCAL     ] No optimal features file found for TTWO: ./output/feature-sets/TTWO.txt
[2025-12-09T20:33:38.985242] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:38.985273] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:38.985299] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:38.985352] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:39.040721] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:39.041367] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:39.041441] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:39.041473] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:39.155545] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:39.155708] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:33:39.155748] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:39.155775] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:39.159076] [DEBUG] [FORECASTER] TTWO: Forecast T+1@11:T+2@11: UP (p=98.31%)
[2025-12-09T20:33:39.159332] [INFO ] [FORECASTER] Completed predict_future for TTWO
[2025-12-09T20:33:39.159448] [INFO ] [sig       ] TTWO: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:33:39.295980] [INFO ] [LOCAL     ] Saved forecast: TTWO	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/TTWO.txt
[2025-12-09T20:33:39.296098] [INFO ] [sig       ] [3268/3614] Completed TTWO in 0.3s | 2.93 sym/s | Total: 18.6m | ETA: 2.0m
[2025-12-09T20:33:39.296136] [INFO ] [sig       ] [3269/3614] Forecasting TUGN...
[2025-12-09T20:33:39.296165] [INFO ] [sig       ] Generating forecast for: TUGN
[2025-12-09T20:33:39.296194] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TUGN' from 'https://tdm.silogroup.org/data/derivative_storage/TUGN.csv'.
[2025-12-09T20:33:39.306313] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TUGN'.
[2025-12-09T20:33:39.306613] [INFO ] [FORECASTER] Starting predict_future for TUGN
[2025-12-09T20:33:39.307357] [DEBUG] [LOCAL     ] No optimal features file found for TUGN: ./output/feature-sets/TUGN.txt
[2025-12-09T20:33:39.307407] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:39.307438] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:39.307476] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:39.307557] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:39.364152] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:39.365019] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:39.365100] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:39.365133] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:39.478504] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:39.478680] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:33:39.478731] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:39.478792] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:39.482633] [DEBUG] [FORECASTER] TUGN: Forecast T+1@11:T+2@11: UP (p=98.78%)
[2025-12-09T20:33:39.482912] [INFO ] [FORECASTER] Completed predict_future for TUGN
[2025-12-09T20:33:39.483212] [INFO ] [sig       ] TUGN: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:33:39.624644] [INFO ] [LOCAL     ] Saved forecast: TUGN	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/TUGN.txt
[2025-12-09T20:33:39.624780] [INFO ] [sig       ] [3269/3614] Completed TUGN in 0.3s | 2.93 sym/s | Total: 18.6m | ETA: 2.0m
[2025-12-09T20:33:39.624818] [INFO ] [sig       ] [3270/3614] Forecasting TUSK...
[2025-12-09T20:33:39.624847] [INFO ] [sig       ] Generating forecast for: TUSK
[2025-12-09T20:33:39.624875] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TUSK' from 'https://tdm.silogroup.org/data/derivative_storage/TUSK.csv'.
[2025-12-09T20:33:39.636738] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TUSK'.
[2025-12-09T20:33:39.637041] [INFO ] [FORECASTER] Starting predict_future for TUSK
[2025-12-09T20:33:39.637843] [DEBUG] [LOCAL     ] No optimal features file found for TUSK: ./output/feature-sets/TUSK.txt
[2025-12-09T20:33:39.637894] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:39.637925] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:39.637951] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:39.638006] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:39.695464] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:39.696401] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:39.696482] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:39.696514] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:39.814198] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:39.814353] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:33:39.814392] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:39.814420] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:39.817779] [DEBUG] [FORECASTER] TUSK: Forecast T+1@11:T+2@11: UP (p=89.66%)
[2025-12-09T20:33:39.818051] [INFO ] [FORECASTER] Completed predict_future for TUSK
[2025-12-09T20:33:39.818174] [INFO ] [sig       ] TUSK: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:33:39.954607] [INFO ] [LOCAL     ] Saved forecast: TUSK	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/TUSK.txt
[2025-12-09T20:33:39.954737] [INFO ] [sig       ] [3270/3614] Completed TUSK in 0.3s | 2.93 sym/s | Total: 18.6m | ETA: 2.0m
[2025-12-09T20:33:39.954775] [INFO ] [sig       ] [3271/3614] Forecasting TVC...
[2025-12-09T20:33:39.954806] [INFO ] [sig       ] Generating forecast for: TVC
[2025-12-09T20:33:39.954838] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TVC' from 'https://tdm.silogroup.org/data/derivative_storage/TVC.csv'.
[2025-12-09T20:33:39.965470] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TVC'.
[2025-12-09T20:33:39.965830] [INFO ] [FORECASTER] Starting predict_future for TVC
[2025-12-09T20:33:39.966611] [DEBUG] [LOCAL     ] No optimal features file found for TVC: ./output/feature-sets/TVC.txt
[2025-12-09T20:33:39.966661] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:39.966692] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:39.966718] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:39.966773] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:40.022973] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:40.023724] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:40.023812] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:40.023843] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:40.129211] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:40.129346] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:33:40.129385] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:40.129414] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:40.132774] [DEBUG] [FORECASTER] TVC: Forecast T+1@11:T+2@11: DOWN (p=38.12%)
[2025-12-09T20:33:40.133042] [INFO ] [FORECASTER] Completed predict_future for TVC
[2025-12-09T20:33:40.133159] [INFO ] [sig       ] TVC: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:33:40.285949] [INFO ] [LOCAL     ] Saved forecast: TVC	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/TVC.txt
[2025-12-09T20:33:40.286119] [INFO ] [sig       ] [3271/3614] Completed TVC in 0.3s | 2.93 sym/s | Total: 18.6m | ETA: 2.0m
[2025-12-09T20:33:40.286160] [INFO ] [sig       ] [3272/3614] Forecasting TVE...
[2025-12-09T20:33:40.286190] [INFO ] [sig       ] Generating forecast for: TVE
[2025-12-09T20:33:40.286221] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TVE' from 'https://tdm.silogroup.org/data/derivative_storage/TVE.csv'.
[2025-12-09T20:33:40.296825] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TVE'.
[2025-12-09T20:33:40.297217] [INFO ] [FORECASTER] Starting predict_future for TVE
[2025-12-09T20:33:40.298044] [DEBUG] [LOCAL     ] No optimal features file found for TVE: ./output/feature-sets/TVE.txt
[2025-12-09T20:33:40.298094] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:40.298125] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:40.298151] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:40.298205] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:40.355545] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:40.356453] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:40.356537] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:40.356587] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:40.456378] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:40.456540] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:33:40.456596] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:40.456627] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:40.460023] [DEBUG] [FORECASTER] TVE: Forecast T+1@11:T+2@11: DOWN (p=18.23%)
[2025-12-09T20:33:40.460292] [INFO ] [FORECASTER] Completed predict_future for TVE
[2025-12-09T20:33:40.460422] [INFO ] [sig       ] TVE: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:33:40.601817] [INFO ] [LOCAL     ] Saved forecast: TVE	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/TVE.txt
[2025-12-09T20:33:40.601958] [INFO ] [sig       ] [3272/3614] Completed TVE in 0.3s | 2.93 sym/s | Total: 18.6m | ETA: 1.9m
[2025-12-09T20:33:40.601996] [INFO ] [sig       ] [3273/3614] Forecasting TVTX...
[2025-12-09T20:33:40.602025] [INFO ] [sig       ] Generating forecast for: TVTX
[2025-12-09T20:33:40.602063] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TVTX' from 'https://tdm.silogroup.org/data/derivative_storage/TVTX.csv'.
[2025-12-09T20:33:40.613509] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TVTX'.
[2025-12-09T20:33:40.613830] [INFO ] [FORECASTER] Starting predict_future for TVTX
[2025-12-09T20:33:40.614632] [DEBUG] [LOCAL     ] No optimal features file found for TVTX: ./output/feature-sets/TVTX.txt
[2025-12-09T20:33:40.614683] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:40.614714] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:40.614740] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:40.614795] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:40.671941] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:40.672623] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:40.672701] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:40.672734] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:40.789822] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:40.789998] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:33:40.790041] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:40.790069] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:40.793560] [DEBUG] [FORECASTER] TVTX: Forecast T+1@11:T+2@11: DOWN (p=24.57%)
[2025-12-09T20:33:40.793844] [INFO ] [FORECASTER] Completed predict_future for TVTX
[2025-12-09T20:33:40.793964] [INFO ] [sig       ] TVTX: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:33:40.938398] [INFO ] [LOCAL     ] Saved forecast: TVTX	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/TVTX.txt
[2025-12-09T20:33:40.938541] [INFO ] [sig       ] [3273/3614] Completed TVTX in 0.3s | 2.93 sym/s | Total: 18.6m | ETA: 1.9m
[2025-12-09T20:33:40.938604] [INFO ] [sig       ] [3274/3614] Forecasting TWFG...
[2025-12-09T20:33:40.938638] [INFO ] [sig       ] Generating forecast for: TWFG
[2025-12-09T20:33:40.938668] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWFG' from 'https://tdm.silogroup.org/data/derivative_storage/TWFG.csv'.
[2025-12-09T20:33:40.950296] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TWFG'.
[2025-12-09T20:33:40.950618] [INFO ] [FORECASTER] Starting predict_future for TWFG
[2025-12-09T20:33:40.951410] [DEBUG] [LOCAL     ] No optimal features file found for TWFG: ./output/feature-sets/TWFG.txt
[2025-12-09T20:33:40.951464] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:40.951496] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:40.951523] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:40.951598] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:41.009624] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:41.010364] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:41.010444] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:41.010478] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:41.130437] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:41.130597] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:33:41.130639] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:41.130669] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:41.134062] [DEBUG] [FORECASTER] TWFG: Forecast T+1@11:T+2@11: DOWN (p=21.12%)
[2025-12-09T20:33:41.134329] [INFO ] [FORECASTER] Completed predict_future for TWFG
[2025-12-09T20:33:41.134451] [INFO ] [sig       ] TWFG: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:33:41.325886] [INFO ] [LOCAL     ] Saved forecast: TWFG	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/TWFG.txt
[2025-12-09T20:33:41.326024] [INFO ] [sig       ] [3274/3614] Completed TWFG in 0.4s | 2.93 sym/s | Total: 18.6m | ETA: 1.9m
[2025-12-09T20:33:41.326062] [INFO ] [sig       ] [3275/3614] Forecasting TWG...
[2025-12-09T20:33:41.326092] [INFO ] [sig       ] Generating forecast for: TWG
[2025-12-09T20:33:41.326121] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWG' from 'https://tdm.silogroup.org/data/derivative_storage/TWG.csv'.
[2025-12-09T20:33:41.337357] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TWG'.
[2025-12-09T20:33:41.337723] [INFO ] [FORECASTER] Starting predict_future for TWG
[2025-12-09T20:33:41.338473] [DEBUG] [LOCAL     ] No optimal features file found for TWG: ./output/feature-sets/TWG.txt
[2025-12-09T20:33:41.338524] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:41.338555] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:41.338607] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:41.338666] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:41.396133] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:41.396792] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:41.396873] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:41.396906] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:41.511299] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:41.511452] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:33:41.511491] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:41.511521] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:41.514840] [DEBUG] [FORECASTER] TWG: Forecast T+1@11:T+2@11: DOWN (p=16.60%)
[2025-12-09T20:33:41.515102] [INFO ] [FORECASTER] Completed predict_future for TWG
[2025-12-09T20:33:41.515220] [INFO ] [sig       ] TWG: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:33:41.658169] [INFO ] [LOCAL     ] Saved forecast: TWG	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/TWG.txt
[2025-12-09T20:33:41.658311] [INFO ] [sig       ] [3275/3614] Completed TWG in 0.3s | 2.93 sym/s | Total: 18.6m | ETA: 1.9m
[2025-12-09T20:33:41.658350] [INFO ] [sig       ] [3276/3614] Forecasting TWI...
[2025-12-09T20:33:41.658379] [INFO ] [sig       ] Generating forecast for: TWI
[2025-12-09T20:33:41.658407] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWI' from 'https://tdm.silogroup.org/data/derivative_storage/TWI.csv'.
[2025-12-09T20:33:41.670741] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TWI'.
[2025-12-09T20:33:41.671034] [INFO ] [FORECASTER] Starting predict_future for TWI
[2025-12-09T20:33:41.671837] [DEBUG] [LOCAL     ] No optimal features file found for TWI: ./output/feature-sets/TWI.txt
[2025-12-09T20:33:41.671899] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:41.671937] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:41.671970] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:41.672026] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:41.728056] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:41.728910] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:41.729039] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:41.729073] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:41.846367] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:41.846523] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:33:41.846565] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:41.846634] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:41.850498] [DEBUG] [FORECASTER] TWI: Forecast T+1@11:T+2@11: DOWN (p=43.16%)
[2025-12-09T20:33:41.850913] [INFO ] [FORECASTER] Completed predict_future for TWI
[2025-12-09T20:33:41.851057] [INFO ] [sig       ] TWI: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:33:41.989446] [INFO ] [LOCAL     ] Saved forecast: TWI	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/TWI.txt
[2025-12-09T20:33:41.989613] [INFO ] [sig       ] [3276/3614] Completed TWI in 0.3s | 2.93 sym/s | Total: 18.6m | ETA: 1.9m
[2025-12-09T20:33:41.989661] [INFO ] [sig       ] [3277/3614] Forecasting TWIN...
[2025-12-09T20:33:41.989695] [INFO ] [sig       ] Generating forecast for: TWIN
[2025-12-09T20:33:41.989725] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWIN' from 'https://tdm.silogroup.org/data/derivative_storage/TWIN.csv'.
[2025-12-09T20:33:42.000124] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TWIN'.
[2025-12-09T20:33:42.000470] [INFO ] [FORECASTER] Starting predict_future for TWIN
[2025-12-09T20:33:42.001239] [DEBUG] [LOCAL     ] No optimal features file found for TWIN: ./output/feature-sets/TWIN.txt
[2025-12-09T20:33:42.001289] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:42.001321] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:42.001347] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:42.001402] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:42.056893] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:42.057530] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:42.057627] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:42.057662] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:42.174892] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:42.175045] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:33:42.175086] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:42.175115] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:42.178555] [DEBUG] [FORECASTER] TWIN: Forecast T+1@11:T+2@11: UP (p=64.80%)
[2025-12-09T20:33:42.178902] [INFO ] [FORECASTER] Completed predict_future for TWIN
[2025-12-09T20:33:42.179037] [INFO ] [sig       ] TWIN: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:33:42.320822] [INFO ] [LOCAL     ] Saved forecast: TWIN	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/TWIN.txt
[2025-12-09T20:33:42.320948] [INFO ] [sig       ] [3277/3614] Completed TWIN in 0.3s | 2.93 sym/s | Total: 18.6m | ETA: 1.9m
[2025-12-09T20:33:42.320993] [INFO ] [sig       ] [3278/3614] Forecasting TWLO...
[2025-12-09T20:33:42.321025] [INFO ] [sig       ] Generating forecast for: TWLO
[2025-12-09T20:33:42.321054] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWLO' from 'https://tdm.silogroup.org/data/derivative_storage/TWLO.csv'.
[2025-12-09T20:33:42.332453] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TWLO'.
[2025-12-09T20:33:42.332745] [INFO ] [FORECASTER] Starting predict_future for TWLO
[2025-12-09T20:33:42.333539] [DEBUG] [LOCAL     ] No optimal features file found for TWLO: ./output/feature-sets/TWLO.txt
[2025-12-09T20:33:42.333607] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:42.333639] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:42.333664] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:42.333718] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:42.389070] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:42.389721] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:42.389797] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:42.389829] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:42.514384] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:42.514546] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:33:42.514621] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:42.514655] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:42.518284] [DEBUG] [FORECASTER] TWLO: Forecast T+1@11:T+2@11: DOWN (p=12.23%)
[2025-12-09T20:33:42.518652] [INFO ] [FORECASTER] Completed predict_future for TWLO
[2025-12-09T20:33:42.518794] [INFO ] [sig       ] TWLO: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:33:42.663999] [INFO ] [LOCAL     ] Saved forecast: TWLO	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/TWLO.txt
[2025-12-09T20:33:42.664133] [INFO ] [sig       ] [3278/3614] Completed TWLO in 0.3s | 2.93 sym/s | Total: 18.6m | ETA: 1.9m
[2025-12-09T20:33:42.664172] [INFO ] [sig       ] [3279/3614] Forecasting TWO...
[2025-12-09T20:33:42.664203] [INFO ] [sig       ] Generating forecast for: TWO
[2025-12-09T20:33:42.664232] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWO' from 'https://tdm.silogroup.org/data/derivative_storage/TWO.csv'.
[2025-12-09T20:33:42.676272] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TWO'.
[2025-12-09T20:33:42.676537] [INFO ] [FORECASTER] Starting predict_future for TWO
[2025-12-09T20:33:42.677305] [DEBUG] [LOCAL     ] No optimal features file found for TWO: ./output/feature-sets/TWO.txt
[2025-12-09T20:33:42.677356] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:42.677387] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:42.677413] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:42.677467] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:42.737377] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:42.738242] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:42.738323] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:42.738355] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:42.858505] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:42.858662] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:33:42.858702] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:42.858731] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:42.862059] [DEBUG] [FORECASTER] TWO: Forecast T+1@11:T+2@11: DOWN (p=7.39%)
[2025-12-09T20:33:42.862323] [INFO ] [FORECASTER] Completed predict_future for TWO
[2025-12-09T20:33:42.862442] [INFO ] [sig       ] TWO: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:33:43.003877] [INFO ] [LOCAL     ] Saved forecast: TWO	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/TWO.txt
[2025-12-09T20:33:43.004038] [INFO ] [sig       ] [3279/3614] Completed TWO in 0.3s | 2.93 sym/s | Total: 18.6m | ETA: 1.9m
[2025-12-09T20:33:43.004077] [INFO ] [sig       ] [3280/3614] Forecasting TX...
[2025-12-09T20:33:43.004107] [INFO ] [sig       ] Generating forecast for: TX
[2025-12-09T20:33:43.004137] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TX' from 'https://tdm.silogroup.org/data/derivative_storage/TX.csv'.
[2025-12-09T20:33:43.015661] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TX'.
[2025-12-09T20:33:43.015931] [INFO ] [FORECASTER] Starting predict_future for TX
[2025-12-09T20:33:43.016687] [DEBUG] [LOCAL     ] No optimal features file found for TX: ./output/feature-sets/TX.txt
[2025-12-09T20:33:43.016738] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:43.016769] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:43.016796] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:43.016861] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:43.072071] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:43.072713] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:43.072787] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:43.072818] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:43.190532] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:43.190694] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:33:43.190735] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:43.190764] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:43.194114] [DEBUG] [FORECASTER] TX: Forecast T+1@11:T+2@11: UP (p=74.05%)
[2025-12-09T20:33:43.194385] [INFO ] [FORECASTER] Completed predict_future for TX
[2025-12-09T20:33:43.194507] [INFO ] [sig       ] TX: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:33:43.338463] [INFO ] [LOCAL     ] Saved forecast: TX	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/TX.txt
[2025-12-09T20:33:43.338641] [INFO ] [sig       ] [3280/3614] Completed TX in 0.3s | 2.93 sym/s | Total: 18.7m | ETA: 1.9m
[2025-12-09T20:33:43.338688] [INFO ] [sig       ] [3281/3614] Forecasting TXG...
[2025-12-09T20:33:43.338719] [INFO ] [sig       ] Generating forecast for: TXG
[2025-12-09T20:33:43.338750] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TXG' from 'https://tdm.silogroup.org/data/derivative_storage/TXG.csv'.
[2025-12-09T20:33:43.350368] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TXG'.
[2025-12-09T20:33:43.350665] [INFO ] [FORECASTER] Starting predict_future for TXG
[2025-12-09T20:33:43.351430] [DEBUG] [LOCAL     ] No optimal features file found for TXG: ./output/feature-sets/TXG.txt
[2025-12-09T20:33:43.351479] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:43.351510] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:43.351536] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:43.351613] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:43.408037] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:43.408737] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:43.408816] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:43.408848] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:43.530567] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:43.530726] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:33:43.530768] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:43.530797] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:43.534135] [DEBUG] [FORECASTER] TXG: Forecast T+1@11:T+2@11: DOWN (p=28.97%)
[2025-12-09T20:33:43.534403] [INFO ] [FORECASTER] Completed predict_future for TXG
[2025-12-09T20:33:43.534524] [INFO ] [sig       ] TXG: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:33:43.677148] [INFO ] [LOCAL     ] Saved forecast: TXG	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/TXG.txt
[2025-12-09T20:33:43.677299] [INFO ] [sig       ] [3281/3614] Completed TXG in 0.3s | 2.93 sym/s | Total: 18.7m | ETA: 1.9m
[2025-12-09T20:33:43.677338] [INFO ] [sig       ] [3282/3614] Forecasting TXMD...
[2025-12-09T20:33:43.677368] [INFO ] [sig       ] Generating forecast for: TXMD
[2025-12-09T20:33:43.677396] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TXMD' from 'https://tdm.silogroup.org/data/derivative_storage/TXMD.csv'.
[2025-12-09T20:33:43.689134] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TXMD'.
[2025-12-09T20:33:43.689460] [INFO ] [FORECASTER] Starting predict_future for TXMD
[2025-12-09T20:33:43.690241] [DEBUG] [LOCAL     ] No optimal features file found for TXMD: ./output/feature-sets/TXMD.txt
[2025-12-09T20:33:43.690307] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:43.690341] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:43.690368] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:43.690424] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:43.746455] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:43.747266] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:43.747344] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:43.747375] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:43.859692] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:43.859843] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:33:43.859884] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:43.859915] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:43.863249] [DEBUG] [FORECASTER] TXMD: Forecast T+1@11:T+2@11: DOWN (p=25.18%)
[2025-12-09T20:33:43.863514] [INFO ] [FORECASTER] Completed predict_future for TXMD
[2025-12-09T20:33:43.863653] [INFO ] [sig       ] TXMD: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:33:44.001704] [INFO ] [LOCAL     ] Saved forecast: TXMD	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/TXMD.txt
[2025-12-09T20:33:44.001841] [INFO ] [sig       ] [3282/3614] Completed TXMD in 0.3s | 2.93 sym/s | Total: 18.7m | ETA: 1.9m
[2025-12-09T20:33:44.001879] [INFO ] [sig       ] [3283/3614] Forecasting TXN...
[2025-12-09T20:33:44.001908] [INFO ] [sig       ] Generating forecast for: TXN
[2025-12-09T20:33:44.001937] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TXN' from 'https://tdm.silogroup.org/data/derivative_storage/TXN.csv'.
[2025-12-09T20:33:44.013967] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TXN'.
[2025-12-09T20:33:44.014265] [INFO ] [FORECASTER] Starting predict_future for TXN
[2025-12-09T20:33:44.015025] [DEBUG] [LOCAL     ] No optimal features file found for TXN: ./output/feature-sets/TXN.txt
[2025-12-09T20:33:44.015074] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:44.015131] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:44.015160] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:44.015215] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:44.070293] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:44.070943] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:44.071020] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:44.071051] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:44.189747] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:44.189894] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:33:44.189939] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:44.189969] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:44.193334] [DEBUG] [FORECASTER] TXN: Forecast T+1@11:T+2@11: UP (p=89.49%)
[2025-12-09T20:33:44.193626] [INFO ] [FORECASTER] Completed predict_future for TXN
[2025-12-09T20:33:44.193749] [INFO ] [sig       ] TXN: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:33:44.341176] [INFO ] [LOCAL     ] Saved forecast: TXN	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/TXN.txt
[2025-12-09T20:33:44.341312] [INFO ] [sig       ] [3283/3614] Completed TXN in 0.3s | 2.93 sym/s | Total: 18.7m | ETA: 1.9m
[2025-12-09T20:33:44.341352] [INFO ] [sig       ] [3284/3614] Forecasting TXO...
[2025-12-09T20:33:44.341383] [INFO ] [sig       ] Generating forecast for: TXO
[2025-12-09T20:33:44.341414] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TXO' from 'https://tdm.silogroup.org/data/derivative_storage/TXO.csv'.
[2025-12-09T20:33:44.355241] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TXO'.
[2025-12-09T20:33:44.355619] [INFO ] [FORECASTER] Starting predict_future for TXO
[2025-12-09T20:33:44.356435] [DEBUG] [LOCAL     ] No optimal features file found for TXO: ./output/feature-sets/TXO.txt
[2025-12-09T20:33:44.356486] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:44.356517] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:44.356542] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:44.356620] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:44.416864] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:44.418003] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:44.418108] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:44.418143] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:44.544499] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:44.544674] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:33:44.544718] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:44.544747] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:44.548213] [DEBUG] [FORECASTER] TXO: Forecast T+1@11:T+2@11: UP (p=81.62%)
[2025-12-09T20:33:44.548489] [INFO ] [FORECASTER] Completed predict_future for TXO
[2025-12-09T20:33:44.548637] [INFO ] [sig       ] TXO: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:33:44.698634] [INFO ] [LOCAL     ] Saved forecast: TXO	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/TXO.txt
[2025-12-09T20:33:44.698804] [INFO ] [sig       ] [3284/3614] Completed TXO in 0.4s | 2.93 sym/s | Total: 18.7m | ETA: 1.9m
[2025-12-09T20:33:44.698844] [INFO ] [sig       ] [3285/3614] Forecasting TXRH...
[2025-12-09T20:33:44.698873] [INFO ] [sig       ] Generating forecast for: TXRH
[2025-12-09T20:33:44.698902] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TXRH' from 'https://tdm.silogroup.org/data/derivative_storage/TXRH.csv'.
[2025-12-09T20:33:44.711323] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TXRH'.
[2025-12-09T20:33:44.711663] [INFO ] [FORECASTER] Starting predict_future for TXRH
[2025-12-09T20:33:44.712425] [DEBUG] [LOCAL     ] No optimal features file found for TXRH: ./output/feature-sets/TXRH.txt
[2025-12-09T20:33:44.712476] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:44.712508] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:44.712535] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:44.712615] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:44.771899] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:44.772629] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:44.772706] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:44.772737] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:44.893368] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:44.893525] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:33:44.893566] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:44.893614] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:44.897366] [DEBUG] [FORECASTER] TXRH: Forecast T+1@11:T+2@11: UP (p=73.34%)
[2025-12-09T20:33:44.897663] [INFO ] [FORECASTER] Completed predict_future for TXRH
[2025-12-09T20:33:44.897784] [INFO ] [sig       ] TXRH: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:33:45.036803] [INFO ] [LOCAL     ] Saved forecast: TXRH	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/TXRH.txt
[2025-12-09T20:33:45.036964] [INFO ] [sig       ] [3285/3614] Completed TXRH in 0.3s | 2.93 sym/s | Total: 18.7m | ETA: 1.9m
[2025-12-09T20:33:45.037010] [INFO ] [sig       ] [3286/3614] Forecasting TY...
[2025-12-09T20:33:45.037040] [INFO ] [sig       ] Generating forecast for: TY
[2025-12-09T20:33:45.037072] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TY' from 'https://tdm.silogroup.org/data/derivative_storage/TY.csv'.
[2025-12-09T20:33:45.048253] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TY'.
[2025-12-09T20:33:45.048655] [INFO ] [FORECASTER] Starting predict_future for TY
[2025-12-09T20:33:45.049428] [DEBUG] [LOCAL     ] No optimal features file found for TY: ./output/feature-sets/TY.txt
[2025-12-09T20:33:45.049479] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:45.049509] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:45.049535] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:45.049611] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:45.104870] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:45.105753] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:45.105833] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:45.105865] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:45.220229] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:45.220324] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:33:45.220360] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:45.220387] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:45.223491] [DEBUG] [FORECASTER] TY: Forecast T+1@11:T+2@11: UP (p=55.73%)
[2025-12-09T20:33:45.223764] [INFO ] [FORECASTER] Completed predict_future for TY
[2025-12-09T20:33:45.223881] [INFO ] [sig       ] TY: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:33:45.360866] [INFO ] [LOCAL     ] Saved forecast: TY	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/TY.txt
[2025-12-09T20:33:45.360968] [INFO ] [sig       ] [3286/3614] Completed TY in 0.3s | 2.93 sym/s | Total: 18.7m | ETA: 1.9m
[2025-12-09T20:33:45.361005] [INFO ] [sig       ] [3287/3614] Forecasting TYG...
[2025-12-09T20:33:45.361034] [INFO ] [sig       ] Generating forecast for: TYG
[2025-12-09T20:33:45.361064] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TYG' from 'https://tdm.silogroup.org/data/derivative_storage/TYG.csv'.
[2025-12-09T20:33:45.372362] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'TYG'.
[2025-12-09T20:33:45.372630] [INFO ] [FORECASTER] Starting predict_future for TYG
[2025-12-09T20:33:45.373392] [DEBUG] [LOCAL     ] No optimal features file found for TYG: ./output/feature-sets/TYG.txt
[2025-12-09T20:33:45.373442] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:45.373473] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:45.373499] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:45.373553] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:45.429187] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:45.429759] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:45.429832] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:45.429863] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:45.549037] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:45.549197] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:33:45.549243] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:45.549273] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:45.552863] [DEBUG] [FORECASTER] TYG: Forecast T+1@11:T+2@11: DOWN (p=35.70%)
[2025-12-09T20:33:45.553324] [INFO ] [FORECASTER] Completed predict_future for TYG
[2025-12-09T20:33:45.553470] [INFO ] [sig       ] TYG: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-09T20:33:45.693023] [INFO ] [LOCAL     ] Saved forecast: TYG	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/TYG.txt
[2025-12-09T20:33:45.693141] [INFO ] [sig       ] [3287/3614] Completed TYG in 0.3s | 2.93 sym/s | Total: 18.7m | ETA: 1.9m
[2025-12-09T20:33:45.693179] [INFO ] [sig       ] [3288/3614] Forecasting TYGO...
[2025-12-09T20:33:45.693209] [INFO ] [sig       ] Generating forecast for: TYGO
[2025-12-09T20:33:45.693256] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TYGO' from 'https://tdm.silogroup.org/data/derivative_storage/TYGO.csv'.
[2025-12-09T20:33:45.704002] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'TYGO'.
[2025-12-09T20:33:45.704496] [INFO ] [FORECASTER] Starting predict_future for TYGO
[2025-12-09T20:33:45.705457] [DEBUG] [LOCAL     ] No optimal features file found for TYGO: ./output/feature-sets/TYGO.txt
[2025-12-09T20:33:45.705508] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:45.705538] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:45.705564] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:45.705643] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:45.764251] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:45.765105] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:45.765185] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:45.765216] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:45.876550] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:45.876708] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:33:45.876746] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:45.876773] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:45.880046] [DEBUG] [FORECASTER] TYGO: Forecast T+1@11:T+2@11: UP (p=86.06%)
[2025-12-09T20:33:45.880305] [INFO ] [FORECASTER] Completed predict_future for TYGO
[2025-12-09T20:33:45.880426] [INFO ] [sig       ] TYGO: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-09T20:33:46.018469] [INFO ] [LOCAL     ] Saved forecast: TYGO	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/TYGO.txt
[2025-12-09T20:33:46.018591] [INFO ] [sig       ] [3288/3614] Completed TYGO in 0.3s | 2.93 sym/s | Total: 18.7m | ETA: 1.9m
[2025-12-09T20:33:46.018630] [INFO ] [sig       ] [3289/3614] Forecasting TYL...
[2025-12-09T20:33:46.018659] [INFO ] [sig       ] Generating forecast for: TYL
[2025-12-09T20:33:46.018687] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TYL' from 'https://tdm.silogroup.org/data/derivative_storage/TYL.csv'.
[2025-12-09T20:33:46.030517] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'TYL'.
[2025-12-09T20:33:46.030971] [INFO ] [FORECASTER] Starting predict_future for TYL
[2025-12-09T20:33:46.031881] [DEBUG] [LOCAL     ] No optimal features file found for TYL: ./output/feature-sets/TYL.txt
[2025-12-09T20:33:46.031936] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:46.031968] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:46.031995] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:46.032052] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:46.087834] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:46.088772] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:46.088855] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:46.088887] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:46.211393] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:46.211594] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:33:46.211665] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:46.211697] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:46.215240] [DEBUG] [FORECASTER] TYL: Forecast T+1@11:T+2@11: DOWN (p=15.35%)
[2025-12-09T20:33:46.215519] [INFO ] [FORECASTER] Completed predict_future for TYL
[2025-12-09T20:33:46.215672] [INFO ] [sig       ] TYL: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-09T20:33:46.353343] [INFO ] [LOCAL     ] Saved forecast: TYL	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/TYL.txt
[2025-12-09T20:33:46.353479] [INFO ] [sig       ] [3289/3614] Completed TYL in 0.3s | 2.93 sym/s | Total: 18.7m | ETA: 1.8m
[2025-12-09T20:33:46.353518] [INFO ] [sig       ] [3290/3614] Forecasting TYRA...
[2025-12-09T20:33:46.353548] [INFO ] [sig       ] Generating forecast for: TYRA
[2025-12-09T20:33:46.353593] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TYRA' from 'https://tdm.silogroup.org/data/derivative_storage/TYRA.csv'.
[2025-12-09T20:33:46.365248] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'TYRA'.
[2025-12-09T20:33:46.365607] [INFO ] [FORECASTER] Starting predict_future for TYRA
[2025-12-09T20:33:46.366489] [DEBUG] [LOCAL     ] No optimal features file found for TYRA: ./output/feature-sets/TYRA.txt
[2025-12-09T20:33:46.366542] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:46.366604] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:46.366642] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:46.366699] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:46.422134] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:46.422824] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:46.422900] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:46.422934] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:46.544122] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:46.544460] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:33:46.544500] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:46.544528] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:46.547855] [DEBUG] [FORECASTER] TYRA: Forecast T+1@11:T+2@11: DOWN (p=27.06%)
[2025-12-09T20:33:46.548153] [INFO ] [FORECASTER] Completed predict_future for TYRA
[2025-12-09T20:33:46.548275] [INFO ] [sig       ] TYRA: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-09T20:33:46.685460] [INFO ] [LOCAL     ] Saved forecast: TYRA	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/TYRA.txt
[2025-12-09T20:33:46.685600] [INFO ] [sig       ] [3290/3614] Completed TYRA in 0.3s | 2.93 sym/s | Total: 18.7m | ETA: 1.8m
[2025-12-09T20:33:46.685639] [INFO ] [sig       ] [3291/3614] Forecasting TZOO...
[2025-12-09T20:33:46.685669] [INFO ] [sig       ] Generating forecast for: TZOO
[2025-12-09T20:33:46.685697] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TZOO' from 'https://tdm.silogroup.org/data/derivative_storage/TZOO.csv'.
[2025-12-09T20:33:46.696893] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'TZOO'.
[2025-12-09T20:33:46.697180] [INFO ] [FORECASTER] Starting predict_future for TZOO
[2025-12-09T20:33:46.697957] [DEBUG] [LOCAL     ] No optimal features file found for TZOO: ./output/feature-sets/TZOO.txt
[2025-12-09T20:33:46.698009] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:46.698040] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:46.698067] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:46.698122] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:46.753101] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:46.753909] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:46.753984] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:46.754015] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:46.874875] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:46.875024] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:33:46.875064] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:46.875093] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:46.878829] [DEBUG] [FORECASTER] TZOO: Forecast T+1@11:T+2@11: DOWN (p=1.89%)
[2025-12-09T20:33:46.879095] [INFO ] [FORECASTER] Completed predict_future for TZOO
[2025-12-09T20:33:46.879210] [INFO ] [sig       ] TZOO: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-09T20:33:47.016551] [INFO ] [LOCAL     ] Saved forecast: TZOO	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/TZOO.txt
[2025-12-09T20:33:47.016668] [INFO ] [sig       ] [3291/3614] Completed TZOO in 0.3s | 2.93 sym/s | Total: 18.7m | ETA: 1.8m
[2025-12-09T20:33:47.016705] [INFO ] [sig       ] [3292/3614] Forecasting UAA...
[2025-12-09T20:33:47.016734] [INFO ] [sig       ] Generating forecast for: UAA
[2025-12-09T20:33:47.016763] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UAA' from 'https://tdm.silogroup.org/data/derivative_storage/UAA.csv'.
[2025-12-09T20:33:47.027939] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'UAA'.
[2025-12-09T20:33:47.028209] [INFO ] [FORECASTER] Starting predict_future for UAA
[2025-12-09T20:33:47.028955] [DEBUG] [LOCAL     ] No optimal features file found for UAA: ./output/feature-sets/UAA.txt
[2025-12-09T20:33:47.029007] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:47.029038] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:47.029064] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:47.029118] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:47.085538] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:47.086130] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:47.086202] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:47.086233] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:47.203067] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:47.203162] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:33:47.203197] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:47.203225] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:47.206302] [DEBUG] [FORECASTER] UAA: Forecast T+1@11:T+2@11: UP (p=55.34%)
[2025-12-09T20:33:47.206555] [INFO ] [FORECASTER] Completed predict_future for UAA
[2025-12-09T20:33:47.206690] [INFO ] [sig       ] UAA: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-09T20:33:47.345406] [INFO ] [LOCAL     ] Saved forecast: UAA	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/UAA.txt
[2025-12-09T20:33:47.345509] [INFO ] [sig       ] [3292/3614] Completed UAA in 0.3s | 2.93 sym/s | Total: 18.7m | ETA: 1.8m
[2025-12-09T20:33:47.345545] [INFO ] [sig       ] [3293/3614] Forecasting UAE...
[2025-12-09T20:33:47.345589] [INFO ] [sig       ] Generating forecast for: UAE
[2025-12-09T20:33:47.345621] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UAE' from 'https://tdm.silogroup.org/data/derivative_storage/UAE.csv'.
[2025-12-09T20:33:47.356994] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'UAE'.
[2025-12-09T20:33:47.357236] [INFO ] [FORECASTER] Starting predict_future for UAE
[2025-12-09T20:33:47.357999] [DEBUG] [LOCAL     ] No optimal features file found for UAE: ./output/feature-sets/UAE.txt
[2025-12-09T20:33:47.358051] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:47.358093] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:47.358122] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:47.358177] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:47.414070] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:47.414645] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:47.414740] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:47.414772] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:47.536293] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:47.536409] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:33:47.536454] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:47.536483] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:47.539809] [DEBUG] [FORECASTER] UAE: Forecast T+1@11:T+2@11: UP (p=83.67%)
[2025-12-09T20:33:47.540077] [INFO ] [FORECASTER] Completed predict_future for UAE
[2025-12-09T20:33:47.540192] [INFO ] [sig       ] UAE: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-09T20:33:47.678428] [INFO ] [LOCAL     ] Saved forecast: UAE	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/UAE.txt
[2025-12-09T20:33:47.678535] [INFO ] [sig       ] [3293/3614] Completed UAE in 0.3s | 2.93 sym/s | Total: 18.7m | ETA: 1.8m
[2025-12-09T20:33:47.678587] [INFO ] [sig       ] [3294/3614] Forecasting UAL...
[2025-12-09T20:33:47.678620] [INFO ] [sig       ] Generating forecast for: UAL
[2025-12-09T20:33:47.678650] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UAL' from 'https://tdm.silogroup.org/data/derivative_storage/UAL.csv'.
[2025-12-09T20:33:47.690613] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UAL'.
[2025-12-09T20:33:47.690858] [INFO ] [FORECASTER] Starting predict_future for UAL
[2025-12-09T20:33:47.691595] [DEBUG] [LOCAL     ] No optimal features file found for UAL: ./output/feature-sets/UAL.txt
[2025-12-09T20:33:47.691645] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:47.691676] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:47.691702] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:47.691757] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:47.747285] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:47.747885] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:47.747957] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:47.747988] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:47.866479] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:47.866566] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:33:47.866617] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:47.866644] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:47.869723] [DEBUG] [FORECASTER] UAL: Forecast T+1@11:T+2@11: DOWN (p=0.47%)
[2025-12-09T20:33:47.869986] [INFO ] [FORECASTER] Completed predict_future for UAL
[2025-12-09T20:33:47.870125] [INFO ] [sig       ] UAL: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:33:48.007068] [INFO ] [LOCAL     ] Saved forecast: UAL	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/UAL.txt
[2025-12-09T20:33:48.007172] [INFO ] [sig       ] [3294/3614] Completed UAL in 0.3s | 2.93 sym/s | Total: 18.7m | ETA: 1.8m
[2025-12-09T20:33:48.007207] [INFO ] [sig       ] [3295/3614] Forecasting UBFO...
[2025-12-09T20:33:48.007236] [INFO ] [sig       ] Generating forecast for: UBFO
[2025-12-09T20:33:48.007264] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UBFO' from 'https://tdm.silogroup.org/data/derivative_storage/UBFO.csv'.
[2025-12-09T20:33:48.017894] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'UBFO'.
[2025-12-09T20:33:48.018195] [INFO ] [FORECASTER] Starting predict_future for UBFO
[2025-12-09T20:33:48.018949] [DEBUG] [LOCAL     ] No optimal features file found for UBFO: ./output/feature-sets/UBFO.txt
[2025-12-09T20:33:48.018999] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:48.019030] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:48.019056] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:48.019111] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:48.074505] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:48.075093] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:48.075166] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:48.075196] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:48.187991] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:48.188081] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:33:48.188117] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:48.188144] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:48.191153] [DEBUG] [FORECASTER] UBFO: Forecast T+1@11:T+2@11: DOWN (p=34.42%)
[2025-12-09T20:33:48.191406] [INFO ] [FORECASTER] Completed predict_future for UBFO
[2025-12-09T20:33:48.191522] [INFO ] [sig       ] UBFO: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-09T20:33:48.333317] [INFO ] [LOCAL     ] Saved forecast: UBFO	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/UBFO.txt
[2025-12-09T20:33:48.333421] [INFO ] [sig       ] [3295/3614] Completed UBFO in 0.3s | 2.93 sym/s | Total: 18.7m | ETA: 1.8m
[2025-12-09T20:33:48.333458] [INFO ] [sig       ] [3296/3614] Forecasting UBND...
[2025-12-09T20:33:48.333487] [INFO ] [sig       ] Generating forecast for: UBND
[2025-12-09T20:33:48.333514] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UBND' from 'https://tdm.silogroup.org/data/derivative_storage/UBND.csv'.
[2025-12-09T20:33:48.344345] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UBND'.
[2025-12-09T20:33:48.344608] [INFO ] [FORECASTER] Starting predict_future for UBND
[2025-12-09T20:33:48.345332] [DEBUG] [LOCAL     ] No optimal features file found for UBND: ./output/feature-sets/UBND.txt
[2025-12-09T20:33:48.345382] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:48.345413] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:48.345439] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:48.345493] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:48.400424] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:48.401012] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:48.401087] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:48.401118] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:48.524285] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:48.524369] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:33:48.524404] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:48.524432] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:48.527450] [DEBUG] [FORECASTER] UBND: Forecast T+1@11:T+2@11: UP (p=91.11%)
[2025-12-09T20:33:48.527749] [INFO ] [FORECASTER] Completed predict_future for UBND
[2025-12-09T20:33:48.527864] [INFO ] [sig       ] UBND: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:33:48.667193] [INFO ] [LOCAL     ] Saved forecast: UBND	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/UBND.txt
[2025-12-09T20:33:48.667315] [INFO ] [sig       ] [3296/3614] Completed UBND in 0.3s | 2.93 sym/s | Total: 18.7m | ETA: 1.8m
[2025-12-09T20:33:48.667353] [INFO ] [sig       ] [3297/3614] Forecasting UBRL...
[2025-12-09T20:33:48.667389] [INFO ] [sig       ] Generating forecast for: UBRL
[2025-12-09T20:33:48.667417] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UBRL' from 'https://tdm.silogroup.org/data/derivative_storage/UBRL.csv'.
[2025-12-09T20:33:48.678390] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'UBRL'.
[2025-12-09T20:33:48.678651] [INFO ] [FORECASTER] Starting predict_future for UBRL
[2025-12-09T20:33:48.679368] [DEBUG] [LOCAL     ] No optimal features file found for UBRL: ./output/feature-sets/UBRL.txt
[2025-12-09T20:33:48.679418] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:48.679449] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:48.679475] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:48.679530] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:48.735884] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:48.736465] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:48.736538] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:48.736568] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:48.857620] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:48.857707] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:33:48.857740] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:48.857767] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:48.860821] [DEBUG] [FORECASTER] UBRL: Forecast T+1@11:T+2@11: UP (p=90.36%)
[2025-12-09T20:33:48.861075] [INFO ] [FORECASTER] Completed predict_future for UBRL
[2025-12-09T20:33:48.861190] [INFO ] [sig       ] UBRL: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-09T20:33:49.003409] [INFO ] [LOCAL     ] Saved forecast: UBRL	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/UBRL.txt
[2025-12-09T20:33:49.003514] [INFO ] [sig       ] [3297/3614] Completed UBRL in 0.3s | 2.93 sym/s | Total: 18.7m | ETA: 1.8m
[2025-12-09T20:33:49.003551] [INFO ] [sig       ] [3298/3614] Forecasting UBS...
[2025-12-09T20:33:49.003598] [INFO ] [sig       ] Generating forecast for: UBS
[2025-12-09T20:33:49.003628] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UBS' from 'https://tdm.silogroup.org/data/derivative_storage/UBS.csv'.
[2025-12-09T20:33:49.014625] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'UBS'.
[2025-12-09T20:33:49.014869] [INFO ] [FORECASTER] Starting predict_future for UBS
[2025-12-09T20:33:49.015617] [DEBUG] [LOCAL     ] No optimal features file found for UBS: ./output/feature-sets/UBS.txt
[2025-12-09T20:33:49.015668] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:49.015698] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:49.015725] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:49.015779] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:49.072186] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:49.072774] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:49.072846] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:49.072877] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:49.195360] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:49.195445] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:33:49.195479] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:49.195506] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:49.198522] [DEBUG] [FORECASTER] UBS: Forecast T+1@11:T+2@11: DOWN (p=4.58%)
[2025-12-09T20:33:49.198789] [INFO ] [FORECASTER] Completed predict_future for UBS
[2025-12-09T20:33:49.198906] [INFO ] [sig       ] UBS: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-09T20:33:49.335276] [INFO ] [LOCAL     ] Saved forecast: UBS	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/UBS.txt
[2025-12-09T20:33:49.335387] [INFO ] [sig       ] [3298/3614] Completed UBS in 0.3s | 2.93 sym/s | Total: 18.8m | ETA: 1.8m
[2025-12-09T20:33:49.335424] [INFO ] [sig       ] [3299/3614] Forecasting UBSI...
[2025-12-09T20:33:49.335452] [INFO ] [sig       ] Generating forecast for: UBSI
[2025-12-09T20:33:49.335482] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UBSI' from 'https://tdm.silogroup.org/data/derivative_storage/UBSI.csv'.
[2025-12-09T20:33:49.346096] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'UBSI'.
[2025-12-09T20:33:49.346342] [INFO ] [FORECASTER] Starting predict_future for UBSI
[2025-12-09T20:33:49.347078] [DEBUG] [LOCAL     ] No optimal features file found for UBSI: ./output/feature-sets/UBSI.txt
[2025-12-09T20:33:49.347128] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:49.347158] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:49.347185] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:49.347239] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:49.402594] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:49.403152] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:49.403224] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:49.403255] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:49.517129] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:49.517219] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:33:49.517253] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:49.517281] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:49.520356] [DEBUG] [FORECASTER] UBSI: Forecast T+1@11:T+2@11: UP (p=55.42%)
[2025-12-09T20:33:49.520627] [INFO ] [FORECASTER] Completed predict_future for UBSI
[2025-12-09T20:33:49.520744] [INFO ] [sig       ] UBSI: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-09T20:33:49.661450] [INFO ] [LOCAL     ] Saved forecast: UBSI	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/UBSI.txt
[2025-12-09T20:33:49.661586] [INFO ] [sig       ] [3299/3614] Completed UBSI in 0.3s | 2.93 sym/s | Total: 18.8m | ETA: 1.8m
[2025-12-09T20:33:49.661625] [INFO ] [sig       ] [3300/3614] Forecasting UDMY...
[2025-12-09T20:33:49.661679] [INFO ] [sig       ] Generating forecast for: UDMY
[2025-12-09T20:33:49.661711] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UDMY' from 'https://tdm.silogroup.org/data/derivative_storage/UDMY.csv'.
[2025-12-09T20:33:49.673474] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'UDMY'.
[2025-12-09T20:33:49.673810] [INFO ] [FORECASTER] Starting predict_future for UDMY
[2025-12-09T20:33:49.674595] [DEBUG] [LOCAL     ] No optimal features file found for UDMY: ./output/feature-sets/UDMY.txt
[2025-12-09T20:33:49.674646] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:49.674706] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:49.674733] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:49.674789] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:49.729464] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:49.730090] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:49.730168] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:49.730199] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:49.842728] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:49.842875] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:33:49.842915] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:49.842961] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:49.846280] [DEBUG] [FORECASTER] UDMY: Forecast T+1@11:T+2@11: DOWN (p=14.57%)
[2025-12-09T20:33:49.846551] [INFO ] [FORECASTER] Completed predict_future for UDMY
[2025-12-09T20:33:49.846692] [INFO ] [sig       ] UDMY: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-09T20:33:49.983602] [INFO ] [LOCAL     ] Saved forecast: UDMY	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/UDMY.txt
[2025-12-09T20:33:49.983728] [INFO ] [sig       ] [3300/3614] Completed UDMY in 0.3s | 2.93 sym/s | Total: 18.8m | ETA: 1.8m
[2025-12-09T20:33:49.983767] [INFO ] [sig       ] [3301/3614] Forecasting UE...
[2025-12-09T20:33:49.983794] [INFO ] [sig       ] Generating forecast for: UE
[2025-12-09T20:33:49.983823] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UE' from 'https://tdm.silogroup.org/data/derivative_storage/UE.csv'.
[2025-12-09T20:33:49.994936] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'UE'.
[2025-12-09T20:33:49.995207] [INFO ] [FORECASTER] Starting predict_future for UE
[2025-12-09T20:33:49.995985] [DEBUG] [LOCAL     ] No optimal features file found for UE: ./output/feature-sets/UE.txt
[2025-12-09T20:33:49.996036] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:49.996066] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:49.996092] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:49.996146] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:50.051273] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:50.052111] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:50.052190] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:50.052221] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:50.166983] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:50.167133] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:33:50.167174] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:50.167202] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:50.170505] [DEBUG] [FORECASTER] UE: Forecast T+1@11:T+2@11: UP (p=94.49%)
[2025-12-09T20:33:50.170796] [INFO ] [FORECASTER] Completed predict_future for UE
[2025-12-09T20:33:50.170920] [INFO ] [sig       ] UE: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-09T20:33:50.307344] [INFO ] [LOCAL     ] Saved forecast: UE	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/UE.txt
[2025-12-09T20:33:50.307482] [INFO ] [sig       ] [3301/3614] Completed UE in 0.3s | 2.93 sym/s | Total: 18.8m | ETA: 1.8m
[2025-12-09T20:33:50.307541] [INFO ] [sig       ] [3302/3614] Forecasting UEIC...
[2025-12-09T20:33:50.307587] [INFO ] [sig       ] Generating forecast for: UEIC
[2025-12-09T20:33:50.307618] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UEIC' from 'https://tdm.silogroup.org/data/derivative_storage/UEIC.csv'.
[2025-12-09T20:33:50.318613] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'UEIC'.
[2025-12-09T20:33:50.318904] [INFO ] [FORECASTER] Starting predict_future for UEIC
[2025-12-09T20:33:50.319666] [DEBUG] [LOCAL     ] No optimal features file found for UEIC: ./output/feature-sets/UEIC.txt
[2025-12-09T20:33:50.319716] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:50.319748] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:50.319774] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:50.319829] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:50.374437] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:50.375056] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:50.375131] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:50.375162] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:50.491825] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:50.491962] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:33:50.492000] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:50.492028] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:50.495348] [DEBUG] [FORECASTER] UEIC: Forecast T+1@11:T+2@11: DOWN (p=48.18%)
[2025-12-09T20:33:50.495627] [INFO ] [FORECASTER] Completed predict_future for UEIC
[2025-12-09T20:33:50.495745] [INFO ] [sig       ] UEIC: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-09T20:33:50.633712] [INFO ] [LOCAL     ] Saved forecast: UEIC	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/UEIC.txt
[2025-12-09T20:33:50.633862] [INFO ] [sig       ] [3302/3614] Completed UEIC in 0.3s | 2.93 sym/s | Total: 18.8m | ETA: 1.8m
[2025-12-09T20:33:50.633901] [INFO ] [sig       ] [3303/3614] Forecasting UFCS...
[2025-12-09T20:33:50.633930] [INFO ] [sig       ] Generating forecast for: UFCS
[2025-12-09T20:33:50.633961] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UFCS' from 'https://tdm.silogroup.org/data/derivative_storage/UFCS.csv'.
[2025-12-09T20:33:50.644493] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'UFCS'.
[2025-12-09T20:33:50.644783] [INFO ] [FORECASTER] Starting predict_future for UFCS
[2025-12-09T20:33:50.645515] [DEBUG] [LOCAL     ] No optimal features file found for UFCS: ./output/feature-sets/UFCS.txt
[2025-12-09T20:33:50.645565] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:50.645621] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:50.645647] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:50.645701] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:50.700698] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:50.701378] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:50.701455] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:50.701486] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:50.823145] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:50.823275] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:33:50.823316] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:50.823371] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:50.826684] [DEBUG] [FORECASTER] UFCS: Forecast T+1@11:T+2@11: UP (p=73.43%)
[2025-12-09T20:33:50.826947] [INFO ] [FORECASTER] Completed predict_future for UFCS
[2025-12-09T20:33:50.827063] [INFO ] [sig       ] UFCS: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-09T20:33:50.964516] [INFO ] [LOCAL     ] Saved forecast: UFCS	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/UFCS.txt
[2025-12-09T20:33:50.964674] [INFO ] [sig       ] [3303/3614] Completed UFCS in 0.3s | 2.93 sym/s | Total: 18.8m | ETA: 1.8m
[2025-12-09T20:33:50.964714] [INFO ] [sig       ] [3304/3614] Forecasting UFI...
[2025-12-09T20:33:50.964742] [INFO ] [sig       ] Generating forecast for: UFI
[2025-12-09T20:33:50.964777] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UFI' from 'https://tdm.silogroup.org/data/derivative_storage/UFI.csv'.
[2025-12-09T20:33:50.974720] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'UFI'.
[2025-12-09T20:33:50.975032] [INFO ] [FORECASTER] Starting predict_future for UFI
[2025-12-09T20:33:50.975791] [DEBUG] [LOCAL     ] No optimal features file found for UFI: ./output/feature-sets/UFI.txt
[2025-12-09T20:33:50.975840] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:50.975871] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:50.975898] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:50.975965] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:51.031379] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:51.032109] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:51.032183] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:51.032215] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:51.151030] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:51.151169] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:33:51.151208] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:51.151236] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:51.154521] [DEBUG] [FORECASTER] UFI: Forecast T+1@11:T+2@11: UP (p=57.29%)
[2025-12-09T20:33:51.154799] [INFO ] [FORECASTER] Completed predict_future for UFI
[2025-12-09T20:33:51.154915] [INFO ] [sig       ] UFI: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-09T20:33:51.292429] [INFO ] [LOCAL     ] Saved forecast: UFI	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/UFI.txt
[2025-12-09T20:33:51.292600] [INFO ] [sig       ] [3304/3614] Completed UFI in 0.3s | 2.93 sym/s | Total: 18.8m | ETA: 1.8m
[2025-12-09T20:33:51.292643] [INFO ] [sig       ] [3305/3614] Forecasting UFO...
[2025-12-09T20:33:51.292675] [INFO ] [sig       ] Generating forecast for: UFO
[2025-12-09T20:33:51.292704] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UFO' from 'https://tdm.silogroup.org/data/derivative_storage/UFO.csv'.
[2025-12-09T20:33:51.302774] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'UFO'.
[2025-12-09T20:33:51.303052] [INFO ] [FORECASTER] Starting predict_future for UFO
[2025-12-09T20:33:51.303807] [DEBUG] [LOCAL     ] No optimal features file found for UFO: ./output/feature-sets/UFO.txt
[2025-12-09T20:33:51.303858] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:51.303888] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:51.303914] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:51.303970] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:51.359096] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:51.359699] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:51.359773] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:51.359804] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:51.475276] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:51.475411] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:33:51.475450] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:51.475479] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:51.478799] [DEBUG] [FORECASTER] UFO: Forecast T+1@11:T+2@11: UP (p=98.49%)
[2025-12-09T20:33:51.479061] [INFO ] [FORECASTER] Completed predict_future for UFO
[2025-12-09T20:33:51.479183] [INFO ] [sig       ] UFO: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-09T20:33:51.615712] [INFO ] [LOCAL     ] Saved forecast: UFO	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/UFO.txt
[2025-12-09T20:33:51.615839] [INFO ] [sig       ] [3305/3614] Completed UFO in 0.3s | 2.93 sym/s | Total: 18.8m | ETA: 1.8m
[2025-12-09T20:33:51.615877] [INFO ] [sig       ] [3306/3614] Forecasting UFPI...
[2025-12-09T20:33:51.615905] [INFO ] [sig       ] Generating forecast for: UFPI
[2025-12-09T20:33:51.615934] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UFPI' from 'https://tdm.silogroup.org/data/derivative_storage/UFPI.csv'.
[2025-12-09T20:33:51.626813] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'UFPI'.
[2025-12-09T20:33:51.627068] [INFO ] [FORECASTER] Starting predict_future for UFPI
[2025-12-09T20:33:51.627842] [DEBUG] [LOCAL     ] No optimal features file found for UFPI: ./output/feature-sets/UFPI.txt
[2025-12-09T20:33:51.627903] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:51.627935] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:51.627961] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:51.628015] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:51.683465] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:51.684064] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:51.684151] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:51.684188] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:51.800819] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:51.800978] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:33:51.801016] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:51.801044] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:51.804953] [DEBUG] [FORECASTER] UFPI: Forecast T+1@11:T+2@11: UP (p=93.58%)
[2025-12-09T20:33:51.805244] [INFO ] [FORECASTER] Completed predict_future for UFPI
[2025-12-09T20:33:51.805373] [INFO ] [sig       ] UFPI: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-09T20:33:51.944135] [INFO ] [LOCAL     ] Saved forecast: UFPI	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/UFPI.txt
[2025-12-09T20:33:51.944261] [INFO ] [sig       ] [3306/3614] Completed UFPI in 0.3s | 2.93 sym/s | Total: 18.8m | ETA: 1.8m
[2025-12-09T20:33:51.944299] [INFO ] [sig       ] [3307/3614] Forecasting UGI...
[2025-12-09T20:33:51.944327] [INFO ] [sig       ] Generating forecast for: UGI
[2025-12-09T20:33:51.944356] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UGI' from 'https://tdm.silogroup.org/data/derivative_storage/UGI.csv'.
[2025-12-09T20:33:51.955242] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'UGI'.
[2025-12-09T20:33:51.955498] [INFO ] [FORECASTER] Starting predict_future for UGI
[2025-12-09T20:33:51.956259] [DEBUG] [LOCAL     ] No optimal features file found for UGI: ./output/feature-sets/UGI.txt
[2025-12-09T20:33:51.956310] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:51.956342] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:51.956368] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:51.956422] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:52.012288] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:52.012947] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:52.013022] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:52.013053] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:52.128971] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:52.129096] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:33:52.129134] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:52.129162] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:52.132336] [DEBUG] [FORECASTER] UGI: Forecast T+1@11:T+2@11: DOWN (p=1.49%)
[2025-12-09T20:33:52.132614] [INFO ] [FORECASTER] Completed predict_future for UGI
[2025-12-09T20:33:52.132733] [INFO ] [sig       ] UGI: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-09T20:33:52.269540] [INFO ] [LOCAL     ] Saved forecast: UGI	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/UGI.txt
[2025-12-09T20:33:52.269675] [INFO ] [sig       ] [3307/3614] Completed UGI in 0.3s | 2.93 sym/s | Total: 18.8m | ETA: 1.7m
[2025-12-09T20:33:52.269713] [INFO ] [sig       ] [3308/3614] Forecasting UGP...
[2025-12-09T20:33:52.269741] [INFO ] [sig       ] Generating forecast for: UGP
[2025-12-09T20:33:52.269770] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UGP' from 'https://tdm.silogroup.org/data/derivative_storage/UGP.csv'.
[2025-12-09T20:33:52.280536] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'UGP'.
[2025-12-09T20:33:52.280813] [INFO ] [FORECASTER] Starting predict_future for UGP
[2025-12-09T20:33:52.281541] [DEBUG] [LOCAL     ] No optimal features file found for UGP: ./output/feature-sets/UGP.txt
[2025-12-09T20:33:52.281609] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:52.281643] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:52.281669] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:52.281724] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:52.337175] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:52.337810] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:52.337884] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:52.337923] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:52.459024] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:52.459193] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:33:52.459236] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:52.459266] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:52.462841] [DEBUG] [FORECASTER] UGP: Forecast T+1@11:T+2@11: UP (p=55.22%)
[2025-12-09T20:33:52.463195] [INFO ] [FORECASTER] Completed predict_future for UGP
[2025-12-09T20:33:52.463344] [INFO ] [sig       ] UGP: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-09T20:33:52.605615] [INFO ] [LOCAL     ] Saved forecast: UGP	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/UGP.txt
[2025-12-09T20:33:52.605759] [INFO ] [sig       ] [3308/3614] Completed UGP in 0.3s | 2.93 sym/s | Total: 18.8m | ETA: 1.7m
[2025-12-09T20:33:52.605798] [INFO ] [sig       ] [3309/3614] Forecasting UHAL...
[2025-12-09T20:33:52.605826] [INFO ] [sig       ] Generating forecast for: UHAL
[2025-12-09T20:33:52.605855] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UHAL' from 'https://tdm.silogroup.org/data/derivative_storage/UHAL.csv'.
[2025-12-09T20:33:52.617157] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'UHAL'.
[2025-12-09T20:33:52.617456] [INFO ] [FORECASTER] Starting predict_future for UHAL
[2025-12-09T20:33:52.618254] [DEBUG] [LOCAL     ] No optimal features file found for UHAL: ./output/feature-sets/UHAL.txt
[2025-12-09T20:33:52.618304] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:52.618334] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:52.618359] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:52.618413] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:52.674929] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:52.675688] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:52.675768] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:52.675801] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:52.801976] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:52.802131] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:33:52.802173] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:52.802203] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:52.805555] [DEBUG] [FORECASTER] UHAL: Forecast T+1@11:T+2@11: UP (p=61.70%)
[2025-12-09T20:33:52.805868] [INFO ] [FORECASTER] Completed predict_future for UHAL
[2025-12-09T20:33:52.805995] [INFO ] [sig       ] UHAL: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-09T20:33:52.944426] [INFO ] [LOCAL     ] Saved forecast: UHAL	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/UHAL.txt
[2025-12-09T20:33:52.944561] [INFO ] [sig       ] [3309/3614] Completed UHAL in 0.3s | 2.93 sym/s | Total: 18.8m | ETA: 1.7m
[2025-12-09T20:33:52.944621] [INFO ] [sig       ] [3310/3614] Forecasting UHG...
[2025-12-09T20:33:52.944650] [INFO ] [sig       ] Generating forecast for: UHG
[2025-12-09T20:33:52.944679] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UHG' from 'https://tdm.silogroup.org/data/derivative_storage/UHG.csv'.
[2025-12-09T20:33:52.955745] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'UHG'.
[2025-12-09T20:33:52.956026] [INFO ] [FORECASTER] Starting predict_future for UHG
[2025-12-09T20:33:52.956793] [DEBUG] [LOCAL     ] No optimal features file found for UHG: ./output/feature-sets/UHG.txt
[2025-12-09T20:33:52.956843] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:52.956873] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:52.956900] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:52.956955] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:53.012978] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:53.013842] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:53.013952] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:53.013985] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:53.133317] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:53.133468] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:33:53.133510] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:53.133539] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:53.136900] [DEBUG] [FORECASTER] UHG: Forecast T+1@11:T+2@11: DOWN (p=26.75%)
[2025-12-09T20:33:53.137171] [INFO ] [FORECASTER] Completed predict_future for UHG
[2025-12-09T20:33:53.137292] [INFO ] [sig       ] UHG: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-09T20:33:53.273953] [INFO ] [LOCAL     ] Saved forecast: UHG	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/UHG.txt
[2025-12-09T20:33:53.274089] [INFO ] [sig       ] [3310/3614] Completed UHG in 0.3s | 2.93 sym/s | Total: 18.8m | ETA: 1.7m
[2025-12-09T20:33:53.274126] [INFO ] [sig       ] [3311/3614] Forecasting UHS...
[2025-12-09T20:33:53.274155] [INFO ] [sig       ] Generating forecast for: UHS
[2025-12-09T20:33:53.274186] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UHS' from 'https://tdm.silogroup.org/data/derivative_storage/UHS.csv'.
[2025-12-09T20:33:53.285466] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'UHS'.
[2025-12-09T20:33:53.285796] [INFO ] [FORECASTER] Starting predict_future for UHS
[2025-12-09T20:33:53.286540] [DEBUG] [LOCAL     ] No optimal features file found for UHS: ./output/feature-sets/UHS.txt
[2025-12-09T20:33:53.286613] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:53.286646] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:53.286672] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:53.286727] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:53.342231] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:53.342895] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:53.342969] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:53.343001] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:53.468218] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:53.468399] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:33:53.468453] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:53.468494] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:53.473384] [DEBUG] [FORECASTER] UHS: Forecast T+1@11:T+2@11: DOWN (p=38.83%)
[2025-12-09T20:33:53.473811] [INFO ] [FORECASTER] Completed predict_future for UHS
[2025-12-09T20:33:53.473982] [INFO ] [sig       ] UHS: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-09T20:33:53.625034] [INFO ] [LOCAL     ] Saved forecast: UHS	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/UHS.txt
[2025-12-09T20:33:53.625176] [INFO ] [sig       ] [3311/3614] Completed UHS in 0.4s | 2.93 sym/s | Total: 18.8m | ETA: 1.7m
[2025-12-09T20:33:53.625216] [INFO ] [sig       ] [3312/3614] Forecasting UI...
[2025-12-09T20:33:53.625247] [INFO ] [sig       ] Generating forecast for: UI
[2025-12-09T20:33:53.625278] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UI' from 'https://tdm.silogroup.org/data/derivative_storage/UI.csv'.
[2025-12-09T20:33:53.636319] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'UI'.
[2025-12-09T20:33:53.636597] [INFO ] [FORECASTER] Starting predict_future for UI
[2025-12-09T20:33:53.637332] [DEBUG] [LOCAL     ] No optimal features file found for UI: ./output/feature-sets/UI.txt
[2025-12-09T20:33:53.637382] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:53.637413] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:53.637439] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:53.637493] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:53.693666] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:53.694263] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:53.694337] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:53.694368] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:53.812025] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:53.812172] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:33:53.812211] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:53.812239] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:53.815533] [DEBUG] [FORECASTER] UI: Forecast T+1@11:T+2@11: UP (p=95.51%)
[2025-12-09T20:33:53.815825] [INFO ] [FORECASTER] Completed predict_future for UI
[2025-12-09T20:33:53.815942] [INFO ] [sig       ] UI: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-09T20:33:53.955646] [INFO ] [LOCAL     ] Saved forecast: UI	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/UI.txt
[2025-12-09T20:33:53.955796] [INFO ] [sig       ] [3312/3614] Completed UI in 0.3s | 2.93 sym/s | Total: 18.8m | ETA: 1.7m
[2025-12-09T20:33:53.955835] [INFO ] [sig       ] [3313/3614] Forecasting UIS...
[2025-12-09T20:33:53.955864] [INFO ] [sig       ] Generating forecast for: UIS
[2025-12-09T20:33:53.955894] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UIS' from 'https://tdm.silogroup.org/data/derivative_storage/UIS.csv'.
[2025-12-09T20:33:53.967138] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'UIS'.
[2025-12-09T20:33:53.967522] [INFO ] [FORECASTER] Starting predict_future for UIS
[2025-12-09T20:33:53.968319] [DEBUG] [LOCAL     ] No optimal features file found for UIS: ./output/feature-sets/UIS.txt
[2025-12-09T20:33:53.968370] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:53.968401] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:53.968426] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:53.968481] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:54.024821] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:54.025689] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:54.025766] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:54.025798] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:54.147757] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:54.147909] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:33:54.147967] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:54.147997] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:54.151293] [DEBUG] [FORECASTER] UIS: Forecast T+1@11:T+2@11: UP (p=60.54%)
[2025-12-09T20:33:54.151553] [INFO ] [FORECASTER] Completed predict_future for UIS
[2025-12-09T20:33:54.151692] [INFO ] [sig       ] UIS: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-09T20:33:54.290373] [INFO ] [LOCAL     ] Saved forecast: UIS	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/UIS.txt
[2025-12-09T20:33:54.290521] [INFO ] [sig       ] [3313/3614] Completed UIS in 0.3s | 2.93 sym/s | Total: 18.8m | ETA: 1.7m
[2025-12-09T20:33:54.290560] [INFO ] [sig       ] [3314/3614] Forecasting UITB...
[2025-12-09T20:33:54.290607] [INFO ] [sig       ] Generating forecast for: UITB
[2025-12-09T20:33:54.290637] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UITB' from 'https://tdm.silogroup.org/data/derivative_storage/UITB.csv'.
[2025-12-09T20:33:54.301654] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'UITB'.
[2025-12-09T20:33:54.301981] [INFO ] [FORECASTER] Starting predict_future for UITB
[2025-12-09T20:33:54.302755] [DEBUG] [LOCAL     ] No optimal features file found for UITB: ./output/feature-sets/UITB.txt
[2025-12-09T20:33:54.302805] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:54.302837] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:54.302862] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:54.302916] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:54.358535] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:54.359297] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:54.359373] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:54.359404] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:54.473047] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:54.473193] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:33:54.473233] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:54.473261] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:54.476530] [DEBUG] [FORECASTER] UITB: Forecast T+1@11:T+2@11: UP (p=94.75%)
[2025-12-09T20:33:54.476825] [INFO ] [FORECASTER] Completed predict_future for UITB
[2025-12-09T20:33:54.476948] [INFO ] [sig       ] UITB: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-09T20:33:54.614515] [INFO ] [LOCAL     ] Saved forecast: UITB	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/UITB.txt
[2025-12-09T20:33:54.614676] [INFO ] [sig       ] [3314/3614] Completed UITB in 0.3s | 2.93 sym/s | Total: 18.8m | ETA: 1.7m
[2025-12-09T20:33:54.614718] [INFO ] [sig       ] [3315/3614] Forecasting UL...
[2025-12-09T20:33:54.614747] [INFO ] [sig       ] Generating forecast for: UL
[2025-12-09T20:33:54.614777] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UL' from 'https://tdm.silogroup.org/data/derivative_storage/UL.csv'.
[2025-12-09T20:33:54.626196] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UL'.
[2025-12-09T20:33:54.626530] [INFO ] [FORECASTER] Starting predict_future for UL
[2025-12-09T20:33:54.627296] [DEBUG] [LOCAL     ] No optimal features file found for UL: ./output/feature-sets/UL.txt
[2025-12-09T20:33:54.627348] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:54.627379] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:54.627405] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:54.627461] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:54.683137] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:54.684021] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:54.684106] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:54.684142] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:54.807787] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:54.807939] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:33:54.807979] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:54.808007] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:54.811309] [DEBUG] [FORECASTER] UL: Forecast T+1@11:T+2@11: DOWN (p=13.55%)
[2025-12-09T20:33:54.811587] [INFO ] [FORECASTER] Completed predict_future for UL
[2025-12-09T20:33:54.811705] [INFO ] [sig       ] UL: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:33:54.952594] [INFO ] [LOCAL     ] Saved forecast: UL	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/UL.txt
[2025-12-09T20:33:54.952727] [INFO ] [sig       ] [3315/3614] Completed UL in 0.3s | 2.93 sym/s | Total: 18.8m | ETA: 1.7m
[2025-12-09T20:33:54.952766] [INFO ] [sig       ] [3316/3614] Forecasting ULBI...
[2025-12-09T20:33:54.952795] [INFO ] [sig       ] Generating forecast for: ULBI
[2025-12-09T20:33:54.952824] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ULBI' from 'https://tdm.silogroup.org/data/derivative_storage/ULBI.csv'.
[2025-12-09T20:33:54.963998] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'ULBI'.
[2025-12-09T20:33:54.964282] [INFO ] [FORECASTER] Starting predict_future for ULBI
[2025-12-09T20:33:54.965033] [DEBUG] [LOCAL     ] No optimal features file found for ULBI: ./output/feature-sets/ULBI.txt
[2025-12-09T20:33:54.965083] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:54.965114] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:54.965140] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:54.965194] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:55.023054] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:55.023716] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:55.023791] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:55.023823] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:55.139718] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:55.139866] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:33:55.139903] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:55.139931] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:55.143224] [DEBUG] [FORECASTER] ULBI: Forecast T+1@11:T+2@11: DOWN (p=47.34%)
[2025-12-09T20:33:55.143502] [INFO ] [FORECASTER] Completed predict_future for ULBI
[2025-12-09T20:33:55.143652] [INFO ] [sig       ] ULBI: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-09T20:33:55.283552] [INFO ] [LOCAL     ] Saved forecast: ULBI	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/ULBI.txt
[2025-12-09T20:33:55.283729] [INFO ] [sig       ] [3316/3614] Completed ULBI in 0.3s | 2.93 sym/s | Total: 18.9m | ETA: 1.7m
[2025-12-09T20:33:55.283768] [INFO ] [sig       ] [3317/3614] Forecasting ULCC...
[2025-12-09T20:33:55.283797] [INFO ] [sig       ] Generating forecast for: ULCC
[2025-12-09T20:33:55.283826] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ULCC' from 'https://tdm.silogroup.org/data/derivative_storage/ULCC.csv'.
[2025-12-09T20:33:55.295214] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ULCC'.
[2025-12-09T20:33:55.295604] [INFO ] [FORECASTER] Starting predict_future for ULCC
[2025-12-09T20:33:55.296363] [DEBUG] [LOCAL     ] No optimal features file found for ULCC: ./output/feature-sets/ULCC.txt
[2025-12-09T20:33:55.296413] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:55.296485] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:55.296515] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:55.296590] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:55.353278] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:55.354118] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:55.354194] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:55.354225] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:55.469515] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:55.469671] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:33:55.469710] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:55.469738] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:55.473012] [DEBUG] [FORECASTER] ULCC: Forecast T+1@11:T+2@11: UP (p=93.41%)
[2025-12-09T20:33:55.473305] [INFO ] [FORECASTER] Completed predict_future for ULCC
[2025-12-09T20:33:55.473423] [INFO ] [sig       ] ULCC: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:33:55.611972] [INFO ] [LOCAL     ] Saved forecast: ULCC	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/ULCC.txt
[2025-12-09T20:33:55.612097] [INFO ] [sig       ] [3317/3614] Completed ULCC in 0.3s | 2.93 sym/s | Total: 18.9m | ETA: 1.7m
[2025-12-09T20:33:55.612135] [INFO ] [sig       ] [3318/3614] Forecasting ULH...
[2025-12-09T20:33:55.612172] [INFO ] [sig       ] Generating forecast for: ULH
[2025-12-09T20:33:55.612207] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ULH' from 'https://tdm.silogroup.org/data/derivative_storage/ULH.csv'.
[2025-12-09T20:33:55.623618] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'ULH'.
[2025-12-09T20:33:55.623907] [INFO ] [FORECASTER] Starting predict_future for ULH
[2025-12-09T20:33:55.624661] [DEBUG] [LOCAL     ] No optimal features file found for ULH: ./output/feature-sets/ULH.txt
[2025-12-09T20:33:55.624711] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:55.624742] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:55.624768] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:55.624823] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:55.680967] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:55.681861] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:55.681942] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:55.681975] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:55.801539] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:55.801701] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:33:55.801741] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:55.801768] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:55.805084] [DEBUG] [FORECASTER] ULH: Forecast T+1@11:T+2@11: UP (p=78.90%)
[2025-12-09T20:33:55.805351] [INFO ] [FORECASTER] Completed predict_future for ULH
[2025-12-09T20:33:55.805467] [INFO ] [sig       ] ULH: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-09T20:33:55.944395] [INFO ] [LOCAL     ] Saved forecast: ULH	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/ULH.txt
[2025-12-09T20:33:55.944524] [INFO ] [sig       ] [3318/3614] Completed ULH in 0.3s | 2.93 sym/s | Total: 18.9m | ETA: 1.7m
[2025-12-09T20:33:55.944561] [INFO ] [sig       ] [3319/3614] Forecasting ULTA...
[2025-12-09T20:33:55.944608] [INFO ] [sig       ] Generating forecast for: ULTA
[2025-12-09T20:33:55.944637] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ULTA' from 'https://tdm.silogroup.org/data/derivative_storage/ULTA.csv'.
[2025-12-09T20:33:55.959673] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ULTA'.
[2025-12-09T20:33:55.960171] [INFO ] [FORECASTER] Starting predict_future for ULTA
[2025-12-09T20:33:55.961212] [DEBUG] [LOCAL     ] No optimal features file found for ULTA: ./output/feature-sets/ULTA.txt
[2025-12-09T20:33:55.961278] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:55.961326] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:55.961367] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:55.961451] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:56.024953] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:56.025858] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:56.025945] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:56.025978] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:56.142431] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:56.142603] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:33:56.142646] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:56.142674] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:56.146073] [DEBUG] [FORECASTER] ULTA: Forecast T+1@11:T+2@11: UP (p=63.71%)
[2025-12-09T20:33:56.146370] [INFO ] [FORECASTER] Completed predict_future for ULTA
[2025-12-09T20:33:56.146496] [INFO ] [sig       ] ULTA: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:33:56.285174] [INFO ] [LOCAL     ] Saved forecast: ULTA	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/ULTA.txt
[2025-12-09T20:33:56.285289] [INFO ] [sig       ] [3319/3614] Completed ULTA in 0.3s | 2.93 sym/s | Total: 18.9m | ETA: 1.7m
[2025-12-09T20:33:56.285327] [INFO ] [sig       ] [3320/3614] Forecasting ULY...
[2025-12-09T20:33:56.285355] [INFO ] [sig       ] Generating forecast for: ULY
[2025-12-09T20:33:56.285386] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ULY' from 'https://tdm.silogroup.org/data/derivative_storage/ULY.csv'.
[2025-12-09T20:33:56.296082] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'ULY'.
[2025-12-09T20:33:56.296385] [INFO ] [FORECASTER] Starting predict_future for ULY
[2025-12-09T20:33:56.297152] [DEBUG] [LOCAL     ] No optimal features file found for ULY: ./output/feature-sets/ULY.txt
[2025-12-09T20:33:56.297203] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:56.297234] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:56.297263] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:56.297321] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:56.354649] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:56.355291] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:56.355370] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:56.355402] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:56.466430] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:56.466599] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:33:56.466642] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:56.466705] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:56.470018] [DEBUG] [FORECASTER] ULY: Forecast T+1@11:T+2@11: DOWN (p=24.65%)
[2025-12-09T20:33:56.470284] [INFO ] [FORECASTER] Completed predict_future for ULY
[2025-12-09T20:33:56.470403] [INFO ] [sig       ] ULY: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-09T20:33:56.610650] [INFO ] [LOCAL     ] Saved forecast: ULY	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/ULY.txt
[2025-12-09T20:33:56.610782] [INFO ] [sig       ] [3320/3614] Completed ULY in 0.3s | 2.93 sym/s | Total: 18.9m | ETA: 1.7m
[2025-12-09T20:33:56.610820] [INFO ] [sig       ] [3321/3614] Forecasting UMBF...
[2025-12-09T20:33:56.610855] [INFO ] [sig       ] Generating forecast for: UMBF
[2025-12-09T20:33:56.610886] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UMBF' from 'https://tdm.silogroup.org/data/derivative_storage/UMBF.csv'.
[2025-12-09T20:33:56.623094] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'UMBF'.
[2025-12-09T20:33:56.623387] [INFO ] [FORECASTER] Starting predict_future for UMBF
[2025-12-09T20:33:56.624146] [DEBUG] [LOCAL     ] No optimal features file found for UMBF: ./output/feature-sets/UMBF.txt
[2025-12-09T20:33:56.624196] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:56.624226] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:56.624251] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:56.624307] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:56.680304] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:56.680922] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:56.681005] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:56.681036] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:56.799903] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:56.800060] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:33:56.800101] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:56.800129] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:56.803511] [DEBUG] [FORECASTER] UMBF: Forecast T+1@11:T+2@11: DOWN (p=7.19%)
[2025-12-09T20:33:56.803809] [INFO ] [FORECASTER] Completed predict_future for UMBF
[2025-12-09T20:33:56.803936] [INFO ] [sig       ] UMBF: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-09T20:33:56.943136] [INFO ] [LOCAL     ] Saved forecast: UMBF	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/UMBF.txt
[2025-12-09T20:33:56.943272] [INFO ] [sig       ] [3321/3614] Completed UMBF in 0.3s | 2.93 sym/s | Total: 18.9m | ETA: 1.7m
[2025-12-09T20:33:56.943311] [INFO ] [sig       ] [3322/3614] Forecasting UMC...
[2025-12-09T20:33:56.943340] [INFO ] [sig       ] Generating forecast for: UMC
[2025-12-09T20:33:56.943370] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UMC' from 'https://tdm.silogroup.org/data/derivative_storage/UMC.csv'.
[2025-12-09T20:33:56.954741] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'UMC'.
[2025-12-09T20:33:56.955061] [INFO ] [FORECASTER] Starting predict_future for UMC
[2025-12-09T20:33:56.955832] [DEBUG] [LOCAL     ] No optimal features file found for UMC: ./output/feature-sets/UMC.txt
[2025-12-09T20:33:56.955883] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:56.955913] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:56.955940] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:56.955996] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:57.011355] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:57.012224] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:57.012303] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:57.012335] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:57.136870] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:57.137021] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:33:57.137079] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:57.137110] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:57.140676] [DEBUG] [FORECASTER] UMC: Forecast T+1@11:T+2@11: UP (p=76.50%)
[2025-12-09T20:33:57.140966] [INFO ] [FORECASTER] Completed predict_future for UMC
[2025-12-09T20:33:57.141093] [INFO ] [sig       ] UMC: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-09T20:33:57.282537] [INFO ] [LOCAL     ] Saved forecast: UMC	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/UMC.txt
[2025-12-09T20:33:57.282711] [INFO ] [sig       ] [3322/3614] Completed UMC in 0.3s | 2.93 sym/s | Total: 18.9m | ETA: 1.7m
[2025-12-09T20:33:57.282750] [INFO ] [sig       ] [3323/3614] Forecasting UMH...
[2025-12-09T20:33:57.282810] [INFO ] [sig       ] Generating forecast for: UMH
[2025-12-09T20:33:57.282842] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UMH' from 'https://tdm.silogroup.org/data/derivative_storage/UMH.csv'.
[2025-12-09T20:33:57.294494] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'UMH'.
[2025-12-09T20:33:57.294840] [INFO ] [FORECASTER] Starting predict_future for UMH
[2025-12-09T20:33:57.295606] [DEBUG] [LOCAL     ] No optimal features file found for UMH: ./output/feature-sets/UMH.txt
[2025-12-09T20:33:57.295658] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:57.295697] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:57.295724] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:57.295779] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:57.352266] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:57.353048] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:57.353125] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:57.353158] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:57.469014] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:57.469149] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:33:57.469187] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:57.469219] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:57.472622] [DEBUG] [FORECASTER] UMH: Forecast T+1@11:T+2@11: DOWN (p=11.52%)
[2025-12-09T20:33:57.472889] [INFO ] [FORECASTER] Completed predict_future for UMH
[2025-12-09T20:33:57.473006] [INFO ] [sig       ] UMH: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-09T20:33:57.610232] [INFO ] [LOCAL     ] Saved forecast: UMH	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/UMH.txt
[2025-12-09T20:33:57.610378] [INFO ] [sig       ] [3323/3614] Completed UMH in 0.3s | 2.93 sym/s | Total: 18.9m | ETA: 1.7m
[2025-12-09T20:33:57.610417] [INFO ] [sig       ] [3324/3614] Forecasting UMMA...
[2025-12-09T20:33:57.610447] [INFO ] [sig       ] Generating forecast for: UMMA
[2025-12-09T20:33:57.610476] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UMMA' from 'https://tdm.silogroup.org/data/derivative_storage/UMMA.csv'.
[2025-12-09T20:33:57.621040] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'UMMA'.
[2025-12-09T20:33:57.621352] [INFO ] [FORECASTER] Starting predict_future for UMMA
[2025-12-09T20:33:57.622105] [DEBUG] [LOCAL     ] No optimal features file found for UMMA: ./output/feature-sets/UMMA.txt
[2025-12-09T20:33:57.622156] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:57.622187] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:57.622213] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:57.622270] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:57.681244] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:57.681902] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:57.681976] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:57.682007] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:57.791969] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:57.792113] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:33:57.792154] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:57.792201] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:57.795499] [DEBUG] [FORECASTER] UMMA: Forecast T+1@11:T+2@11: DOWN (p=4.13%)
[2025-12-09T20:33:57.795781] [INFO ] [FORECASTER] Completed predict_future for UMMA
[2025-12-09T20:33:57.795898] [INFO ] [sig       ] UMMA: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-09T20:33:57.937356] [INFO ] [LOCAL     ] Saved forecast: UMMA	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/UMMA.txt
[2025-12-09T20:33:57.937520] [INFO ] [sig       ] [3324/3614] Completed UMMA in 0.3s | 2.93 sym/s | Total: 18.9m | ETA: 1.6m
[2025-12-09T20:33:57.937562] [INFO ] [sig       ] [3325/3614] Forecasting UNCY...
[2025-12-09T20:33:57.937609] [INFO ] [sig       ] Generating forecast for: UNCY
[2025-12-09T20:33:57.937663] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNCY' from 'https://tdm.silogroup.org/data/derivative_storage/UNCY.csv'.
[2025-12-09T20:33:57.948446] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNCY'.
[2025-12-09T20:33:57.948756] [INFO ] [FORECASTER] Starting predict_future for UNCY
[2025-12-09T20:33:57.949495] [DEBUG] [LOCAL     ] No optimal features file found for UNCY: ./output/feature-sets/UNCY.txt
[2025-12-09T20:33:57.949545] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:57.949600] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:57.949630] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:57.949685] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:58.005383] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:58.006252] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:58.006342] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:58.006374] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:58.125538] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:58.125700] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:33:58.125739] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:58.125767] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:58.129276] [DEBUG] [FORECASTER] UNCY: Forecast T+1@11:T+2@11: DOWN (p=29.08%)
[2025-12-09T20:33:58.129542] [INFO ] [FORECASTER] Completed predict_future for UNCY
[2025-12-09T20:33:58.129682] [INFO ] [sig       ] UNCY: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:33:58.269268] [INFO ] [LOCAL     ] Saved forecast: UNCY	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/UNCY.txt
[2025-12-09T20:33:58.269408] [INFO ] [sig       ] [3325/3614] Completed UNCY in 0.3s | 2.93 sym/s | Total: 18.9m | ETA: 1.6m
[2025-12-09T20:33:58.269449] [INFO ] [sig       ] [3326/3614] Forecasting UNF...
[2025-12-09T20:33:58.269479] [INFO ] [sig       ] Generating forecast for: UNF
[2025-12-09T20:33:58.269508] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNF' from 'https://tdm.silogroup.org/data/derivative_storage/UNF.csv'.
[2025-12-09T20:33:58.281189] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'UNF'.
[2025-12-09T20:33:58.281654] [INFO ] [FORECASTER] Starting predict_future for UNF
[2025-12-09T20:33:58.282457] [DEBUG] [LOCAL     ] No optimal features file found for UNF: ./output/feature-sets/UNF.txt
[2025-12-09T20:33:58.282511] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:58.282542] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:58.282595] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:58.282669] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:58.341675] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:58.342536] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:58.342639] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:58.342691] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:58.467471] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:58.467853] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:33:58.467895] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:58.467924] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:58.472027] [DEBUG] [FORECASTER] UNF: Forecast T+1@11:T+2@11: UP (p=72.15%)
[2025-12-09T20:33:58.472410] [INFO ] [FORECASTER] Completed predict_future for UNF
[2025-12-09T20:33:58.472552] [INFO ] [sig       ] UNF: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-09T20:33:58.614544] [INFO ] [LOCAL     ] Saved forecast: UNF	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/UNF.txt
[2025-12-09T20:33:58.614685] [INFO ] [sig       ] [3326/3614] Completed UNF in 0.3s | 2.93 sym/s | Total: 18.9m | ETA: 1.6m
[2025-12-09T20:33:58.614724] [INFO ] [sig       ] [3327/3614] Forecasting UNFI...
[2025-12-09T20:33:58.614753] [INFO ] [sig       ] Generating forecast for: UNFI
[2025-12-09T20:33:58.614781] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNFI' from 'https://tdm.silogroup.org/data/derivative_storage/UNFI.csv'.
[2025-12-09T20:33:58.626695] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'UNFI'.
[2025-12-09T20:33:58.627057] [INFO ] [FORECASTER] Starting predict_future for UNFI
[2025-12-09T20:33:58.627871] [DEBUG] [LOCAL     ] No optimal features file found for UNFI: ./output/feature-sets/UNFI.txt
[2025-12-09T20:33:58.627922] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:58.627953] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:58.627981] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:58.628035] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:58.685887] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:58.686789] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:58.686904] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:58.686939] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:58.817350] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:58.817536] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:33:58.817597] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:58.817630] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:58.820982] [DEBUG] [FORECASTER] UNFI: Forecast T+1@11:T+2@11: DOWN (p=5.34%)
[2025-12-09T20:33:58.821252] [INFO ] [FORECASTER] Completed predict_future for UNFI
[2025-12-09T20:33:58.821378] [INFO ] [sig       ] UNFI: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-09T20:33:58.961449] [INFO ] [LOCAL     ] Saved forecast: UNFI	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/UNFI.txt
[2025-12-09T20:33:58.961617] [INFO ] [sig       ] [3327/3614] Completed UNFI in 0.3s | 2.93 sym/s | Total: 18.9m | ETA: 1.6m
[2025-12-09T20:33:58.961659] [INFO ] [sig       ] [3328/3614] Forecasting UNH...
[2025-12-09T20:33:58.961690] [INFO ] [sig       ] Generating forecast for: UNH
[2025-12-09T20:33:58.961722] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNH' from 'https://tdm.silogroup.org/data/derivative_storage/UNH.csv'.
[2025-12-09T20:33:58.973618] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNH'.
[2025-12-09T20:33:58.973940] [INFO ] [FORECASTER] Starting predict_future for UNH
[2025-12-09T20:33:58.974751] [DEBUG] [LOCAL     ] No optimal features file found for UNH: ./output/feature-sets/UNH.txt
[2025-12-09T20:33:58.974804] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:58.974837] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:58.974864] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:58.974934] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:59.032805] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:59.033467] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:59.033548] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:59.033598] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:59.161129] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:59.161294] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:33:59.161334] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:59.161363] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:59.164758] [DEBUG] [FORECASTER] UNH: Forecast T+1@11:T+2@11: UP (p=75.26%)
[2025-12-09T20:33:59.165064] [INFO ] [FORECASTER] Completed predict_future for UNH
[2025-12-09T20:33:59.165191] [INFO ] [sig       ] UNH: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:33:59.311669] [INFO ] [LOCAL     ] Saved forecast: UNH	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/UNH.txt
[2025-12-09T20:33:59.311816] [INFO ] [sig       ] [3328/3614] Completed UNH in 0.4s | 2.93 sym/s | Total: 18.9m | ETA: 1.6m
[2025-12-09T20:33:59.311855] [INFO ] [sig       ] [3329/3614] Forecasting UNM...
[2025-12-09T20:33:59.311885] [INFO ] [sig       ] Generating forecast for: UNM
[2025-12-09T20:33:59.311916] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNM' from 'https://tdm.silogroup.org/data/derivative_storage/UNM.csv'.
[2025-12-09T20:33:59.323390] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'UNM'.
[2025-12-09T20:33:59.323691] [INFO ] [FORECASTER] Starting predict_future for UNM
[2025-12-09T20:33:59.324426] [DEBUG] [LOCAL     ] No optimal features file found for UNM: ./output/feature-sets/UNM.txt
[2025-12-09T20:33:59.324476] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:59.324507] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:59.324533] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:59.324614] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:59.382213] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:59.383054] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:59.383132] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:59.383165] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:59.504119] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:59.504269] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:33:59.504310] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:59.504339] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:59.507782] [DEBUG] [FORECASTER] UNM: Forecast T+1@11:T+2@11: UP (p=90.84%)
[2025-12-09T20:33:59.508056] [INFO ] [FORECASTER] Completed predict_future for UNM
[2025-12-09T20:33:59.508180] [INFO ] [sig       ] UNM: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-09T20:33:59.646960] [INFO ] [LOCAL     ] Saved forecast: UNM	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/UNM.txt
[2025-12-09T20:33:59.647095] [INFO ] [sig       ] [3329/3614] Completed UNM in 0.3s | 2.93 sym/s | Total: 18.9m | ETA: 1.6m
[2025-12-09T20:33:59.647134] [INFO ] [sig       ] [3330/3614] Forecasting UNMA...
[2025-12-09T20:33:59.647164] [INFO ] [sig       ] Generating forecast for: UNMA
[2025-12-09T20:33:59.647194] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNMA' from 'https://tdm.silogroup.org/data/derivative_storage/UNMA.csv'.
[2025-12-09T20:33:59.657799] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNMA'.
[2025-12-09T20:33:59.658104] [INFO ] [FORECASTER] Starting predict_future for UNMA
[2025-12-09T20:33:59.658881] [DEBUG] [LOCAL     ] No optimal features file found for UNMA: ./output/feature-sets/UNMA.txt
[2025-12-09T20:33:59.658945] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:59.658979] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:59.659006] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:59.659062] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:33:59.718155] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:33:59.718871] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:33:59.718949] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:33:59.718981] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:33:59.833055] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:33:59.833192] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:33:59.833234] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:33:59.833270] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:33:59.836702] [DEBUG] [FORECASTER] UNMA: Forecast T+1@11:T+2@11: DOWN (p=39.73%)
[2025-12-09T20:33:59.836977] [INFO ] [FORECASTER] Completed predict_future for UNMA
[2025-12-09T20:33:59.837098] [INFO ] [sig       ] UNMA: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:33:59.974647] [INFO ] [LOCAL     ] Saved forecast: UNMA	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/UNMA.txt
[2025-12-09T20:33:59.974788] [INFO ] [sig       ] [3330/3614] Completed UNMA in 0.3s | 2.93 sym/s | Total: 18.9m | ETA: 1.6m
[2025-12-09T20:33:59.974827] [INFO ] [sig       ] [3331/3614] Forecasting UNP...
[2025-12-09T20:33:59.974857] [INFO ] [sig       ] Generating forecast for: UNP
[2025-12-09T20:33:59.974885] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNP' from 'https://tdm.silogroup.org/data/derivative_storage/UNP.csv'.
[2025-12-09T20:33:59.986655] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNP'.
[2025-12-09T20:33:59.987048] [INFO ] [FORECASTER] Starting predict_future for UNP
[2025-12-09T20:33:59.987897] [DEBUG] [LOCAL     ] No optimal features file found for UNP: ./output/feature-sets/UNP.txt
[2025-12-09T20:33:59.987949] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:33:59.987980] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:33:59.988006] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:33:59.988061] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:00.048973] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:00.049883] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:00.049966] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:00.049999] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:00.173207] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:00.173368] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:34:00.173408] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:00.173436] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:00.177451] [DEBUG] [FORECASTER] UNP: Forecast T+1@11:T+2@11: UP (p=93.28%)
[2025-12-09T20:34:00.177770] [INFO ] [FORECASTER] Completed predict_future for UNP
[2025-12-09T20:34:00.177899] [INFO ] [sig       ] UNP: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:34:00.315122] [INFO ] [LOCAL     ] Saved forecast: UNP	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/UNP.txt
[2025-12-09T20:34:00.315269] [INFO ] [sig       ] [3331/3614] Completed UNP in 0.3s | 2.93 sym/s | Total: 18.9m | ETA: 1.6m
[2025-12-09T20:34:00.315308] [INFO ] [sig       ] [3332/3614] Forecasting UNTY...
[2025-12-09T20:34:00.315338] [INFO ] [sig       ] Generating forecast for: UNTY
[2025-12-09T20:34:00.315367] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNTY' from 'https://tdm.silogroup.org/data/derivative_storage/UNTY.csv'.
[2025-12-09T20:34:00.326902] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNTY'.
[2025-12-09T20:34:00.327246] [INFO ] [FORECASTER] Starting predict_future for UNTY
[2025-12-09T20:34:00.328083] [DEBUG] [LOCAL     ] No optimal features file found for UNTY: ./output/feature-sets/UNTY.txt
[2025-12-09T20:34:00.328134] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:00.328166] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:00.328192] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:00.328246] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:00.383277] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:00.384049] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:00.384128] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:00.384160] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:00.504221] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:00.504368] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:34:00.504408] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:00.504436] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:00.507793] [DEBUG] [FORECASTER] UNTY: Forecast T+1@11:T+2@11: UP (p=77.15%)
[2025-12-09T20:34:00.508072] [INFO ] [FORECASTER] Completed predict_future for UNTY
[2025-12-09T20:34:00.508198] [INFO ] [sig       ] UNTY: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:34:00.646250] [INFO ] [LOCAL     ] Saved forecast: UNTY	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/UNTY.txt
[2025-12-09T20:34:00.646394] [INFO ] [sig       ] [3332/3614] Completed UNTY in 0.3s | 2.93 sym/s | Total: 18.9m | ETA: 1.6m
[2025-12-09T20:34:00.646433] [INFO ] [sig       ] [3333/3614] Forecasting UONE...
[2025-12-09T20:34:00.646464] [INFO ] [sig       ] Generating forecast for: UONE
[2025-12-09T20:34:00.646492] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UONE' from 'https://tdm.silogroup.org/data/derivative_storage/UONE.csv'.
[2025-12-09T20:34:00.661228] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UONE'.
[2025-12-09T20:34:00.661535] [INFO ] [FORECASTER] Starting predict_future for UONE
[2025-12-09T20:34:00.662550] [DEBUG] [LOCAL     ] No optimal features file found for UONE: ./output/feature-sets/UONE.txt
[2025-12-09T20:34:00.662619] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:00.662651] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:00.662677] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:00.662731] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:00.718412] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:00.719152] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:00.719228] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:00.719260] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:00.824724] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:00.824877] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:34:00.824916] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:00.824945] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:00.828247] [DEBUG] [FORECASTER] UONE: Forecast T+1@11:T+2@11: DOWN (p=41.56%)
[2025-12-09T20:34:00.828514] [INFO ] [FORECASTER] Completed predict_future for UONE
[2025-12-09T20:34:00.828649] [INFO ] [sig       ] UONE: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:34:00.966159] [INFO ] [LOCAL     ] Saved forecast: UONE	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/UONE.txt
[2025-12-09T20:34:00.966298] [INFO ] [sig       ] [3333/3614] Completed UONE in 0.3s | 2.93 sym/s | Total: 18.9m | ETA: 1.6m
[2025-12-09T20:34:00.966337] [INFO ] [sig       ] [3334/3614] Forecasting UPBD...
[2025-12-09T20:34:00.966367] [INFO ] [sig       ] Generating forecast for: UPBD
[2025-12-09T20:34:00.966395] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPBD' from 'https://tdm.silogroup.org/data/derivative_storage/UPBD.csv'.
[2025-12-09T20:34:00.977914] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'UPBD'.
[2025-12-09T20:34:00.978205] [INFO ] [FORECASTER] Starting predict_future for UPBD
[2025-12-09T20:34:00.978950] [DEBUG] [LOCAL     ] No optimal features file found for UPBD: ./output/feature-sets/UPBD.txt
[2025-12-09T20:34:00.979000] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:00.979055] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:00.979084] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:00.979144] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:01.034405] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:01.035210] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:01.035289] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:01.035321] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:01.154025] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:01.154182] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:34:01.154223] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:01.154251] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:01.157603] [DEBUG] [FORECASTER] UPBD: Forecast T+1@11:T+2@11: UP (p=86.84%)
[2025-12-09T20:34:01.157877] [INFO ] [FORECASTER] Completed predict_future for UPBD
[2025-12-09T20:34:01.158001] [INFO ] [sig       ] UPBD: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-09T20:34:01.297740] [INFO ] [LOCAL     ] Saved forecast: UPBD	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/UPBD.txt
[2025-12-09T20:34:01.297870] [INFO ] [sig       ] [3334/3614] Completed UPBD in 0.3s | 2.93 sym/s | Total: 19.0m | ETA: 1.6m
[2025-12-09T20:34:01.297907] [INFO ] [sig       ] [3335/3614] Forecasting UPC...
[2025-12-09T20:34:01.297937] [INFO ] [sig       ] Generating forecast for: UPC
[2025-12-09T20:34:01.297966] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPC' from 'https://tdm.silogroup.org/data/derivative_storage/UPC.csv'.
[2025-12-09T20:34:01.308455] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UPC'.
[2025-12-09T20:34:01.308788] [INFO ] [FORECASTER] Starting predict_future for UPC
[2025-12-09T20:34:01.309732] [DEBUG] [LOCAL     ] No optimal features file found for UPC: ./output/feature-sets/UPC.txt
[2025-12-09T20:34:01.309782] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:01.309814] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:01.309840] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:01.309895] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:01.365797] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:01.366441] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:01.366517] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:01.366548] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:01.480763] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:01.480915] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:34:01.480955] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:01.480984] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:01.484276] [DEBUG] [FORECASTER] UPC: Forecast T+1@11:T+2@11: UP (p=89.84%)
[2025-12-09T20:34:01.484598] [INFO ] [FORECASTER] Completed predict_future for UPC
[2025-12-09T20:34:01.484718] [INFO ] [sig       ] UPC: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:34:01.623620] [INFO ] [LOCAL     ] Saved forecast: UPC	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/UPC.txt
[2025-12-09T20:34:01.623757] [INFO ] [sig       ] [3335/3614] Completed UPC in 0.3s | 2.93 sym/s | Total: 19.0m | ETA: 1.6m
[2025-12-09T20:34:01.623795] [INFO ] [sig       ] [3336/3614] Forecasting UPLD...
[2025-12-09T20:34:01.623824] [INFO ] [sig       ] Generating forecast for: UPLD
[2025-12-09T20:34:01.623853] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPLD' from 'https://tdm.silogroup.org/data/derivative_storage/UPLD.csv'.
[2025-12-09T20:34:01.635388] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UPLD'.
[2025-12-09T20:34:01.635724] [INFO ] [FORECASTER] Starting predict_future for UPLD
[2025-12-09T20:34:01.636463] [DEBUG] [LOCAL     ] No optimal features file found for UPLD: ./output/feature-sets/UPLD.txt
[2025-12-09T20:34:01.636513] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:01.636545] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:01.636588] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:01.636647] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:01.693050] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:01.693970] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:01.694053] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:01.694085] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:01.821196] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:01.821353] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:34:01.821395] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:01.821422] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:01.824820] [DEBUG] [FORECASTER] UPLD: Forecast T+1@11:T+2@11: UP (p=90.25%)
[2025-12-09T20:34:01.825091] [INFO ] [FORECASTER] Completed predict_future for UPLD
[2025-12-09T20:34:01.825213] [INFO ] [sig       ] UPLD: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:34:01.963826] [INFO ] [LOCAL     ] Saved forecast: UPLD	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/UPLD.txt
[2025-12-09T20:34:01.963945] [INFO ] [sig       ] [3336/3614] Completed UPLD in 0.3s | 2.93 sym/s | Total: 19.0m | ETA: 1.6m
[2025-12-09T20:34:01.963983] [INFO ] [sig       ] [3337/3614] Forecasting UPS...
[2025-12-09T20:34:01.964013] [INFO ] [sig       ] Generating forecast for: UPS
[2025-12-09T20:34:01.964043] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPS' from 'https://tdm.silogroup.org/data/derivative_storage/UPS.csv'.
[2025-12-09T20:34:01.976691] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UPS'.
[2025-12-09T20:34:01.977127] [INFO ] [FORECASTER] Starting predict_future for UPS
[2025-12-09T20:34:01.978065] [DEBUG] [LOCAL     ] No optimal features file found for UPS: ./output/feature-sets/UPS.txt
[2025-12-09T20:34:01.978121] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:01.978155] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:01.978180] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:01.978236] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:02.037408] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:02.038370] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:02.038472] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:02.038506] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:02.180583] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:02.180750] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:34:02.180791] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:02.180850] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:02.184185] [DEBUG] [FORECASTER] UPS: Forecast T+1@11:T+2@11: DOWN (p=10.66%)
[2025-12-09T20:34:02.184450] [INFO ] [FORECASTER] Completed predict_future for UPS
[2025-12-09T20:34:02.184570] [INFO ] [sig       ] UPS: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:34:02.326431] [INFO ] [LOCAL     ] Saved forecast: UPS	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/UPS.txt
[2025-12-09T20:34:02.326564] [INFO ] [sig       ] [3337/3614] Completed UPS in 0.4s | 2.93 sym/s | Total: 19.0m | ETA: 1.6m
[2025-12-09T20:34:02.326621] [INFO ] [sig       ] [3338/3614] Forecasting UPWK...
[2025-12-09T20:34:02.326651] [INFO ] [sig       ] Generating forecast for: UPWK
[2025-12-09T20:34:02.326680] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPWK' from 'https://tdm.silogroup.org/data/derivative_storage/UPWK.csv'.
[2025-12-09T20:34:02.338919] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UPWK'.
[2025-12-09T20:34:02.339199] [INFO ] [FORECASTER] Starting predict_future for UPWK
[2025-12-09T20:34:02.339968] [DEBUG] [LOCAL     ] No optimal features file found for UPWK: ./output/feature-sets/UPWK.txt
[2025-12-09T20:34:02.340018] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:02.340050] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:02.340075] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:02.340130] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:02.395178] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:02.395969] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:02.396045] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:02.396078] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:02.517558] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:02.517724] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:34:02.517763] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:02.517790] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:02.521121] [DEBUG] [FORECASTER] UPWK: Forecast T+1@11:T+2@11: DOWN (p=15.86%)
[2025-12-09T20:34:02.521387] [INFO ] [FORECASTER] Completed predict_future for UPWK
[2025-12-09T20:34:02.521508] [INFO ] [sig       ] UPWK: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:34:02.666624] [INFO ] [LOCAL     ] Saved forecast: UPWK	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/UPWK.txt
[2025-12-09T20:34:02.666754] [INFO ] [sig       ] [3338/3614] Completed UPWK in 0.3s | 2.93 sym/s | Total: 19.0m | ETA: 1.6m
[2025-12-09T20:34:02.666792] [INFO ] [sig       ] [3339/3614] Forecasting UPXI...
[2025-12-09T20:34:02.666821] [INFO ] [sig       ] Generating forecast for: UPXI
[2025-12-09T20:34:02.666850] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPXI' from 'https://tdm.silogroup.org/data/derivative_storage/UPXI.csv'.
[2025-12-09T20:34:02.678861] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UPXI'.
[2025-12-09T20:34:02.679263] [INFO ] [FORECASTER] Starting predict_future for UPXI
[2025-12-09T20:34:02.680080] [DEBUG] [LOCAL     ] No optimal features file found for UPXI: ./output/feature-sets/UPXI.txt
[2025-12-09T20:34:02.680131] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:02.680162] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:02.680187] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:02.680242] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:02.735993] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:02.736721] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:02.736797] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:02.736829] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:02.856328] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:02.856482] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:34:02.856521] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:02.856548] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:02.860941] [DEBUG] [FORECASTER] UPXI: Forecast T+1@11:T+2@11: UP (p=98.09%)
[2025-12-09T20:34:02.861345] [INFO ] [FORECASTER] Completed predict_future for UPXI
[2025-12-09T20:34:02.861505] [INFO ] [sig       ] UPXI: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:34:03.004371] [INFO ] [LOCAL     ] Saved forecast: UPXI	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/UPXI.txt
[2025-12-09T20:34:03.004550] [INFO ] [sig       ] [3339/3614] Completed UPXI in 0.3s | 2.93 sym/s | Total: 19.0m | ETA: 1.6m
[2025-12-09T20:34:03.004624] [INFO ] [sig       ] [3340/3614] Forecasting URBN...
[2025-12-09T20:34:03.004656] [INFO ] [sig       ] Generating forecast for: URBN
[2025-12-09T20:34:03.004687] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'URBN' from 'https://tdm.silogroup.org/data/derivative_storage/URBN.csv'.
[2025-12-09T20:34:03.016703] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'URBN'.
[2025-12-09T20:34:03.017019] [INFO ] [FORECASTER] Starting predict_future for URBN
[2025-12-09T20:34:03.017838] [DEBUG] [LOCAL     ] No optimal features file found for URBN: ./output/feature-sets/URBN.txt
[2025-12-09T20:34:03.017889] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:03.017919] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:03.017944] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:03.017998] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:03.073253] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:03.074006] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:03.074087] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:03.074118] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:03.194086] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:03.194237] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:34:03.194277] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:03.194303] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:03.197644] [DEBUG] [FORECASTER] URBN: Forecast T+1@11:T+2@11: DOWN (p=28.23%)
[2025-12-09T20:34:03.197904] [INFO ] [FORECASTER] Completed predict_future for URBN
[2025-12-09T20:34:03.198021] [INFO ] [sig       ] URBN: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-09T20:34:03.336305] [INFO ] [LOCAL     ] Saved forecast: URBN	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/URBN.txt
[2025-12-09T20:34:03.336440] [INFO ] [sig       ] [3340/3614] Completed URBN in 0.3s | 2.93 sym/s | Total: 19.0m | ETA: 1.6m
[2025-12-09T20:34:03.336478] [INFO ] [sig       ] [3341/3614] Forecasting URGN...
[2025-12-09T20:34:03.336506] [INFO ] [sig       ] Generating forecast for: URGN
[2025-12-09T20:34:03.336535] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'URGN' from 'https://tdm.silogroup.org/data/derivative_storage/URGN.csv'.
[2025-12-09T20:34:03.347720] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'URGN'.
[2025-12-09T20:34:03.348042] [INFO ] [FORECASTER] Starting predict_future for URGN
[2025-12-09T20:34:03.348806] [DEBUG] [LOCAL     ] No optimal features file found for URGN: ./output/feature-sets/URGN.txt
[2025-12-09T20:34:03.348869] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:03.348901] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:03.348928] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:03.348983] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:03.405281] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:03.406075] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:03.406171] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:03.406221] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:03.522492] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:03.522673] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:34:03.522717] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:03.522745] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:03.526256] [DEBUG] [FORECASTER] URGN: Forecast T+1@11:T+2@11: UP (p=50.97%)
[2025-12-09T20:34:03.526618] [INFO ] [FORECASTER] Completed predict_future for URGN
[2025-12-09T20:34:03.526754] [INFO ] [sig       ] URGN: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-09T20:34:03.666505] [INFO ] [LOCAL     ] Saved forecast: URGN	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/URGN.txt
[2025-12-09T20:34:03.666672] [INFO ] [sig       ] [3341/3614] Completed URGN in 0.3s | 2.93 sym/s | Total: 19.0m | ETA: 1.6m
[2025-12-09T20:34:03.666715] [INFO ] [sig       ] [3342/3614] Forecasting URI...
[2025-12-09T20:34:03.666745] [INFO ] [sig       ] Generating forecast for: URI
[2025-12-09T20:34:03.666774] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'URI' from 'https://tdm.silogroup.org/data/derivative_storage/URI.csv'.
[2025-12-09T20:34:03.680966] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'URI'.
[2025-12-09T20:34:03.681328] [INFO ] [FORECASTER] Starting predict_future for URI
[2025-12-09T20:34:03.682115] [DEBUG] [LOCAL     ] No optimal features file found for URI: ./output/feature-sets/URI.txt
[2025-12-09T20:34:03.682166] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:03.682197] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:03.682223] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:03.682278] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:03.740014] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:03.740840] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:03.740917] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:03.740948] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:03.863639] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:03.863787] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:34:03.863825] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:03.863853] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:03.867121] [DEBUG] [FORECASTER] URI: Forecast T+1@11:T+2@11: DOWN (p=9.28%)
[2025-12-09T20:34:03.867393] [INFO ] [FORECASTER] Completed predict_future for URI
[2025-12-09T20:34:03.867548] [INFO ] [sig       ] URI: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:34:04.008857] [INFO ] [LOCAL     ] Saved forecast: URI	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/URI.txt
[2025-12-09T20:34:04.008983] [INFO ] [sig       ] [3342/3614] Completed URI in 0.3s | 2.93 sym/s | Total: 19.0m | ETA: 1.5m
[2025-12-09T20:34:04.009021] [INFO ] [sig       ] [3343/3614] Forecasting URNJ...
[2025-12-09T20:34:04.009049] [INFO ] [sig       ] Generating forecast for: URNJ
[2025-12-09T20:34:04.009080] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'URNJ' from 'https://tdm.silogroup.org/data/derivative_storage/URNJ.csv'.
[2025-12-09T20:34:04.021256] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'URNJ'.
[2025-12-09T20:34:04.021600] [INFO ] [FORECASTER] Starting predict_future for URNJ
[2025-12-09T20:34:04.022364] [DEBUG] [LOCAL     ] No optimal features file found for URNJ: ./output/feature-sets/URNJ.txt
[2025-12-09T20:34:04.022427] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:04.022464] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:04.022496] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:04.022556] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:04.078833] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:04.079475] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:04.079560] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:04.079686] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:04.203931] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:04.204091] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:34:04.204136] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:04.204167] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:04.207644] [DEBUG] [FORECASTER] URNJ: Forecast T+1@11:T+2@11: DOWN (p=24.58%)
[2025-12-09T20:34:04.207968] [INFO ] [FORECASTER] Completed predict_future for URNJ
[2025-12-09T20:34:04.208104] [INFO ] [sig       ] URNJ: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-09T20:34:04.349020] [INFO ] [LOCAL     ] Saved forecast: URNJ	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/URNJ.txt
[2025-12-09T20:34:04.349160] [INFO ] [sig       ] [3343/3614] Completed URNJ in 0.3s | 2.93 sym/s | Total: 19.0m | ETA: 1.5m
[2025-12-09T20:34:04.349203] [INFO ] [sig       ] [3344/3614] Forecasting UROY...
[2025-12-09T20:34:04.349240] [INFO ] [sig       ] Generating forecast for: UROY
[2025-12-09T20:34:04.349278] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UROY' from 'https://tdm.silogroup.org/data/derivative_storage/UROY.csv'.
[2025-12-09T20:34:04.360023] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'UROY'.
[2025-12-09T20:34:04.360311] [INFO ] [FORECASTER] Starting predict_future for UROY
[2025-12-09T20:34:04.361087] [DEBUG] [LOCAL     ] No optimal features file found for UROY: ./output/feature-sets/UROY.txt
[2025-12-09T20:34:04.361141] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:04.361173] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:04.361201] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:04.361257] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:04.419980] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:04.420844] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:04.420957] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:04.420992] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:04.544434] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:04.544595] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:34:04.544638] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:04.544668] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:04.547988] [DEBUG] [FORECASTER] UROY: Forecast T+1@11:T+2@11: UP (p=90.82%)
[2025-12-09T20:34:04.548255] [INFO ] [FORECASTER] Completed predict_future for UROY
[2025-12-09T20:34:04.548382] [INFO ] [sig       ] UROY: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-09T20:34:04.690961] [INFO ] [LOCAL     ] Saved forecast: UROY	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/UROY.txt
[2025-12-09T20:34:04.691110] [INFO ] [sig       ] [3344/3614] Completed UROY in 0.3s | 2.93 sym/s | Total: 19.0m | ETA: 1.5m
[2025-12-09T20:34:04.691157] [INFO ] [sig       ] [3345/3614] Forecasting USA...
[2025-12-09T20:34:04.691188] [INFO ] [sig       ] Generating forecast for: USA
[2025-12-09T20:34:04.691217] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USA' from 'https://tdm.silogroup.org/data/derivative_storage/USA.csv'.
[2025-12-09T20:34:04.702019] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'USA'.
[2025-12-09T20:34:04.702299] [INFO ] [FORECASTER] Starting predict_future for USA
[2025-12-09T20:34:04.703097] [DEBUG] [LOCAL     ] No optimal features file found for USA: ./output/feature-sets/USA.txt
[2025-12-09T20:34:04.703151] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:04.703186] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:04.703214] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:04.703273] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:04.760374] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:04.761026] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:04.761103] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:04.761137] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:04.880829] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:04.880988] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:34:04.881032] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:04.881063] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:04.884569] [DEBUG] [FORECASTER] USA: Forecast T+1@11:T+2@11: UP (p=61.58%)
[2025-12-09T20:34:04.884879] [INFO ] [FORECASTER] Completed predict_future for USA
[2025-12-09T20:34:04.885008] [INFO ] [sig       ] USA: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-09T20:34:05.028416] [INFO ] [LOCAL     ] Saved forecast: USA	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/USA.txt
[2025-12-09T20:34:05.028551] [INFO ] [sig       ] [3345/3614] Completed USA in 0.3s | 2.93 sym/s | Total: 19.0m | ETA: 1.5m
[2025-12-09T20:34:05.028614] [INFO ] [sig       ] [3346/3614] Forecasting USAC...
[2025-12-09T20:34:05.028653] [INFO ] [sig       ] Generating forecast for: USAC
[2025-12-09T20:34:05.028708] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USAC' from 'https://tdm.silogroup.org/data/derivative_storage/USAC.csv'.
[2025-12-09T20:34:05.039352] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'USAC'.
[2025-12-09T20:34:05.039650] [INFO ] [FORECASTER] Starting predict_future for USAC
[2025-12-09T20:34:05.040400] [DEBUG] [LOCAL     ] No optimal features file found for USAC: ./output/feature-sets/USAC.txt
[2025-12-09T20:34:05.040450] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:05.040481] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:05.040507] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:05.040561] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:05.097384] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:05.098038] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:05.098117] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:05.098151] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:05.225096] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:05.225248] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:34:05.225289] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:05.225319] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:05.228806] [DEBUG] [FORECASTER] USAC: Forecast T+1@11:T+2@11: UP (p=57.35%)
[2025-12-09T20:34:05.229077] [INFO ] [FORECASTER] Completed predict_future for USAC
[2025-12-09T20:34:05.229217] [INFO ] [sig       ] USAC: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-09T20:34:05.370855] [INFO ] [LOCAL     ] Saved forecast: USAC	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/USAC.txt
[2025-12-09T20:34:05.370976] [INFO ] [sig       ] [3346/3614] Completed USAC in 0.3s | 2.93 sym/s | Total: 19.0m | ETA: 1.5m
[2025-12-09T20:34:05.371016] [INFO ] [sig       ] [3347/3614] Forecasting USB...
[2025-12-09T20:34:05.371053] [INFO ] [sig       ] Generating forecast for: USB
[2025-12-09T20:34:05.371090] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USB' from 'https://tdm.silogroup.org/data/derivative_storage/USB.csv'.
[2025-12-09T20:34:05.381896] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USB'.
[2025-12-09T20:34:05.382180] [INFO ] [FORECASTER] Starting predict_future for USB
[2025-12-09T20:34:05.382953] [DEBUG] [LOCAL     ] No optimal features file found for USB: ./output/feature-sets/USB.txt
[2025-12-09T20:34:05.383003] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:05.383034] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:05.383060] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:05.383116] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:05.442982] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:05.443699] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:05.443775] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:05.443815] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:05.562218] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:05.562367] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:34:05.562408] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:05.562438] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:05.565848] [DEBUG] [FORECASTER] USB: Forecast T+1@11:T+2@11: UP (p=90.90%)
[2025-12-09T20:34:05.566107] [INFO ] [FORECASTER] Completed predict_future for USB
[2025-12-09T20:34:05.566230] [INFO ] [sig       ] USB: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:34:05.710910] [INFO ] [LOCAL     ] Saved forecast: USB	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/USB.txt
[2025-12-09T20:34:05.711074] [INFO ] [sig       ] [3347/3614] Completed USB in 0.3s | 2.93 sym/s | Total: 19.0m | ETA: 1.5m
[2025-12-09T20:34:05.711113] [INFO ] [sig       ] [3348/3614] Forecasting USCB...
[2025-12-09T20:34:05.711142] [INFO ] [sig       ] Generating forecast for: USCB
[2025-12-09T20:34:05.711171] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USCB' from 'https://tdm.silogroup.org/data/derivative_storage/USCB.csv'.
[2025-12-09T20:34:05.721708] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'USCB'.
[2025-12-09T20:34:05.722014] [INFO ] [FORECASTER] Starting predict_future for USCB
[2025-12-09T20:34:05.722771] [DEBUG] [LOCAL     ] No optimal features file found for USCB: ./output/feature-sets/USCB.txt
[2025-12-09T20:34:05.722821] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:05.722852] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:05.722878] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:05.722932] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:05.778193] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:05.778820] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:05.778895] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:05.778925] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:05.886343] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:05.886437] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:34:05.886488] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:05.886517] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:05.889936] [DEBUG] [FORECASTER] USCB: Forecast T+1@11:T+2@11: DOWN (p=34.99%)
[2025-12-09T20:34:05.890218] [INFO ] [FORECASTER] Completed predict_future for USCB
[2025-12-09T20:34:05.890345] [INFO ] [sig       ] USCB: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-09T20:34:06.035646] [INFO ] [LOCAL     ] Saved forecast: USCB	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/USCB.txt
[2025-12-09T20:34:06.035774] [INFO ] [sig       ] [3348/3614] Completed USCB in 0.3s | 2.93 sym/s | Total: 19.0m | ETA: 1.5m
[2025-12-09T20:34:06.035811] [INFO ] [sig       ] [3349/3614] Forecasting USDX...
[2025-12-09T20:34:06.035841] [INFO ] [sig       ] Generating forecast for: USDX
[2025-12-09T20:34:06.035869] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USDX' from 'https://tdm.silogroup.org/data/derivative_storage/USDX.csv'.
[2025-12-09T20:34:06.045804] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USDX'.
[2025-12-09T20:34:06.046108] [INFO ] [FORECASTER] Starting predict_future for USDX
[2025-12-09T20:34:06.046863] [DEBUG] [LOCAL     ] No optimal features file found for USDX: ./output/feature-sets/USDX.txt
[2025-12-09T20:34:06.046913] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:06.046944] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:06.046971] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:06.047026] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:06.104288] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:06.104945] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:06.105020] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:06.105053] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:06.211007] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:06.211217] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:34:06.211262] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:06.211291] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:06.214681] [DEBUG] [FORECASTER] USDX: Forecast T+1@11:T+2@11: DOWN (p=38.49%)
[2025-12-09T20:34:06.214967] [INFO ] [FORECASTER] Completed predict_future for USDX
[2025-12-09T20:34:06.215093] [INFO ] [sig       ] USDX: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:34:06.358263] [INFO ] [LOCAL     ] Saved forecast: USDX	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/USDX.txt
[2025-12-09T20:34:06.358385] [INFO ] [sig       ] [3349/3614] Completed USDX in 0.3s | 2.93 sym/s | Total: 19.0m | ETA: 1.5m
[2025-12-09T20:34:06.358422] [INFO ] [sig       ] [3350/3614] Forecasting USEA...
[2025-12-09T20:34:06.358451] [INFO ] [sig       ] Generating forecast for: USEA
[2025-12-09T20:34:06.358479] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USEA' from 'https://tdm.silogroup.org/data/derivative_storage/USEA.csv'.
[2025-12-09T20:34:06.369368] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'USEA'.
[2025-12-09T20:34:06.369696] [INFO ] [FORECASTER] Starting predict_future for USEA
[2025-12-09T20:34:06.370431] [DEBUG] [LOCAL     ] No optimal features file found for USEA: ./output/feature-sets/USEA.txt
[2025-12-09T20:34:06.370482] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:06.370514] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:06.370540] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:06.370619] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:06.426796] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:06.427429] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:06.427555] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:06.427615] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:06.539013] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:06.539138] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:34:06.539175] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:06.539204] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:06.542398] [DEBUG] [FORECASTER] USEA: Forecast T+1@11:T+2@11: DOWN (p=41.30%)
[2025-12-09T20:34:06.542682] [INFO ] [FORECASTER] Completed predict_future for USEA
[2025-12-09T20:34:06.542800] [INFO ] [sig       ] USEA: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-09T20:34:06.688247] [INFO ] [LOCAL     ] Saved forecast: USEA	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/USEA.txt
[2025-12-09T20:34:06.688375] [INFO ] [sig       ] [3350/3614] Completed USEA in 0.3s | 2.93 sym/s | Total: 19.0m | ETA: 1.5m
[2025-12-09T20:34:06.688420] [INFO ] [sig       ] [3351/3614] Forecasting USFD...
[2025-12-09T20:34:06.688454] [INFO ] [sig       ] Generating forecast for: USFD
[2025-12-09T20:34:06.688489] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USFD' from 'https://tdm.silogroup.org/data/derivative_storage/USFD.csv'.
[2025-12-09T20:34:06.698885] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USFD'.
[2025-12-09T20:34:06.699167] [INFO ] [FORECASTER] Starting predict_future for USFD
[2025-12-09T20:34:06.699921] [DEBUG] [LOCAL     ] No optimal features file found for USFD: ./output/feature-sets/USFD.txt
[2025-12-09T20:34:06.699971] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:06.700036] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:06.700064] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:06.700120] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:06.757400] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:06.758050] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:06.758126] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:06.758160] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:06.878633] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:06.878777] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:34:06.878819] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:06.878848] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:06.882360] [DEBUG] [FORECASTER] USFD: Forecast T+1@11:T+2@11: UP (p=80.28%)
[2025-12-09T20:34:06.882658] [INFO ] [FORECASTER] Completed predict_future for USFD
[2025-12-09T20:34:06.882781] [INFO ] [sig       ] USFD: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:34:07.022439] [INFO ] [LOCAL     ] Saved forecast: USFD	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/USFD.txt
[2025-12-09T20:34:07.022616] [INFO ] [sig       ] [3351/3614] Completed USFD in 0.3s | 2.93 sym/s | Total: 19.0m | ETA: 1.5m
[2025-12-09T20:34:07.022658] [INFO ] [sig       ] [3352/3614] Forecasting USGO...
[2025-12-09T20:34:07.022689] [INFO ] [sig       ] Generating forecast for: USGO
[2025-12-09T20:34:07.022719] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USGO' from 'https://tdm.silogroup.org/data/derivative_storage/USGO.csv'.
[2025-12-09T20:34:07.033862] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USGO'.
[2025-12-09T20:34:07.034220] [INFO ] [FORECASTER] Starting predict_future for USGO
[2025-12-09T20:34:07.035008] [DEBUG] [LOCAL     ] No optimal features file found for USGO: ./output/feature-sets/USGO.txt
[2025-12-09T20:34:07.035059] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:07.035102] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:07.035130] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:07.035186] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:07.093979] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:07.094826] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:07.094908] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:07.094943] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:07.208942] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:07.209086] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:34:07.209126] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:07.209154] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:07.212498] [DEBUG] [FORECASTER] USGO: Forecast T+1@11:T+2@11: UP (p=58.83%)
[2025-12-09T20:34:07.212788] [INFO ] [FORECASTER] Completed predict_future for USGO
[2025-12-09T20:34:07.212909] [INFO ] [sig       ] USGO: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:34:07.351165] [INFO ] [LOCAL     ] Saved forecast: USGO	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/USGO.txt
[2025-12-09T20:34:07.351295] [INFO ] [sig       ] [3352/3614] Completed USGO in 0.3s | 2.93 sym/s | Total: 19.1m | ETA: 1.5m
[2025-12-09T20:34:07.351333] [INFO ] [sig       ] [3353/3614] Forecasting USIG...
[2025-12-09T20:34:07.351362] [INFO ] [sig       ] Generating forecast for: USIG
[2025-12-09T20:34:07.351393] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USIG' from 'https://tdm.silogroup.org/data/derivative_storage/USIG.csv'.
[2025-12-09T20:34:07.362101] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USIG'.
[2025-12-09T20:34:07.362377] [INFO ] [FORECASTER] Starting predict_future for USIG
[2025-12-09T20:34:07.363157] [DEBUG] [LOCAL     ] No optimal features file found for USIG: ./output/feature-sets/USIG.txt
[2025-12-09T20:34:07.363208] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:07.363239] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:07.363266] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:07.363320] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:07.422645] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:07.423458] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:07.423550] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:07.423600] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:07.549434] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:07.549610] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:34:07.549651] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:07.549679] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:07.553012] [DEBUG] [FORECASTER] USIG: Forecast T+1@11:T+2@11: UP (p=94.07%)
[2025-12-09T20:34:07.553271] [INFO ] [FORECASTER] Completed predict_future for USIG
[2025-12-09T20:34:07.553389] [INFO ] [sig       ] USIG: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:34:07.692946] [INFO ] [LOCAL     ] Saved forecast: USIG	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/USIG.txt
[2025-12-09T20:34:07.693103] [INFO ] [sig       ] [3353/3614] Completed USIG in 0.3s | 2.93 sym/s | Total: 19.1m | ETA: 1.5m
[2025-12-09T20:34:07.693142] [INFO ] [sig       ] [3354/3614] Forecasting USIO...
[2025-12-09T20:34:07.693173] [INFO ] [sig       ] Generating forecast for: USIO
[2025-12-09T20:34:07.693204] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USIO' from 'https://tdm.silogroup.org/data/derivative_storage/USIO.csv'.
[2025-12-09T20:34:07.704398] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USIO'.
[2025-12-09T20:34:07.704850] [INFO ] [FORECASTER] Starting predict_future for USIO
[2025-12-09T20:34:07.705692] [DEBUG] [LOCAL     ] No optimal features file found for USIO: ./output/feature-sets/USIO.txt
[2025-12-09T20:34:07.705744] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:07.705777] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:07.705814] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:07.705872] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:07.767938] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:07.768806] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:07.768891] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:07.768926] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:07.886455] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:07.886624] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:34:07.886668] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:07.886727] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:07.890217] [DEBUG] [FORECASTER] USIO: Forecast T+1@11:T+2@11: DOWN (p=13.54%)
[2025-12-09T20:34:07.890494] [INFO ] [FORECASTER] Completed predict_future for USIO
[2025-12-09T20:34:07.890647] [INFO ] [sig       ] USIO: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:34:08.028220] [INFO ] [LOCAL     ] Saved forecast: USIO	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/USIO.txt
[2025-12-09T20:34:08.028350] [INFO ] [sig       ] [3354/3614] Completed USIO in 0.3s | 2.93 sym/s | Total: 19.1m | ETA: 1.5m
[2025-12-09T20:34:08.028389] [INFO ] [sig       ] [3355/3614] Forecasting USLM...
[2025-12-09T20:34:08.028421] [INFO ] [sig       ] Generating forecast for: USLM
[2025-12-09T20:34:08.028452] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USLM' from 'https://tdm.silogroup.org/data/derivative_storage/USLM.csv'.
[2025-12-09T20:34:08.040633] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USLM'.
[2025-12-09T20:34:08.040900] [INFO ] [FORECASTER] Starting predict_future for USLM
[2025-12-09T20:34:08.041665] [DEBUG] [LOCAL     ] No optimal features file found for USLM: ./output/feature-sets/USLM.txt
[2025-12-09T20:34:08.041716] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:08.041746] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:08.041958] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:08.042012] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:08.098947] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:08.099553] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:08.099644] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:08.099676] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:08.224499] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:08.224869] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:34:08.224926] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:08.224966] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:08.228656] [DEBUG] [FORECASTER] USLM: Forecast T+1@11:T+2@11: UP (p=53.19%)
[2025-12-09T20:34:08.228952] [INFO ] [FORECASTER] Completed predict_future for USLM
[2025-12-09T20:34:08.229088] [INFO ] [sig       ] USLM: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:34:08.371553] [INFO ] [LOCAL     ] Saved forecast: USLM	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/USLM.txt
[2025-12-09T20:34:08.371685] [INFO ] [sig       ] [3355/3614] Completed USLM in 0.3s | 2.93 sym/s | Total: 19.1m | ETA: 1.5m
[2025-12-09T20:34:08.371723] [INFO ] [sig       ] [3356/3614] Forecasting USMC...
[2025-12-09T20:34:08.371767] [INFO ] [sig       ] Generating forecast for: USMC
[2025-12-09T20:34:08.371798] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USMC' from 'https://tdm.silogroup.org/data/derivative_storage/USMC.csv'.
[2025-12-09T20:34:08.385845] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USMC'.
[2025-12-09T20:34:08.386372] [INFO ] [FORECASTER] Starting predict_future for USMC
[2025-12-09T20:34:08.387297] [DEBUG] [LOCAL     ] No optimal features file found for USMC: ./output/feature-sets/USMC.txt
[2025-12-09T20:34:08.387350] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:08.387384] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:08.387411] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:08.387468] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:08.444336] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:08.445511] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:08.445647] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:08.445681] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:08.566292] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:08.566449] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:34:08.566492] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:08.566521] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:08.569933] [DEBUG] [FORECASTER] USMC: Forecast T+1@11:T+2@11: DOWN (p=12.57%)
[2025-12-09T20:34:08.570203] [INFO ] [FORECASTER] Completed predict_future for USMC
[2025-12-09T20:34:08.570330] [INFO ] [sig       ] USMC: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:34:08.710463] [INFO ] [LOCAL     ] Saved forecast: USMC	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/USMC.txt
[2025-12-09T20:34:08.710640] [INFO ] [sig       ] [3356/3614] Completed USMC in 0.3s | 2.93 sym/s | Total: 19.1m | ETA: 1.5m
[2025-12-09T20:34:08.710681] [INFO ] [sig       ] [3357/3614] Forecasting USOI...
[2025-12-09T20:34:08.710711] [INFO ] [sig       ] Generating forecast for: USOI
[2025-12-09T20:34:08.710741] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USOI' from 'https://tdm.silogroup.org/data/derivative_storage/USOI.csv'.
[2025-12-09T20:34:08.721526] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USOI'.
[2025-12-09T20:34:08.721865] [INFO ] [FORECASTER] Starting predict_future for USOI
[2025-12-09T20:34:08.722629] [DEBUG] [LOCAL     ] No optimal features file found for USOI: ./output/feature-sets/USOI.txt
[2025-12-09T20:34:08.722680] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:08.722711] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:08.722738] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:08.722793] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:08.782528] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:08.783336] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:08.783426] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:08.783462] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:08.903194] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:08.903341] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:34:08.903381] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:08.903410] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:08.906790] [DEBUG] [FORECASTER] USOI: Forecast T+1@11:T+2@11: UP (p=98.58%)
[2025-12-09T20:34:08.907063] [INFO ] [FORECASTER] Completed predict_future for USOI
[2025-12-09T20:34:08.907187] [INFO ] [sig       ] USOI: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:34:09.045285] [INFO ] [LOCAL     ] Saved forecast: USOI	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/USOI.txt
[2025-12-09T20:34:09.045445] [INFO ] [sig       ] [3357/3614] Completed USOI in 0.3s | 2.93 sym/s | Total: 19.1m | ETA: 1.5m
[2025-12-09T20:34:09.045487] [INFO ] [sig       ] [3358/3614] Forecasting USOY...
[2025-12-09T20:34:09.045516] [INFO ] [sig       ] Generating forecast for: USOY
[2025-12-09T20:34:09.045544] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USOY' from 'https://tdm.silogroup.org/data/derivative_storage/USOY.csv'.
[2025-12-09T20:34:09.056924] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USOY'.
[2025-12-09T20:34:09.057259] [INFO ] [FORECASTER] Starting predict_future for USOY
[2025-12-09T20:34:09.058055] [DEBUG] [LOCAL     ] No optimal features file found for USOY: ./output/feature-sets/USOY.txt
[2025-12-09T20:34:09.058106] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:09.058137] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:09.058163] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:09.058217] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:09.112901] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:09.113559] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:09.113651] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:09.113684] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:09.229453] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:09.229639] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:34:09.229681] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:09.229711] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:09.233296] [DEBUG] [FORECASTER] USOY: Forecast T+1@11:T+2@11: UP (p=98.52%)
[2025-12-09T20:34:09.233691] [INFO ] [FORECASTER] Completed predict_future for USOY
[2025-12-09T20:34:09.233833] [INFO ] [sig       ] USOY: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:34:09.396903] [INFO ] [LOCAL     ] Saved forecast: USOY	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/USOY.txt
[2025-12-09T20:34:09.397082] [INFO ] [sig       ] [3358/3614] Completed USOY in 0.4s | 2.93 sym/s | Total: 19.1m | ETA: 1.5m
[2025-12-09T20:34:09.397124] [INFO ] [sig       ] [3359/3614] Forecasting USTB...
[2025-12-09T20:34:09.397154] [INFO ] [sig       ] Generating forecast for: USTB
[2025-12-09T20:34:09.397183] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USTB' from 'https://tdm.silogroup.org/data/derivative_storage/USTB.csv'.
[2025-12-09T20:34:09.408086] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USTB'.
[2025-12-09T20:34:09.408378] [INFO ] [FORECASTER] Starting predict_future for USTB
[2025-12-09T20:34:09.409145] [DEBUG] [LOCAL     ] No optimal features file found for USTB: ./output/feature-sets/USTB.txt
[2025-12-09T20:34:09.409196] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:09.409228] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:09.409254] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:09.409310] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:09.467330] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:09.468339] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:09.468455] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:09.468502] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:09.586124] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:09.586274] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:34:09.586314] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:09.586391] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:09.589825] [DEBUG] [FORECASTER] USTB: Forecast T+1@11:T+2@11: UP (p=90.80%)
[2025-12-09T20:34:09.590098] [INFO ] [FORECASTER] Completed predict_future for USTB
[2025-12-09T20:34:09.590224] [INFO ] [sig       ] USTB: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:34:09.743734] [INFO ] [LOCAL     ] Saved forecast: USTB	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/USTB.txt
[2025-12-09T20:34:09.743867] [INFO ] [sig       ] [3359/3614] Completed USTB in 0.3s | 2.93 sym/s | Total: 19.1m | ETA: 1.4m
[2025-12-09T20:34:09.743906] [INFO ] [sig       ] [3360/3614] Forecasting USVM...
[2025-12-09T20:34:09.743935] [INFO ] [sig       ] Generating forecast for: USVM
[2025-12-09T20:34:09.743963] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USVM' from 'https://tdm.silogroup.org/data/derivative_storage/USVM.csv'.
[2025-12-09T20:34:09.758443] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USVM'.
[2025-12-09T20:34:09.759337] [INFO ] [FORECASTER] Starting predict_future for USVM
[2025-12-09T20:34:09.760659] [DEBUG] [LOCAL     ] No optimal features file found for USVM: ./output/feature-sets/USVM.txt
[2025-12-09T20:34:09.760720] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:09.760755] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:09.760782] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:09.760840] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:09.817049] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:09.818062] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:09.818148] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:09.818180] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:09.942101] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:09.942256] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:34:09.942297] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:09.942325] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:09.945692] [DEBUG] [FORECASTER] USVM: Forecast T+1@11:T+2@11: UP (p=75.58%)
[2025-12-09T20:34:09.946058] [INFO ] [FORECASTER] Completed predict_future for USVM
[2025-12-09T20:34:09.946182] [INFO ] [sig       ] USVM: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:34:10.084266] [INFO ] [LOCAL     ] Saved forecast: USVM	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/USVM.txt
[2025-12-09T20:34:10.084390] [INFO ] [sig       ] [3360/3614] Completed USVM in 0.3s | 2.93 sym/s | Total: 19.1m | ETA: 1.4m
[2025-12-09T20:34:10.084428] [INFO ] [sig       ] [3361/3614] Forecasting USXF...
[2025-12-09T20:34:10.084457] [INFO ] [sig       ] Generating forecast for: USXF
[2025-12-09T20:34:10.084486] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USXF' from 'https://tdm.silogroup.org/data/derivative_storage/USXF.csv'.
[2025-12-09T20:34:10.095753] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USXF'.
[2025-12-09T20:34:10.096011] [INFO ] [FORECASTER] Starting predict_future for USXF
[2025-12-09T20:34:10.096762] [DEBUG] [LOCAL     ] No optimal features file found for USXF: ./output/feature-sets/USXF.txt
[2025-12-09T20:34:10.096812] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:10.096843] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:10.096870] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:10.096925] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:10.151908] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:10.152503] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:10.152633] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:10.152669] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:10.265719] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:10.265865] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:34:10.265904] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:10.265932] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:10.269242] [DEBUG] [FORECASTER] USXF: Forecast T+1@11:T+2@11: DOWN (p=11.81%)
[2025-12-09T20:34:10.269507] [INFO ] [FORECASTER] Completed predict_future for USXF
[2025-12-09T20:34:10.269644] [INFO ] [sig       ] USXF: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:34:10.409765] [INFO ] [LOCAL     ] Saved forecast: USXF	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/USXF.txt
[2025-12-09T20:34:10.409881] [INFO ] [sig       ] [3361/3614] Completed USXF in 0.3s | 2.93 sym/s | Total: 19.1m | ETA: 1.4m
[2025-12-09T20:34:10.409926] [INFO ] [sig       ] [3362/3614] Forecasting UTEN...
[2025-12-09T20:34:10.409956] [INFO ] [sig       ] Generating forecast for: UTEN
[2025-12-09T20:34:10.409984] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTEN' from 'https://tdm.silogroup.org/data/derivative_storage/UTEN.csv'.
[2025-12-09T20:34:10.423681] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'UTEN'.
[2025-12-09T20:34:10.424151] [INFO ] [FORECASTER] Starting predict_future for UTEN
[2025-12-09T20:34:10.425098] [DEBUG] [LOCAL     ] No optimal features file found for UTEN: ./output/feature-sets/UTEN.txt
[2025-12-09T20:34:10.425154] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:10.425188] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:10.425214] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:10.425273] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:10.482644] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:10.483705] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:10.483797] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:10.483830] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:10.611960] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:10.612186] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:34:10.612236] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:10.612266] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:10.616227] [DEBUG] [FORECASTER] UTEN: Forecast T+1@11:T+2@11: DOWN (p=8.44%)
[2025-12-09T20:34:10.616535] [INFO ] [FORECASTER] Completed predict_future for UTEN
[2025-12-09T20:34:10.616700] [INFO ] [sig       ] UTEN: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-09T20:34:10.768133] [INFO ] [LOCAL     ] Saved forecast: UTEN	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/UTEN.txt
[2025-12-09T20:34:10.768360] [INFO ] [sig       ] [3362/3614] Completed UTEN in 0.4s | 2.93 sym/s | Total: 19.1m | ETA: 1.4m
[2025-12-09T20:34:10.768411] [INFO ] [sig       ] [3363/3614] Forecasting UTF...
[2025-12-09T20:34:10.768481] [INFO ] [sig       ] Generating forecast for: UTF
[2025-12-09T20:34:10.768513] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTF' from 'https://tdm.silogroup.org/data/derivative_storage/UTF.csv'.
[2025-12-09T20:34:10.782029] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'UTF'.
[2025-12-09T20:34:10.782476] [INFO ] [FORECASTER] Starting predict_future for UTF
[2025-12-09T20:34:10.783403] [DEBUG] [LOCAL     ] No optimal features file found for UTF: ./output/feature-sets/UTF.txt
[2025-12-09T20:34:10.783457] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:10.783489] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:10.783534] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:10.783616] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:10.841069] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:10.842154] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:10.842247] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:10.842280] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:10.965925] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:10.966153] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:34:10.966198] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:10.966226] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:10.970073] [DEBUG] [FORECASTER] UTF: Forecast T+1@11:T+2@11: DOWN (p=42.19%)
[2025-12-09T20:34:10.970371] [INFO ] [FORECASTER] Completed predict_future for UTF
[2025-12-09T20:34:10.970507] [INFO ] [sig       ] UTF: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-09T20:34:11.116536] [INFO ] [LOCAL     ] Saved forecast: UTF	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/UTF.txt
[2025-12-09T20:34:11.116746] [INFO ] [sig       ] [3363/3614] Completed UTF in 0.3s | 2.93 sym/s | Total: 19.1m | ETA: 1.4m
[2025-12-09T20:34:11.116790] [INFO ] [sig       ] [3364/3614] Forecasting UTI...
[2025-12-09T20:34:11.116855] [INFO ] [sig       ] Generating forecast for: UTI
[2025-12-09T20:34:11.116892] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTI' from 'https://tdm.silogroup.org/data/derivative_storage/UTI.csv'.
[2025-12-09T20:34:11.130048] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'UTI'.
[2025-12-09T20:34:11.130548] [INFO ] [FORECASTER] Starting predict_future for UTI
[2025-12-09T20:34:11.131482] [DEBUG] [LOCAL     ] No optimal features file found for UTI: ./output/feature-sets/UTI.txt
[2025-12-09T20:34:11.131535] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:11.131567] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:11.131615] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:11.131674] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:11.189757] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:11.190949] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:11.191042] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:11.191090] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:11.319159] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:11.319385] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:34:11.319429] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:11.319460] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:11.323298] [DEBUG] [FORECASTER] UTI: Forecast T+1@11:T+2@11: UP (p=85.84%)
[2025-12-09T20:34:11.323612] [INFO ] [FORECASTER] Completed predict_future for UTI
[2025-12-09T20:34:11.323742] [INFO ] [sig       ] UTI: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-09T20:34:11.477275] [INFO ] [LOCAL     ] Saved forecast: UTI	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/UTI.txt
[2025-12-09T20:34:11.477633] [INFO ] [sig       ] [3364/3614] Completed UTI in 0.4s | 2.93 sym/s | Total: 19.1m | ETA: 1.4m
[2025-12-09T20:34:11.477685] [INFO ] [sig       ] [3365/3614] Forecasting UTL...
[2025-12-09T20:34:11.477717] [INFO ] [sig       ] Generating forecast for: UTL
[2025-12-09T20:34:11.477750] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTL' from 'https://tdm.silogroup.org/data/derivative_storage/UTL.csv'.
[2025-12-09T20:34:11.490123] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'UTL'.
[2025-12-09T20:34:11.490605] [INFO ] [FORECASTER] Starting predict_future for UTL
[2025-12-09T20:34:11.491415] [DEBUG] [LOCAL     ] No optimal features file found for UTL: ./output/feature-sets/UTL.txt
[2025-12-09T20:34:11.491467] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:11.491497] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:11.491523] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:11.491603] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:11.546806] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:11.547444] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:11.547539] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:11.547594] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:11.674435] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:11.674613] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:34:11.674659] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:11.674689] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:11.678144] [DEBUG] [FORECASTER] UTL: Forecast T+1@11:T+2@11: DOWN (p=18.52%)
[2025-12-09T20:34:11.678420] [INFO ] [FORECASTER] Completed predict_future for UTL
[2025-12-09T20:34:11.678541] [INFO ] [sig       ] UTL: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-09T20:34:11.824806] [INFO ] [LOCAL     ] Saved forecast: UTL	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/UTL.txt
[2025-12-09T20:34:11.824934] [INFO ] [sig       ] [3365/3614] Completed UTL in 0.3s | 2.93 sym/s | Total: 19.1m | ETA: 1.4m
[2025-12-09T20:34:11.824973] [INFO ] [sig       ] [3366/3614] Forecasting UTMD...
[2025-12-09T20:34:11.825002] [INFO ] [sig       ] Generating forecast for: UTMD
[2025-12-09T20:34:11.825030] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTMD' from 'https://tdm.silogroup.org/data/derivative_storage/UTMD.csv'.
[2025-12-09T20:34:11.836036] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'UTMD'.
[2025-12-09T20:34:11.836337] [INFO ] [FORECASTER] Starting predict_future for UTMD
[2025-12-09T20:34:11.837106] [DEBUG] [LOCAL     ] No optimal features file found for UTMD: ./output/feature-sets/UTMD.txt
[2025-12-09T20:34:11.837156] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:11.837187] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:11.837214] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:11.837269] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:11.894941] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:11.895601] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:11.895678] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:11.895710] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:12.010733] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:12.010929] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:34:12.010988] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:12.011019] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:12.014755] [DEBUG] [FORECASTER] UTMD: Forecast T+1@11:T+2@11: UP (p=85.69%)
[2025-12-09T20:34:12.015034] [INFO ] [FORECASTER] Completed predict_future for UTMD
[2025-12-09T20:34:12.015160] [INFO ] [sig       ] UTMD: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-09T20:34:12.158645] [INFO ] [LOCAL     ] Saved forecast: UTMD	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/UTMD.txt
[2025-12-09T20:34:12.158788] [INFO ] [sig       ] [3366/3614] Completed UTMD in 0.3s | 2.93 sym/s | Total: 19.1m | ETA: 1.4m
[2025-12-09T20:34:12.158828] [INFO ] [sig       ] [3367/3614] Forecasting UTWO...
[2025-12-09T20:34:12.158858] [INFO ] [sig       ] Generating forecast for: UTWO
[2025-12-09T20:34:12.158894] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTWO' from 'https://tdm.silogroup.org/data/derivative_storage/UTWO.csv'.
[2025-12-09T20:34:12.170423] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'UTWO'.
[2025-12-09T20:34:12.170908] [INFO ] [FORECASTER] Starting predict_future for UTWO
[2025-12-09T20:34:12.171853] [DEBUG] [LOCAL     ] No optimal features file found for UTWO: ./output/feature-sets/UTWO.txt
[2025-12-09T20:34:12.171918] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:12.171968] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:12.172013] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:12.172098] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:12.228926] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:12.229834] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:12.229913] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:12.229945] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:12.351086] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:12.351255] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:34:12.351295] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:12.351328] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:12.354791] [DEBUG] [FORECASTER] UTWO: Forecast T+1@11:T+2@11: UP (p=77.71%)
[2025-12-09T20:34:12.355096] [INFO ] [FORECASTER] Completed predict_future for UTWO
[2025-12-09T20:34:12.355227] [INFO ] [sig       ] UTWO: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-09T20:34:12.494244] [INFO ] [LOCAL     ] Saved forecast: UTWO	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/UTWO.txt
[2025-12-09T20:34:12.494409] [INFO ] [sig       ] [3367/3614] Completed UTWO in 0.3s | 2.93 sym/s | Total: 19.1m | ETA: 1.4m
[2025-12-09T20:34:12.494449] [INFO ] [sig       ] [3368/3614] Forecasting UTZ...
[2025-12-09T20:34:12.494480] [INFO ] [sig       ] Generating forecast for: UTZ
[2025-12-09T20:34:12.494509] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTZ' from 'https://tdm.silogroup.org/data/derivative_storage/UTZ.csv'.
[2025-12-09T20:34:12.507663] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTZ'.
[2025-12-09T20:34:12.508057] [INFO ] [FORECASTER] Starting predict_future for UTZ
[2025-12-09T20:34:12.509041] [DEBUG] [LOCAL     ] No optimal features file found for UTZ: ./output/feature-sets/UTZ.txt
[2025-12-09T20:34:12.509282] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:12.509342] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:12.509369] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:12.509425] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:12.566542] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:12.567419] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:12.567540] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:12.567591] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:12.690116] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:12.690278] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:34:12.690321] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:12.690349] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:12.693910] [DEBUG] [FORECASTER] UTZ: Forecast T+1@11:T+2@11: DOWN (p=27.07%)
[2025-12-09T20:34:12.694269] [INFO ] [FORECASTER] Completed predict_future for UTZ
[2025-12-09T20:34:12.694420] [INFO ] [sig       ] UTZ: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:34:12.874959] [INFO ] [LOCAL     ] Saved forecast: UTZ	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/UTZ.txt
[2025-12-09T20:34:12.875194] [INFO ] [sig       ] [3368/3614] Completed UTZ in 0.4s | 2.93 sym/s | Total: 19.1m | ETA: 1.4m
[2025-12-09T20:34:12.875255] [INFO ] [sig       ] [3369/3614] Forecasting UVE...
[2025-12-09T20:34:12.875303] [INFO ] [sig       ] Generating forecast for: UVE
[2025-12-09T20:34:12.875351] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UVE' from 'https://tdm.silogroup.org/data/derivative_storage/UVE.csv'.
[2025-12-09T20:34:12.896096] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UVE'.
[2025-12-09T20:34:12.896641] [INFO ] [FORECASTER] Starting predict_future for UVE
[2025-12-09T20:34:12.897928] [DEBUG] [LOCAL     ] No optimal features file found for UVE: ./output/feature-sets/UVE.txt
[2025-12-09T20:34:12.898004] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:12.898055] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:12.898099] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:12.898199] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:12.973590] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:12.974601] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:12.974715] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:12.974759] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:13.135102] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:13.135285] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:34:13.135337] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:13.135372] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:13.140476] [DEBUG] [FORECASTER] UVE: Forecast T+1@11:T+2@11: UP (p=84.33%)
[2025-12-09T20:34:13.141022] [INFO ] [FORECASTER] Completed predict_future for UVE
[2025-12-09T20:34:13.141225] [INFO ] [sig       ] UVE: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:34:13.369212] [INFO ] [LOCAL     ] Saved forecast: UVE	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/UVE.txt
[2025-12-09T20:34:13.369431] [INFO ] [sig       ] [3369/3614] Completed UVE in 0.5s | 2.93 sym/s | Total: 19.2m | ETA: 1.4m
[2025-12-09T20:34:13.369479] [INFO ] [sig       ] [3370/3614] Forecasting UVSP...
[2025-12-09T20:34:13.369513] [INFO ] [sig       ] Generating forecast for: UVSP
[2025-12-09T20:34:13.369548] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UVSP' from 'https://tdm.silogroup.org/data/derivative_storage/UVSP.csv'.
[2025-12-09T20:34:13.386556] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'UVSP'.
[2025-12-09T20:34:13.387070] [INFO ] [FORECASTER] Starting predict_future for UVSP
[2025-12-09T20:34:13.388491] [DEBUG] [LOCAL     ] No optimal features file found for UVSP: ./output/feature-sets/UVSP.txt
[2025-12-09T20:34:13.388559] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:13.388634] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:13.388670] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:13.388738] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:13.455824] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:13.456947] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:13.457075] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:13.457121] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:13.607415] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:13.607630] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:34:13.607676] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:13.607706] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:13.611828] [DEBUG] [FORECASTER] UVSP: Forecast T+1@11:T+2@11: UP (p=94.04%)
[2025-12-09T20:34:13.612208] [INFO ] [FORECASTER] Completed predict_future for UVSP
[2025-12-09T20:34:13.612350] [INFO ] [sig       ] UVSP: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-09T20:34:13.777488] [INFO ] [LOCAL     ] Saved forecast: UVSP	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/UVSP.txt
[2025-12-09T20:34:13.777758] [INFO ] [sig       ] [3370/3614] Completed UVSP in 0.4s | 2.93 sym/s | Total: 19.2m | ETA: 1.4m
[2025-12-09T20:34:13.777854] [INFO ] [sig       ] [3371/3614] Forecasting UWMC...
[2025-12-09T20:34:13.777895] [INFO ] [sig       ] Generating forecast for: UWMC
[2025-12-09T20:34:13.777931] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UWMC' from 'https://tdm.silogroup.org/data/derivative_storage/UWMC.csv'.
[2025-12-09T20:34:13.790945] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'UWMC'.
[2025-12-09T20:34:13.791333] [INFO ] [FORECASTER] Starting predict_future for UWMC
[2025-12-09T20:34:13.792249] [DEBUG] [LOCAL     ] No optimal features file found for UWMC: ./output/feature-sets/UWMC.txt
[2025-12-09T20:34:13.792304] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:13.792336] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:13.792363] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:13.792420] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:13.857040] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:13.858056] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:13.858155] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:13.858199] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:13.991069] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:13.991248] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:34:13.991308] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:13.991383] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:13.995815] [DEBUG] [FORECASTER] UWMC: Forecast T+1@11:T+2@11: UP (p=66.92%)
[2025-12-09T20:34:13.996140] [INFO ] [FORECASTER] Completed predict_future for UWMC
[2025-12-09T20:34:13.996312] [INFO ] [sig       ] UWMC: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-09T20:34:14.151627] [INFO ] [LOCAL     ] Saved forecast: UWMC	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/UWMC.txt
[2025-12-09T20:34:14.151788] [INFO ] [sig       ] [3371/3614] Completed UWMC in 0.4s | 2.93 sym/s | Total: 19.2m | ETA: 1.4m
[2025-12-09T20:34:14.151860] [INFO ] [sig       ] [3372/3614] Forecasting UXIN...
[2025-12-09T20:34:14.151891] [INFO ] [sig       ] Generating forecast for: UXIN
[2025-12-09T20:34:14.151922] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UXIN' from 'https://tdm.silogroup.org/data/derivative_storage/UXIN.csv'.
[2025-12-09T20:34:14.162670] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'UXIN'.
[2025-12-09T20:34:14.163044] [INFO ] [FORECASTER] Starting predict_future for UXIN
[2025-12-09T20:34:14.163934] [DEBUG] [LOCAL     ] No optimal features file found for UXIN: ./output/feature-sets/UXIN.txt
[2025-12-09T20:34:14.163988] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:14.164019] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:14.164045] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:14.164100] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:14.228465] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:14.229364] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:14.229447] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:14.229480] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:14.360075] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:14.360232] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:34:14.360279] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:14.360309] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:14.363976] [DEBUG] [FORECASTER] UXIN: Forecast T+1@11:T+2@11: DOWN (p=3.60%)
[2025-12-09T20:34:14.364270] [INFO ] [FORECASTER] Completed predict_future for UXIN
[2025-12-09T20:34:14.364398] [INFO ] [sig       ] UXIN: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-09T20:34:14.509929] [INFO ] [LOCAL     ] Saved forecast: UXIN	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/UXIN.txt
[2025-12-09T20:34:14.510065] [INFO ] [sig       ] [3372/3614] Completed UXIN in 0.4s | 2.93 sym/s | Total: 19.2m | ETA: 1.4m
[2025-12-09T20:34:14.510103] [INFO ] [sig       ] [3373/3614] Forecasting UYLD...
[2025-12-09T20:34:14.510133] [INFO ] [sig       ] Generating forecast for: UYLD
[2025-12-09T20:34:14.510169] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UYLD' from 'https://tdm.silogroup.org/data/derivative_storage/UYLD.csv'.
[2025-12-09T20:34:14.521092] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'UYLD'.
[2025-12-09T20:34:14.521367] [INFO ] [FORECASTER] Starting predict_future for UYLD
[2025-12-09T20:34:14.522132] [DEBUG] [LOCAL     ] No optimal features file found for UYLD: ./output/feature-sets/UYLD.txt
[2025-12-09T20:34:14.522183] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:14.522213] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:14.522238] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:14.522293] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:14.577780] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:14.578379] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:14.578455] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:14.578486] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:14.688287] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:14.688432] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:34:14.688473] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:14.688502] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:14.691897] [DEBUG] [FORECASTER] UYLD: Forecast T+1@11:T+2@11: UP (p=65.39%)
[2025-12-09T20:34:14.692161] [INFO ] [FORECASTER] Completed predict_future for UYLD
[2025-12-09T20:34:14.692281] [INFO ] [sig       ] UYLD: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-09T20:34:14.829771] [INFO ] [LOCAL     ] Saved forecast: UYLD	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/UYLD.txt
[2025-12-09T20:34:14.829896] [INFO ] [sig       ] [3373/3614] Completed UYLD in 0.3s | 2.93 sym/s | Total: 19.2m | ETA: 1.4m
[2025-12-09T20:34:14.829934] [INFO ] [sig       ] [3374/3614] Forecasting UZE...
[2025-12-09T20:34:14.829963] [INFO ] [sig       ] Generating forecast for: UZE
[2025-12-09T20:34:14.829994] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UZE' from 'https://tdm.silogroup.org/data/derivative_storage/UZE.csv'.
[2025-12-09T20:34:14.840343] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UZE'.
[2025-12-09T20:34:14.840670] [INFO ] [FORECASTER] Starting predict_future for UZE
[2025-12-09T20:34:14.841414] [DEBUG] [LOCAL     ] No optimal features file found for UZE: ./output/feature-sets/UZE.txt
[2025-12-09T20:34:14.841464] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:14.841495] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:14.841520] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:14.841599] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:14.896994] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:14.897614] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:14.897692] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:14.897727] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:15.005966] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:15.006094] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:34:15.006133] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:15.006161] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:15.009505] [DEBUG] [FORECASTER] UZE: Forecast T+1@11:T+2@11: DOWN (p=43.16%)
[2025-12-09T20:34:15.009786] [INFO ] [FORECASTER] Completed predict_future for UZE
[2025-12-09T20:34:15.009900] [INFO ] [sig       ] UZE: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:34:15.146325] [INFO ] [LOCAL     ] Saved forecast: UZE	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/UZE.txt
[2025-12-09T20:34:15.146451] [INFO ] [sig       ] [3374/3614] Completed UZE in 0.3s | 2.93 sym/s | Total: 19.2m | ETA: 1.4m
[2025-12-09T20:34:15.146489] [INFO ] [sig       ] [3375/3614] Forecasting VAC...
[2025-12-09T20:34:15.146519] [INFO ] [sig       ] Generating forecast for: VAC
[2025-12-09T20:34:15.146549] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VAC' from 'https://tdm.silogroup.org/data/derivative_storage/VAC.csv'.
[2025-12-09T20:34:15.157373] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VAC'.
[2025-12-09T20:34:15.157796] [INFO ] [FORECASTER] Starting predict_future for VAC
[2025-12-09T20:34:15.158606] [DEBUG] [LOCAL     ] No optimal features file found for VAC: ./output/feature-sets/VAC.txt
[2025-12-09T20:34:15.158673] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:15.158712] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:15.158744] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:15.158799] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:15.216274] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:15.216932] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:15.217012] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:15.217043] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:15.340882] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:15.341016] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:34:15.341056] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:15.341084] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:15.344524] [DEBUG] [FORECASTER] VAC: Forecast T+1@11:T+2@11: UP (p=63.53%)
[2025-12-09T20:34:15.344813] [INFO ] [FORECASTER] Completed predict_future for VAC
[2025-12-09T20:34:15.344934] [INFO ] [sig       ] VAC: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:34:15.487468] [INFO ] [LOCAL     ] Saved forecast: VAC	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/VAC.txt
[2025-12-09T20:34:15.487651] [INFO ] [sig       ] [3375/3614] Completed VAC in 0.3s | 2.93 sym/s | Total: 19.2m | ETA: 1.4m
[2025-12-09T20:34:15.487695] [INFO ] [sig       ] [3376/3614] Forecasting VAL...
[2025-12-09T20:34:15.487734] [INFO ] [sig       ] Generating forecast for: VAL
[2025-12-09T20:34:15.487772] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VAL' from 'https://tdm.silogroup.org/data/derivative_storage/VAL.csv'.
[2025-12-09T20:34:15.498343] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'VAL'.
[2025-12-09T20:34:15.498631] [INFO ] [FORECASTER] Starting predict_future for VAL
[2025-12-09T20:34:15.499388] [DEBUG] [LOCAL     ] No optimal features file found for VAL: ./output/feature-sets/VAL.txt
[2025-12-09T20:34:15.499447] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:15.499480] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:15.499506] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:15.499561] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:15.557078] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:15.557733] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:15.557810] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:15.557842] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:15.676063] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:15.676171] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:34:15.676207] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:15.676236] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:15.679521] [DEBUG] [FORECASTER] VAL: Forecast T+1@11:T+2@11: DOWN (p=41.01%)
[2025-12-09T20:34:15.679810] [INFO ] [FORECASTER] Completed predict_future for VAL
[2025-12-09T20:34:15.679929] [INFO ] [sig       ] VAL: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-09T20:34:15.825191] [INFO ] [LOCAL     ] Saved forecast: VAL	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/VAL.txt
[2025-12-09T20:34:15.825328] [INFO ] [sig       ] [3376/3614] Completed VAL in 0.3s | 2.93 sym/s | Total: 19.2m | ETA: 1.4m
[2025-12-09T20:34:15.825376] [INFO ] [sig       ] [3377/3614] Forecasting VALE...
[2025-12-09T20:34:15.825407] [INFO ] [sig       ] Generating forecast for: VALE
[2025-12-09T20:34:15.825436] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VALE' from 'https://tdm.silogroup.org/data/derivative_storage/VALE.csv'.
[2025-12-09T20:34:15.836271] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'VALE'.
[2025-12-09T20:34:15.836545] [INFO ] [FORECASTER] Starting predict_future for VALE
[2025-12-09T20:34:15.837326] [DEBUG] [LOCAL     ] No optimal features file found for VALE: ./output/feature-sets/VALE.txt
[2025-12-09T20:34:15.837376] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:15.837408] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:15.837434] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:15.837495] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:15.894120] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:15.894846] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:15.894924] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:15.894956] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:16.012965] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:16.013081] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:34:16.013118] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:16.013147] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:16.016382] [DEBUG] [FORECASTER] VALE: Forecast T+1@11:T+2@11: UP (p=61.46%)
[2025-12-09T20:34:16.016673] [INFO ] [FORECASTER] Completed predict_future for VALE
[2025-12-09T20:34:16.016792] [INFO ] [sig       ] VALE: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-09T20:34:16.159678] [INFO ] [LOCAL     ] Saved forecast: VALE	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/VALE.txt
[2025-12-09T20:34:16.159799] [INFO ] [sig       ] [3377/3614] Completed VALE in 0.3s | 2.93 sym/s | Total: 19.2m | ETA: 1.3m
[2025-12-09T20:34:16.159837] [INFO ] [sig       ] [3378/3614] Forecasting VALN...
[2025-12-09T20:34:16.159865] [INFO ] [sig       ] Generating forecast for: VALN
[2025-12-09T20:34:16.159893] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VALN' from 'https://tdm.silogroup.org/data/derivative_storage/VALN.csv'.
[2025-12-09T20:34:16.170197] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'VALN'.
[2025-12-09T20:34:16.170493] [INFO ] [FORECASTER] Starting predict_future for VALN
[2025-12-09T20:34:16.171274] [DEBUG] [LOCAL     ] No optimal features file found for VALN: ./output/feature-sets/VALN.txt
[2025-12-09T20:34:16.171325] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:16.171357] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:16.171385] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:16.171441] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:16.227869] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:16.228482] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:16.228601] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:16.228636] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:16.336364] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:16.336520] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:34:16.336560] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:16.336609] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:16.340008] [DEBUG] [FORECASTER] VALN: Forecast T+1@11:T+2@11: DOWN (p=45.90%)
[2025-12-09T20:34:16.340279] [INFO ] [FORECASTER] Completed predict_future for VALN
[2025-12-09T20:34:16.340400] [INFO ] [sig       ] VALN: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-09T20:34:16.484846] [INFO ] [LOCAL     ] Saved forecast: VALN	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/VALN.txt
[2025-12-09T20:34:16.484996] [INFO ] [sig       ] [3378/3614] Completed VALN in 0.3s | 2.93 sym/s | Total: 19.2m | ETA: 1.3m
[2025-12-09T20:34:16.485035] [INFO ] [sig       ] [3379/3614] Forecasting VANI...
[2025-12-09T20:34:16.485065] [INFO ] [sig       ] Generating forecast for: VANI
[2025-12-09T20:34:16.485094] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VANI' from 'https://tdm.silogroup.org/data/derivative_storage/VANI.csv'.
[2025-12-09T20:34:16.495519] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VANI'.
[2025-12-09T20:34:16.495801] [INFO ] [FORECASTER] Starting predict_future for VANI
[2025-12-09T20:34:16.496537] [DEBUG] [LOCAL     ] No optimal features file found for VANI: ./output/feature-sets/VANI.txt
[2025-12-09T20:34:16.496604] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:16.496641] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:16.496667] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:16.496722] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:16.552535] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:16.553146] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:16.553219] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:16.553250] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:16.671846] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:16.671967] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:34:16.672004] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:16.672032] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:16.675149] [DEBUG] [FORECASTER] VANI: Forecast T+1@11:T+2@11: DOWN (p=14.82%)
[2025-12-09T20:34:16.675403] [INFO ] [FORECASTER] Completed predict_future for VANI
[2025-12-09T20:34:16.675524] [INFO ] [sig       ] VANI: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:34:16.812649] [INFO ] [LOCAL     ] Saved forecast: VANI	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/VANI.txt
[2025-12-09T20:34:16.812762] [INFO ] [sig       ] [3379/3614] Completed VANI in 0.3s | 2.93 sym/s | Total: 19.2m | ETA: 1.3m
[2025-12-09T20:34:16.812806] [INFO ] [sig       ] [3380/3614] Forecasting VBF...
[2025-12-09T20:34:16.812836] [INFO ] [sig       ] Generating forecast for: VBF
[2025-12-09T20:34:16.812864] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VBF' from 'https://tdm.silogroup.org/data/derivative_storage/VBF.csv'.
[2025-12-09T20:34:16.823956] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'VBF'.
[2025-12-09T20:34:16.824221] [INFO ] [FORECASTER] Starting predict_future for VBF
[2025-12-09T20:34:16.824970] [DEBUG] [LOCAL     ] No optimal features file found for VBF: ./output/feature-sets/VBF.txt
[2025-12-09T20:34:16.825020] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:16.825051] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:16.825078] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:16.825132] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:16.880412] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:16.881018] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:16.881093] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:16.881124] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:16.996099] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:16.996213] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:34:16.996250] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:16.996278] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:16.999525] [DEBUG] [FORECASTER] VBF: Forecast T+1@11:T+2@11: DOWN (p=30.55%)
[2025-12-09T20:34:16.999800] [INFO ] [FORECASTER] Completed predict_future for VBF
[2025-12-09T20:34:16.999916] [INFO ] [sig       ] VBF: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-09T20:34:17.140022] [INFO ] [LOCAL     ] Saved forecast: VBF	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/VBF.txt
[2025-12-09T20:34:17.140194] [INFO ] [sig       ] [3380/3614] Completed VBF in 0.3s | 2.93 sym/s | Total: 19.2m | ETA: 1.3m
[2025-12-09T20:34:17.140233] [INFO ] [sig       ] [3381/3614] Forecasting VBNK...
[2025-12-09T20:34:17.140263] [INFO ] [sig       ] Generating forecast for: VBNK
[2025-12-09T20:34:17.140295] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VBNK' from 'https://tdm.silogroup.org/data/derivative_storage/VBNK.csv'.
[2025-12-09T20:34:17.151862] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VBNK'.
[2025-12-09T20:34:17.152216] [INFO ] [FORECASTER] Starting predict_future for VBNK
[2025-12-09T20:34:17.153062] [DEBUG] [LOCAL     ] No optimal features file found for VBNK: ./output/feature-sets/VBNK.txt
[2025-12-09T20:34:17.153114] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:17.153145] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:17.153171] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:17.153228] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:17.209752] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:17.210665] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:17.210750] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:17.210784] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:17.331521] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:17.331697] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:34:17.331740] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:17.331769] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:17.335233] [DEBUG] [FORECASTER] VBNK: Forecast T+1@11:T+2@11: UP (p=97.81%)
[2025-12-09T20:34:17.335535] [INFO ] [FORECASTER] Completed predict_future for VBNK
[2025-12-09T20:34:17.335698] [INFO ] [sig       ] VBNK: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:34:17.480340] [INFO ] [LOCAL     ] Saved forecast: VBNK	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/VBNK.txt
[2025-12-09T20:34:17.480532] [INFO ] [sig       ] [3381/3614] Completed VBNK in 0.3s | 2.93 sym/s | Total: 19.2m | ETA: 1.3m
[2025-12-09T20:34:17.480591] [INFO ] [sig       ] [3382/3614] Forecasting VC...
[2025-12-09T20:34:17.480624] [INFO ] [sig       ] Generating forecast for: VC
[2025-12-09T20:34:17.480653] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VC' from 'https://tdm.silogroup.org/data/derivative_storage/VC.csv'.
[2025-12-09T20:34:17.492329] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'VC'.
[2025-12-09T20:34:17.492692] [INFO ] [FORECASTER] Starting predict_future for VC
[2025-12-09T20:34:17.493483] [DEBUG] [LOCAL     ] No optimal features file found for VC: ./output/feature-sets/VC.txt
[2025-12-09T20:34:17.493534] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:17.493565] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:17.493611] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:17.493667] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:17.551618] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:17.552417] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:17.552494] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:17.552526] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:17.673181] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:17.673302] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:34:17.673341] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:17.673369] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:17.676546] [DEBUG] [FORECASTER] VC: Forecast T+1@11:T+2@11: UP (p=77.23%)
[2025-12-09T20:34:17.676833] [INFO ] [FORECASTER] Completed predict_future for VC
[2025-12-09T20:34:17.676948] [INFO ] [sig       ] VC: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-09T20:34:17.817629] [INFO ] [LOCAL     ] Saved forecast: VC	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/VC.txt
[2025-12-09T20:34:17.817787] [INFO ] [sig       ] [3382/3614] Completed VC in 0.3s | 2.93 sym/s | Total: 19.2m | ETA: 1.3m
[2025-12-09T20:34:17.817832] [INFO ] [sig       ] [3383/3614] Forecasting VCEL...
[2025-12-09T20:34:17.817860] [INFO ] [sig       ] Generating forecast for: VCEL
[2025-12-09T20:34:17.817889] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VCEL' from 'https://tdm.silogroup.org/data/derivative_storage/VCEL.csv'.
[2025-12-09T20:34:17.828999] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VCEL'.
[2025-12-09T20:34:17.829255] [INFO ] [FORECASTER] Starting predict_future for VCEL
[2025-12-09T20:34:17.830019] [DEBUG] [LOCAL     ] No optimal features file found for VCEL: ./output/feature-sets/VCEL.txt
[2025-12-09T20:34:17.830070] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:17.830100] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:17.830127] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:17.830182] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:17.887185] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:17.887928] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:17.888005] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:17.888038] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:18.004424] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:18.004523] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:34:18.004595] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:18.004628] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:18.007932] [DEBUG] [FORECASTER] VCEL: Forecast T+1@11:T+2@11: UP (p=88.52%)
[2025-12-09T20:34:18.008197] [INFO ] [FORECASTER] Completed predict_future for VCEL
[2025-12-09T20:34:18.008313] [INFO ] [sig       ] VCEL: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:34:18.147617] [INFO ] [LOCAL     ] Saved forecast: VCEL	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/VCEL.txt
[2025-12-09T20:34:18.147736] [INFO ] [sig       ] [3383/3614] Completed VCEL in 0.3s | 2.93 sym/s | Total: 19.2m | ETA: 1.3m
[2025-12-09T20:34:18.147773] [INFO ] [sig       ] [3384/3614] Forecasting VCRB...
[2025-12-09T20:34:18.147801] [INFO ] [sig       ] Generating forecast for: VCRB
[2025-12-09T20:34:18.147829] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VCRB' from 'https://tdm.silogroup.org/data/derivative_storage/VCRB.csv'.
[2025-12-09T20:34:18.158782] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VCRB'.
[2025-12-09T20:34:18.159084] [INFO ] [FORECASTER] Starting predict_future for VCRB
[2025-12-09T20:34:18.159960] [DEBUG] [LOCAL     ] No optimal features file found for VCRB: ./output/feature-sets/VCRB.txt
[2025-12-09T20:34:18.160014] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:18.160047] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:18.160074] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:18.160130] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:18.216281] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:18.216916] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:18.216990] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:18.217021] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:18.333721] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:18.333834] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:34:18.333872] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:18.333901] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:18.337180] [DEBUG] [FORECASTER] VCRB: Forecast T+1@11:T+2@11: UP (p=97.36%)
[2025-12-09T20:34:18.337442] [INFO ] [FORECASTER] Completed predict_future for VCRB
[2025-12-09T20:34:18.337604] [INFO ] [sig       ] VCRB: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:34:18.480302] [INFO ] [LOCAL     ] Saved forecast: VCRB	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/VCRB.txt
[2025-12-09T20:34:18.480423] [INFO ] [sig       ] [3384/3614] Completed VCRB in 0.3s | 2.93 sym/s | Total: 19.2m | ETA: 1.3m
[2025-12-09T20:34:18.480462] [INFO ] [sig       ] [3385/3614] Forecasting VCSH...
[2025-12-09T20:34:18.480491] [INFO ] [sig       ] Generating forecast for: VCSH
[2025-12-09T20:34:18.480519] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VCSH' from 'https://tdm.silogroup.org/data/derivative_storage/VCSH.csv'.
[2025-12-09T20:34:18.491623] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'VCSH'.
[2025-12-09T20:34:18.491905] [INFO ] [FORECASTER] Starting predict_future for VCSH
[2025-12-09T20:34:18.492732] [DEBUG] [LOCAL     ] No optimal features file found for VCSH: ./output/feature-sets/VCSH.txt
[2025-12-09T20:34:18.492784] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:18.492842] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:18.492871] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:18.492940] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:18.550260] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:18.550971] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:18.551050] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:18.551084] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:18.673343] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:18.673463] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:34:18.673501] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:18.673528] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:18.676729] [DEBUG] [FORECASTER] VCSH: Forecast T+1@11:T+2@11: DOWN (p=23.55%)
[2025-12-09T20:34:18.676991] [INFO ] [FORECASTER] Completed predict_future for VCSH
[2025-12-09T20:34:18.677106] [INFO ] [sig       ] VCSH: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-09T20:34:18.815330] [INFO ] [LOCAL     ] Saved forecast: VCSH	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/VCSH.txt
[2025-12-09T20:34:18.815448] [INFO ] [sig       ] [3385/3614] Completed VCSH in 0.3s | 2.93 sym/s | Total: 19.2m | ETA: 1.3m
[2025-12-09T20:34:18.815485] [INFO ] [sig       ] [3386/3614] Forecasting VECO...
[2025-12-09T20:34:18.815515] [INFO ] [sig       ] Generating forecast for: VECO
[2025-12-09T20:34:18.815543] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VECO' from 'https://tdm.silogroup.org/data/derivative_storage/VECO.csv'.
[2025-12-09T20:34:18.826226] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'VECO'.
[2025-12-09T20:34:18.826524] [INFO ] [FORECASTER] Starting predict_future for VECO
[2025-12-09T20:34:18.827349] [DEBUG] [LOCAL     ] No optimal features file found for VECO: ./output/feature-sets/VECO.txt
[2025-12-09T20:34:18.827402] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:18.827435] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:18.827462] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:18.827542] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:18.884525] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:18.885155] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:18.885231] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:18.885264] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:19.002909] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:19.003044] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:34:19.003085] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:19.003114] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:19.006487] [DEBUG] [FORECASTER] VECO: Forecast T+1@11:T+2@11: DOWN (p=11.11%)
[2025-12-09T20:34:19.006774] [INFO ] [FORECASTER] Completed predict_future for VECO
[2025-12-09T20:34:19.006898] [INFO ] [sig       ] VECO: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-09T20:34:19.143619] [INFO ] [LOCAL     ] Saved forecast: VECO	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/VECO.txt
[2025-12-09T20:34:19.143735] [INFO ] [sig       ] [3386/3614] Completed VECO in 0.3s | 2.93 sym/s | Total: 19.2m | ETA: 1.3m
[2025-12-09T20:34:19.143772] [INFO ] [sig       ] [3387/3614] Forecasting VEEE...
[2025-12-09T20:34:19.143800] [INFO ] [sig       ] Generating forecast for: VEEE
[2025-12-09T20:34:19.143828] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VEEE' from 'https://tdm.silogroup.org/data/derivative_storage/VEEE.csv'.
[2025-12-09T20:34:19.153942] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'VEEE'.
[2025-12-09T20:34:19.154235] [INFO ] [FORECASTER] Starting predict_future for VEEE
[2025-12-09T20:34:19.154990] [DEBUG] [LOCAL     ] No optimal features file found for VEEE: ./output/feature-sets/VEEE.txt
[2025-12-09T20:34:19.155041] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:19.155084] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:19.155112] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:19.155173] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:19.210091] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:19.210714] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:19.210788] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:19.210819] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:19.322840] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:19.322963] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:34:19.323000] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:19.323028] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:19.326218] [DEBUG] [FORECASTER] VEEE: Forecast T+1@11:T+2@11: DOWN (p=41.62%)
[2025-12-09T20:34:19.326478] [INFO ] [FORECASTER] Completed predict_future for VEEE
[2025-12-09T20:34:19.326612] [INFO ] [sig       ] VEEE: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-09T20:34:19.463956] [INFO ] [LOCAL     ] Saved forecast: VEEE	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/VEEE.txt
[2025-12-09T20:34:19.464078] [INFO ] [sig       ] [3387/3614] Completed VEEE in 0.3s | 2.93 sym/s | Total: 19.3m | ETA: 1.3m
[2025-12-09T20:34:19.464123] [INFO ] [sig       ] [3388/3614] Forecasting VEL...
[2025-12-09T20:34:19.464151] [INFO ] [sig       ] Generating forecast for: VEL
[2025-12-09T20:34:19.464200] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VEL' from 'https://tdm.silogroup.org/data/derivative_storage/VEL.csv'.
[2025-12-09T20:34:19.475000] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'VEL'.
[2025-12-09T20:34:19.475271] [INFO ] [FORECASTER] Starting predict_future for VEL
[2025-12-09T20:34:19.476029] [DEBUG] [LOCAL     ] No optimal features file found for VEL: ./output/feature-sets/VEL.txt
[2025-12-09T20:34:19.476079] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:19.476110] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:19.476136] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:19.476190] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:19.535004] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:19.535722] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:19.535796] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:19.535828] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:19.652609] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:19.652732] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:34:19.652773] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:19.652830] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:19.656064] [DEBUG] [FORECASTER] VEL: Forecast T+1@11:T+2@11: DOWN (p=2.10%)
[2025-12-09T20:34:19.656326] [INFO ] [FORECASTER] Completed predict_future for VEL
[2025-12-09T20:34:19.656444] [INFO ] [sig       ] VEL: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-09T20:34:19.793190] [INFO ] [LOCAL     ] Saved forecast: VEL	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/VEL.txt
[2025-12-09T20:34:19.793322] [INFO ] [sig       ] [3388/3614] Completed VEL in 0.3s | 2.93 sym/s | Total: 19.3m | ETA: 1.3m
[2025-12-09T20:34:19.793360] [INFO ] [sig       ] [3389/3614] Forecasting VEON...
[2025-12-09T20:34:19.793389] [INFO ] [sig       ] Generating forecast for: VEON
[2025-12-09T20:34:19.793418] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VEON' from 'https://tdm.silogroup.org/data/derivative_storage/VEON.csv'.
[2025-12-09T20:34:19.804266] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'VEON'.
[2025-12-09T20:34:19.804607] [INFO ] [FORECASTER] Starting predict_future for VEON
[2025-12-09T20:34:19.805352] [DEBUG] [LOCAL     ] No optimal features file found for VEON: ./output/feature-sets/VEON.txt
[2025-12-09T20:34:19.805402] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:19.805433] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:19.805458] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:19.805513] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:19.862220] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:19.862968] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:19.863059] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:19.863095] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:19.984792] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:19.984936] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:34:19.984975] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:19.985002] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:19.988330] [DEBUG] [FORECASTER] VEON: Forecast T+1@11:T+2@11: UP (p=94.11%)
[2025-12-09T20:34:19.988614] [INFO ] [FORECASTER] Completed predict_future for VEON
[2025-12-09T20:34:19.988737] [INFO ] [sig       ] VEON: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-09T20:34:20.127252] [INFO ] [LOCAL     ] Saved forecast: VEON	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/VEON.txt
[2025-12-09T20:34:20.127387] [INFO ] [sig       ] [3389/3614] Completed VEON in 0.3s | 2.93 sym/s | Total: 19.3m | ETA: 1.3m
[2025-12-09T20:34:20.127425] [INFO ] [sig       ] [3390/3614] Forecasting VERA...
[2025-12-09T20:34:20.127454] [INFO ] [sig       ] Generating forecast for: VERA
[2025-12-09T20:34:20.127482] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VERA' from 'https://tdm.silogroup.org/data/derivative_storage/VERA.csv'.
[2025-12-09T20:34:20.138175] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VERA'.
[2025-12-09T20:34:20.138462] [INFO ] [FORECASTER] Starting predict_future for VERA
[2025-12-09T20:34:20.139212] [DEBUG] [LOCAL     ] No optimal features file found for VERA: ./output/feature-sets/VERA.txt
[2025-12-09T20:34:20.139261] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:20.139291] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:20.139317] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:20.139373] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:20.195059] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:20.195781] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:20.195861] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:20.195894] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:20.314476] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:20.314658] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:34:20.314708] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:20.314738] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:20.318164] [DEBUG] [FORECASTER] VERA: Forecast T+1@11:T+2@11: UP (p=89.85%)
[2025-12-09T20:34:20.318540] [INFO ] [FORECASTER] Completed predict_future for VERA
[2025-12-09T20:34:20.318681] [INFO ] [sig       ] VERA: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:34:20.455133] [INFO ] [LOCAL     ] Saved forecast: VERA	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/VERA.txt
[2025-12-09T20:34:20.455262] [INFO ] [sig       ] [3390/3614] Completed VERA in 0.3s | 2.93 sym/s | Total: 19.3m | ETA: 1.3m
[2025-12-09T20:34:20.455300] [INFO ] [sig       ] [3391/3614] Forecasting VERI...
[2025-12-09T20:34:20.455337] [INFO ] [sig       ] Generating forecast for: VERI
[2025-12-09T20:34:20.455367] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VERI' from 'https://tdm.silogroup.org/data/derivative_storage/VERI.csv'.
[2025-12-09T20:34:20.466485] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VERI'.
[2025-12-09T20:34:20.466861] [INFO ] [FORECASTER] Starting predict_future for VERI
[2025-12-09T20:34:20.467692] [DEBUG] [LOCAL     ] No optimal features file found for VERI: ./output/feature-sets/VERI.txt
[2025-12-09T20:34:20.467744] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:20.467778] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:20.467809] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:20.467865] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:20.523109] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:20.523878] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:20.523955] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:20.523987] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:20.640300] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:20.640443] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:34:20.640481] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:20.640509] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:20.643852] [DEBUG] [FORECASTER] VERI: Forecast T+1@11:T+2@11: UP (p=60.77%)
[2025-12-09T20:34:20.644123] [INFO ] [FORECASTER] Completed predict_future for VERI
[2025-12-09T20:34:20.644243] [INFO ] [sig       ] VERI: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:34:20.782332] [INFO ] [LOCAL     ] Saved forecast: VERI	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/VERI.txt
[2025-12-09T20:34:20.782463] [INFO ] [sig       ] [3391/3614] Completed VERI in 0.3s | 2.93 sym/s | Total: 19.3m | ETA: 1.3m
[2025-12-09T20:34:20.782501] [INFO ] [sig       ] [3392/3614] Forecasting VERO...
[2025-12-09T20:34:20.782531] [INFO ] [sig       ] Generating forecast for: VERO
[2025-12-09T20:34:20.782560] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VERO' from 'https://tdm.silogroup.org/data/derivative_storage/VERO.csv'.
[2025-12-09T20:34:20.793459] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VERO'.
[2025-12-09T20:34:20.793818] [INFO ] [FORECASTER] Starting predict_future for VERO
[2025-12-09T20:34:20.794603] [DEBUG] [LOCAL     ] No optimal features file found for VERO: ./output/feature-sets/VERO.txt
[2025-12-09T20:34:20.794654] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:20.794685] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:20.794710] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:20.794773] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:20.855476] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:20.856146] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:20.856229] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:20.856262] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:20.971639] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:20.971787] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:34:20.971825] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:20.971853] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:20.975172] [DEBUG] [FORECASTER] VERO: Forecast T+1@11:T+2@11: UP (p=89.04%)
[2025-12-09T20:34:20.975434] [INFO ] [FORECASTER] Completed predict_future for VERO
[2025-12-09T20:34:20.975553] [INFO ] [sig       ] VERO: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:34:21.116047] [INFO ] [LOCAL     ] Saved forecast: VERO	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/VERO.txt
[2025-12-09T20:34:21.116184] [INFO ] [sig       ] [3392/3614] Completed VERO in 0.3s | 2.93 sym/s | Total: 19.3m | ETA: 1.3m
[2025-12-09T20:34:21.116221] [INFO ] [sig       ] [3393/3614] Forecasting VERX...
[2025-12-09T20:34:21.116250] [INFO ] [sig       ] Generating forecast for: VERX
[2025-12-09T20:34:21.116280] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VERX' from 'https://tdm.silogroup.org/data/derivative_storage/VERX.csv'.
[2025-12-09T20:34:21.127219] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'VERX'.
[2025-12-09T20:34:21.127542] [INFO ] [FORECASTER] Starting predict_future for VERX
[2025-12-09T20:34:21.128338] [DEBUG] [LOCAL     ] No optimal features file found for VERX: ./output/feature-sets/VERX.txt
[2025-12-09T20:34:21.128388] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:21.128419] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:21.128444] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:21.128498] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:21.185176] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:21.185954] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:21.186033] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:21.186066] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:21.303719] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:21.303872] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:34:21.303912] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:21.303941] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:21.307318] [DEBUG] [FORECASTER] VERX: Forecast T+1@11:T+2@11: UP (p=85.15%)
[2025-12-09T20:34:21.307636] [INFO ] [FORECASTER] Completed predict_future for VERX
[2025-12-09T20:34:21.307762] [INFO ] [sig       ] VERX: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-09T20:34:21.454887] [INFO ] [LOCAL     ] Saved forecast: VERX	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/VERX.txt
[2025-12-09T20:34:21.455043] [INFO ] [sig       ] [3393/3614] Completed VERX in 0.3s | 2.93 sym/s | Total: 19.3m | ETA: 1.3m
[2025-12-09T20:34:21.455091] [INFO ] [sig       ] [3394/3614] Forecasting VFC...
[2025-12-09T20:34:21.455122] [INFO ] [sig       ] Generating forecast for: VFC
[2025-12-09T20:34:21.455155] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VFC' from 'https://tdm.silogroup.org/data/derivative_storage/VFC.csv'.
[2025-12-09T20:34:21.466530] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'VFC'.
[2025-12-09T20:34:21.466863] [INFO ] [FORECASTER] Starting predict_future for VFC
[2025-12-09T20:34:21.467726] [DEBUG] [LOCAL     ] No optimal features file found for VFC: ./output/feature-sets/VFC.txt
[2025-12-09T20:34:21.467776] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:21.467807] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:21.467832] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:21.467887] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:21.523019] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:21.523787] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:21.523863] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:21.523894] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:21.641503] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:21.641667] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:34:21.641708] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:21.641754] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:21.645080] [DEBUG] [FORECASTER] VFC: Forecast T+1@11:T+2@11: DOWN (p=0.55%)
[2025-12-09T20:34:21.645343] [INFO ] [FORECASTER] Completed predict_future for VFC
[2025-12-09T20:34:21.645462] [INFO ] [sig       ] VFC: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-09T20:34:21.782927] [INFO ] [LOCAL     ] Saved forecast: VFC	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/VFC.txt
[2025-12-09T20:34:21.783062] [INFO ] [sig       ] [3394/3614] Completed VFC in 0.3s | 2.93 sym/s | Total: 19.3m | ETA: 1.3m
[2025-12-09T20:34:21.783100] [INFO ] [sig       ] [3395/3614] Forecasting VFF...
[2025-12-09T20:34:21.783127] [INFO ] [sig       ] Generating forecast for: VFF
[2025-12-09T20:34:21.783156] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VFF' from 'https://tdm.silogroup.org/data/derivative_storage/VFF.csv'.
[2025-12-09T20:34:21.798657] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VFF'.
[2025-12-09T20:34:21.799183] [INFO ] [FORECASTER] Starting predict_future for VFF
[2025-12-09T20:34:21.800255] [DEBUG] [LOCAL     ] No optimal features file found for VFF: ./output/feature-sets/VFF.txt
[2025-12-09T20:34:21.800310] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:21.800341] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:21.800369] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:21.800424] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:21.860827] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:21.861771] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:21.861892] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:21.861926] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:21.978961] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:21.979109] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:34:21.979152] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:21.979179] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:21.982546] [DEBUG] [FORECASTER] VFF: Forecast T+1@11:T+2@11: DOWN (p=46.01%)
[2025-12-09T20:34:21.982830] [INFO ] [FORECASTER] Completed predict_future for VFF
[2025-12-09T20:34:21.982951] [INFO ] [sig       ] VFF: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:34:22.119981] [INFO ] [LOCAL     ] Saved forecast: VFF	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/VFF.txt
[2025-12-09T20:34:22.120124] [INFO ] [sig       ] [3395/3614] Completed VFF in 0.3s | 2.93 sym/s | Total: 19.3m | ETA: 1.2m
[2025-12-09T20:34:22.120162] [INFO ] [sig       ] [3396/3614] Forecasting VFLO...
[2025-12-09T20:34:22.120192] [INFO ] [sig       ] Generating forecast for: VFLO
[2025-12-09T20:34:22.120222] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VFLO' from 'https://tdm.silogroup.org/data/derivative_storage/VFLO.csv'.
[2025-12-09T20:34:22.131222] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'VFLO'.
[2025-12-09T20:34:22.131490] [INFO ] [FORECASTER] Starting predict_future for VFLO
[2025-12-09T20:34:22.132262] [DEBUG] [LOCAL     ] No optimal features file found for VFLO: ./output/feature-sets/VFLO.txt
[2025-12-09T20:34:22.132313] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:22.132343] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:22.132368] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:22.132422] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:22.187360] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:22.187987] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:22.188061] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:22.188105] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:22.309814] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:22.309967] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:34:22.310006] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:22.310034] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:22.313338] [DEBUG] [FORECASTER] VFLO: Forecast T+1@11:T+2@11: DOWN (p=37.61%)
[2025-12-09T20:34:22.313621] [INFO ] [FORECASTER] Completed predict_future for VFLO
[2025-12-09T20:34:22.313739] [INFO ] [sig       ] VFLO: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-09T20:34:22.454408] [INFO ] [LOCAL     ] Saved forecast: VFLO	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/VFLO.txt
[2025-12-09T20:34:22.454610] [INFO ] [sig       ] [3396/3614] Completed VFLO in 0.3s | 2.93 sym/s | Total: 19.3m | ETA: 1.2m
[2025-12-09T20:34:22.454663] [INFO ] [sig       ] [3397/3614] Forecasting VFS...
[2025-12-09T20:34:22.454720] [INFO ] [sig       ] Generating forecast for: VFS
[2025-12-09T20:34:22.454751] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VFS' from 'https://tdm.silogroup.org/data/derivative_storage/VFS.csv'.
[2025-12-09T20:34:22.465620] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VFS'.
[2025-12-09T20:34:22.465948] [INFO ] [FORECASTER] Starting predict_future for VFS
[2025-12-09T20:34:22.466815] [DEBUG] [LOCAL     ] No optimal features file found for VFS: ./output/feature-sets/VFS.txt
[2025-12-09T20:34:22.466866] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:22.466896] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:22.466921] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:22.466976] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:22.526150] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:22.527357] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:22.527453] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:22.527487] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:22.652088] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:22.652265] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:34:22.652314] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:22.652343] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:22.656113] [DEBUG] [FORECASTER] VFS: Forecast T+1@11:T+2@11: UP (p=88.10%)
[2025-12-09T20:34:22.656427] [INFO ] [FORECASTER] Completed predict_future for VFS
[2025-12-09T20:34:22.656570] [INFO ] [sig       ] VFS: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:34:22.803408] [INFO ] [LOCAL     ] Saved forecast: VFS	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/VFS.txt
[2025-12-09T20:34:22.803567] [INFO ] [sig       ] [3397/3614] Completed VFS in 0.3s | 2.93 sym/s | Total: 19.3m | ETA: 1.2m
[2025-12-09T20:34:22.803627] [INFO ] [sig       ] [3398/3614] Forecasting VGI...
[2025-12-09T20:34:22.803656] [INFO ] [sig       ] Generating forecast for: VGI
[2025-12-09T20:34:22.803685] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VGI' from 'https://tdm.silogroup.org/data/derivative_storage/VGI.csv'.
[2025-12-09T20:34:22.816033] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'VGI'.
[2025-12-09T20:34:22.816432] [INFO ] [FORECASTER] Starting predict_future for VGI
[2025-12-09T20:34:22.817224] [DEBUG] [LOCAL     ] No optimal features file found for VGI: ./output/feature-sets/VGI.txt
[2025-12-09T20:34:22.817276] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:22.817306] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:22.817345] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:22.817400] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:22.873056] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:22.873870] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:22.873965] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:22.873997] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:22.999749] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:22.999910] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:34:22.999950] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:22.999980] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:23.003378] [DEBUG] [FORECASTER] VGI: Forecast T+1@11:T+2@11: UP (p=86.86%)
[2025-12-09T20:34:23.003689] [INFO ] [FORECASTER] Completed predict_future for VGI
[2025-12-09T20:34:23.003813] [INFO ] [sig       ] VGI: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-09T20:34:23.143543] [INFO ] [LOCAL     ] Saved forecast: VGI	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/VGI.txt
[2025-12-09T20:34:23.143725] [INFO ] [sig       ] [3398/3614] Completed VGI in 0.3s | 2.93 sym/s | Total: 19.3m | ETA: 1.2m
[2025-12-09T20:34:23.143765] [INFO ] [sig       ] [3399/3614] Forecasting VGM...
[2025-12-09T20:34:23.143795] [INFO ] [sig       ] Generating forecast for: VGM
[2025-12-09T20:34:23.143851] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VGM' from 'https://tdm.silogroup.org/data/derivative_storage/VGM.csv'.
[2025-12-09T20:34:23.154808] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VGM'.
[2025-12-09T20:34:23.155054] [INFO ] [FORECASTER] Starting predict_future for VGM
[2025-12-09T20:34:23.155810] [DEBUG] [LOCAL     ] No optimal features file found for VGM: ./output/feature-sets/VGM.txt
[2025-12-09T20:34:23.155864] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:23.155895] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:23.155921] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:23.155976] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:23.213137] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:23.213959] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:23.214040] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:23.214071] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:23.332375] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:23.332533] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:34:23.332591] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:23.332622] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:23.335980] [DEBUG] [FORECASTER] VGM: Forecast T+1@11:T+2@11: DOWN (p=19.45%)
[2025-12-09T20:34:23.336265] [INFO ] [FORECASTER] Completed predict_future for VGM
[2025-12-09T20:34:23.336388] [INFO ] [sig       ] VGM: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:34:23.491415] [INFO ] [LOCAL     ] Saved forecast: VGM	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/VGM.txt
[2025-12-09T20:34:23.491554] [INFO ] [sig       ] [3399/3614] Completed VGM in 0.3s | 2.93 sym/s | Total: 19.3m | ETA: 1.2m
[2025-12-09T20:34:23.491609] [INFO ] [sig       ] [3400/3614] Forecasting VGSH...
[2025-12-09T20:34:23.491640] [INFO ] [sig       ] Generating forecast for: VGSH
[2025-12-09T20:34:23.491670] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VGSH' from 'https://tdm.silogroup.org/data/derivative_storage/VGSH.csv'.
[2025-12-09T20:34:23.502942] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'VGSH'.
[2025-12-09T20:34:23.503212] [INFO ] [FORECASTER] Starting predict_future for VGSH
[2025-12-09T20:34:23.503985] [DEBUG] [LOCAL     ] No optimal features file found for VGSH: ./output/feature-sets/VGSH.txt
[2025-12-09T20:34:23.504035] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:23.504065] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:23.504091] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:23.504144] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:23.568669] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:23.569670] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:23.569762] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:23.569804] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:23.691091] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:23.691248] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:34:23.691288] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:23.691317] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:23.694661] [DEBUG] [FORECASTER] VGSH: Forecast T+1@11:T+2@11: UP (p=51.72%)
[2025-12-09T20:34:23.694933] [INFO ] [FORECASTER] Completed predict_future for VGSH
[2025-12-09T20:34:23.695053] [INFO ] [sig       ] VGSH: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-09T20:34:23.835401] [INFO ] [LOCAL     ] Saved forecast: VGSH	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/VGSH.txt
[2025-12-09T20:34:23.835540] [INFO ] [sig       ] [3400/3614] Completed VGSH in 0.3s | 2.93 sym/s | Total: 19.3m | ETA: 1.2m
[2025-12-09T20:34:23.835596] [INFO ] [sig       ] [3401/3614] Forecasting VICI...
[2025-12-09T20:34:23.835628] [INFO ] [sig       ] Generating forecast for: VICI
[2025-12-09T20:34:23.835658] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VICI' from 'https://tdm.silogroup.org/data/derivative_storage/VICI.csv'.
[2025-12-09T20:34:23.848328] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VICI'.
[2025-12-09T20:34:23.848739] [INFO ] [FORECASTER] Starting predict_future for VICI
[2025-12-09T20:34:23.849596] [DEBUG] [LOCAL     ] No optimal features file found for VICI: ./output/feature-sets/VICI.txt
[2025-12-09T20:34:23.849649] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:23.849682] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:23.849710] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:23.849764] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:23.910914] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:23.911860] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:23.911945] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:23.911978] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:24.036148] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:24.036304] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:34:24.036346] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:24.036375] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:24.039793] [DEBUG] [FORECASTER] VICI: Forecast T+1@11:T+2@11: UP (p=60.62%)
[2025-12-09T20:34:24.040087] [INFO ] [FORECASTER] Completed predict_future for VICI
[2025-12-09T20:34:24.040208] [INFO ] [sig       ] VICI: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:34:24.182967] [INFO ] [LOCAL     ] Saved forecast: VICI	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/VICI.txt
[2025-12-09T20:34:24.183140] [INFO ] [sig       ] [3401/3614] Completed VICI in 0.3s | 2.93 sym/s | Total: 19.3m | ETA: 1.2m
[2025-12-09T20:34:24.183190] [INFO ] [sig       ] [3402/3614] Forecasting VIGI...
[2025-12-09T20:34:24.183233] [INFO ] [sig       ] Generating forecast for: VIGI
[2025-12-09T20:34:24.183276] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VIGI' from 'https://tdm.silogroup.org/data/derivative_storage/VIGI.csv'.
[2025-12-09T20:34:24.196220] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VIGI'.
[2025-12-09T20:34:24.196669] [INFO ] [FORECASTER] Starting predict_future for VIGI
[2025-12-09T20:34:24.197757] [DEBUG] [LOCAL     ] No optimal features file found for VIGI: ./output/feature-sets/VIGI.txt
[2025-12-09T20:34:24.197813] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:24.197877] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:24.197905] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:24.197964] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:24.258229] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:24.259067] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:24.259146] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:24.259177] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:24.379783] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:24.380001] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:34:24.380061] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:24.380093] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:24.383489] [DEBUG] [FORECASTER] VIGI: Forecast T+1@11:T+2@11: DOWN (p=26.04%)
[2025-12-09T20:34:24.383774] [INFO ] [FORECASTER] Completed predict_future for VIGI
[2025-12-09T20:34:24.383910] [INFO ] [sig       ] VIGI: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:34:24.543985] [INFO ] [LOCAL     ] Saved forecast: VIGI	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/VIGI.txt
[2025-12-09T20:34:24.544136] [INFO ] [sig       ] [3402/3614] Completed VIGI in 0.4s | 2.93 sym/s | Total: 19.3m | ETA: 1.2m
[2025-12-09T20:34:24.544176] [INFO ] [sig       ] [3403/3614] Forecasting VINP...
[2025-12-09T20:34:24.544207] [INFO ] [sig       ] Generating forecast for: VINP
[2025-12-09T20:34:24.544236] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VINP' from 'https://tdm.silogroup.org/data/derivative_storage/VINP.csv'.
[2025-12-09T20:34:24.556233] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'VINP'.
[2025-12-09T20:34:24.556676] [INFO ] [FORECASTER] Starting predict_future for VINP
[2025-12-09T20:34:24.557463] [DEBUG] [LOCAL     ] No optimal features file found for VINP: ./output/feature-sets/VINP.txt
[2025-12-09T20:34:24.557540] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:24.557599] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:24.557630] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:24.557686] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:24.620529] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:24.621550] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:24.621660] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:24.621696] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:24.747561] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:24.747738] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:34:24.747781] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:24.747812] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:24.751465] [DEBUG] [FORECASTER] VINP: Forecast T+1@11:T+2@11: UP (p=90.32%)
[2025-12-09T20:34:24.751801] [INFO ] [FORECASTER] Completed predict_future for VINP
[2025-12-09T20:34:24.751941] [INFO ] [sig       ] VINP: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-09T20:34:24.908336] [INFO ] [LOCAL     ] Saved forecast: VINP	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/VINP.txt
[2025-12-09T20:34:24.908489] [INFO ] [sig       ] [3403/3614] Completed VINP in 0.4s | 2.93 sym/s | Total: 19.3m | ETA: 1.2m
[2025-12-09T20:34:24.908538] [INFO ] [sig       ] [3404/3614] Forecasting VIPS...
[2025-12-09T20:34:24.908613] [INFO ] [sig       ] Generating forecast for: VIPS
[2025-12-09T20:34:24.908648] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VIPS' from 'https://tdm.silogroup.org/data/derivative_storage/VIPS.csv'.
[2025-12-09T20:34:24.920436] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'VIPS'.
[2025-12-09T20:34:24.920815] [INFO ] [FORECASTER] Starting predict_future for VIPS
[2025-12-09T20:34:24.921594] [DEBUG] [LOCAL     ] No optimal features file found for VIPS: ./output/feature-sets/VIPS.txt
[2025-12-09T20:34:24.921646] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:24.921678] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:24.921705] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:24.921760] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:24.979642] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:24.980567] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:24.980673] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:24.980715] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:25.104143] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:25.104311] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:34:25.104352] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:25.104381] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:25.107822] [DEBUG] [FORECASTER] VIPS: Forecast T+1@11:T+2@11: UP (p=50.89%)
[2025-12-09T20:34:25.108095] [INFO ] [FORECASTER] Completed predict_future for VIPS
[2025-12-09T20:34:25.108219] [INFO ] [sig       ] VIPS: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-09T20:34:25.249270] [INFO ] [LOCAL     ] Saved forecast: VIPS	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/VIPS.txt
[2025-12-09T20:34:25.249395] [INFO ] [sig       ] [3404/3614] Completed VIPS in 0.3s | 2.93 sym/s | Total: 19.4m | ETA: 1.2m
[2025-12-09T20:34:25.249434] [INFO ] [sig       ] [3405/3614] Forecasting VIRC...
[2025-12-09T20:34:25.249490] [INFO ] [sig       ] Generating forecast for: VIRC
[2025-12-09T20:34:25.249522] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VIRC' from 'https://tdm.silogroup.org/data/derivative_storage/VIRC.csv'.
[2025-12-09T20:34:25.260409] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'VIRC'.
[2025-12-09T20:34:25.260679] [INFO ] [FORECASTER] Starting predict_future for VIRC
[2025-12-09T20:34:25.261402] [DEBUG] [LOCAL     ] No optimal features file found for VIRC: ./output/feature-sets/VIRC.txt
[2025-12-09T20:34:25.261452] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:25.261483] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:25.261509] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:25.261564] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:25.317298] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:25.317953] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:25.318028] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:25.318060] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:25.441014] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:25.441170] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:34:25.441214] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:25.441275] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:25.444752] [DEBUG] [FORECASTER] VIRC: Forecast T+1@11:T+2@11: UP (p=67.76%)
[2025-12-09T20:34:25.445028] [INFO ] [FORECASTER] Completed predict_future for VIRC
[2025-12-09T20:34:25.445145] [INFO ] [sig       ] VIRC: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-09T20:34:25.632263] [INFO ] [LOCAL     ] Saved forecast: VIRC	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/VIRC.txt
[2025-12-09T20:34:25.632422] [INFO ] [sig       ] [3405/3614] Completed VIRC in 0.4s | 2.93 sym/s | Total: 19.4m | ETA: 1.2m
[2025-12-09T20:34:25.632470] [INFO ] [sig       ] [3406/3614] Forecasting VITL...
[2025-12-09T20:34:25.632499] [INFO ] [sig       ] Generating forecast for: VITL
[2025-12-09T20:34:25.632527] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VITL' from 'https://tdm.silogroup.org/data/derivative_storage/VITL.csv'.
[2025-12-09T20:34:25.645227] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'VITL'.
[2025-12-09T20:34:25.645649] [INFO ] [FORECASTER] Starting predict_future for VITL
[2025-12-09T20:34:25.646474] [DEBUG] [LOCAL     ] No optimal features file found for VITL: ./output/feature-sets/VITL.txt
[2025-12-09T20:34:25.646527] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:25.646561] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:25.646613] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:25.646674] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:25.702831] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:25.703754] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:25.703845] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:25.703877] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:25.826055] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:25.826196] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:34:25.826236] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:25.826264] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:25.829715] [DEBUG] [FORECASTER] VITL: Forecast T+1@11:T+2@11: DOWN (p=9.16%)
[2025-12-09T20:34:25.830017] [INFO ] [FORECASTER] Completed predict_future for VITL
[2025-12-09T20:34:25.830150] [INFO ] [sig       ] VITL: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-09T20:34:25.968453] [INFO ] [LOCAL     ] Saved forecast: VITL	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/VITL.txt
[2025-12-09T20:34:25.968598] [INFO ] [sig       ] [3406/3614] Completed VITL in 0.3s | 2.93 sym/s | Total: 19.4m | ETA: 1.2m
[2025-12-09T20:34:25.968663] [INFO ] [sig       ] [3407/3614] Forecasting VKQ...
[2025-12-09T20:34:25.968695] [INFO ] [sig       ] Generating forecast for: VKQ
[2025-12-09T20:34:25.968723] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VKQ' from 'https://tdm.silogroup.org/data/derivative_storage/VKQ.csv'.
[2025-12-09T20:34:25.979755] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'VKQ'.
[2025-12-09T20:34:25.980018] [INFO ] [FORECASTER] Starting predict_future for VKQ
[2025-12-09T20:34:25.980788] [DEBUG] [LOCAL     ] No optimal features file found for VKQ: ./output/feature-sets/VKQ.txt
[2025-12-09T20:34:25.980838] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:25.980869] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:25.980894] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:25.980949] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:26.035842] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:26.036460] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:26.036537] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:26.036568] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:26.153425] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:26.153588] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:34:26.153629] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:26.153658] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:26.157348] [DEBUG] [FORECASTER] VKQ: Forecast T+1@11:T+2@11: DOWN (p=29.84%)
[2025-12-09T20:34:26.157650] [INFO ] [FORECASTER] Completed predict_future for VKQ
[2025-12-09T20:34:26.157772] [INFO ] [sig       ] VKQ: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-09T20:34:26.296890] [INFO ] [LOCAL     ] Saved forecast: VKQ	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/VKQ.txt
[2025-12-09T20:34:26.297023] [INFO ] [sig       ] [3407/3614] Completed VKQ in 0.3s | 2.93 sym/s | Total: 19.4m | ETA: 1.2m
[2025-12-09T20:34:26.297061] [INFO ] [sig       ] [3408/3614] Forecasting VKTX...
[2025-12-09T20:34:26.297090] [INFO ] [sig       ] Generating forecast for: VKTX
[2025-12-09T20:34:26.297143] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VKTX' from 'https://tdm.silogroup.org/data/derivative_storage/VKTX.csv'.
[2025-12-09T20:34:26.308262] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'VKTX'.
[2025-12-09T20:34:26.308520] [INFO ] [FORECASTER] Starting predict_future for VKTX
[2025-12-09T20:34:26.309304] [DEBUG] [LOCAL     ] No optimal features file found for VKTX: ./output/feature-sets/VKTX.txt
[2025-12-09T20:34:26.309353] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:26.309383] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:26.309408] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:26.309461] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:26.368453] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:26.369153] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:26.369228] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:26.369258] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:26.489367] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:26.489523] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:34:26.489565] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:26.489613] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:26.493159] [DEBUG] [FORECASTER] VKTX: Forecast T+1@11:T+2@11: DOWN (p=21.43%)
[2025-12-09T20:34:26.493456] [INFO ] [FORECASTER] Completed predict_future for VKTX
[2025-12-09T20:34:26.493600] [INFO ] [sig       ] VKTX: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-09T20:34:26.639221] [INFO ] [LOCAL     ] Saved forecast: VKTX	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/VKTX.txt
[2025-12-09T20:34:26.639368] [INFO ] [sig       ] [3408/3614] Completed VKTX in 0.3s | 2.93 sym/s | Total: 19.4m | ETA: 1.2m
[2025-12-09T20:34:26.639407] [INFO ] [sig       ] [3409/3614] Forecasting VLGEA...
[2025-12-09T20:34:26.639436] [INFO ] [sig       ] Generating forecast for: VLGEA
[2025-12-09T20:34:26.639464] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLGEA' from 'https://tdm.silogroup.org/data/derivative_storage/VLGEA.csv'.
[2025-12-09T20:34:26.653827] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'VLGEA'.
[2025-12-09T20:34:26.654269] [INFO ] [FORECASTER] Starting predict_future for VLGEA
[2025-12-09T20:34:26.655278] [DEBUG] [LOCAL     ] No optimal features file found for VLGEA: ./output/feature-sets/VLGEA.txt
[2025-12-09T20:34:26.655338] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:26.655378] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:26.655419] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:26.655513] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:26.721774] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:26.722660] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:26.722744] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:26.722776] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:26.844757] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:26.844916] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:34:26.844966] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:26.844994] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:26.848687] [DEBUG] [FORECASTER] VLGEA: Forecast T+1@11:T+2@11: DOWN (p=21.15%)
[2025-12-09T20:34:26.849020] [INFO ] [FORECASTER] Completed predict_future for VLGEA
[2025-12-09T20:34:26.849158] [INFO ] [sig       ] VLGEA: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-09T20:34:26.991951] [INFO ] [LOCAL     ] Saved forecast: VLGEA	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/VLGEA.txt
[2025-12-09T20:34:26.992089] [INFO ] [sig       ] [3409/3614] Completed VLGEA in 0.4s | 2.93 sym/s | Total: 19.4m | ETA: 1.2m
[2025-12-09T20:34:26.992129] [INFO ] [sig       ] [3410/3614] Forecasting VLN...
[2025-12-09T20:34:26.992158] [INFO ] [sig       ] Generating forecast for: VLN
[2025-12-09T20:34:26.992191] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLN' from 'https://tdm.silogroup.org/data/derivative_storage/VLN.csv'.
[2025-12-09T20:34:27.003445] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'VLN'.
[2025-12-09T20:34:27.003728] [INFO ] [FORECASTER] Starting predict_future for VLN
[2025-12-09T20:34:27.004691] [DEBUG] [LOCAL     ] No optimal features file found for VLN: ./output/feature-sets/VLN.txt
[2025-12-09T20:34:27.004742] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:27.004772] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:27.004798] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:27.004852] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:27.060069] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:27.060824] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:27.060901] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:27.060933] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:27.179770] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:27.179935] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:34:27.179986] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:27.180015] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:27.183439] [DEBUG] [FORECASTER] VLN: Forecast T+1@11:T+2@11: UP (p=57.17%)
[2025-12-09T20:34:27.183728] [INFO ] [FORECASTER] Completed predict_future for VLN
[2025-12-09T20:34:27.183854] [INFO ] [sig       ] VLN: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-09T20:34:27.322213] [INFO ] [LOCAL     ] Saved forecast: VLN	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/VLN.txt
[2025-12-09T20:34:27.322338] [INFO ] [sig       ] [3410/3614] Completed VLN in 0.3s | 2.93 sym/s | Total: 19.4m | ETA: 1.2m
[2025-12-09T20:34:27.322377] [INFO ] [sig       ] [3411/3614] Forecasting VLO...
[2025-12-09T20:34:27.322407] [INFO ] [sig       ] Generating forecast for: VLO
[2025-12-09T20:34:27.322440] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLO' from 'https://tdm.silogroup.org/data/derivative_storage/VLO.csv'.
[2025-12-09T20:34:27.333391] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VLO'.
[2025-12-09T20:34:27.333708] [INFO ] [FORECASTER] Starting predict_future for VLO
[2025-12-09T20:34:27.334443] [DEBUG] [LOCAL     ] No optimal features file found for VLO: ./output/feature-sets/VLO.txt
[2025-12-09T20:34:27.334505] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:27.334536] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:27.334562] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:27.334643] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:27.390297] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:27.390949] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:27.391024] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:27.391055] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:27.510697] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:27.510851] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:34:27.510890] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:27.510917] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:27.514224] [DEBUG] [FORECASTER] VLO: Forecast T+1@11:T+2@11: UP (p=99.69%)
[2025-12-09T20:34:27.514500] [INFO ] [FORECASTER] Completed predict_future for VLO
[2025-12-09T20:34:27.514639] [INFO ] [sig       ] VLO: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:34:27.656133] [INFO ] [LOCAL     ] Saved forecast: VLO	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/VLO.txt
[2025-12-09T20:34:27.656264] [INFO ] [sig       ] [3411/3614] Completed VLO in 0.3s | 2.93 sym/s | Total: 19.4m | ETA: 1.2m
[2025-12-09T20:34:27.656303] [INFO ] [sig       ] [3412/3614] Forecasting VLRS...
[2025-12-09T20:34:27.656332] [INFO ] [sig       ] Generating forecast for: VLRS
[2025-12-09T20:34:27.656361] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLRS' from 'https://tdm.silogroup.org/data/derivative_storage/VLRS.csv'.
[2025-12-09T20:34:27.668165] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VLRS'.
[2025-12-09T20:34:27.668506] [INFO ] [FORECASTER] Starting predict_future for VLRS
[2025-12-09T20:34:27.669274] [DEBUG] [LOCAL     ] No optimal features file found for VLRS: ./output/feature-sets/VLRS.txt
[2025-12-09T20:34:27.669324] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:27.669355] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:27.669381] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:27.669435] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:27.725000] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:27.725705] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:27.725813] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:27.725846] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:27.843662] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:27.843820] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:34:27.843859] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:27.843887] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:27.847233] [DEBUG] [FORECASTER] VLRS: Forecast T+1@11:T+2@11: UP (p=98.28%)
[2025-12-09T20:34:27.847499] [INFO ] [FORECASTER] Completed predict_future for VLRS
[2025-12-09T20:34:27.847658] [INFO ] [sig       ] VLRS: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:34:27.997139] [INFO ] [LOCAL     ] Saved forecast: VLRS	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/VLRS.txt
[2025-12-09T20:34:27.997297] [INFO ] [sig       ] [3412/3614] Completed VLRS in 0.3s | 2.93 sym/s | Total: 19.4m | ETA: 1.1m
[2025-12-09T20:34:27.997337] [INFO ] [sig       ] [3413/3614] Forecasting VLTO...
[2025-12-09T20:34:27.997377] [INFO ] [sig       ] Generating forecast for: VLTO
[2025-12-09T20:34:27.997409] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLTO' from 'https://tdm.silogroup.org/data/derivative_storage/VLTO.csv'.
[2025-12-09T20:34:28.008952] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VLTO'.
[2025-12-09T20:34:28.009228] [INFO ] [FORECASTER] Starting predict_future for VLTO
[2025-12-09T20:34:28.010001] [DEBUG] [LOCAL     ] No optimal features file found for VLTO: ./output/feature-sets/VLTO.txt
[2025-12-09T20:34:28.010050] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:28.010081] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:28.010105] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:28.010159] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:28.065752] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:28.066524] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:28.066620] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:28.066654] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:28.187939] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:28.188097] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:34:28.188137] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:28.188165] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:28.191542] [DEBUG] [FORECASTER] VLTO: Forecast T+1@11:T+2@11: UP (p=90.06%)
[2025-12-09T20:34:28.191826] [INFO ] [FORECASTER] Completed predict_future for VLTO
[2025-12-09T20:34:28.191945] [INFO ] [sig       ] VLTO: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:34:28.339769] [INFO ] [LOCAL     ] Saved forecast: VLTO	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/VLTO.txt
[2025-12-09T20:34:28.339901] [INFO ] [sig       ] [3413/3614] Completed VLTO in 0.3s | 2.93 sym/s | Total: 19.4m | ETA: 1.1m
[2025-12-09T20:34:28.339939] [INFO ] [sig       ] [3414/3614] Forecasting VLY...
[2025-12-09T20:34:28.339971] [INFO ] [sig       ] Generating forecast for: VLY
[2025-12-09T20:34:28.340001] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLY' from 'https://tdm.silogroup.org/data/derivative_storage/VLY.csv'.
[2025-12-09T20:34:28.350741] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'VLY'.
[2025-12-09T20:34:28.351038] [INFO ] [FORECASTER] Starting predict_future for VLY
[2025-12-09T20:34:28.351826] [DEBUG] [LOCAL     ] No optimal features file found for VLY: ./output/feature-sets/VLY.txt
[2025-12-09T20:34:28.351876] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:28.351906] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:28.351931] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:28.351985] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:28.407279] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:28.408249] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:28.408333] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:28.408365] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:28.526858] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:28.527022] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:34:28.527063] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:28.527090] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:28.530694] [DEBUG] [FORECASTER] VLY: Forecast T+1@11:T+2@11: DOWN (p=17.92%)
[2025-12-09T20:34:28.530976] [INFO ] [FORECASTER] Completed predict_future for VLY
[2025-12-09T20:34:28.531099] [INFO ] [sig       ] VLY: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-09T20:34:28.671033] [INFO ] [LOCAL     ] Saved forecast: VLY	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/VLY.txt
[2025-12-09T20:34:28.671179] [INFO ] [sig       ] [3414/3614] Completed VLY in 0.3s | 2.93 sym/s | Total: 19.4m | ETA: 1.1m
[2025-12-09T20:34:28.671227] [INFO ] [sig       ] [3415/3614] Forecasting VMBS...
[2025-12-09T20:34:28.671258] [INFO ] [sig       ] Generating forecast for: VMBS
[2025-12-09T20:34:28.671286] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VMBS' from 'https://tdm.silogroup.org/data/derivative_storage/VMBS.csv'.
[2025-12-09T20:34:28.683626] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'VMBS'.
[2025-12-09T20:34:28.683991] [INFO ] [FORECASTER] Starting predict_future for VMBS
[2025-12-09T20:34:28.684857] [DEBUG] [LOCAL     ] No optimal features file found for VMBS: ./output/feature-sets/VMBS.txt
[2025-12-09T20:34:28.684910] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:28.684946] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:28.684975] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:28.685031] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:28.743496] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:28.744389] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:28.744506] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:28.744542] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:28.863624] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:28.863786] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:34:28.863827] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:28.863856] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:28.867359] [DEBUG] [FORECASTER] VMBS: Forecast T+1@11:T+2@11: UP (p=96.98%)
[2025-12-09T20:34:28.867672] [INFO ] [FORECASTER] Completed predict_future for VMBS
[2025-12-09T20:34:28.867795] [INFO ] [sig       ] VMBS: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-09T20:34:29.015284] [INFO ] [LOCAL     ] Saved forecast: VMBS	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/VMBS.txt
[2025-12-09T20:34:29.015473] [INFO ] [sig       ] [3415/3614] Completed VMBS in 0.3s | 2.93 sym/s | Total: 19.4m | ETA: 1.1m
[2025-12-09T20:34:29.015512] [INFO ] [sig       ] [3416/3614] Forecasting VMD...
[2025-12-09T20:34:29.015542] [INFO ] [sig       ] Generating forecast for: VMD
[2025-12-09T20:34:29.015596] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VMD' from 'https://tdm.silogroup.org/data/derivative_storage/VMD.csv'.
[2025-12-09T20:34:29.026523] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VMD'.
[2025-12-09T20:34:29.026846] [INFO ] [FORECASTER] Starting predict_future for VMD
[2025-12-09T20:34:29.027626] [DEBUG] [LOCAL     ] No optimal features file found for VMD: ./output/feature-sets/VMD.txt
[2025-12-09T20:34:29.027675] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:29.027707] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:29.027733] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:29.027788] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:29.084138] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:29.084991] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:29.085071] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:29.085104] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:29.202056] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:29.202226] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:34:29.202270] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:29.202298] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:29.206114] [DEBUG] [FORECASTER] VMD: Forecast T+1@11:T+2@11: UP (p=52.43%)
[2025-12-09T20:34:29.206406] [INFO ] [FORECASTER] Completed predict_future for VMD
[2025-12-09T20:34:29.206562] [INFO ] [sig       ] VMD: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:34:29.355806] [INFO ] [LOCAL     ] Saved forecast: VMD	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/VMD.txt
[2025-12-09T20:34:29.355938] [INFO ] [sig       ] [3416/3614] Completed VMD in 0.3s | 2.93 sym/s | Total: 19.4m | ETA: 1.1m
[2025-12-09T20:34:29.355976] [INFO ] [sig       ] [3417/3614] Forecasting VMI...
[2025-12-09T20:34:29.356005] [INFO ] [sig       ] Generating forecast for: VMI
[2025-12-09T20:34:29.356033] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VMI' from 'https://tdm.silogroup.org/data/derivative_storage/VMI.csv'.
[2025-12-09T20:34:29.367497] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'VMI'.
[2025-12-09T20:34:29.367875] [INFO ] [FORECASTER] Starting predict_future for VMI
[2025-12-09T20:34:29.368710] [DEBUG] [LOCAL     ] No optimal features file found for VMI: ./output/feature-sets/VMI.txt
[2025-12-09T20:34:29.368763] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:29.368806] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:29.368847] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:29.368927] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:29.430617] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:29.431323] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:29.431404] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:29.431450] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:29.562605] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:29.562759] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:34:29.562799] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:29.562826] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:29.566275] [DEBUG] [FORECASTER] VMI: Forecast T+1@11:T+2@11: UP (p=75.55%)
[2025-12-09T20:34:29.566592] [INFO ] [FORECASTER] Completed predict_future for VMI
[2025-12-09T20:34:29.566733] [INFO ] [sig       ] VMI: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-09T20:34:29.718673] [INFO ] [LOCAL     ] Saved forecast: VMI	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/VMI.txt
[2025-12-09T20:34:29.718856] [INFO ] [sig       ] [3417/3614] Completed VMI in 0.4s | 2.93 sym/s | Total: 19.4m | ETA: 1.1m
[2025-12-09T20:34:29.718903] [INFO ] [sig       ] [3418/3614] Forecasting VMO...
[2025-12-09T20:34:29.718935] [INFO ] [sig       ] Generating forecast for: VMO
[2025-12-09T20:34:29.719011] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VMO' from 'https://tdm.silogroup.org/data/derivative_storage/VMO.csv'.
[2025-12-09T20:34:29.731023] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VMO'.
[2025-12-09T20:34:29.731360] [INFO ] [FORECASTER] Starting predict_future for VMO
[2025-12-09T20:34:29.732176] [DEBUG] [LOCAL     ] No optimal features file found for VMO: ./output/feature-sets/VMO.txt
[2025-12-09T20:34:29.732228] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:29.732260] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:29.732286] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:29.732343] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:29.795320] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:29.796358] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:29.796445] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:29.796478] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:29.925065] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:29.925250] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:34:29.925330] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:29.925366] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:29.929015] [DEBUG] [FORECASTER] VMO: Forecast T+1@11:T+2@11: DOWN (p=16.38%)
[2025-12-09T20:34:29.929305] [INFO ] [FORECASTER] Completed predict_future for VMO
[2025-12-09T20:34:29.929431] [INFO ] [sig       ] VMO: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:34:30.083114] [INFO ] [LOCAL     ] Saved forecast: VMO	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/VMO.txt
[2025-12-09T20:34:30.083266] [INFO ] [sig       ] [3418/3614] Completed VMO in 0.4s | 2.93 sym/s | Total: 19.4m | ETA: 1.1m
[2025-12-09T20:34:30.083307] [INFO ] [sig       ] [3419/3614] Forecasting VNDA...
[2025-12-09T20:34:30.083336] [INFO ] [sig       ] Generating forecast for: VNDA
[2025-12-09T20:34:30.083367] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VNDA' from 'https://tdm.silogroup.org/data/derivative_storage/VNDA.csv'.
[2025-12-09T20:34:30.094625] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VNDA'.
[2025-12-09T20:34:30.094964] [INFO ] [FORECASTER] Starting predict_future for VNDA
[2025-12-09T20:34:30.095813] [DEBUG] [LOCAL     ] No optimal features file found for VNDA: ./output/feature-sets/VNDA.txt
[2025-12-09T20:34:30.095865] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:30.095927] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:30.095956] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:30.096014] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:30.153235] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:30.154193] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:30.154276] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:30.154309] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:30.269800] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:30.269955] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:34:30.269995] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:30.270024] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:30.273324] [DEBUG] [FORECASTER] VNDA: Forecast T+1@11:T+2@11: UP (p=57.93%)
[2025-12-09T20:34:30.273606] [INFO ] [FORECASTER] Completed predict_future for VNDA
[2025-12-09T20:34:30.273726] [INFO ] [sig       ] VNDA: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:34:30.411483] [INFO ] [LOCAL     ] Saved forecast: VNDA	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/VNDA.txt
[2025-12-09T20:34:30.411633] [INFO ] [sig       ] [3419/3614] Completed VNDA in 0.3s | 2.93 sym/s | Total: 19.4m | ETA: 1.1m
[2025-12-09T20:34:30.411673] [INFO ] [sig       ] [3420/3614] Forecasting VNO...
[2025-12-09T20:34:30.411703] [INFO ] [sig       ] Generating forecast for: VNO
[2025-12-09T20:34:30.411732] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VNO' from 'https://tdm.silogroup.org/data/derivative_storage/VNO.csv'.
[2025-12-09T20:34:30.423634] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VNO'.
[2025-12-09T20:34:30.423918] [INFO ] [FORECASTER] Starting predict_future for VNO
[2025-12-09T20:34:30.424672] [DEBUG] [LOCAL     ] No optimal features file found for VNO: ./output/feature-sets/VNO.txt
[2025-12-09T20:34:30.424722] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:30.424753] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:30.424779] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:30.424833] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:30.480648] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:30.481353] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:30.481430] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:30.481462] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:30.597220] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:30.597376] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:34:30.597416] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:30.597445] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:30.600807] [DEBUG] [FORECASTER] VNO: Forecast T+1@11:T+2@11: UP (p=97.26%)
[2025-12-09T20:34:30.601079] [INFO ] [FORECASTER] Completed predict_future for VNO
[2025-12-09T20:34:30.601196] [INFO ] [sig       ] VNO: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:34:30.739396] [INFO ] [LOCAL     ] Saved forecast: VNO	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/VNO.txt
[2025-12-09T20:34:30.739528] [INFO ] [sig       ] [3420/3614] Completed VNO in 0.3s | 2.93 sym/s | Total: 19.4m | ETA: 1.1m
[2025-12-09T20:34:30.739587] [INFO ] [sig       ] [3421/3614] Forecasting VNOM...
[2025-12-09T20:34:30.739627] [INFO ] [sig       ] Generating forecast for: VNOM
[2025-12-09T20:34:30.739655] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VNOM' from 'https://tdm.silogroup.org/data/derivative_storage/VNOM.csv'.
[2025-12-09T20:34:30.752556] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VNOM'.
[2025-12-09T20:34:30.752918] [INFO ] [FORECASTER] Starting predict_future for VNOM
[2025-12-09T20:34:30.753823] [DEBUG] [LOCAL     ] No optimal features file found for VNOM: ./output/feature-sets/VNOM.txt
[2025-12-09T20:34:30.753882] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:30.753929] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:30.753964] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:30.754041] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:30.814789] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:30.815672] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:30.815774] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:30.815808] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:30.932860] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:30.933014] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:34:30.933055] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:30.933082] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:30.936413] [DEBUG] [FORECASTER] VNOM: Forecast T+1@11:T+2@11: DOWN (p=7.41%)
[2025-12-09T20:34:30.936697] [INFO ] [FORECASTER] Completed predict_future for VNOM
[2025-12-09T20:34:30.936817] [INFO ] [sig       ] VNOM: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:34:31.072585] [INFO ] [LOCAL     ] Saved forecast: VNOM	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/VNOM.txt
[2025-12-09T20:34:31.072724] [INFO ] [sig       ] [3421/3614] Completed VNOM in 0.3s | 2.93 sym/s | Total: 19.4m | ETA: 1.1m
[2025-12-09T20:34:31.072763] [INFO ] [sig       ] [3422/3614] Forecasting VNQI...
[2025-12-09T20:34:31.072791] [INFO ] [sig       ] Generating forecast for: VNQI
[2025-12-09T20:34:31.072819] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VNQI' from 'https://tdm.silogroup.org/data/derivative_storage/VNQI.csv'.
[2025-12-09T20:34:31.083608] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VNQI'.
[2025-12-09T20:34:31.083895] [INFO ] [FORECASTER] Starting predict_future for VNQI
[2025-12-09T20:34:31.084659] [DEBUG] [LOCAL     ] No optimal features file found for VNQI: ./output/feature-sets/VNQI.txt
[2025-12-09T20:34:31.084708] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:31.084763] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:31.084790] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:31.084844] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:31.139807] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:31.140477] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:31.140553] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:31.140602] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:31.261196] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:31.261367] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:34:31.261409] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:31.261467] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:31.264909] [DEBUG] [FORECASTER] VNQI: Forecast T+1@11:T+2@11: UP (p=99.98%)
[2025-12-09T20:34:31.265174] [INFO ] [FORECASTER] Completed predict_future for VNQI
[2025-12-09T20:34:31.265294] [INFO ] [sig       ] VNQI: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:34:31.401514] [INFO ] [LOCAL     ] Saved forecast: VNQI	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/VNQI.txt
[2025-12-09T20:34:31.401669] [INFO ] [sig       ] [3422/3614] Completed VNQI in 0.3s | 2.93 sym/s | Total: 19.5m | ETA: 1.1m
[2025-12-09T20:34:31.401709] [INFO ] [sig       ] [3423/3614] Forecasting VOC...
[2025-12-09T20:34:31.401739] [INFO ] [sig       ] Generating forecast for: VOC
[2025-12-09T20:34:31.401769] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VOC' from 'https://tdm.silogroup.org/data/derivative_storage/VOC.csv'.
[2025-12-09T20:34:31.412790] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'VOC'.
[2025-12-09T20:34:31.413105] [INFO ] [FORECASTER] Starting predict_future for VOC
[2025-12-09T20:34:31.413896] [DEBUG] [LOCAL     ] No optimal features file found for VOC: ./output/feature-sets/VOC.txt
[2025-12-09T20:34:31.413950] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:31.413982] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:31.414008] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:31.414065] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:31.468788] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:31.469500] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:31.469596] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:31.469630] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:31.586776] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:31.586929] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:34:31.586970] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:31.586998] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:31.590381] [DEBUG] [FORECASTER] VOC: Forecast T+1@11:T+2@11: DOWN (p=6.36%)
[2025-12-09T20:34:31.590659] [INFO ] [FORECASTER] Completed predict_future for VOC
[2025-12-09T20:34:31.590779] [INFO ] [sig       ] VOC: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-09T20:34:31.729467] [INFO ] [LOCAL     ] Saved forecast: VOC	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/VOC.txt
[2025-12-09T20:34:31.729592] [INFO ] [sig       ] [3423/3614] Completed VOC in 0.3s | 2.93 sym/s | Total: 19.5m | ETA: 1.1m
[2025-12-09T20:34:31.729631] [INFO ] [sig       ] [3424/3614] Forecasting VOD...
[2025-12-09T20:34:31.729682] [INFO ] [sig       ] Generating forecast for: VOD
[2025-12-09T20:34:31.729714] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VOD' from 'https://tdm.silogroup.org/data/derivative_storage/VOD.csv'.
[2025-12-09T20:34:31.740596] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VOD'.
[2025-12-09T20:34:31.740863] [INFO ] [FORECASTER] Starting predict_future for VOD
[2025-12-09T20:34:31.741622] [DEBUG] [LOCAL     ] No optimal features file found for VOD: ./output/feature-sets/VOD.txt
[2025-12-09T20:34:31.741672] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:31.741702] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:31.741736] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:31.741791] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:31.797743] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:31.798316] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:31.798390] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:31.798421] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:31.915463] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:31.915559] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:34:31.915612] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:31.915641] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:31.918758] [DEBUG] [FORECASTER] VOD: Forecast T+1@11:T+2@11: UP (p=66.66%)
[2025-12-09T20:34:31.919025] [INFO ] [FORECASTER] Completed predict_future for VOD
[2025-12-09T20:34:31.919164] [INFO ] [sig       ] VOD: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:34:32.056601] [INFO ] [LOCAL     ] Saved forecast: VOD	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/VOD.txt
[2025-12-09T20:34:32.056705] [INFO ] [sig       ] [3424/3614] Completed VOD in 0.3s | 2.93 sym/s | Total: 19.5m | ETA: 1.1m
[2025-12-09T20:34:32.056742] [INFO ] [sig       ] [3425/3614] Forecasting VONE...
[2025-12-09T20:34:32.056770] [INFO ] [sig       ] Generating forecast for: VONE
[2025-12-09T20:34:32.056799] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VONE' from 'https://tdm.silogroup.org/data/derivative_storage/VONE.csv'.
[2025-12-09T20:34:32.068767] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VONE'.
[2025-12-09T20:34:32.069132] [INFO ] [FORECASTER] Starting predict_future for VONE
[2025-12-09T20:34:32.069974] [DEBUG] [LOCAL     ] No optimal features file found for VONE: ./output/feature-sets/VONE.txt
[2025-12-09T20:34:32.070030] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:32.070062] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:32.070087] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:32.070142] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:32.128548] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:32.129398] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:32.129478] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:32.129511] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:32.252767] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:32.252932] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:34:32.252973] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:32.253000] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:32.256386] [DEBUG] [FORECASTER] VONE: Forecast T+1@11:T+2@11: DOWN (p=33.60%)
[2025-12-09T20:34:32.256675] [INFO ] [FORECASTER] Completed predict_future for VONE
[2025-12-09T20:34:32.256795] [INFO ] [sig       ] VONE: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:34:32.396822] [INFO ] [LOCAL     ] Saved forecast: VONE	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/VONE.txt
[2025-12-09T20:34:32.396990] [INFO ] [sig       ] [3425/3614] Completed VONE in 0.3s | 2.93 sym/s | Total: 19.5m | ETA: 1.1m
[2025-12-09T20:34:32.397030] [INFO ] [sig       ] [3426/3614] Forecasting VONG...
[2025-12-09T20:34:32.397068] [INFO ] [sig       ] Generating forecast for: VONG
[2025-12-09T20:34:32.397097] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VONG' from 'https://tdm.silogroup.org/data/derivative_storage/VONG.csv'.
[2025-12-09T20:34:32.408657] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VONG'.
[2025-12-09T20:34:32.408948] [INFO ] [FORECASTER] Starting predict_future for VONG
[2025-12-09T20:34:32.409713] [DEBUG] [LOCAL     ] No optimal features file found for VONG: ./output/feature-sets/VONG.txt
[2025-12-09T20:34:32.409764] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:32.409796] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:32.409822] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:32.409877] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:32.465532] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:32.466155] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:32.466238] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:32.466269] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:32.588647] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:32.588791] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:34:32.588829] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:32.588857] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:32.592188] [DEBUG] [FORECASTER] VONG: Forecast T+1@11:T+2@11: UP (p=64.26%)
[2025-12-09T20:34:32.592450] [INFO ] [FORECASTER] Completed predict_future for VONG
[2025-12-09T20:34:32.592568] [INFO ] [sig       ] VONG: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:34:32.731744] [INFO ] [LOCAL     ] Saved forecast: VONG	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/VONG.txt
[2025-12-09T20:34:32.731896] [INFO ] [sig       ] [3426/3614] Completed VONG in 0.3s | 2.93 sym/s | Total: 19.5m | ETA: 1.1m
[2025-12-09T20:34:32.731937] [INFO ] [sig       ] [3427/3614] Forecasting VOTE...
[2025-12-09T20:34:32.731968] [INFO ] [sig       ] Generating forecast for: VOTE
[2025-12-09T20:34:32.731998] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VOTE' from 'https://tdm.silogroup.org/data/derivative_storage/VOTE.csv'.
[2025-12-09T20:34:32.743280] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VOTE'.
[2025-12-09T20:34:32.743646] [INFO ] [FORECASTER] Starting predict_future for VOTE
[2025-12-09T20:34:32.744453] [DEBUG] [LOCAL     ] No optimal features file found for VOTE: ./output/feature-sets/VOTE.txt
[2025-12-09T20:34:32.744505] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:32.744537] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:32.744562] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:32.744640] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:32.800529] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:32.801313] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:32.801393] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:32.801425] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:32.920907] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:32.921073] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:34:32.921120] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:32.921153] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:32.924508] [DEBUG] [FORECASTER] VOTE: Forecast T+1@11:T+2@11: UP (p=97.97%)
[2025-12-09T20:34:32.924795] [INFO ] [FORECASTER] Completed predict_future for VOTE
[2025-12-09T20:34:32.924922] [INFO ] [sig       ] VOTE: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:34:33.061309] [INFO ] [LOCAL     ] Saved forecast: VOTE	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/VOTE.txt
[2025-12-09T20:34:33.061443] [INFO ] [sig       ] [3427/3614] Completed VOTE in 0.3s | 2.93 sym/s | Total: 19.5m | ETA: 1.1m
[2025-12-09T20:34:33.061483] [INFO ] [sig       ] [3428/3614] Forecasting VPG...
[2025-12-09T20:34:33.061513] [INFO ] [sig       ] Generating forecast for: VPG
[2025-12-09T20:34:33.061542] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VPG' from 'https://tdm.silogroup.org/data/derivative_storage/VPG.csv'.
[2025-12-09T20:34:33.072818] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VPG'.
[2025-12-09T20:34:33.073179] [INFO ] [FORECASTER] Starting predict_future for VPG
[2025-12-09T20:34:33.073967] [DEBUG] [LOCAL     ] No optimal features file found for VPG: ./output/feature-sets/VPG.txt
[2025-12-09T20:34:33.074018] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:33.074048] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:33.074074] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:33.074128] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:33.129305] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:33.129973] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:33.130049] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:33.130090] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:33.245518] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:33.245687] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:34:33.245729] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:33.245757] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:33.250164] [DEBUG] [FORECASTER] VPG: Forecast T+1@11:T+2@11: DOWN (p=1.16%)
[2025-12-09T20:34:33.250627] [INFO ] [FORECASTER] Completed predict_future for VPG
[2025-12-09T20:34:33.250789] [INFO ] [sig       ] VPG: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:34:33.387775] [INFO ] [LOCAL     ] Saved forecast: VPG	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/VPG.txt
[2025-12-09T20:34:33.387942] [INFO ] [sig       ] [3428/3614] Completed VPG in 0.3s | 2.93 sym/s | Total: 19.5m | ETA: 1.1m
[2025-12-09T20:34:33.387982] [INFO ] [sig       ] [3429/3614] Forecasting VPLS...
[2025-12-09T20:34:33.388011] [INFO ] [sig       ] Generating forecast for: VPLS
[2025-12-09T20:34:33.388040] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VPLS' from 'https://tdm.silogroup.org/data/derivative_storage/VPLS.csv'.
[2025-12-09T20:34:33.399508] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'VPLS'.
[2025-12-09T20:34:33.399796] [INFO ] [FORECASTER] Starting predict_future for VPLS
[2025-12-09T20:34:33.400553] [DEBUG] [LOCAL     ] No optimal features file found for VPLS: ./output/feature-sets/VPLS.txt
[2025-12-09T20:34:33.400628] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:33.400659] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:33.400686] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:33.400740] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:33.459309] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:33.460434] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:33.460601] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:33.460658] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:33.584509] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:33.584682] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:34:33.584723] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:33.584769] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:33.588077] [DEBUG] [FORECASTER] VPLS: Forecast T+1@11:T+2@11: DOWN (p=2.60%)
[2025-12-09T20:34:33.588341] [INFO ] [FORECASTER] Completed predict_future for VPLS
[2025-12-09T20:34:33.588461] [INFO ] [sig       ] VPLS: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-09T20:34:33.728345] [INFO ] [LOCAL     ] Saved forecast: VPLS	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/VPLS.txt
[2025-12-09T20:34:33.728522] [INFO ] [sig       ] [3429/3614] Completed VPLS in 0.3s | 2.93 sym/s | Total: 19.5m | ETA: 1.1m
[2025-12-09T20:34:33.728610] [INFO ] [sig       ] [3430/3614] Forecasting VRA...
[2025-12-09T20:34:33.728678] [INFO ] [sig       ] Generating forecast for: VRA
[2025-12-09T20:34:33.728718] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRA' from 'https://tdm.silogroup.org/data/derivative_storage/VRA.csv'.
[2025-12-09T20:34:33.740189] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'VRA'.
[2025-12-09T20:34:33.740543] [INFO ] [FORECASTER] Starting predict_future for VRA
[2025-12-09T20:34:33.741339] [DEBUG] [LOCAL     ] No optimal features file found for VRA: ./output/feature-sets/VRA.txt
[2025-12-09T20:34:33.741391] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:33.741423] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:33.741450] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:33.741505] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:33.798801] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:33.799677] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:33.799758] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:33.799790] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:33.917464] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:33.917667] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:34:33.917711] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:33.917740] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:33.921032] [DEBUG] [FORECASTER] VRA: Forecast T+1@11:T+2@11: DOWN (p=0.30%)
[2025-12-09T20:34:33.921299] [INFO ] [FORECASTER] Completed predict_future for VRA
[2025-12-09T20:34:33.921415] [INFO ] [sig       ] VRA: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-09T20:34:34.061091] [INFO ] [LOCAL     ] Saved forecast: VRA	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/VRA.txt
[2025-12-09T20:34:34.061262] [INFO ] [sig       ] [3430/3614] Completed VRA in 0.3s | 2.93 sym/s | Total: 19.5m | ETA: 1.0m
[2025-12-09T20:34:34.061301] [INFO ] [sig       ] [3431/3614] Forecasting VRCA...
[2025-12-09T20:34:34.061330] [INFO ] [sig       ] Generating forecast for: VRCA
[2025-12-09T20:34:34.061358] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRCA' from 'https://tdm.silogroup.org/data/derivative_storage/VRCA.csv'.
[2025-12-09T20:34:34.072672] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'VRCA'.
[2025-12-09T20:34:34.072915] [INFO ] [FORECASTER] Starting predict_future for VRCA
[2025-12-09T20:34:34.073670] [DEBUG] [LOCAL     ] No optimal features file found for VRCA: ./output/feature-sets/VRCA.txt
[2025-12-09T20:34:34.073720] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:34.073751] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:34.073777] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:34.073832] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:34.131561] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:34.132177] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:34.132251] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:34.132297] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:34.252912] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:34.253030] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:34:34.253065] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:34.253096] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:34.256304] [DEBUG] [FORECASTER] VRCA: Forecast T+1@11:T+2@11: DOWN (p=35.33%)
[2025-12-09T20:34:34.256561] [INFO ] [FORECASTER] Completed predict_future for VRCA
[2025-12-09T20:34:34.256696] [INFO ] [sig       ] VRCA: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-09T20:34:34.395091] [INFO ] [LOCAL     ] Saved forecast: VRCA	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/VRCA.txt
[2025-12-09T20:34:34.395203] [INFO ] [sig       ] [3431/3614] Completed VRCA in 0.3s | 2.93 sym/s | Total: 19.5m | ETA: 1.0m
[2025-12-09T20:34:34.395240] [INFO ] [sig       ] [3432/3614] Forecasting VRDN...
[2025-12-09T20:34:34.395268] [INFO ] [sig       ] Generating forecast for: VRDN
[2025-12-09T20:34:34.395297] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRDN' from 'https://tdm.silogroup.org/data/derivative_storage/VRDN.csv'.
[2025-12-09T20:34:34.406408] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'VRDN'.
[2025-12-09T20:34:34.406684] [INFO ] [FORECASTER] Starting predict_future for VRDN
[2025-12-09T20:34:34.407413] [DEBUG] [LOCAL     ] No optimal features file found for VRDN: ./output/feature-sets/VRDN.txt
[2025-12-09T20:34:34.407463] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:34.407494] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:34.407544] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:34.407635] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:34.463902] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:34.464483] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:34.464555] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:34.464605] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:34.582910] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:34.583063] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:34:34.583102] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:34.583131] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:34.586496] [DEBUG] [FORECASTER] VRDN: Forecast T+1@11:T+2@11: DOWN (p=19.55%)
[2025-12-09T20:34:34.586773] [INFO ] [FORECASTER] Completed predict_future for VRDN
[2025-12-09T20:34:34.586890] [INFO ] [sig       ] VRDN: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-09T20:34:34.726684] [INFO ] [LOCAL     ] Saved forecast: VRDN	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/VRDN.txt
[2025-12-09T20:34:34.726826] [INFO ] [sig       ] [3432/3614] Completed VRDN in 0.3s | 2.93 sym/s | Total: 19.5m | ETA: 1.0m
[2025-12-09T20:34:34.726866] [INFO ] [sig       ] [3433/3614] Forecasting VRE...
[2025-12-09T20:34:34.726895] [INFO ] [sig       ] Generating forecast for: VRE
[2025-12-09T20:34:34.726924] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRE' from 'https://tdm.silogroup.org/data/derivative_storage/VRE.csv'.
[2025-12-09T20:34:34.738070] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'VRE'.
[2025-12-09T20:34:34.738326] [INFO ] [FORECASTER] Starting predict_future for VRE
[2025-12-09T20:34:34.739084] [DEBUG] [LOCAL     ] No optimal features file found for VRE: ./output/feature-sets/VRE.txt
[2025-12-09T20:34:34.739145] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:34.739183] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:34.739228] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:34.739293] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:34.796070] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:34.796872] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:34.796945] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:34.796977] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:34.915387] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:34.915546] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:34:34.915604] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:34.915636] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:34.918955] [DEBUG] [FORECASTER] VRE: Forecast T+1@11:T+2@11: UP (p=68.16%)
[2025-12-09T20:34:34.919258] [INFO ] [FORECASTER] Completed predict_future for VRE
[2025-12-09T20:34:34.919380] [INFO ] [sig       ] VRE: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-09T20:34:35.057178] [INFO ] [LOCAL     ] Saved forecast: VRE	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/VRE.txt
[2025-12-09T20:34:35.057332] [INFO ] [sig       ] [3433/3614] Completed VRE in 0.3s | 2.93 sym/s | Total: 19.5m | ETA: 1.0m
[2025-12-09T20:34:35.057371] [INFO ] [sig       ] [3434/3614] Forecasting VREX...
[2025-12-09T20:34:35.057401] [INFO ] [sig       ] Generating forecast for: VREX
[2025-12-09T20:34:35.057432] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VREX' from 'https://tdm.silogroup.org/data/derivative_storage/VREX.csv'.
[2025-12-09T20:34:35.068669] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'VREX'.
[2025-12-09T20:34:35.069030] [INFO ] [FORECASTER] Starting predict_future for VREX
[2025-12-09T20:34:35.069898] [DEBUG] [LOCAL     ] No optimal features file found for VREX: ./output/feature-sets/VREX.txt
[2025-12-09T20:34:35.069948] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:35.069980] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:35.070007] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:35.070063] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:35.125838] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:35.126415] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:35.126489] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:35.126521] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:35.241976] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:35.242100] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:34:35.242145] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:35.242180] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:35.245770] [DEBUG] [FORECASTER] VREX: Forecast T+1@11:T+2@11: UP (p=91.59%)
[2025-12-09T20:34:35.246029] [INFO ] [FORECASTER] Completed predict_future for VREX
[2025-12-09T20:34:35.246163] [INFO ] [sig       ] VREX: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-09T20:34:35.385177] [INFO ] [LOCAL     ] Saved forecast: VREX	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/VREX.txt
[2025-12-09T20:34:35.385304] [INFO ] [sig       ] [3434/3614] Completed VREX in 0.3s | 2.93 sym/s | Total: 19.5m | ETA: 1.0m
[2025-12-09T20:34:35.385343] [INFO ] [sig       ] [3435/3614] Forecasting VRIG...
[2025-12-09T20:34:35.385373] [INFO ] [sig       ] Generating forecast for: VRIG
[2025-12-09T20:34:35.385403] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRIG' from 'https://tdm.silogroup.org/data/derivative_storage/VRIG.csv'.
[2025-12-09T20:34:35.396114] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'VRIG'.
[2025-12-09T20:34:35.396376] [INFO ] [FORECASTER] Starting predict_future for VRIG
[2025-12-09T20:34:35.397157] [DEBUG] [LOCAL     ] No optimal features file found for VRIG: ./output/feature-sets/VRIG.txt
[2025-12-09T20:34:35.397218] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:35.397255] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:35.397281] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:35.397335] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:35.453747] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:35.454323] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:35.454397] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:35.454428] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:35.546849] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:35.546958] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:34:35.546994] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:35.547023] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:35.550163] [DEBUG] [FORECASTER] VRIG: Forecast T+1@11:T+2@11: UP (p=93.43%)
[2025-12-09T20:34:35.550417] [INFO ] [FORECASTER] Completed predict_future for VRIG
[2025-12-09T20:34:35.550531] [INFO ] [sig       ] VRIG: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-09T20:34:35.694176] [INFO ] [LOCAL     ] Saved forecast: VRIG	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/VRIG.txt
[2025-12-09T20:34:35.694323] [INFO ] [sig       ] [3435/3614] Completed VRIG in 0.3s | 2.93 sym/s | Total: 19.5m | ETA: 1.0m
[2025-12-09T20:34:35.694362] [INFO ] [sig       ] [3436/3614] Forecasting VRNS...
[2025-12-09T20:34:35.694415] [INFO ] [sig       ] Generating forecast for: VRNS
[2025-12-09T20:34:35.694446] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRNS' from 'https://tdm.silogroup.org/data/derivative_storage/VRNS.csv'.
[2025-12-09T20:34:35.705130] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'VRNS'.
[2025-12-09T20:34:35.705404] [INFO ] [FORECASTER] Starting predict_future for VRNS
[2025-12-09T20:34:35.706168] [DEBUG] [LOCAL     ] No optimal features file found for VRNS: ./output/feature-sets/VRNS.txt
[2025-12-09T20:34:35.706217] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:35.706274] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:35.706302] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:35.706357] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:35.763456] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:35.764197] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:35.764277] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:35.764309] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:35.886019] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:35.886162] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:34:35.886206] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:35.886233] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:35.889547] [DEBUG] [FORECASTER] VRNS: Forecast T+1@11:T+2@11: UP (p=76.15%)
[2025-12-09T20:34:35.889825] [INFO ] [FORECASTER] Completed predict_future for VRNS
[2025-12-09T20:34:35.889942] [INFO ] [sig       ] VRNS: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-09T20:34:36.028477] [INFO ] [LOCAL     ] Saved forecast: VRNS	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/VRNS.txt
[2025-12-09T20:34:36.028624] [INFO ] [sig       ] [3436/3614] Completed VRNS in 0.3s | 2.93 sym/s | Total: 19.5m | ETA: 1.0m
[2025-12-09T20:34:36.028664] [INFO ] [sig       ] [3437/3614] Forecasting VRRM...
[2025-12-09T20:34:36.028697] [INFO ] [sig       ] Generating forecast for: VRRM
[2025-12-09T20:34:36.028732] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRRM' from 'https://tdm.silogroup.org/data/derivative_storage/VRRM.csv'.
[2025-12-09T20:34:36.039405] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'VRRM'.
[2025-12-09T20:34:36.039753] [INFO ] [FORECASTER] Starting predict_future for VRRM
[2025-12-09T20:34:36.040503] [DEBUG] [LOCAL     ] No optimal features file found for VRRM: ./output/feature-sets/VRRM.txt
[2025-12-09T20:34:36.040553] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:36.040606] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:36.040634] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:36.040689] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:36.103766] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:36.104517] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:36.104615] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:36.104654] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:36.225461] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:36.225620] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:34:36.225661] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:36.225689] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:36.229058] [DEBUG] [FORECASTER] VRRM: Forecast T+1@11:T+2@11: DOWN (p=26.87%)
[2025-12-09T20:34:36.229320] [INFO ] [FORECASTER] Completed predict_future for VRRM
[2025-12-09T20:34:36.229438] [INFO ] [sig       ] VRRM: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-09T20:34:36.367364] [INFO ] [LOCAL     ] Saved forecast: VRRM	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/VRRM.txt
[2025-12-09T20:34:36.367500] [INFO ] [sig       ] [3437/3614] Completed VRRM in 0.3s | 2.93 sym/s | Total: 19.5m | ETA: 1.0m
[2025-12-09T20:34:36.367557] [INFO ] [sig       ] [3438/3614] Forecasting VRSK...
[2025-12-09T20:34:36.367603] [INFO ] [sig       ] Generating forecast for: VRSK
[2025-12-09T20:34:36.367634] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRSK' from 'https://tdm.silogroup.org/data/derivative_storage/VRSK.csv'.
[2025-12-09T20:34:36.378807] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'VRSK'.
[2025-12-09T20:34:36.379105] [INFO ] [FORECASTER] Starting predict_future for VRSK
[2025-12-09T20:34:36.379921] [DEBUG] [LOCAL     ] No optimal features file found for VRSK: ./output/feature-sets/VRSK.txt
[2025-12-09T20:34:36.379972] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:36.380005] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:36.380032] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:36.380088] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:36.437359] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:36.438109] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:36.438187] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:36.438220] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:36.561210] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:36.561343] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:34:36.561383] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:36.561411] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:36.564698] [DEBUG] [FORECASTER] VRSK: Forecast T+1@11:T+2@11: UP (p=73.31%)
[2025-12-09T20:34:36.564960] [INFO ] [FORECASTER] Completed predict_future for VRSK
[2025-12-09T20:34:36.565078] [INFO ] [sig       ] VRSK: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-09T20:34:36.705609] [INFO ] [LOCAL     ] Saved forecast: VRSK	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/VRSK.txt
[2025-12-09T20:34:36.705782] [INFO ] [sig       ] [3438/3614] Completed VRSK in 0.3s | 2.93 sym/s | Total: 19.5m | ETA: 1.0m
[2025-12-09T20:34:36.705824] [INFO ] [sig       ] [3439/3614] Forecasting VRSN...
[2025-12-09T20:34:36.705852] [INFO ] [sig       ] Generating forecast for: VRSN
[2025-12-09T20:34:36.705914] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRSN' from 'https://tdm.silogroup.org/data/derivative_storage/VRSN.csv'.
[2025-12-09T20:34:36.716922] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'VRSN'.
[2025-12-09T20:34:36.717240] [INFO ] [FORECASTER] Starting predict_future for VRSN
[2025-12-09T20:34:36.718048] [DEBUG] [LOCAL     ] No optimal features file found for VRSN: ./output/feature-sets/VRSN.txt
[2025-12-09T20:34:36.718098] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:36.718129] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:36.718154] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:36.718209] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:36.772749] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:36.773384] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:36.773460] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:36.773490] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:36.894481] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:36.894648] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:34:36.894690] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:36.894750] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:36.898080] [DEBUG] [FORECASTER] VRSN: Forecast T+1@11:T+2@11: UP (p=88.54%)
[2025-12-09T20:34:36.898349] [INFO ] [FORECASTER] Completed predict_future for VRSN
[2025-12-09T20:34:36.898474] [INFO ] [sig       ] VRSN: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-09T20:34:37.036888] [INFO ] [LOCAL     ] Saved forecast: VRSN	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/VRSN.txt
[2025-12-09T20:34:37.037047] [INFO ] [sig       ] [3439/3614] Completed VRSN in 0.3s | 2.93 sym/s | Total: 19.5m | ETA: 59.7s
[2025-12-09T20:34:37.037086] [INFO ] [sig       ] [3440/3614] Forecasting VRTS...
[2025-12-09T20:34:37.037114] [INFO ] [sig       ] Generating forecast for: VRTS
[2025-12-09T20:34:37.037143] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRTS' from 'https://tdm.silogroup.org/data/derivative_storage/VRTS.csv'.
[2025-12-09T20:34:37.050878] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'VRTS'.
[2025-12-09T20:34:37.051235] [INFO ] [FORECASTER] Starting predict_future for VRTS
[2025-12-09T20:34:37.052011] [DEBUG] [LOCAL     ] No optimal features file found for VRTS: ./output/feature-sets/VRTS.txt
[2025-12-09T20:34:37.052062] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:37.052093] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:37.052119] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:37.052173] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:37.107144] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:37.107894] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:37.107974] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:37.108005] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:37.227861] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:37.228016] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:34:37.228057] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:37.228086] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:37.231417] [DEBUG] [FORECASTER] VRTS: Forecast T+1@11:T+2@11: UP (p=96.71%)
[2025-12-09T20:34:37.231757] [INFO ] [FORECASTER] Completed predict_future for VRTS
[2025-12-09T20:34:37.231878] [INFO ] [sig       ] VRTS: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-09T20:34:37.370019] [INFO ] [LOCAL     ] Saved forecast: VRTS	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/VRTS.txt
[2025-12-09T20:34:37.370151] [INFO ] [sig       ] [3440/3614] Completed VRTS in 0.3s | 2.93 sym/s | Total: 19.6m | ETA: 59.3s
[2025-12-09T20:34:37.370188] [INFO ] [sig       ] [3441/3614] Forecasting VRTX...
[2025-12-09T20:34:37.370216] [INFO ] [sig       ] Generating forecast for: VRTX
[2025-12-09T20:34:37.370245] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRTX' from 'https://tdm.silogroup.org/data/derivative_storage/VRTX.csv'.
[2025-12-09T20:34:37.381494] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRTX'.
[2025-12-09T20:34:37.381798] [INFO ] [FORECASTER] Starting predict_future for VRTX
[2025-12-09T20:34:37.382537] [DEBUG] [LOCAL     ] No optimal features file found for VRTX: ./output/feature-sets/VRTX.txt
[2025-12-09T20:34:37.382605] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:37.382638] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:37.382664] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:37.382720] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:37.437712] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:37.438507] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:37.438606] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:37.438641] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:37.556762] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:37.556907] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:34:37.556947] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:37.556976] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:37.560389] [DEBUG] [FORECASTER] VRTX: Forecast T+1@11:T+2@11: UP (p=85.86%)
[2025-12-09T20:34:37.560671] [INFO ] [FORECASTER] Completed predict_future for VRTX
[2025-12-09T20:34:37.560791] [INFO ] [sig       ] VRTX: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:34:37.698313] [INFO ] [LOCAL     ] Saved forecast: VRTX	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/VRTX.txt
[2025-12-09T20:34:37.698444] [INFO ] [sig       ] [3441/3614] Completed VRTX in 0.3s | 2.93 sym/s | Total: 19.6m | ETA: 59.0s
[2025-12-09T20:34:37.698483] [INFO ] [sig       ] [3442/3614] Forecasting VS...
[2025-12-09T20:34:37.698511] [INFO ] [sig       ] Generating forecast for: VS
[2025-12-09T20:34:37.698540] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VS' from 'https://tdm.silogroup.org/data/derivative_storage/VS.csv'.
[2025-12-09T20:34:37.709198] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'VS'.
[2025-12-09T20:34:37.709510] [INFO ] [FORECASTER] Starting predict_future for VS
[2025-12-09T20:34:37.710295] [DEBUG] [LOCAL     ] No optimal features file found for VS: ./output/feature-sets/VS.txt
[2025-12-09T20:34:37.710354] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:37.710384] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:37.710409] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:37.710463] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:37.765962] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:37.766670] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:37.766746] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:37.766778] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:37.877490] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:37.877679] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:34:37.877720] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:37.877747] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:37.881095] [DEBUG] [FORECASTER] VS: Forecast T+1@11:T+2@11: UP (p=59.09%)
[2025-12-09T20:34:37.881391] [INFO ] [FORECASTER] Completed predict_future for VS
[2025-12-09T20:34:37.881519] [INFO ] [sig       ] VS: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-09T20:34:38.018348] [INFO ] [LOCAL     ] Saved forecast: VS	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/VS.txt
[2025-12-09T20:34:38.018490] [INFO ] [sig       ] [3442/3614] Completed VS in 0.3s | 2.93 sym/s | Total: 19.6m | ETA: 58.7s
[2025-12-09T20:34:38.018529] [INFO ] [sig       ] [3443/3614] Forecasting VSCO...
[2025-12-09T20:34:38.018558] [INFO ] [sig       ] Generating forecast for: VSCO
[2025-12-09T20:34:38.018607] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSCO' from 'https://tdm.silogroup.org/data/derivative_storage/VSCO.csv'.
[2025-12-09T20:34:38.030354] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VSCO'.
[2025-12-09T20:34:38.030679] [INFO ] [FORECASTER] Starting predict_future for VSCO
[2025-12-09T20:34:38.031439] [DEBUG] [LOCAL     ] No optimal features file found for VSCO: ./output/feature-sets/VSCO.txt
[2025-12-09T20:34:38.031489] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:38.031521] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:38.031548] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:38.031621] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:38.087371] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:38.088165] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:38.088244] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:38.088288] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:38.205461] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:38.205627] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:34:38.205668] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:38.205697] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:38.209056] [DEBUG] [FORECASTER] VSCO: Forecast T+1@11:T+2@11: UP (p=94.01%)
[2025-12-09T20:34:38.209330] [INFO ] [FORECASTER] Completed predict_future for VSCO
[2025-12-09T20:34:38.209448] [INFO ] [sig       ] VSCO: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:34:38.357529] [INFO ] [LOCAL     ] Saved forecast: VSCO	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/VSCO.txt
[2025-12-09T20:34:38.357673] [INFO ] [sig       ] [3443/3614] Completed VSCO in 0.3s | 2.93 sym/s | Total: 19.6m | ETA: 58.3s
[2025-12-09T20:34:38.357713] [INFO ] [sig       ] [3444/3614] Forecasting VSDA...
[2025-12-09T20:34:38.357741] [INFO ] [sig       ] Generating forecast for: VSDA
[2025-12-09T20:34:38.357769] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSDA' from 'https://tdm.silogroup.org/data/derivative_storage/VSDA.csv'.
[2025-12-09T20:34:38.368176] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VSDA'.
[2025-12-09T20:34:38.368487] [INFO ] [FORECASTER] Starting predict_future for VSDA
[2025-12-09T20:34:38.369276] [DEBUG] [LOCAL     ] No optimal features file found for VSDA: ./output/feature-sets/VSDA.txt
[2025-12-09T20:34:38.369329] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:38.369359] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:38.369386] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:38.369440] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:38.425641] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:38.426294] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:38.426371] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:38.426404] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:38.547060] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:38.547236] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:34:38.547303] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:38.547355] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:38.552340] [DEBUG] [FORECASTER] VSDA: Forecast T+1@11:T+2@11: DOWN (p=16.25%)
[2025-12-09T20:34:38.552754] [INFO ] [FORECASTER] Completed predict_future for VSDA
[2025-12-09T20:34:38.552932] [INFO ] [sig       ] VSDA: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:34:38.693831] [INFO ] [LOCAL     ] Saved forecast: VSDA	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/VSDA.txt
[2025-12-09T20:34:38.693959] [INFO ] [sig       ] [3444/3614] Completed VSDA in 0.3s | 2.93 sym/s | Total: 19.6m | ETA: 58.0s
[2025-12-09T20:34:38.693997] [INFO ] [sig       ] [3445/3614] Forecasting VSEC...
[2025-12-09T20:34:38.694025] [INFO ] [sig       ] Generating forecast for: VSEC
[2025-12-09T20:34:38.694055] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSEC' from 'https://tdm.silogroup.org/data/derivative_storage/VSEC.csv'.
[2025-12-09T20:34:38.705830] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VSEC'.
[2025-12-09T20:34:38.706158] [INFO ] [FORECASTER] Starting predict_future for VSEC
[2025-12-09T20:34:38.706996] [DEBUG] [LOCAL     ] No optimal features file found for VSEC: ./output/feature-sets/VSEC.txt
[2025-12-09T20:34:38.707049] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:38.707082] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:38.707108] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:38.707163] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:38.765883] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:38.766840] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:38.766925] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:38.766959] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:38.892623] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:38.892785] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:34:38.892834] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:38.892865] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:38.896538] [DEBUG] [FORECASTER] VSEC: Forecast T+1@11:T+2@11: UP (p=61.16%)
[2025-12-09T20:34:38.896850] [INFO ] [FORECASTER] Completed predict_future for VSEC
[2025-12-09T20:34:38.896978] [INFO ] [sig       ] VSEC: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:34:39.039800] [INFO ] [LOCAL     ] Saved forecast: VSEC	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/VSEC.txt
[2025-12-09T20:34:39.039955] [INFO ] [sig       ] [3445/3614] Completed VSEC in 0.3s | 2.93 sym/s | Total: 19.6m | ETA: 57.6s
[2025-12-09T20:34:39.039993] [INFO ] [sig       ] [3446/3614] Forecasting VSH...
[2025-12-09T20:34:39.040022] [INFO ] [sig       ] Generating forecast for: VSH
[2025-12-09T20:34:39.040052] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSH' from 'https://tdm.silogroup.org/data/derivative_storage/VSH.csv'.
[2025-12-09T20:34:39.052801] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VSH'.
[2025-12-09T20:34:39.053056] [INFO ] [FORECASTER] Starting predict_future for VSH
[2025-12-09T20:34:39.053820] [DEBUG] [LOCAL     ] No optimal features file found for VSH: ./output/feature-sets/VSH.txt
[2025-12-09T20:34:39.053882] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:39.053913] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:39.053940] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:39.053994] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:39.109103] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:39.109758] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:39.109857] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:39.109889] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:39.231959] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:39.232102] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:34:39.232143] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:39.232173] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:39.235480] [DEBUG] [FORECASTER] VSH: Forecast T+1@11:T+2@11: DOWN (p=6.66%)
[2025-12-09T20:34:39.235779] [INFO ] [FORECASTER] Completed predict_future for VSH
[2025-12-09T20:34:39.235904] [INFO ] [sig       ] VSH: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:34:39.377023] [INFO ] [LOCAL     ] Saved forecast: VSH	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/VSH.txt
[2025-12-09T20:34:39.377150] [INFO ] [sig       ] [3446/3614] Completed VSH in 0.3s | 2.93 sym/s | Total: 19.6m | ETA: 57.3s
[2025-12-09T20:34:39.377187] [INFO ] [sig       ] [3447/3614] Forecasting VSTM...
[2025-12-09T20:34:39.377217] [INFO ] [sig       ] Generating forecast for: VSTM
[2025-12-09T20:34:39.377246] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSTM' from 'https://tdm.silogroup.org/data/derivative_storage/VSTM.csv'.
[2025-12-09T20:34:39.388423] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VSTM'.
[2025-12-09T20:34:39.388720] [INFO ] [FORECASTER] Starting predict_future for VSTM
[2025-12-09T20:34:39.389474] [DEBUG] [LOCAL     ] No optimal features file found for VSTM: ./output/feature-sets/VSTM.txt
[2025-12-09T20:34:39.389527] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:39.389557] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:39.389604] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:39.389662] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:39.446425] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:39.447204] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:39.447286] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:39.447319] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:39.580749] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:39.580899] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:34:39.580943] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:39.580972] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:39.584562] [DEBUG] [FORECASTER] VSTM: Forecast T+1@11:T+2@11: DOWN (p=33.95%)
[2025-12-09T20:34:39.584857] [INFO ] [FORECASTER] Completed predict_future for VSTM
[2025-12-09T20:34:39.584985] [INFO ] [sig       ] VSTM: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:34:39.733364] [INFO ] [LOCAL     ] Saved forecast: VSTM	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/VSTM.txt
[2025-12-09T20:34:39.733504] [INFO ] [sig       ] [3447/3614] Completed VSTM in 0.4s | 2.93 sym/s | Total: 19.6m | ETA: 57.0s
[2025-12-09T20:34:39.733544] [INFO ] [sig       ] [3448/3614] Forecasting VSTS...
[2025-12-09T20:34:39.733591] [INFO ] [sig       ] Generating forecast for: VSTS
[2025-12-09T20:34:39.733624] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSTS' from 'https://tdm.silogroup.org/data/derivative_storage/VSTS.csv'.
[2025-12-09T20:34:39.745502] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VSTS'.
[2025-12-09T20:34:39.745800] [INFO ] [FORECASTER] Starting predict_future for VSTS
[2025-12-09T20:34:39.746626] [DEBUG] [LOCAL     ] No optimal features file found for VSTS: ./output/feature-sets/VSTS.txt
[2025-12-09T20:34:39.746678] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:39.746709] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:39.746737] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:39.746793] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:39.805722] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:39.806536] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:39.806638] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:39.806673] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:39.929159] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:39.929294] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:34:39.929334] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:39.929362] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:39.932708] [DEBUG] [FORECASTER] VSTS: Forecast T+1@11:T+2@11: DOWN (p=38.45%)
[2025-12-09T20:34:39.932969] [INFO ] [FORECASTER] Completed predict_future for VSTS
[2025-12-09T20:34:39.933090] [INFO ] [sig       ] VSTS: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:34:40.073795] [INFO ] [LOCAL     ] Saved forecast: VSTS	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/VSTS.txt
[2025-12-09T20:34:40.073961] [INFO ] [sig       ] [3448/3614] Completed VSTS in 0.3s | 2.93 sym/s | Total: 19.6m | ETA: 56.6s
[2025-12-09T20:34:40.074002] [INFO ] [sig       ] [3449/3614] Forecasting VTC...
[2025-12-09T20:34:40.074031] [INFO ] [sig       ] Generating forecast for: VTC
[2025-12-09T20:34:40.074060] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTC' from 'https://tdm.silogroup.org/data/derivative_storage/VTC.csv'.
[2025-12-09T20:34:40.086597] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTC'.
[2025-12-09T20:34:40.086971] [INFO ] [FORECASTER] Starting predict_future for VTC
[2025-12-09T20:34:40.087813] [DEBUG] [LOCAL     ] No optimal features file found for VTC: ./output/feature-sets/VTC.txt
[2025-12-09T20:34:40.087865] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:40.087898] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:40.087926] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:40.087982] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:40.149376] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:40.150215] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:40.150292] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:40.150324] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:40.268289] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:40.268431] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:34:40.268470] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:40.268499] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:40.271774] [DEBUG] [FORECASTER] VTC: Forecast T+1@11:T+2@11: UP (p=68.21%)
[2025-12-09T20:34:40.272037] [INFO ] [FORECASTER] Completed predict_future for VTC
[2025-12-09T20:34:40.272158] [INFO ] [sig       ] VTC: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:34:40.410851] [INFO ] [LOCAL     ] Saved forecast: VTC	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/VTC.txt
[2025-12-09T20:34:40.411008] [INFO ] [sig       ] [3449/3614] Completed VTC in 0.3s | 2.93 sym/s | Total: 19.6m | ETA: 56.3s
[2025-12-09T20:34:40.411057] [INFO ] [sig       ] [3450/3614] Forecasting VTEX...
[2025-12-09T20:34:40.411089] [INFO ] [sig       ] Generating forecast for: VTEX
[2025-12-09T20:34:40.411131] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTEX' from 'https://tdm.silogroup.org/data/derivative_storage/VTEX.csv'.
[2025-12-09T20:34:40.422488] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTEX'.
[2025-12-09T20:34:40.422808] [INFO ] [FORECASTER] Starting predict_future for VTEX
[2025-12-09T20:34:40.423632] [DEBUG] [LOCAL     ] No optimal features file found for VTEX: ./output/feature-sets/VTEX.txt
[2025-12-09T20:34:40.423683] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:40.423716] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:40.423744] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:40.423800] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:40.480537] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:40.481294] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:40.481374] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:40.481408] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:40.597332] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:40.597469] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:34:40.597519] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:40.597557] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:40.600848] [DEBUG] [FORECASTER] VTEX: Forecast T+1@11:T+2@11: UP (p=63.75%)
[2025-12-09T20:34:40.601110] [INFO ] [FORECASTER] Completed predict_future for VTEX
[2025-12-09T20:34:40.601233] [INFO ] [sig       ] VTEX: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:34:40.746084] [INFO ] [LOCAL     ] Saved forecast: VTEX	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/VTEX.txt
[2025-12-09T20:34:40.746253] [INFO ] [sig       ] [3450/3614] Completed VTEX in 0.3s | 2.93 sym/s | Total: 19.6m | ETA: 55.9s
[2025-12-09T20:34:40.746307] [INFO ] [sig       ] [3451/3614] Forecasting VTGN...
[2025-12-09T20:34:40.746343] [INFO ] [sig       ] Generating forecast for: VTGN
[2025-12-09T20:34:40.746379] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTGN' from 'https://tdm.silogroup.org/data/derivative_storage/VTGN.csv'.
[2025-12-09T20:34:40.757999] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTGN'.
[2025-12-09T20:34:40.758268] [INFO ] [FORECASTER] Starting predict_future for VTGN
[2025-12-09T20:34:40.759029] [DEBUG] [LOCAL     ] No optimal features file found for VTGN: ./output/feature-sets/VTGN.txt
[2025-12-09T20:34:40.759079] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:40.759110] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:40.759136] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:40.759191] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:40.817258] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:40.818084] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:40.818164] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:40.818202] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:40.938851] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:40.938986] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:34:40.939025] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:40.939055] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:40.942364] [DEBUG] [FORECASTER] VTGN: Forecast T+1@11:T+2@11: UP (p=82.23%)
[2025-12-09T20:34:40.942686] [INFO ] [FORECASTER] Completed predict_future for VTGN
[2025-12-09T20:34:40.942814] [INFO ] [sig       ] VTGN: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:34:41.097430] [INFO ] [LOCAL     ] Saved forecast: VTGN	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/VTGN.txt
[2025-12-09T20:34:41.097610] [INFO ] [sig       ] [3451/3614] Completed VTGN in 0.4s | 2.93 sym/s | Total: 19.6m | ETA: 55.6s
[2025-12-09T20:34:41.097661] [INFO ] [sig       ] [3452/3614] Forecasting VTIP...
[2025-12-09T20:34:41.097693] [INFO ] [sig       ] Generating forecast for: VTIP
[2025-12-09T20:34:41.097722] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTIP' from 'https://tdm.silogroup.org/data/derivative_storage/VTIP.csv'.
[2025-12-09T20:34:41.108117] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'VTIP'.
[2025-12-09T20:34:41.108409] [INFO ] [FORECASTER] Starting predict_future for VTIP
[2025-12-09T20:34:41.109437] [DEBUG] [LOCAL     ] No optimal features file found for VTIP: ./output/feature-sets/VTIP.txt
[2025-12-09T20:34:41.109501] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:41.109551] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:41.109624] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:41.109709] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:41.165847] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:41.166472] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:41.166548] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:41.166598] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:41.293107] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:41.293266] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:34:41.293308] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:41.293339] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:41.296765] [DEBUG] [FORECASTER] VTIP: Forecast T+1@11:T+2@11: DOWN (p=8.36%)
[2025-12-09T20:34:41.297046] [INFO ] [FORECASTER] Completed predict_future for VTIP
[2025-12-09T20:34:41.297172] [INFO ] [sig       ] VTIP: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-09T20:34:41.438615] [INFO ] [LOCAL     ] Saved forecast: VTIP	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/VTIP.txt
[2025-12-09T20:34:41.438780] [INFO ] [sig       ] [3452/3614] Completed VTIP in 0.3s | 2.93 sym/s | Total: 19.6m | ETA: 55.2s
[2025-12-09T20:34:41.438820] [INFO ] [sig       ] [3453/3614] Forecasting VTLE...
[2025-12-09T20:34:41.438878] [INFO ] [sig       ] Generating forecast for: VTLE
[2025-12-09T20:34:41.438910] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTLE' from 'https://tdm.silogroup.org/data/derivative_storage/VTLE.csv'.
[2025-12-09T20:34:41.451657] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTLE'.
[2025-12-09T20:34:41.452016] [INFO ] [FORECASTER] Starting predict_future for VTLE
[2025-12-09T20:34:41.452804] [DEBUG] [LOCAL     ] No optimal features file found for VTLE: ./output/feature-sets/VTLE.txt
[2025-12-09T20:34:41.452853] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:41.452909] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:41.452936] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:41.452991] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:41.512438] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:41.513310] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:41.513390] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:41.513422] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:41.631038] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:41.631191] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:34:41.631249] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:41.631280] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:41.634630] [DEBUG] [FORECASTER] VTLE: Forecast T+1@11:T+2@11: DOWN (p=4.30%)
[2025-12-09T20:34:41.634894] [INFO ] [FORECASTER] Completed predict_future for VTLE
[2025-12-09T20:34:41.635012] [INFO ] [sig       ] VTLE: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:34:41.771951] [INFO ] [LOCAL     ] Saved forecast: VTLE	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/VTLE.txt
[2025-12-09T20:34:41.772100] [INFO ] [sig       ] [3453/3614] Completed VTLE in 0.3s | 2.93 sym/s | Total: 19.6m | ETA: 54.9s
[2025-12-09T20:34:41.772140] [INFO ] [sig       ] [3454/3614] Forecasting VTMX...
[2025-12-09T20:34:41.772169] [INFO ] [sig       ] Generating forecast for: VTMX
[2025-12-09T20:34:41.772200] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTMX' from 'https://tdm.silogroup.org/data/derivative_storage/VTMX.csv'.
[2025-12-09T20:34:41.784938] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTMX'.
[2025-12-09T20:34:41.785357] [INFO ] [FORECASTER] Starting predict_future for VTMX
[2025-12-09T20:34:41.786175] [DEBUG] [LOCAL     ] No optimal features file found for VTMX: ./output/feature-sets/VTMX.txt
[2025-12-09T20:34:41.786230] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:41.786265] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:41.786291] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:41.786346] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:41.843644] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:41.844470] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:41.844552] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:41.844604] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:41.964201] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:41.964348] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:34:41.964388] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:41.964416] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:41.967813] [DEBUG] [FORECASTER] VTMX: Forecast T+1@11:T+2@11: UP (p=88.52%)
[2025-12-09T20:34:41.968076] [INFO ] [FORECASTER] Completed predict_future for VTMX
[2025-12-09T20:34:41.968194] [INFO ] [sig       ] VTMX: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:34:42.105952] [INFO ] [LOCAL     ] Saved forecast: VTMX	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/VTMX.txt
[2025-12-09T20:34:42.106094] [INFO ] [sig       ] [3454/3614] Completed VTMX in 0.3s | 2.93 sym/s | Total: 19.6m | ETA: 54.6s
[2025-12-09T20:34:42.106134] [INFO ] [sig       ] [3455/3614] Forecasting VTN...
[2025-12-09T20:34:42.106163] [INFO ] [sig       ] Generating forecast for: VTN
[2025-12-09T20:34:42.106192] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTN' from 'https://tdm.silogroup.org/data/derivative_storage/VTN.csv'.
[2025-12-09T20:34:42.121266] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTN'.
[2025-12-09T20:34:42.121621] [INFO ] [FORECASTER] Starting predict_future for VTN
[2025-12-09T20:34:42.122372] [DEBUG] [LOCAL     ] No optimal features file found for VTN: ./output/feature-sets/VTN.txt
[2025-12-09T20:34:42.122423] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:42.122454] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:42.122480] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:42.122535] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:42.177824] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:42.178497] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:42.178588] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:42.178623] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:42.289881] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:42.290017] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:34:42.290055] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:42.290082] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:42.293311] [DEBUG] [FORECASTER] VTN: Forecast T+1@11:T+2@11: UP (p=95.18%)
[2025-12-09T20:34:42.293587] [INFO ] [FORECASTER] Completed predict_future for VTN
[2025-12-09T20:34:42.293709] [INFO ] [sig       ] VTN: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:34:42.430924] [INFO ] [LOCAL     ] Saved forecast: VTN	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/VTN.txt
[2025-12-09T20:34:42.431050] [INFO ] [sig       ] [3455/3614] Completed VTN in 0.3s | 2.93 sym/s | Total: 19.6m | ETA: 54.2s
[2025-12-09T20:34:42.431088] [INFO ] [sig       ] [3456/3614] Forecasting VTOL...
[2025-12-09T20:34:42.431116] [INFO ] [sig       ] Generating forecast for: VTOL
[2025-12-09T20:34:42.431146] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTOL' from 'https://tdm.silogroup.org/data/derivative_storage/VTOL.csv'.
[2025-12-09T20:34:42.441943] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'VTOL'.
[2025-12-09T20:34:42.442203] [INFO ] [FORECASTER] Starting predict_future for VTOL
[2025-12-09T20:34:42.442959] [DEBUG] [LOCAL     ] No optimal features file found for VTOL: ./output/feature-sets/VTOL.txt
[2025-12-09T20:34:42.443008] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:42.443039] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:42.443065] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:42.443119] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:42.498515] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:42.499151] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:42.499226] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:42.499258] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:42.613711] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:42.613862] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:34:42.613902] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:42.613961] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:42.617236] [DEBUG] [FORECASTER] VTOL: Forecast T+1@11:T+2@11: DOWN (p=22.76%)
[2025-12-09T20:34:42.617497] [INFO ] [FORECASTER] Completed predict_future for VTOL
[2025-12-09T20:34:42.617651] [INFO ] [sig       ] VTOL: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-09T20:34:42.755319] [INFO ] [LOCAL     ] Saved forecast: VTOL	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/VTOL.txt
[2025-12-09T20:34:42.755446] [INFO ] [sig       ] [3456/3614] Completed VTOL in 0.3s | 2.93 sym/s | Total: 19.6m | ETA: 53.9s
[2025-12-09T20:34:42.755485] [INFO ] [sig       ] [3457/3614] Forecasting VTRS...
[2025-12-09T20:34:42.755513] [INFO ] [sig       ] Generating forecast for: VTRS
[2025-12-09T20:34:42.755543] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTRS' from 'https://tdm.silogroup.org/data/derivative_storage/VTRS.csv'.
[2025-12-09T20:34:42.765902] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'VTRS'.
[2025-12-09T20:34:42.766165] [INFO ] [FORECASTER] Starting predict_future for VTRS
[2025-12-09T20:34:42.766922] [DEBUG] [LOCAL     ] No optimal features file found for VTRS: ./output/feature-sets/VTRS.txt
[2025-12-09T20:34:42.766972] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:42.767015] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:42.767043] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:42.767098] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:42.822016] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:42.822620] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:42.822692] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:42.822723] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:42.941285] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:42.941422] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:34:42.941459] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:42.941486] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:42.944804] [DEBUG] [FORECASTER] VTRS: Forecast T+1@11:T+2@11: DOWN (p=5.58%)
[2025-12-09T20:34:42.945067] [INFO ] [FORECASTER] Completed predict_future for VTRS
[2025-12-09T20:34:42.945185] [INFO ] [sig       ] VTRS: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-09T20:34:43.081874] [INFO ] [LOCAL     ] Saved forecast: VTRS	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/VTRS.txt
[2025-12-09T20:34:43.081985] [INFO ] [sig       ] [3457/3614] Completed VTRS in 0.3s | 2.93 sym/s | Total: 19.6m | ETA: 53.5s
[2025-12-09T20:34:43.082022] [INFO ] [sig       ] [3458/3614] Forecasting VTS...
[2025-12-09T20:34:43.082050] [INFO ] [sig       ] Generating forecast for: VTS
[2025-12-09T20:34:43.082079] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTS' from 'https://tdm.silogroup.org/data/derivative_storage/VTS.csv'.
[2025-12-09T20:34:43.092874] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTS'.
[2025-12-09T20:34:43.093137] [INFO ] [FORECASTER] Starting predict_future for VTS
[2025-12-09T20:34:43.093901] [DEBUG] [LOCAL     ] No optimal features file found for VTS: ./output/feature-sets/VTS.txt
[2025-12-09T20:34:43.093951] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:43.093981] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:43.094007] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:43.094063] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:43.149276] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:43.149881] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:43.149954] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:43.149985] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:43.264089] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:43.264217] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:34:43.264256] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:43.264285] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:43.267482] [DEBUG] [FORECASTER] VTS: Forecast T+1@11:T+2@11: DOWN (p=5.49%)
[2025-12-09T20:34:43.267780] [INFO ] [FORECASTER] Completed predict_future for VTS
[2025-12-09T20:34:43.267896] [INFO ] [sig       ] VTS: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:34:43.404236] [INFO ] [LOCAL     ] Saved forecast: VTS	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/VTS.txt
[2025-12-09T20:34:43.404350] [INFO ] [sig       ] [3458/3614] Completed VTS in 0.3s | 2.93 sym/s | Total: 19.7m | ETA: 53.2s
[2025-12-09T20:34:43.404387] [INFO ] [sig       ] [3459/3614] Forecasting VTSI...
[2025-12-09T20:34:43.404416] [INFO ] [sig       ] Generating forecast for: VTSI
[2025-12-09T20:34:43.404445] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTSI' from 'https://tdm.silogroup.org/data/derivative_storage/VTSI.csv'.
[2025-12-09T20:34:43.415261] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'VTSI'.
[2025-12-09T20:34:43.415511] [INFO ] [FORECASTER] Starting predict_future for VTSI
[2025-12-09T20:34:43.416289] [DEBUG] [LOCAL     ] No optimal features file found for VTSI: ./output/feature-sets/VTSI.txt
[2025-12-09T20:34:43.416339] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:43.416370] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:43.416396] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:43.416451] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:43.471378] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:43.471978] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:43.472053] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:43.472084] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:43.593370] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:43.593505] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:34:43.593546] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:43.593589] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:43.596826] [DEBUG] [FORECASTER] VTSI: Forecast T+1@11:T+2@11: DOWN (p=3.16%)
[2025-12-09T20:34:43.597086] [INFO ] [FORECASTER] Completed predict_future for VTSI
[2025-12-09T20:34:43.597205] [INFO ] [sig       ] VTSI: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-09T20:34:43.734556] [INFO ] [LOCAL     ] Saved forecast: VTSI	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/VTSI.txt
[2025-12-09T20:34:43.734728] [INFO ] [sig       ] [3459/3614] Completed VTSI in 0.3s | 2.93 sym/s | Total: 19.7m | ETA: 52.9s
[2025-12-09T20:34:43.734767] [INFO ] [sig       ] [3460/3614] Forecasting VTWG...
[2025-12-09T20:34:43.734797] [INFO ] [sig       ] Generating forecast for: VTWG
[2025-12-09T20:34:43.734853] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTWG' from 'https://tdm.silogroup.org/data/derivative_storage/VTWG.csv'.
[2025-12-09T20:34:43.745319] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTWG'.
[2025-12-09T20:34:43.745605] [INFO ] [FORECASTER] Starting predict_future for VTWG
[2025-12-09T20:34:43.746334] [DEBUG] [LOCAL     ] No optimal features file found for VTWG: ./output/feature-sets/VTWG.txt
[2025-12-09T20:34:43.746384] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:43.746419] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:43.746445] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:43.746500] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:43.801768] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:43.802526] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:43.802623] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:43.802656] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:43.928838] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:43.928990] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:34:43.929047] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:43.929088] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:43.932789] [DEBUG] [FORECASTER] VTWG: Forecast T+1@11:T+2@11: DOWN (p=47.71%)
[2025-12-09T20:34:43.933059] [INFO ] [FORECASTER] Completed predict_future for VTWG
[2025-12-09T20:34:43.933186] [INFO ] [sig       ] VTWG: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:34:44.082738] [INFO ] [LOCAL     ] Saved forecast: VTWG	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/VTWG.txt
[2025-12-09T20:34:44.082888] [INFO ] [sig       ] [3460/3614] Completed VTWG in 0.3s | 2.93 sym/s | Total: 19.7m | ETA: 52.5s
[2025-12-09T20:34:44.082948] [INFO ] [sig       ] [3461/3614] Forecasting VTWO...
[2025-12-09T20:34:44.082982] [INFO ] [sig       ] Generating forecast for: VTWO
[2025-12-09T20:34:44.083013] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTWO' from 'https://tdm.silogroup.org/data/derivative_storage/VTWO.csv'.
[2025-12-09T20:34:44.094693] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'VTWO'.
[2025-12-09T20:34:44.095035] [INFO ] [FORECASTER] Starting predict_future for VTWO
[2025-12-09T20:34:44.095887] [DEBUG] [LOCAL     ] No optimal features file found for VTWO: ./output/feature-sets/VTWO.txt
[2025-12-09T20:34:44.095939] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:44.095971] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:44.095998] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:44.096054] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:44.157688] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:44.158471] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:44.158565] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:44.158619] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:44.282420] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:44.282565] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:34:44.282627] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:44.282658] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:44.286277] [DEBUG] [FORECASTER] VTWO: Forecast T+1@11:T+2@11: DOWN (p=8.99%)
[2025-12-09T20:34:44.286569] [INFO ] [FORECASTER] Completed predict_future for VTWO
[2025-12-09T20:34:44.286718] [INFO ] [sig       ] VTWO: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-09T20:34:44.427177] [INFO ] [LOCAL     ] Saved forecast: VTWO	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/VTWO.txt
[2025-12-09T20:34:44.427311] [INFO ] [sig       ] [3461/3614] Completed VTWO in 0.3s | 2.93 sym/s | Total: 19.7m | ETA: 52.2s
[2025-12-09T20:34:44.427349] [INFO ] [sig       ] [3462/3614] Forecasting VTYX...
[2025-12-09T20:34:44.427378] [INFO ] [sig       ] Generating forecast for: VTYX
[2025-12-09T20:34:44.427406] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTYX' from 'https://tdm.silogroup.org/data/derivative_storage/VTYX.csv'.
[2025-12-09T20:34:44.438116] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTYX'.
[2025-12-09T20:34:44.438394] [INFO ] [FORECASTER] Starting predict_future for VTYX
[2025-12-09T20:34:44.439148] [DEBUG] [LOCAL     ] No optimal features file found for VTYX: ./output/feature-sets/VTYX.txt
[2025-12-09T20:34:44.439199] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:44.439229] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:44.439255] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:44.439309] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:44.495533] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:44.496300] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:44.496379] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:44.496410] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:44.619765] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:44.619915] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:34:44.619955] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:44.619984] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:44.623286] [DEBUG] [FORECASTER] VTYX: Forecast T+1@11:T+2@11: DOWN (p=24.72%)
[2025-12-09T20:34:44.623547] [INFO ] [FORECASTER] Completed predict_future for VTYX
[2025-12-09T20:34:44.623706] [INFO ] [sig       ] VTYX: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:34:44.759535] [INFO ] [LOCAL     ] Saved forecast: VTYX	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/VTYX.txt
[2025-12-09T20:34:44.759666] [INFO ] [sig       ] [3462/3614] Completed VTYX in 0.3s | 2.93 sym/s | Total: 19.7m | ETA: 51.8s
[2025-12-09T20:34:44.759705] [INFO ] [sig       ] [3463/3614] Forecasting VUZI...
[2025-12-09T20:34:44.759734] [INFO ] [sig       ] Generating forecast for: VUZI
[2025-12-09T20:34:44.759763] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VUZI' from 'https://tdm.silogroup.org/data/derivative_storage/VUZI.csv'.
[2025-12-09T20:34:44.771529] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VUZI'.
[2025-12-09T20:34:44.771843] [INFO ] [FORECASTER] Starting predict_future for VUZI
[2025-12-09T20:34:44.772597] [DEBUG] [LOCAL     ] No optimal features file found for VUZI: ./output/feature-sets/VUZI.txt
[2025-12-09T20:34:44.772647] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:44.772678] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:44.772705] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:44.772760] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:44.828208] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:44.828832] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:44.828933] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:44.828965] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:44.946778] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:44.946923] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:34:44.946962] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:44.946991] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:44.950299] [DEBUG] [FORECASTER] VUZI: Forecast T+1@11:T+2@11: DOWN (p=12.33%)
[2025-12-09T20:34:44.950666] [INFO ] [FORECASTER] Completed predict_future for VUZI
[2025-12-09T20:34:44.950831] [INFO ] [sig       ] VUZI: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:34:45.092831] [INFO ] [LOCAL     ] Saved forecast: VUZI	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/VUZI.txt
[2025-12-09T20:34:45.092969] [INFO ] [sig       ] [3463/3614] Completed VUZI in 0.3s | 2.93 sym/s | Total: 19.7m | ETA: 51.5s
[2025-12-09T20:34:45.093007] [INFO ] [sig       ] [3464/3614] Forecasting VVOS...
[2025-12-09T20:34:45.093036] [INFO ] [sig       ] Generating forecast for: VVOS
[2025-12-09T20:34:45.093065] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VVOS' from 'https://tdm.silogroup.org/data/derivative_storage/VVOS.csv'.
[2025-12-09T20:34:45.106444] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VVOS'.
[2025-12-09T20:34:45.106980] [INFO ] [FORECASTER] Starting predict_future for VVOS
[2025-12-09T20:34:45.107917] [DEBUG] [LOCAL     ] No optimal features file found for VVOS: ./output/feature-sets/VVOS.txt
[2025-12-09T20:34:45.107969] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:45.108002] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:45.108029] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:45.108086] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:45.166691] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:45.168124] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:45.168281] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:45.168315] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:45.284011] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:45.284234] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:34:45.284333] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:45.284364] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:45.288160] [DEBUG] [FORECASTER] VVOS: Forecast T+1@11:T+2@11: UP (p=93.86%)
[2025-12-09T20:34:45.288460] [INFO ] [FORECASTER] Completed predict_future for VVOS
[2025-12-09T20:34:45.288606] [INFO ] [sig       ] VVOS: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:34:45.429788] [INFO ] [LOCAL     ] Saved forecast: VVOS	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/VVOS.txt
[2025-12-09T20:34:45.429965] [INFO ] [sig       ] [3464/3614] Completed VVOS in 0.3s | 2.93 sym/s | Total: 19.7m | ETA: 51.1s
[2025-12-09T20:34:45.430006] [INFO ] [sig       ] [3465/3614] Forecasting VVX...
[2025-12-09T20:34:45.430036] [INFO ] [sig       ] Generating forecast for: VVX
[2025-12-09T20:34:45.430065] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VVX' from 'https://tdm.silogroup.org/data/derivative_storage/VVX.csv'.
[2025-12-09T20:34:45.442614] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VVX'.
[2025-12-09T20:34:45.442961] [INFO ] [FORECASTER] Starting predict_future for VVX
[2025-12-09T20:34:45.443821] [DEBUG] [LOCAL     ] No optimal features file found for VVX: ./output/feature-sets/VVX.txt
[2025-12-09T20:34:45.443872] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:45.443904] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:45.443929] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:45.443984] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:45.502691] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:45.503773] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:45.503865] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:45.503897] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:45.628303] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:45.628471] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:34:45.628518] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:45.628549] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:45.631983] [DEBUG] [FORECASTER] VVX: Forecast T+1@11:T+2@11: UP (p=73.60%)
[2025-12-09T20:34:45.632251] [INFO ] [FORECASTER] Completed predict_future for VVX
[2025-12-09T20:34:45.632373] [INFO ] [sig       ] VVX: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:34:45.790091] [INFO ] [LOCAL     ] Saved forecast: VVX	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/VVX.txt
[2025-12-09T20:34:45.790244] [INFO ] [sig       ] [3465/3614] Completed VVX in 0.4s | 2.93 sym/s | Total: 19.7m | ETA: 50.8s
[2025-12-09T20:34:45.790284] [INFO ] [sig       ] [3466/3614] Forecasting VWOB...
[2025-12-09T20:34:45.790315] [INFO ] [sig       ] Generating forecast for: VWOB
[2025-12-09T20:34:45.790344] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VWOB' from 'https://tdm.silogroup.org/data/derivative_storage/VWOB.csv'.
[2025-12-09T20:34:45.802705] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VWOB'.
[2025-12-09T20:34:45.803037] [INFO ] [FORECASTER] Starting predict_future for VWOB
[2025-12-09T20:34:45.803803] [DEBUG] [LOCAL     ] No optimal features file found for VWOB: ./output/feature-sets/VWOB.txt
[2025-12-09T20:34:45.803854] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:45.803885] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:45.803911] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:45.803966] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:45.863070] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:45.863992] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:45.864372] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:45.864569] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:45.991440] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:45.991669] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:34:45.991719] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:45.991751] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:45.995539] [DEBUG] [FORECASTER] VWOB: Forecast T+1@11:T+2@11: UP (p=60.90%)
[2025-12-09T20:34:45.995864] [INFO ] [FORECASTER] Completed predict_future for VWOB
[2025-12-09T20:34:45.995999] [INFO ] [sig       ] VWOB: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:34:46.137003] [INFO ] [LOCAL     ] Saved forecast: VWOB	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/VWOB.txt
[2025-12-09T20:34:46.137215] [INFO ] [sig       ] [3466/3614] Completed VWOB in 0.3s | 2.93 sym/s | Total: 19.7m | ETA: 50.5s
[2025-12-09T20:34:46.137258] [INFO ] [sig       ] [3467/3614] Forecasting VXUS...
[2025-12-09T20:34:46.137292] [INFO ] [sig       ] Generating forecast for: VXUS
[2025-12-09T20:34:46.137322] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VXUS' from 'https://tdm.silogroup.org/data/derivative_storage/VXUS.csv'.
[2025-12-09T20:34:46.149818] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'VXUS'.
[2025-12-09T20:34:46.150172] [INFO ] [FORECASTER] Starting predict_future for VXUS
[2025-12-09T20:34:46.151035] [DEBUG] [LOCAL     ] No optimal features file found for VXUS: ./output/feature-sets/VXUS.txt
[2025-12-09T20:34:46.151087] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:46.151118] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:46.151144] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:46.151200] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:46.207178] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:46.208097] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:46.208215] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:46.208247] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:46.331803] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:46.332029] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:34:46.332074] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:46.332102] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:46.335993] [DEBUG] [FORECASTER] VXUS: Forecast T+1@11:T+2@11: UP (p=61.10%)
[2025-12-09T20:34:46.336296] [INFO ] [FORECASTER] Completed predict_future for VXUS
[2025-12-09T20:34:46.336447] [INFO ] [sig       ] VXUS: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-09T20:34:46.477148] [INFO ] [LOCAL     ] Saved forecast: VXUS	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/VXUS.txt
[2025-12-09T20:34:46.477318] [INFO ] [sig       ] [3467/3614] Completed VXUS in 0.3s | 2.93 sym/s | Total: 19.7m | ETA: 50.1s
[2025-12-09T20:34:46.477357] [INFO ] [sig       ] [3468/3614] Forecasting VYMI...
[2025-12-09T20:34:46.477425] [INFO ] [sig       ] Generating forecast for: VYMI
[2025-12-09T20:34:46.477459] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VYMI' from 'https://tdm.silogroup.org/data/derivative_storage/VYMI.csv'.
[2025-12-09T20:34:46.490115] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'VYMI'.
[2025-12-09T20:34:46.490600] [INFO ] [FORECASTER] Starting predict_future for VYMI
[2025-12-09T20:34:46.491538] [DEBUG] [LOCAL     ] No optimal features file found for VYMI: ./output/feature-sets/VYMI.txt
[2025-12-09T20:34:46.491617] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:46.491671] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:46.491700] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:46.491759] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:46.550274] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:46.551376] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:46.551472] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:46.551505] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:46.667859] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:46.668080] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:34:46.668125] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:46.668154] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:46.671883] [DEBUG] [FORECASTER] VYMI: Forecast T+1@11:T+2@11: DOWN (p=35.46%)
[2025-12-09T20:34:46.672177] [INFO ] [FORECASTER] Completed predict_future for VYMI
[2025-12-09T20:34:46.672306] [INFO ] [sig       ] VYMI: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-09T20:34:46.814035] [INFO ] [LOCAL     ] Saved forecast: VYMI	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/VYMI.txt
[2025-12-09T20:34:46.814251] [INFO ] [sig       ] [3468/3614] Completed VYMI in 0.3s | 2.93 sym/s | Total: 19.7m | ETA: 49.8s
[2025-12-09T20:34:46.814295] [INFO ] [sig       ] [3469/3614] Forecasting VYX...
[2025-12-09T20:34:46.814372] [INFO ] [sig       ] Generating forecast for: VYX
[2025-12-09T20:34:46.814403] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VYX' from 'https://tdm.silogroup.org/data/derivative_storage/VYX.csv'.
[2025-12-09T20:34:46.828834] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'VYX'.
[2025-12-09T20:34:46.829507] [INFO ] [FORECASTER] Starting predict_future for VYX
[2025-12-09T20:34:46.830603] [DEBUG] [LOCAL     ] No optimal features file found for VYX: ./output/feature-sets/VYX.txt
[2025-12-09T20:34:46.830657] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:46.830692] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:46.830719] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:46.830779] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:46.888698] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:46.889941] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:46.890038] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:46.890072] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:47.011455] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:47.011709] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:34:47.011754] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:47.011785] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:47.015611] [DEBUG] [FORECASTER] VYX: Forecast T+1@11:T+2@11: DOWN (p=4.96%)
[2025-12-09T20:34:47.015904] [INFO ] [FORECASTER] Completed predict_future for VYX
[2025-12-09T20:34:47.016037] [INFO ] [sig       ] VYX: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-09T20:34:47.157872] [INFO ] [LOCAL     ] Saved forecast: VYX	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/VYX.txt
[2025-12-09T20:34:47.158067] [INFO ] [sig       ] [3469/3614] Completed VYX in 0.3s | 2.93 sym/s | Total: 19.7m | ETA: 49.4s
[2025-12-09T20:34:47.158111] [INFO ] [sig       ] [3470/3614] Forecasting VZ...
[2025-12-09T20:34:47.158141] [INFO ] [sig       ] Generating forecast for: VZ
[2025-12-09T20:34:47.158206] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VZ' from 'https://tdm.silogroup.org/data/derivative_storage/VZ.csv'.
[2025-12-09T20:34:47.171374] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VZ'.
[2025-12-09T20:34:47.171767] [INFO ] [FORECASTER] Starting predict_future for VZ
[2025-12-09T20:34:47.172652] [DEBUG] [LOCAL     ] No optimal features file found for VZ: ./output/feature-sets/VZ.txt
[2025-12-09T20:34:47.172704] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:47.172766] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:47.172793] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:47.172851] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:47.232936] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:47.233971] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:47.234066] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:47.234102] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:47.354362] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:47.354603] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:34:47.354650] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:47.354678] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:47.358493] [DEBUG] [FORECASTER] VZ: Forecast T+1@11:T+2@11: DOWN (p=8.88%)
[2025-12-09T20:34:47.358813] [INFO ] [FORECASTER] Completed predict_future for VZ
[2025-12-09T20:34:47.358945] [INFO ] [sig       ] VZ: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:34:47.504334] [INFO ] [LOCAL     ] Saved forecast: VZ	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/VZ.txt
[2025-12-09T20:34:47.504491] [INFO ] [sig       ] [3470/3614] Completed VZ in 0.3s | 2.93 sym/s | Total: 19.7m | ETA: 49.1s
[2025-12-09T20:34:47.504532] [INFO ] [sig       ] [3471/3614] Forecasting WAB...
[2025-12-09T20:34:47.504562] [INFO ] [sig       ] Generating forecast for: WAB
[2025-12-09T20:34:47.504610] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAB' from 'https://tdm.silogroup.org/data/derivative_storage/WAB.csv'.
[2025-12-09T20:34:47.516254] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'WAB'.
[2025-12-09T20:34:47.516557] [INFO ] [FORECASTER] Starting predict_future for WAB
[2025-12-09T20:34:47.517370] [DEBUG] [LOCAL     ] No optimal features file found for WAB: ./output/feature-sets/WAB.txt
[2025-12-09T20:34:47.517421] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:47.517451] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:47.517477] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:47.517553] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:47.573737] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:47.574560] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:47.574659] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:47.574692] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:47.693851] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:47.694003] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:34:47.694045] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:47.694072] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:47.697440] [DEBUG] [FORECASTER] WAB: Forecast T+1@11:T+2@11: DOWN (p=6.79%)
[2025-12-09T20:34:47.697740] [INFO ] [FORECASTER] Completed predict_future for WAB
[2025-12-09T20:34:47.697860] [INFO ] [sig       ] WAB: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-09T20:34:47.842275] [INFO ] [LOCAL     ] Saved forecast: WAB	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/WAB.txt
[2025-12-09T20:34:47.842427] [INFO ] [sig       ] [3471/3614] Completed WAB in 0.3s | 2.93 sym/s | Total: 19.7m | ETA: 48.8s
[2025-12-09T20:34:47.842469] [INFO ] [sig       ] [3472/3614] Forecasting WABC...
[2025-12-09T20:34:47.842508] [INFO ] [sig       ] Generating forecast for: WABC
[2025-12-09T20:34:47.842540] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WABC' from 'https://tdm.silogroup.org/data/derivative_storage/WABC.csv'.
[2025-12-09T20:34:47.853601] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WABC'.
[2025-12-09T20:34:47.853868] [INFO ] [FORECASTER] Starting predict_future for WABC
[2025-12-09T20:34:47.854624] [DEBUG] [LOCAL     ] No optimal features file found for WABC: ./output/feature-sets/WABC.txt
[2025-12-09T20:34:47.854673] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:47.854705] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:47.854731] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:47.854787] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:47.910352] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:47.910995] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:47.911073] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:47.911104] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:48.031678] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:48.031879] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:34:48.031922] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:48.031950] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:48.035338] [DEBUG] [FORECASTER] WABC: Forecast T+1@11:T+2@11: DOWN (p=8.16%)
[2025-12-09T20:34:48.035626] [INFO ] [FORECASTER] Completed predict_future for WABC
[2025-12-09T20:34:48.035750] [INFO ] [sig       ] WABC: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:34:48.176593] [INFO ] [LOCAL     ] Saved forecast: WABC	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/WABC.txt
[2025-12-09T20:34:48.176753] [INFO ] [sig       ] [3472/3614] Completed WABC in 0.3s | 2.93 sym/s | Total: 19.7m | ETA: 48.4s
[2025-12-09T20:34:48.176792] [INFO ] [sig       ] [3473/3614] Forecasting WAFD...
[2025-12-09T20:34:48.176822] [INFO ] [sig       ] Generating forecast for: WAFD
[2025-12-09T20:34:48.176853] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAFD' from 'https://tdm.silogroup.org/data/derivative_storage/WAFD.csv'.
[2025-12-09T20:34:48.188635] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WAFD'.
[2025-12-09T20:34:48.189032] [INFO ] [FORECASTER] Starting predict_future for WAFD
[2025-12-09T20:34:48.189818] [DEBUG] [LOCAL     ] No optimal features file found for WAFD: ./output/feature-sets/WAFD.txt
[2025-12-09T20:34:48.189868] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:48.189899] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:48.189925] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:48.189980] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:48.250064] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:48.250953] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:48.251035] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:48.251068] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:48.368132] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:48.368261] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:34:48.368303] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:48.368400] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:48.371782] [DEBUG] [FORECASTER] WAFD: Forecast T+1@11:T+2@11: DOWN (p=6.61%)
[2025-12-09T20:34:48.372060] [INFO ] [FORECASTER] Completed predict_future for WAFD
[2025-12-09T20:34:48.372183] [INFO ] [sig       ] WAFD: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:34:48.512891] [INFO ] [LOCAL     ] Saved forecast: WAFD	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/WAFD.txt
[2025-12-09T20:34:48.513035] [INFO ] [sig       ] [3473/3614] Completed WAFD in 0.3s | 2.93 sym/s | Total: 19.7m | ETA: 48.1s
[2025-12-09T20:34:48.513073] [INFO ] [sig       ] [3474/3614] Forecasting WAFDP...
[2025-12-09T20:34:48.513102] [INFO ] [sig       ] Generating forecast for: WAFDP
[2025-12-09T20:34:48.513131] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAFDP' from 'https://tdm.silogroup.org/data/derivative_storage/WAFDP.csv'.
[2025-12-09T20:34:48.525440] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WAFDP'.
[2025-12-09T20:34:48.525888] [INFO ] [FORECASTER] Starting predict_future for WAFDP
[2025-12-09T20:34:48.526727] [DEBUG] [LOCAL     ] No optimal features file found for WAFDP: ./output/feature-sets/WAFDP.txt
[2025-12-09T20:34:48.526782] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:48.526816] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:48.526845] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:48.526901] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:48.588873] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:48.589792] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:48.589885] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:48.589921] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:48.708942] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:48.709088] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:34:48.709130] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:48.709159] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:48.712929] [DEBUG] [FORECASTER] WAFDP: Forecast T+1@11:T+2@11: UP (p=88.15%)
[2025-12-09T20:34:48.713212] [INFO ] [FORECASTER] Completed predict_future for WAFDP
[2025-12-09T20:34:48.713336] [INFO ] [sig       ] WAFDP: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:34:48.862640] [INFO ] [LOCAL     ] Saved forecast: WAFDP	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/WAFDP.txt
[2025-12-09T20:34:48.862775] [INFO ] [sig       ] [3474/3614] Completed WAFDP in 0.3s | 2.93 sym/s | Total: 19.7m | ETA: 47.7s
[2025-12-09T20:34:48.862814] [INFO ] [sig       ] [3475/3614] Forecasting WAL...
[2025-12-09T20:34:48.862842] [INFO ] [sig       ] Generating forecast for: WAL
[2025-12-09T20:34:48.862873] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAL' from 'https://tdm.silogroup.org/data/derivative_storage/WAL.csv'.
[2025-12-09T20:34:48.874649] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'WAL'.
[2025-12-09T20:34:48.874964] [INFO ] [FORECASTER] Starting predict_future for WAL
[2025-12-09T20:34:48.875772] [DEBUG] [LOCAL     ] No optimal features file found for WAL: ./output/feature-sets/WAL.txt
[2025-12-09T20:34:48.875824] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:48.875857] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:48.875884] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:48.875941] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:48.931714] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:48.932328] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:48.932407] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:48.932438] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:49.052194] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:49.052341] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:34:49.052393] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:49.052453] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:49.055829] [DEBUG] [FORECASTER] WAL: Forecast T+1@11:T+2@11: UP (p=60.81%)
[2025-12-09T20:34:49.056100] [INFO ] [FORECASTER] Completed predict_future for WAL
[2025-12-09T20:34:49.056218] [INFO ] [sig       ] WAL: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-09T20:34:49.195784] [INFO ] [LOCAL     ] Saved forecast: WAL	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/WAL.txt
[2025-12-09T20:34:49.195910] [INFO ] [sig       ] [3475/3614] Completed WAL in 0.3s | 2.93 sym/s | Total: 19.7m | ETA: 47.4s
[2025-12-09T20:34:49.195948] [INFO ] [sig       ] [3476/3614] Forecasting WALD...
[2025-12-09T20:34:49.195976] [INFO ] [sig       ] Generating forecast for: WALD
[2025-12-09T20:34:49.196006] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WALD' from 'https://tdm.silogroup.org/data/derivative_storage/WALD.csv'.
[2025-12-09T20:34:49.206521] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'WALD'.
[2025-12-09T20:34:49.206814] [INFO ] [FORECASTER] Starting predict_future for WALD
[2025-12-09T20:34:49.207603] [DEBUG] [LOCAL     ] No optimal features file found for WALD: ./output/feature-sets/WALD.txt
[2025-12-09T20:34:49.207654] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:49.207684] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:49.207709] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:49.207764] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:49.262538] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:49.263160] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:49.263234] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:49.263265] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:49.378763] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:49.378897] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:34:49.378937] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:49.378963] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:49.382223] [DEBUG] [FORECASTER] WALD: Forecast T+1@11:T+2@11: UP (p=72.33%)
[2025-12-09T20:34:49.382490] [INFO ] [FORECASTER] Completed predict_future for WALD
[2025-12-09T20:34:49.382624] [INFO ] [sig       ] WALD: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-09T20:34:49.522906] [INFO ] [LOCAL     ] Saved forecast: WALD	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/WALD.txt
[2025-12-09T20:34:49.523045] [INFO ] [sig       ] [3476/3614] Completed WALD in 0.3s | 2.93 sym/s | Total: 19.8m | ETA: 47.1s
[2025-12-09T20:34:49.523085] [INFO ] [sig       ] [3477/3614] Forecasting WASH...
[2025-12-09T20:34:49.523117] [INFO ] [sig       ] Generating forecast for: WASH
[2025-12-09T20:34:49.523148] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WASH' from 'https://tdm.silogroup.org/data/derivative_storage/WASH.csv'.
[2025-12-09T20:34:49.534266] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WASH'.
[2025-12-09T20:34:49.534601] [INFO ] [FORECASTER] Starting predict_future for WASH
[2025-12-09T20:34:49.535385] [DEBUG] [LOCAL     ] No optimal features file found for WASH: ./output/feature-sets/WASH.txt
[2025-12-09T20:34:49.535436] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:49.535470] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:49.535497] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:49.535553] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:49.593422] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:49.594128] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:49.594207] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:49.594258] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:49.713190] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:49.713321] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:34:49.713363] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:49.713394] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:49.716833] [DEBUG] [FORECASTER] WASH: Forecast T+1@11:T+2@11: DOWN (p=35.42%)
[2025-12-09T20:34:49.717110] [INFO ] [FORECASTER] Completed predict_future for WASH
[2025-12-09T20:34:49.717232] [INFO ] [sig       ] WASH: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:34:49.858269] [INFO ] [LOCAL     ] Saved forecast: WASH	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/WASH.txt
[2025-12-09T20:34:49.858395] [INFO ] [sig       ] [3477/3614] Completed WASH in 0.3s | 2.93 sym/s | Total: 19.8m | ETA: 46.7s
[2025-12-09T20:34:49.858438] [INFO ] [sig       ] [3478/3614] Forecasting WAVE...
[2025-12-09T20:34:49.858471] [INFO ] [sig       ] Generating forecast for: WAVE
[2025-12-09T20:34:49.858501] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAVE' from 'https://tdm.silogroup.org/data/derivative_storage/WAVE.csv'.
[2025-12-09T20:34:49.869221] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WAVE'.
[2025-12-09T20:34:49.869521] [INFO ] [FORECASTER] Starting predict_future for WAVE
[2025-12-09T20:34:49.870302] [DEBUG] [LOCAL     ] No optimal features file found for WAVE: ./output/feature-sets/WAVE.txt
[2025-12-09T20:34:49.870352] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:49.870383] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:49.870413] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:49.870481] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:49.928646] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:49.929279] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:49.929355] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:49.929388] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:50.038611] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:50.038730] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:34:50.038771] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:50.038800] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:50.042187] [DEBUG] [FORECASTER] WAVE: Forecast T+1@11:T+2@11: DOWN (p=21.02%)
[2025-12-09T20:34:50.042460] [INFO ] [FORECASTER] Completed predict_future for WAVE
[2025-12-09T20:34:50.042608] [INFO ] [sig       ] WAVE: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:34:50.179870] [INFO ] [LOCAL     ] Saved forecast: WAVE	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/WAVE.txt
[2025-12-09T20:34:50.179988] [INFO ] [sig       ] [3478/3614] Completed WAVE in 0.3s | 2.93 sym/s | Total: 19.8m | ETA: 46.4s
[2025-12-09T20:34:50.180026] [INFO ] [sig       ] [3479/3614] Forecasting WAY...
[2025-12-09T20:34:50.180055] [INFO ] [sig       ] Generating forecast for: WAY
[2025-12-09T20:34:50.180082] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAY' from 'https://tdm.silogroup.org/data/derivative_storage/WAY.csv'.
[2025-12-09T20:34:50.191135] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WAY'.
[2025-12-09T20:34:50.191426] [INFO ] [FORECASTER] Starting predict_future for WAY
[2025-12-09T20:34:50.192212] [DEBUG] [LOCAL     ] No optimal features file found for WAY: ./output/feature-sets/WAY.txt
[2025-12-09T20:34:50.192263] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:50.192296] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:50.192352] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:50.192412] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:50.250281] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:50.250964] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:50.251040] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:50.251073] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:50.373915] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:50.374040] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:34:50.374077] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:50.374105] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:50.377338] [DEBUG] [FORECASTER] WAY: Forecast T+1@11:T+2@11: DOWN (p=30.11%)
[2025-12-09T20:34:50.377634] [INFO ] [FORECASTER] Completed predict_future for WAY
[2025-12-09T20:34:50.377758] [INFO ] [sig       ] WAY: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:34:50.517592] [INFO ] [LOCAL     ] Saved forecast: WAY	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/WAY.txt
[2025-12-09T20:34:50.517726] [INFO ] [sig       ] [3479/3614] Completed WAY in 0.3s | 2.93 sym/s | Total: 19.8m | ETA: 46.0s
[2025-12-09T20:34:50.517764] [INFO ] [sig       ] [3480/3614] Forecasting WB...
[2025-12-09T20:34:50.517792] [INFO ] [sig       ] Generating forecast for: WB
[2025-12-09T20:34:50.517821] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WB' from 'https://tdm.silogroup.org/data/derivative_storage/WB.csv'.
[2025-12-09T20:34:50.528989] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'WB'.
[2025-12-09T20:34:50.529268] [INFO ] [FORECASTER] Starting predict_future for WB
[2025-12-09T20:34:50.530074] [DEBUG] [LOCAL     ] No optimal features file found for WB: ./output/feature-sets/WB.txt
[2025-12-09T20:34:50.530124] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:50.530154] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:50.530181] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:50.530235] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:50.591145] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:50.591865] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:50.591993] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:50.592041] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:50.714223] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:50.714375] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:34:50.714416] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:50.714445] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:50.717850] [DEBUG] [FORECASTER] WB: Forecast T+1@11:T+2@11: UP (p=89.79%)
[2025-12-09T20:34:50.718119] [INFO ] [FORECASTER] Completed predict_future for WB
[2025-12-09T20:34:50.718237] [INFO ] [sig       ] WB: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-09T20:34:50.856639] [INFO ] [LOCAL     ] Saved forecast: WB	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/WB.txt
[2025-12-09T20:34:50.856789] [INFO ] [sig       ] [3480/3614] Completed WB in 0.3s | 2.93 sym/s | Total: 19.8m | ETA: 45.7s
[2025-12-09T20:34:50.856827] [INFO ] [sig       ] [3481/3614] Forecasting WBD...
[2025-12-09T20:34:50.856856] [INFO ] [sig       ] Generating forecast for: WBD
[2025-12-09T20:34:50.856915] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WBD' from 'https://tdm.silogroup.org/data/derivative_storage/WBD.csv'.
[2025-12-09T20:34:50.868076] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'WBD'.
[2025-12-09T20:34:50.868385] [INFO ] [FORECASTER] Starting predict_future for WBD
[2025-12-09T20:34:50.869148] [DEBUG] [LOCAL     ] No optimal features file found for WBD: ./output/feature-sets/WBD.txt
[2025-12-09T20:34:50.869209] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:50.869241] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:50.869267] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:50.869322] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:50.924837] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:50.925416] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:50.925491] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:50.925521] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:51.044730] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:51.044856] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:34:51.044895] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:51.044922] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:51.048164] [DEBUG] [FORECASTER] WBD: Forecast T+1@11:T+2@11: UP (p=61.43%)
[2025-12-09T20:34:51.048435] [INFO ] [FORECASTER] Completed predict_future for WBD
[2025-12-09T20:34:51.048558] [INFO ] [sig       ] WBD: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-09T20:34:51.186220] [INFO ] [LOCAL     ] Saved forecast: WBD	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/WBD.txt
[2025-12-09T20:34:51.186336] [INFO ] [sig       ] [3481/3614] Completed WBD in 0.3s | 2.93 sym/s | Total: 19.8m | ETA: 45.4s
[2025-12-09T20:34:51.186372] [INFO ] [sig       ] [3482/3614] Forecasting WBS...
[2025-12-09T20:34:51.186401] [INFO ] [sig       ] Generating forecast for: WBS
[2025-12-09T20:34:51.186430] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WBS' from 'https://tdm.silogroup.org/data/derivative_storage/WBS.csv'.
[2025-12-09T20:34:51.197416] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'WBS'.
[2025-12-09T20:34:51.197728] [INFO ] [FORECASTER] Starting predict_future for WBS
[2025-12-09T20:34:51.198471] [DEBUG] [LOCAL     ] No optimal features file found for WBS: ./output/feature-sets/WBS.txt
[2025-12-09T20:34:51.198521] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:51.198552] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:51.198600] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:51.198657] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:51.254116] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:51.254970] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:51.255047] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:51.255078] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:51.379532] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:51.379654] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:34:51.379694] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:51.379722] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:51.383098] [DEBUG] [FORECASTER] WBS: Forecast T+1@11:T+2@11: UP (p=75.26%)
[2025-12-09T20:34:51.383368] [INFO ] [FORECASTER] Completed predict_future for WBS
[2025-12-09T20:34:51.383491] [INFO ] [sig       ] WBS: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-09T20:34:51.521814] [INFO ] [LOCAL     ] Saved forecast: WBS	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/WBS.txt
[2025-12-09T20:34:51.521939] [INFO ] [sig       ] [3482/3614] Completed WBS in 0.3s | 2.93 sym/s | Total: 19.8m | ETA: 45.0s
[2025-12-09T20:34:51.521977] [INFO ] [sig       ] [3483/3614] Forecasting WBTN...
[2025-12-09T20:34:51.522006] [INFO ] [sig       ] Generating forecast for: WBTN
[2025-12-09T20:34:51.522034] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WBTN' from 'https://tdm.silogroup.org/data/derivative_storage/WBTN.csv'.
[2025-12-09T20:34:51.533415] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'WBTN'.
[2025-12-09T20:34:51.533707] [INFO ] [FORECASTER] Starting predict_future for WBTN
[2025-12-09T20:34:51.534450] [DEBUG] [LOCAL     ] No optimal features file found for WBTN: ./output/feature-sets/WBTN.txt
[2025-12-09T20:34:51.534504] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:51.534535] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:51.534562] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:51.534639] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:51.589867] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:51.590433] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:51.590507] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:51.590538] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:51.711673] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:51.711806] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:34:51.711845] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:51.711873] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:51.715111] [DEBUG] [FORECASTER] WBTN: Forecast T+1@11:T+2@11: UP (p=94.87%)
[2025-12-09T20:34:51.715368] [INFO ] [FORECASTER] Completed predict_future for WBTN
[2025-12-09T20:34:51.715487] [INFO ] [sig       ] WBTN: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-09T20:34:51.853912] [INFO ] [LOCAL     ] Saved forecast: WBTN	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/WBTN.txt
[2025-12-09T20:34:51.854051] [INFO ] [sig       ] [3483/3614] Completed WBTN in 0.3s | 2.93 sym/s | Total: 19.8m | ETA: 44.7s
[2025-12-09T20:34:51.854091] [INFO ] [sig       ] [3484/3614] Forecasting WBX...
[2025-12-09T20:34:51.854121] [INFO ] [sig       ] Generating forecast for: WBX
[2025-12-09T20:34:51.854154] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WBX' from 'https://tdm.silogroup.org/data/derivative_storage/WBX.csv'.
[2025-12-09T20:34:51.865289] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'WBX'.
[2025-12-09T20:34:51.865559] [INFO ] [FORECASTER] Starting predict_future for WBX
[2025-12-09T20:34:51.866341] [DEBUG] [LOCAL     ] No optimal features file found for WBX: ./output/feature-sets/WBX.txt
[2025-12-09T20:34:51.866393] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:51.866425] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:51.866454] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:51.866515] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:51.923512] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:51.924105] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:51.924177] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:51.924209] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:52.043238] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:52.043352] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:34:52.043389] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:52.043417] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:52.046611] [DEBUG] [FORECASTER] WBX: Forecast T+1@11:T+2@11: UP (p=69.83%)
[2025-12-09T20:34:52.046870] [INFO ] [FORECASTER] Completed predict_future for WBX
[2025-12-09T20:34:52.046988] [INFO ] [sig       ] WBX: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-09T20:34:52.186725] [INFO ] [LOCAL     ] Saved forecast: WBX	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/WBX.txt
[2025-12-09T20:34:52.186864] [INFO ] [sig       ] [3484/3614] Completed WBX in 0.3s | 2.93 sym/s | Total: 19.8m | ETA: 44.3s
[2025-12-09T20:34:52.186903] [INFO ] [sig       ] [3485/3614] Forecasting WCC...
[2025-12-09T20:34:52.186932] [INFO ] [sig       ] Generating forecast for: WCC
[2025-12-09T20:34:52.186961] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WCC' from 'https://tdm.silogroup.org/data/derivative_storage/WCC.csv'.
[2025-12-09T20:34:52.197984] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'WCC'.
[2025-12-09T20:34:52.198253] [INFO ] [FORECASTER] Starting predict_future for WCC
[2025-12-09T20:34:52.199005] [DEBUG] [LOCAL     ] No optimal features file found for WCC: ./output/feature-sets/WCC.txt
[2025-12-09T20:34:52.199055] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:52.199085] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:52.199112] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:52.199166] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:52.254365] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:52.255018] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:52.255102] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:52.255136] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:52.374146] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:52.374262] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:34:52.374299] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:52.374327] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:52.377554] [DEBUG] [FORECASTER] WCC: Forecast T+1@11:T+2@11: UP (p=81.26%)
[2025-12-09T20:34:52.377846] [INFO ] [FORECASTER] Completed predict_future for WCC
[2025-12-09T20:34:52.377961] [INFO ] [sig       ] WCC: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-09T20:34:52.517982] [INFO ] [LOCAL     ] Saved forecast: WCC	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/WCC.txt
[2025-12-09T20:34:52.518111] [INFO ] [sig       ] [3485/3614] Completed WCC in 0.3s | 2.93 sym/s | Total: 19.8m | ETA: 44.0s
[2025-12-09T20:34:52.518149] [INFO ] [sig       ] [3486/3614] Forecasting WCLD...
[2025-12-09T20:34:52.518178] [INFO ] [sig       ] Generating forecast for: WCLD
[2025-12-09T20:34:52.518209] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WCLD' from 'https://tdm.silogroup.org/data/derivative_storage/WCLD.csv'.
[2025-12-09T20:34:52.528911] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WCLD'.
[2025-12-09T20:34:52.529188] [INFO ] [FORECASTER] Starting predict_future for WCLD
[2025-12-09T20:34:52.529948] [DEBUG] [LOCAL     ] No optimal features file found for WCLD: ./output/feature-sets/WCLD.txt
[2025-12-09T20:34:52.529999] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:52.530031] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:52.530057] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:52.530112] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:52.585683] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:52.586400] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:52.586476] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:52.586508] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:52.702317] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:52.702446] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:34:52.702485] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:52.702513] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:52.705740] [DEBUG] [FORECASTER] WCLD: Forecast T+1@11:T+2@11: UP (p=56.33%)
[2025-12-09T20:34:52.706021] [INFO ] [FORECASTER] Completed predict_future for WCLD
[2025-12-09T20:34:52.706141] [INFO ] [sig       ] WCLD: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:34:52.843951] [INFO ] [LOCAL     ] Saved forecast: WCLD	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/WCLD.txt
[2025-12-09T20:34:52.844072] [INFO ] [sig       ] [3486/3614] Completed WCLD in 0.3s | 2.93 sym/s | Total: 19.8m | ETA: 43.6s
[2025-12-09T20:34:52.844110] [INFO ] [sig       ] [3487/3614] Forecasting WD...
[2025-12-09T20:34:52.844139] [INFO ] [sig       ] Generating forecast for: WD
[2025-12-09T20:34:52.844168] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WD' from 'https://tdm.silogroup.org/data/derivative_storage/WD.csv'.
[2025-12-09T20:34:52.856019] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WD'.
[2025-12-09T20:34:52.856283] [INFO ] [FORECASTER] Starting predict_future for WD
[2025-12-09T20:34:52.857230] [DEBUG] [LOCAL     ] No optimal features file found for WD: ./output/feature-sets/WD.txt
[2025-12-09T20:34:52.857280] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:52.857345] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:52.857373] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:52.857429] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:52.913684] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:52.914276] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:52.914349] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:52.914381] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:53.030618] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:53.030760] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:34:53.030799] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:53.030828] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:53.034095] [DEBUG] [FORECASTER] WD: Forecast T+1@11:T+2@11: DOWN (p=10.99%)
[2025-12-09T20:34:53.034354] [INFO ] [FORECASTER] Completed predict_future for WD
[2025-12-09T20:34:53.034470] [INFO ] [sig       ] WD: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:34:53.172649] [INFO ] [LOCAL     ] Saved forecast: WD	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/WD.txt
[2025-12-09T20:34:53.172758] [INFO ] [sig       ] [3487/3614] Completed WD in 0.3s | 2.93 sym/s | Total: 19.8m | ETA: 43.3s
[2025-12-09T20:34:53.172796] [INFO ] [sig       ] [3488/3614] Forecasting WDAY...
[2025-12-09T20:34:53.172825] [INFO ] [sig       ] Generating forecast for: WDAY
[2025-12-09T20:34:53.172854] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDAY' from 'https://tdm.silogroup.org/data/derivative_storage/WDAY.csv'.
[2025-12-09T20:34:53.184756] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'WDAY'.
[2025-12-09T20:34:53.185021] [INFO ] [FORECASTER] Starting predict_future for WDAY
[2025-12-09T20:34:53.185775] [DEBUG] [LOCAL     ] No optimal features file found for WDAY: ./output/feature-sets/WDAY.txt
[2025-12-09T20:34:53.185825] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:53.185856] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:53.185881] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:53.185936] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:53.241341] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:53.241939] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:53.242012] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:53.242044] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:53.358132] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:53.358251] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:34:53.358305] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:53.358333] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:53.361599] [DEBUG] [FORECASTER] WDAY: Forecast T+1@11:T+2@11: DOWN (p=19.70%)
[2025-12-09T20:34:53.361856] [INFO ] [FORECASTER] Completed predict_future for WDAY
[2025-12-09T20:34:53.361973] [INFO ] [sig       ] WDAY: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-09T20:34:53.500220] [INFO ] [LOCAL     ] Saved forecast: WDAY	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/WDAY.txt
[2025-12-09T20:34:53.500341] [INFO ] [sig       ] [3488/3614] Completed WDAY in 0.3s | 2.93 sym/s | Total: 19.8m | ETA: 43.0s
[2025-12-09T20:34:53.500379] [INFO ] [sig       ] [3489/3614] Forecasting WDC...
[2025-12-09T20:34:53.500407] [INFO ] [sig       ] Generating forecast for: WDC
[2025-12-09T20:34:53.500436] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDC' from 'https://tdm.silogroup.org/data/derivative_storage/WDC.csv'.
[2025-12-09T20:34:53.514163] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WDC'.
[2025-12-09T20:34:53.514476] [INFO ] [FORECASTER] Starting predict_future for WDC
[2025-12-09T20:34:53.515248] [DEBUG] [LOCAL     ] No optimal features file found for WDC: ./output/feature-sets/WDC.txt
[2025-12-09T20:34:53.515298] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:53.515329] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:53.515355] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:53.515409] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:53.570827] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:53.571417] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:53.571489] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:53.571519] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:53.691497] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:53.691636] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:34:53.691674] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:53.691701] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:53.694883] [DEBUG] [FORECASTER] WDC: Forecast T+1@11:T+2@11: UP (p=62.09%)
[2025-12-09T20:34:53.695140] [INFO ] [FORECASTER] Completed predict_future for WDC
[2025-12-09T20:34:53.695257] [INFO ] [sig       ] WDC: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:34:53.833672] [INFO ] [LOCAL     ] Saved forecast: WDC	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/WDC.txt
[2025-12-09T20:34:53.833788] [INFO ] [sig       ] [3489/3614] Completed WDC in 0.3s | 2.93 sym/s | Total: 19.8m | ETA: 42.6s
[2025-12-09T20:34:53.833825] [INFO ] [sig       ] [3490/3614] Forecasting WDFC...
[2025-12-09T20:34:53.833854] [INFO ] [sig       ] Generating forecast for: WDFC
[2025-12-09T20:34:53.833884] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDFC' from 'https://tdm.silogroup.org/data/derivative_storage/WDFC.csv'.
[2025-12-09T20:34:53.845830] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'WDFC'.
[2025-12-09T20:34:53.846096] [INFO ] [FORECASTER] Starting predict_future for WDFC
[2025-12-09T20:34:53.846863] [DEBUG] [LOCAL     ] No optimal features file found for WDFC: ./output/feature-sets/WDFC.txt
[2025-12-09T20:34:53.846912] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:53.846942] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:53.846968] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:53.847022] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:53.902250] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:53.902873] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:53.902946] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:53.902977] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:54.021593] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:54.021719] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:34:54.021756] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:54.021812] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:54.025047] [DEBUG] [FORECASTER] WDFC: Forecast T+1@11:T+2@11: UP (p=58.86%)
[2025-12-09T20:34:54.025310] [INFO ] [FORECASTER] Completed predict_future for WDFC
[2025-12-09T20:34:54.025428] [INFO ] [sig       ] WDFC: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-09T20:34:54.166875] [INFO ] [LOCAL     ] Saved forecast: WDFC	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/WDFC.txt
[2025-12-09T20:34:54.166993] [INFO ] [sig       ] [3490/3614] Completed WDFC in 0.3s | 2.93 sym/s | Total: 19.8m | ETA: 42.3s
[2025-12-09T20:34:54.167031] [INFO ] [sig       ] [3491/3614] Forecasting WDH...
[2025-12-09T20:34:54.167060] [INFO ] [sig       ] Generating forecast for: WDH
[2025-12-09T20:34:54.167089] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDH' from 'https://tdm.silogroup.org/data/derivative_storage/WDH.csv'.
[2025-12-09T20:34:54.177851] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'WDH'.
[2025-12-09T20:34:54.178121] [INFO ] [FORECASTER] Starting predict_future for WDH
[2025-12-09T20:34:54.178877] [DEBUG] [LOCAL     ] No optimal features file found for WDH: ./output/feature-sets/WDH.txt
[2025-12-09T20:34:54.178926] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:54.178957] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:54.178983] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:54.179038] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:54.235948] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:54.236587] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:54.236663] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:54.236696] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:54.353419] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:54.353551] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:34:54.353606] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:54.353638] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:54.356839] [DEBUG] [FORECASTER] WDH: Forecast T+1@11:T+2@11: DOWN (p=22.28%)
[2025-12-09T20:34:54.357100] [INFO ] [FORECASTER] Completed predict_future for WDH
[2025-12-09T20:34:54.357215] [INFO ] [sig       ] WDH: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-09T20:34:54.495204] [INFO ] [LOCAL     ] Saved forecast: WDH	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/WDH.txt
[2025-12-09T20:34:54.495346] [INFO ] [sig       ] [3491/3614] Completed WDH in 0.3s | 2.93 sym/s | Total: 19.8m | ETA: 41.9s
[2025-12-09T20:34:54.495384] [INFO ] [sig       ] [3492/3614] Forecasting WDI...
[2025-12-09T20:34:54.495412] [INFO ] [sig       ] Generating forecast for: WDI
[2025-12-09T20:34:54.495442] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDI' from 'https://tdm.silogroup.org/data/derivative_storage/WDI.csv'.
[2025-12-09T20:34:54.507241] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WDI'.
[2025-12-09T20:34:54.507540] [INFO ] [FORECASTER] Starting predict_future for WDI
[2025-12-09T20:34:54.508293] [DEBUG] [LOCAL     ] No optimal features file found for WDI: ./output/feature-sets/WDI.txt
[2025-12-09T20:34:54.508342] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:54.508385] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:54.508412] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:54.508466] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:54.564224] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:54.564935] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:54.565011] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:54.565042] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:54.682019] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:54.682169] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:34:54.682210] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:54.682239] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:54.685530] [DEBUG] [FORECASTER] WDI: Forecast T+1@11:T+2@11: DOWN (p=2.73%)
[2025-12-09T20:34:54.685815] [INFO ] [FORECASTER] Completed predict_future for WDI
[2025-12-09T20:34:54.685932] [INFO ] [sig       ] WDI: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:34:54.822839] [INFO ] [LOCAL     ] Saved forecast: WDI	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/WDI.txt
[2025-12-09T20:34:54.822973] [INFO ] [sig       ] [3492/3614] Completed WDI in 0.3s | 2.93 sym/s | Total: 19.8m | ETA: 41.6s
[2025-12-09T20:34:54.823011] [INFO ] [sig       ] [3493/3614] Forecasting WDS...
[2025-12-09T20:34:54.823040] [INFO ] [sig       ] Generating forecast for: WDS
[2025-12-09T20:34:54.823070] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDS' from 'https://tdm.silogroup.org/data/derivative_storage/WDS.csv'.
[2025-12-09T20:34:54.834880] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WDS'.
[2025-12-09T20:34:54.835197] [INFO ] [FORECASTER] Starting predict_future for WDS
[2025-12-09T20:34:54.836159] [DEBUG] [LOCAL     ] No optimal features file found for WDS: ./output/feature-sets/WDS.txt
[2025-12-09T20:34:54.836209] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:54.836239] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:54.836264] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:54.836319] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:54.891322] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:54.891994] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:54.892070] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:54.892100] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:55.012430] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:55.012597] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:34:55.012645] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:55.012674] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:55.016048] [DEBUG] [FORECASTER] WDS: Forecast T+1@11:T+2@11: UP (p=95.68%)
[2025-12-09T20:34:55.016309] [INFO ] [FORECASTER] Completed predict_future for WDS
[2025-12-09T20:34:55.016427] [INFO ] [sig       ] WDS: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:34:55.152892] [INFO ] [LOCAL     ] Saved forecast: WDS	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/WDS.txt
[2025-12-09T20:34:55.153019] [INFO ] [sig       ] [3493/3614] Completed WDS in 0.3s | 2.93 sym/s | Total: 19.8m | ETA: 41.3s
[2025-12-09T20:34:55.153056] [INFO ] [sig       ] [3494/3614] Forecasting WEA...
[2025-12-09T20:34:55.153084] [INFO ] [sig       ] Generating forecast for: WEA
[2025-12-09T20:34:55.153113] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WEA' from 'https://tdm.silogroup.org/data/derivative_storage/WEA.csv'.
[2025-12-09T20:34:55.163782] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WEA'.
[2025-12-09T20:34:55.164138] [INFO ] [FORECASTER] Starting predict_future for WEA
[2025-12-09T20:34:55.164907] [DEBUG] [LOCAL     ] No optimal features file found for WEA: ./output/feature-sets/WEA.txt
[2025-12-09T20:34:55.164956] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:55.164987] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:55.165013] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:55.165079] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:55.220497] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:55.221184] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:55.221260] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:55.221291] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:55.331790] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:55.331937] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:34:55.331976] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:55.332003] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:55.335468] [DEBUG] [FORECASTER] WEA: Forecast T+1@11:T+2@11: UP (p=96.45%)
[2025-12-09T20:34:55.335750] [INFO ] [FORECASTER] Completed predict_future for WEA
[2025-12-09T20:34:55.335869] [INFO ] [sig       ] WEA: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:34:55.471833] [INFO ] [LOCAL     ] Saved forecast: WEA	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/WEA.txt
[2025-12-09T20:34:55.471966] [INFO ] [sig       ] [3494/3614] Completed WEA in 0.3s | 2.93 sym/s | Total: 19.9m | ETA: 40.9s
[2025-12-09T20:34:55.472004] [INFO ] [sig       ] [3495/3614] Forecasting WEC...
[2025-12-09T20:34:55.472033] [INFO ] [sig       ] Generating forecast for: WEC
[2025-12-09T20:34:55.472062] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WEC' from 'https://tdm.silogroup.org/data/derivative_storage/WEC.csv'.
[2025-12-09T20:34:55.483637] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WEC'.
[2025-12-09T20:34:55.483949] [INFO ] [FORECASTER] Starting predict_future for WEC
[2025-12-09T20:34:55.484708] [DEBUG] [LOCAL     ] No optimal features file found for WEC: ./output/feature-sets/WEC.txt
[2025-12-09T20:34:55.484759] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:55.484789] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:55.484814] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:55.484868] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:55.540057] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:55.540752] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:55.540828] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:55.540859] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:55.660810] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:55.660960] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:34:55.661001] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:55.661029] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:55.664330] [DEBUG] [FORECASTER] WEC: Forecast T+1@11:T+2@11: DOWN (p=3.11%)
[2025-12-09T20:34:55.664615] [INFO ] [FORECASTER] Completed predict_future for WEC
[2025-12-09T20:34:55.664735] [INFO ] [sig       ] WEC: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:34:55.801131] [INFO ] [LOCAL     ] Saved forecast: WEC	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/WEC.txt
[2025-12-09T20:34:55.801257] [INFO ] [sig       ] [3495/3614] Completed WEC in 0.3s | 2.93 sym/s | Total: 19.9m | ETA: 40.6s
[2025-12-09T20:34:55.801295] [INFO ] [sig       ] [3496/3614] Forecasting WEN...
[2025-12-09T20:34:55.801330] [INFO ] [sig       ] Generating forecast for: WEN
[2025-12-09T20:34:55.801360] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WEN' from 'https://tdm.silogroup.org/data/derivative_storage/WEN.csv'.
[2025-12-09T20:34:55.812667] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'WEN'.
[2025-12-09T20:34:55.812995] [INFO ] [FORECASTER] Starting predict_future for WEN
[2025-12-09T20:34:55.813775] [DEBUG] [LOCAL     ] No optimal features file found for WEN: ./output/feature-sets/WEN.txt
[2025-12-09T20:34:55.813824] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:55.813854] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:55.813879] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:55.813934] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:55.868867] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:55.869641] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:55.869717] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:55.869748] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:55.988637] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:55.988794] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:34:55.988834] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:55.988861] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:55.992174] [DEBUG] [FORECASTER] WEN: Forecast T+1@11:T+2@11: UP (p=54.23%)
[2025-12-09T20:34:55.992444] [INFO ] [FORECASTER] Completed predict_future for WEN
[2025-12-09T20:34:55.992562] [INFO ] [sig       ] WEN: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-09T20:34:56.129770] [INFO ] [LOCAL     ] Saved forecast: WEN	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/WEN.txt
[2025-12-09T20:34:56.129936] [INFO ] [sig       ] [3496/3614] Completed WEN in 0.3s | 2.93 sym/s | Total: 19.9m | ETA: 40.2s
[2025-12-09T20:34:56.129982] [INFO ] [sig       ] [3497/3614] Forecasting WERN...
[2025-12-09T20:34:56.130016] [INFO ] [sig       ] Generating forecast for: WERN
[2025-12-09T20:34:56.130082] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WERN' from 'https://tdm.silogroup.org/data/derivative_storage/WERN.csv'.
[2025-12-09T20:34:56.140670] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'WERN'.
[2025-12-09T20:34:56.140983] [INFO ] [FORECASTER] Starting predict_future for WERN
[2025-12-09T20:34:56.141745] [DEBUG] [LOCAL     ] No optimal features file found for WERN: ./output/feature-sets/WERN.txt
[2025-12-09T20:34:56.141794] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:56.141825] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:56.141853] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:56.141912] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:56.196368] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:56.197123] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:56.197228] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:56.197262] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:56.312064] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:56.312215] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:34:56.312256] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:56.312285] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:56.315595] [DEBUG] [FORECASTER] WERN: Forecast T+1@11:T+2@11: UP (p=62.20%)
[2025-12-09T20:34:56.315860] [INFO ] [FORECASTER] Completed predict_future for WERN
[2025-12-09T20:34:56.315978] [INFO ] [sig       ] WERN: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-09T20:34:56.456497] [INFO ] [LOCAL     ] Saved forecast: WERN	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/WERN.txt
[2025-12-09T20:34:56.456711] [INFO ] [sig       ] [3497/3614] Completed WERN in 0.3s | 2.93 sym/s | Total: 19.9m | ETA: 39.9s
[2025-12-09T20:34:56.456758] [INFO ] [sig       ] [3498/3614] Forecasting WES...
[2025-12-09T20:34:56.456835] [INFO ] [sig       ] Generating forecast for: WES
[2025-12-09T20:34:56.456871] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WES' from 'https://tdm.silogroup.org/data/derivative_storage/WES.csv'.
[2025-12-09T20:34:56.469113] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'WES'.
[2025-12-09T20:34:56.469411] [INFO ] [FORECASTER] Starting predict_future for WES
[2025-12-09T20:34:56.470221] [DEBUG] [LOCAL     ] No optimal features file found for WES: ./output/feature-sets/WES.txt
[2025-12-09T20:34:56.470271] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:56.470302] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:56.470328] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:56.470383] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:56.526163] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:56.526967] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:56.527055] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:56.527094] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:56.641652] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:56.641799] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:34:56.641840] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:56.641868] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:56.645169] [DEBUG] [FORECASTER] WES: Forecast T+1@11:T+2@11: DOWN (p=1.02%)
[2025-12-09T20:34:56.645433] [INFO ] [FORECASTER] Completed predict_future for WES
[2025-12-09T20:34:56.645551] [INFO ] [sig       ] WES: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-09T20:34:56.781811] [INFO ] [LOCAL     ] Saved forecast: WES	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/WES.txt
[2025-12-09T20:34:56.781957] [INFO ] [sig       ] [3498/3614] Completed WES in 0.3s | 2.93 sym/s | Total: 19.9m | ETA: 39.5s
[2025-12-09T20:34:56.781997] [INFO ] [sig       ] [3499/3614] Forecasting WEX...
[2025-12-09T20:34:56.782026] [INFO ] [sig       ] Generating forecast for: WEX
[2025-12-09T20:34:56.782063] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WEX' from 'https://tdm.silogroup.org/data/derivative_storage/WEX.csv'.
[2025-12-09T20:34:56.792987] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WEX'.
[2025-12-09T20:34:56.793290] [INFO ] [FORECASTER] Starting predict_future for WEX
[2025-12-09T20:34:56.794052] [DEBUG] [LOCAL     ] No optimal features file found for WEX: ./output/feature-sets/WEX.txt
[2025-12-09T20:34:56.794101] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:56.794132] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:56.794157] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:56.794211] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:56.849215] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:56.849954] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:56.850032] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:56.850064] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:56.972549] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:56.972722] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:34:56.972775] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:56.972826] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:56.976823] [DEBUG] [FORECASTER] WEX: Forecast T+1@11:T+2@11: DOWN (p=24.39%)
[2025-12-09T20:34:56.977194] [INFO ] [FORECASTER] Completed predict_future for WEX
[2025-12-09T20:34:56.977334] [INFO ] [sig       ] WEX: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:34:57.129099] [INFO ] [LOCAL     ] Saved forecast: WEX	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/WEX.txt
[2025-12-09T20:34:57.129235] [INFO ] [sig       ] [3499/3614] Completed WEX in 0.3s | 2.93 sym/s | Total: 19.9m | ETA: 39.2s
[2025-12-09T20:34:57.129275] [INFO ] [sig       ] [3500/3614] Forecasting WEYS...
[2025-12-09T20:34:57.129303] [INFO ] [sig       ] Generating forecast for: WEYS
[2025-12-09T20:34:57.129333] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WEYS' from 'https://tdm.silogroup.org/data/derivative_storage/WEYS.csv'.
[2025-12-09T20:34:57.140382] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'WEYS'.
[2025-12-09T20:34:57.140724] [INFO ] [FORECASTER] Starting predict_future for WEYS
[2025-12-09T20:34:57.141553] [DEBUG] [LOCAL     ] No optimal features file found for WEYS: ./output/feature-sets/WEYS.txt
[2025-12-09T20:34:57.141627] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:57.141659] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:57.141685] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:57.141740] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:57.202145] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:57.202924] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:57.203004] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:57.203036] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:57.313464] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:57.313645] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:34:57.313690] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:57.313720] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:57.317421] [DEBUG] [FORECASTER] WEYS: Forecast T+1@11:T+2@11: DOWN (p=9.72%)
[2025-12-09T20:34:57.317796] [INFO ] [FORECASTER] Completed predict_future for WEYS
[2025-12-09T20:34:57.317939] [INFO ] [sig       ] WEYS: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-09T20:34:57.468010] [INFO ] [LOCAL     ] Saved forecast: WEYS	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/WEYS.txt
[2025-12-09T20:34:57.468175] [INFO ] [sig       ] [3500/3614] Completed WEYS in 0.3s | 2.93 sym/s | Total: 19.9m | ETA: 38.9s
[2025-12-09T20:34:57.468224] [INFO ] [sig       ] [3501/3614] Forecasting WF...
[2025-12-09T20:34:57.468261] [INFO ] [sig       ] Generating forecast for: WF
[2025-12-09T20:34:57.468322] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WF' from 'https://tdm.silogroup.org/data/derivative_storage/WF.csv'.
[2025-12-09T20:34:57.479994] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WF'.
[2025-12-09T20:34:57.480388] [INFO ] [FORECASTER] Starting predict_future for WF
[2025-12-09T20:34:57.481239] [DEBUG] [LOCAL     ] No optimal features file found for WF: ./output/feature-sets/WF.txt
[2025-12-09T20:34:57.481292] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:57.481324] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:57.481356] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:57.481436] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:57.544233] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:57.545090] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:57.545171] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:57.545221] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:57.674523] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:57.674691] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:34:57.674746] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:57.674790] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:57.678432] [DEBUG] [FORECASTER] WF: Forecast T+1@11:T+2@11: UP (p=81.53%)
[2025-12-09T20:34:57.678729] [INFO ] [FORECASTER] Completed predict_future for WF
[2025-12-09T20:34:57.678854] [INFO ] [sig       ] WF: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:34:57.824617] [INFO ] [LOCAL     ] Saved forecast: WF	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/WF.txt
[2025-12-09T20:34:57.824755] [INFO ] [sig       ] [3501/3614] Completed WF in 0.4s | 2.93 sym/s | Total: 19.9m | ETA: 38.5s
[2025-12-09T20:34:57.824794] [INFO ] [sig       ] [3502/3614] Forecasting WFC...
[2025-12-09T20:34:57.824823] [INFO ] [sig       ] Generating forecast for: WFC
[2025-12-09T20:34:57.824852] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WFC' from 'https://tdm.silogroup.org/data/derivative_storage/WFC.csv'.
[2025-12-09T20:34:57.836168] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WFC'.
[2025-12-09T20:34:57.836469] [INFO ] [FORECASTER] Starting predict_future for WFC
[2025-12-09T20:34:57.837245] [DEBUG] [LOCAL     ] No optimal features file found for WFC: ./output/feature-sets/WFC.txt
[2025-12-09T20:34:57.837296] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:57.837326] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:57.837351] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:57.837405] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:57.901005] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:57.901915] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:57.902004] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:57.902036] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:58.025000] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:58.025167] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:34:58.025212] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:58.025242] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:58.028763] [DEBUG] [FORECASTER] WFC: Forecast T+1@11:T+2@11: DOWN (p=7.78%)
[2025-12-09T20:34:58.029053] [INFO ] [FORECASTER] Completed predict_future for WFC
[2025-12-09T20:34:58.029181] [INFO ] [sig       ] WFC: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:34:58.165666] [INFO ] [LOCAL     ] Saved forecast: WFC	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/WFC.txt
[2025-12-09T20:34:58.165804] [INFO ] [sig       ] [3502/3614] Completed WFC in 0.3s | 2.93 sym/s | Total: 19.9m | ETA: 38.2s
[2025-12-09T20:34:58.165842] [INFO ] [sig       ] [3503/3614] Forecasting WFG...
[2025-12-09T20:34:58.165870] [INFO ] [sig       ] Generating forecast for: WFG
[2025-12-09T20:34:58.165899] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WFG' from 'https://tdm.silogroup.org/data/derivative_storage/WFG.csv'.
[2025-12-09T20:34:58.177598] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WFG'.
[2025-12-09T20:34:58.177910] [INFO ] [FORECASTER] Starting predict_future for WFG
[2025-12-09T20:34:58.178668] [DEBUG] [LOCAL     ] No optimal features file found for WFG: ./output/feature-sets/WFG.txt
[2025-12-09T20:34:58.178718] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:58.178750] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:58.178776] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:58.178842] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:58.234424] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:58.235120] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:58.235196] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:58.235226] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:58.356690] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:58.356836] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:34:58.356875] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:58.356904] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:58.360196] [DEBUG] [FORECASTER] WFG: Forecast T+1@11:T+2@11: UP (p=56.00%)
[2025-12-09T20:34:58.360461] [INFO ] [FORECASTER] Completed predict_future for WFG
[2025-12-09T20:34:58.360597] [INFO ] [sig       ] WFG: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:34:58.498413] [INFO ] [LOCAL     ] Saved forecast: WFG	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/WFG.txt
[2025-12-09T20:34:58.498545] [INFO ] [sig       ] [3503/3614] Completed WFG in 0.3s | 2.93 sym/s | Total: 19.9m | ETA: 37.8s
[2025-12-09T20:34:58.498599] [INFO ] [sig       ] [3504/3614] Forecasting WFRD...
[2025-12-09T20:34:58.498630] [INFO ] [sig       ] Generating forecast for: WFRD
[2025-12-09T20:34:58.498660] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WFRD' from 'https://tdm.silogroup.org/data/derivative_storage/WFRD.csv'.
[2025-12-09T20:34:58.510221] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WFRD'.
[2025-12-09T20:34:58.510529] [INFO ] [FORECASTER] Starting predict_future for WFRD
[2025-12-09T20:34:58.511286] [DEBUG] [LOCAL     ] No optimal features file found for WFRD: ./output/feature-sets/WFRD.txt
[2025-12-09T20:34:58.511336] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:58.511392] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:58.511420] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:58.511475] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:58.567902] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:58.568589] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:58.568668] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:58.568702] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:58.684008] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:58.684161] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:34:58.684201] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:58.684228] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:58.687606] [DEBUG] [FORECASTER] WFRD: Forecast T+1@11:T+2@11: UP (p=68.18%)
[2025-12-09T20:34:58.687873] [INFO ] [FORECASTER] Completed predict_future for WFRD
[2025-12-09T20:34:58.688011] [INFO ] [sig       ] WFRD: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:34:58.825154] [INFO ] [LOCAL     ] Saved forecast: WFRD	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/WFRD.txt
[2025-12-09T20:34:58.825282] [INFO ] [sig       ] [3504/3614] Completed WFRD in 0.3s | 2.93 sym/s | Total: 19.9m | ETA: 37.5s
[2025-12-09T20:34:58.825320] [INFO ] [sig       ] [3505/3614] Forecasting WGMI...
[2025-12-09T20:34:58.825348] [INFO ] [sig       ] Generating forecast for: WGMI
[2025-12-09T20:34:58.825378] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WGMI' from 'https://tdm.silogroup.org/data/derivative_storage/WGMI.csv'.
[2025-12-09T20:34:58.836515] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WGMI'.
[2025-12-09T20:34:58.836848] [INFO ] [FORECASTER] Starting predict_future for WGMI
[2025-12-09T20:34:58.837641] [DEBUG] [LOCAL     ] No optimal features file found for WGMI: ./output/feature-sets/WGMI.txt
[2025-12-09T20:34:58.837732] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:58.837766] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:58.837792] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:58.837847] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:58.893180] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:58.893835] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:58.893909] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:58.893940] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:59.015343] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:59.015493] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:34:59.015533] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:59.015561] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:59.018896] [DEBUG] [FORECASTER] WGMI: Forecast T+1@11:T+2@11: UP (p=96.61%)
[2025-12-09T20:34:59.019158] [INFO ] [FORECASTER] Completed predict_future for WGMI
[2025-12-09T20:34:59.019277] [INFO ] [sig       ] WGMI: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:34:59.157407] [INFO ] [LOCAL     ] Saved forecast: WGMI	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/WGMI.txt
[2025-12-09T20:34:59.157589] [INFO ] [sig       ] [3505/3614] Completed WGMI in 0.3s | 2.93 sym/s | Total: 19.9m | ETA: 37.2s
[2025-12-09T20:34:59.157631] [INFO ] [sig       ] [3506/3614] Forecasting WGO...
[2025-12-09T20:34:59.157660] [INFO ] [sig       ] Generating forecast for: WGO
[2025-12-09T20:34:59.157689] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WGO' from 'https://tdm.silogroup.org/data/derivative_storage/WGO.csv'.
[2025-12-09T20:34:59.169228] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WGO'.
[2025-12-09T20:34:59.169536] [INFO ] [FORECASTER] Starting predict_future for WGO
[2025-12-09T20:34:59.170297] [DEBUG] [LOCAL     ] No optimal features file found for WGO: ./output/feature-sets/WGO.txt
[2025-12-09T20:34:59.170347] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:59.170378] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:59.170404] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:59.170458] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:59.225840] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:59.226617] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:59.226698] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:59.226732] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:59.345698] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:59.345846] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:34:59.345885] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:59.345913] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:59.349215] [DEBUG] [FORECASTER] WGO: Forecast T+1@11:T+2@11: DOWN (p=13.44%)
[2025-12-09T20:34:59.349478] [INFO ] [FORECASTER] Completed predict_future for WGO
[2025-12-09T20:34:59.349624] [INFO ] [sig       ] WGO: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:34:59.489455] [INFO ] [LOCAL     ] Saved forecast: WGO	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/WGO.txt
[2025-12-09T20:34:59.489609] [INFO ] [sig       ] [3506/3614] Completed WGO in 0.3s | 2.93 sym/s | Total: 19.9m | ETA: 36.8s
[2025-12-09T20:34:59.489650] [INFO ] [sig       ] [3507/3614] Forecasting WGS...
[2025-12-09T20:34:59.489678] [INFO ] [sig       ] Generating forecast for: WGS
[2025-12-09T20:34:59.489708] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WGS' from 'https://tdm.silogroup.org/data/derivative_storage/WGS.csv'.
[2025-12-09T20:34:59.501541] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WGS'.
[2025-12-09T20:34:59.501873] [INFO ] [FORECASTER] Starting predict_future for WGS
[2025-12-09T20:34:59.502651] [DEBUG] [LOCAL     ] No optimal features file found for WGS: ./output/feature-sets/WGS.txt
[2025-12-09T20:34:59.502701] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:59.502731] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:59.502758] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:59.502813] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:59.557982] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:59.558718] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:59.558795] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:59.558827] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:34:59.677438] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:34:59.677623] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:34:59.677664] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:34:59.677725] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:34:59.681073] [DEBUG] [FORECASTER] WGS: Forecast T+1@11:T+2@11: UP (p=94.95%)
[2025-12-09T20:34:59.681347] [INFO ] [FORECASTER] Completed predict_future for WGS
[2025-12-09T20:34:59.681468] [INFO ] [sig       ] WGS: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:34:59.821772] [INFO ] [LOCAL     ] Saved forecast: WGS	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/WGS.txt
[2025-12-09T20:34:59.821947] [INFO ] [sig       ] [3507/3614] Completed WGS in 0.3s | 2.93 sym/s | Total: 19.9m | ETA: 36.5s
[2025-12-09T20:34:59.821995] [INFO ] [sig       ] [3508/3614] Forecasting WH...
[2025-12-09T20:34:59.822047] [INFO ] [sig       ] Generating forecast for: WH
[2025-12-09T20:34:59.822111] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WH' from 'https://tdm.silogroup.org/data/derivative_storage/WH.csv'.
[2025-12-09T20:34:59.833300] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'WH'.
[2025-12-09T20:34:59.833629] [INFO ] [FORECASTER] Starting predict_future for WH
[2025-12-09T20:34:59.834468] [DEBUG] [LOCAL     ] No optimal features file found for WH: ./output/feature-sets/WH.txt
[2025-12-09T20:34:59.834523] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:34:59.834555] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:34:59.834605] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:34:59.834666] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:34:59.899478] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:34:59.900569] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:34:59.900673] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:34:59.900708] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:35:00.032347] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:35:00.032514] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:35:00.032557] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:35:00.032607] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:35:00.036123] [DEBUG] [FORECASTER] WH: Forecast T+1@11:T+2@11: DOWN (p=40.42%)
[2025-12-09T20:35:00.036444] [INFO ] [FORECASTER] Completed predict_future for WH
[2025-12-09T20:35:00.036603] [INFO ] [sig       ] WH: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-09T20:35:00.206168] [INFO ] [LOCAL     ] Saved forecast: WH	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/WH.txt
[2025-12-09T20:35:00.206402] [INFO ] [sig       ] [3508/3614] Completed WH in 0.4s | 2.93 sym/s | Total: 19.9m | ETA: 36.1s
[2025-12-09T20:35:00.206467] [INFO ] [sig       ] [3509/3614] Forecasting WHD...
[2025-12-09T20:35:00.206561] [INFO ] [sig       ] Generating forecast for: WHD
[2025-12-09T20:35:00.206634] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WHD' from 'https://tdm.silogroup.org/data/derivative_storage/WHD.csv'.
[2025-12-09T20:35:00.222086] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WHD'.
[2025-12-09T20:35:00.222612] [INFO ] [FORECASTER] Starting predict_future for WHD
[2025-12-09T20:35:00.223762] [DEBUG] [LOCAL     ] No optimal features file found for WHD: ./output/feature-sets/WHD.txt
[2025-12-09T20:35:00.223828] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:35:00.223876] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:35:00.223920] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:35:00.224009] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:35:00.313550] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:35:00.314821] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:35:00.314951] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:35:00.314991] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:35:00.469134] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:35:00.469261] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:35:00.469304] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:35:00.469334] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:35:00.473040] [DEBUG] [FORECASTER] WHD: Forecast T+1@11:T+2@11: UP (p=98.04%)
[2025-12-09T20:35:00.473379] [INFO ] [FORECASTER] Completed predict_future for WHD
[2025-12-09T20:35:00.473548] [INFO ] [sig       ] WHD: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:35:00.693823] [INFO ] [LOCAL     ] Saved forecast: WHD	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/WHD.txt
[2025-12-09T20:35:00.694031] [INFO ] [sig       ] [3509/3614] Completed WHD in 0.5s | 2.93 sym/s | Total: 19.9m | ETA: 35.8s
[2025-12-09T20:35:00.694102] [INFO ] [sig       ] [3510/3614] Forecasting WHF...
[2025-12-09T20:35:00.694167] [INFO ] [sig       ] Generating forecast for: WHF
[2025-12-09T20:35:00.694223] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WHF' from 'https://tdm.silogroup.org/data/derivative_storage/WHF.csv'.
[2025-12-09T20:35:00.715056] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'WHF'.
[2025-12-09T20:35:00.715569] [INFO ] [FORECASTER] Starting predict_future for WHF
[2025-12-09T20:35:00.716869] [DEBUG] [LOCAL     ] No optimal features file found for WHF: ./output/feature-sets/WHF.txt
[2025-12-09T20:35:00.716941] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:35:00.716990] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:35:00.717036] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:35:00.717131] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:35:00.793249] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:35:00.794192] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:35:00.794275] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:35:00.794309] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:35:00.947164] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:35:00.947346] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:35:00.947390] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:35:00.947420] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:35:00.951115] [DEBUG] [FORECASTER] WHF: Forecast T+1@11:T+2@11: DOWN (p=3.38%)
[2025-12-09T20:35:00.951444] [INFO ] [FORECASTER] Completed predict_future for WHF
[2025-12-09T20:35:00.951599] [INFO ] [sig       ] WHF: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-09T20:35:01.112085] [INFO ] [LOCAL     ] Saved forecast: WHF	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/WHF.txt
[2025-12-09T20:35:01.112255] [INFO ] [sig       ] [3510/3614] Completed WHF in 0.4s | 2.93 sym/s | Total: 19.9m | ETA: 35.5s
[2025-12-09T20:35:01.112296] [INFO ] [sig       ] [3511/3614] Forecasting WHG...
[2025-12-09T20:35:01.112325] [INFO ] [sig       ] Generating forecast for: WHG
[2025-12-09T20:35:01.112356] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WHG' from 'https://tdm.silogroup.org/data/derivative_storage/WHG.csv'.
[2025-12-09T20:35:01.126238] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WHG'.
[2025-12-09T20:35:01.126723] [INFO ] [FORECASTER] Starting predict_future for WHG
[2025-12-09T20:35:01.127969] [DEBUG] [LOCAL     ] No optimal features file found for WHG: ./output/feature-sets/WHG.txt
[2025-12-09T20:35:01.128052] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:35:01.128096] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:35:01.128132] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:35:01.128215] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:35:01.196192] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:35:01.197113] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:35:01.197213] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:35:01.197256] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:35:01.307045] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:35:01.307229] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:35:01.307323] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:35:01.307356] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:35:01.310887] [DEBUG] [FORECASTER] WHG: Forecast T+1@11:T+2@11: UP (p=58.50%)
[2025-12-09T20:35:01.311223] [INFO ] [FORECASTER] Completed predict_future for WHG
[2025-12-09T20:35:01.311362] [INFO ] [sig       ] WHG: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:35:01.466151] [INFO ] [LOCAL     ] Saved forecast: WHG	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/WHG.txt
[2025-12-09T20:35:01.466323] [INFO ] [sig       ] [3511/3614] Completed WHG in 0.4s | 2.93 sym/s | Total: 20.0m | ETA: 35.1s
[2025-12-09T20:35:01.466365] [INFO ] [sig       ] [3512/3614] Forecasting WIA...
[2025-12-09T20:35:01.466406] [INFO ] [sig       ] Generating forecast for: WIA
[2025-12-09T20:35:01.466448] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WIA' from 'https://tdm.silogroup.org/data/derivative_storage/WIA.csv'.
[2025-12-09T20:35:01.555895] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WIA'.
[2025-12-09T20:35:01.556297] [INFO ] [FORECASTER] Starting predict_future for WIA
[2025-12-09T20:35:01.557181] [DEBUG] [LOCAL     ] No optimal features file found for WIA: ./output/feature-sets/WIA.txt
[2025-12-09T20:35:01.557241] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:35:01.557274] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:35:01.557302] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:35:01.557359] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:35:01.615726] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:35:01.616647] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:35:01.616741] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:35:01.616776] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:35:01.781308] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:35:01.781488] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:35:01.781553] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:35:01.781607] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:35:01.785699] [DEBUG] [FORECASTER] WIA: Forecast T+1@11:T+2@11: DOWN (p=12.59%)
[2025-12-09T20:35:01.786295] [INFO ] [FORECASTER] Completed predict_future for WIA
[2025-12-09T20:35:01.786458] [INFO ] [sig       ] WIA: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:35:01.966354] [INFO ] [LOCAL     ] Saved forecast: WIA	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/WIA.txt
[2025-12-09T20:35:01.966520] [INFO ] [sig       ] [3512/3614] Completed WIA in 0.5s | 2.93 sym/s | Total: 20.0m | ETA: 34.8s
[2025-12-09T20:35:01.966564] [INFO ] [sig       ] [3513/3614] Forecasting WIMI...
[2025-12-09T20:35:01.966618] [INFO ] [sig       ] Generating forecast for: WIMI
[2025-12-09T20:35:01.966649] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WIMI' from 'https://tdm.silogroup.org/data/derivative_storage/WIMI.csv'.
[2025-12-09T20:35:01.979880] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WIMI'.
[2025-12-09T20:35:01.980295] [INFO ] [FORECASTER] Starting predict_future for WIMI
[2025-12-09T20:35:01.981142] [DEBUG] [LOCAL     ] No optimal features file found for WIMI: ./output/feature-sets/WIMI.txt
[2025-12-09T20:35:01.981196] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:35:01.981230] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:35:01.981257] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:35:01.981312] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:35:02.048677] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:35:02.049625] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:35:02.049722] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:35:02.049756] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:35:02.177732] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:35:02.177905] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:35:02.177964] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:35:02.178009] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:35:02.182747] [DEBUG] [FORECASTER] WIMI: Forecast T+1@11:T+2@11: DOWN (p=6.55%)
[2025-12-09T20:35:02.183129] [INFO ] [FORECASTER] Completed predict_future for WIMI
[2025-12-09T20:35:02.183301] [INFO ] [sig       ] WIMI: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:35:02.340958] [INFO ] [LOCAL     ] Saved forecast: WIMI	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/WIMI.txt
[2025-12-09T20:35:02.341125] [INFO ] [sig       ] [3513/3614] Completed WIMI in 0.4s | 2.93 sym/s | Total: 20.0m | ETA: 34.4s
[2025-12-09T20:35:02.341165] [INFO ] [sig       ] [3514/3614] Forecasting WINA...
[2025-12-09T20:35:02.341195] [INFO ] [sig       ] Generating forecast for: WINA
[2025-12-09T20:35:02.341225] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WINA' from 'https://tdm.silogroup.org/data/derivative_storage/WINA.csv'.
[2025-12-09T20:35:02.353022] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'WINA'.
[2025-12-09T20:35:02.353476] [INFO ] [FORECASTER] Starting predict_future for WINA
[2025-12-09T20:35:02.354484] [DEBUG] [LOCAL     ] No optimal features file found for WINA: ./output/feature-sets/WINA.txt
[2025-12-09T20:35:02.354540] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:35:02.354594] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:35:02.354627] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:35:02.354686] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:35:02.418025] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:35:02.418927] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:35:02.419051] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:35:02.419086] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:35:02.531758] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:35:02.531911] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:35:02.531952] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:35:02.531981] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:35:02.535376] [DEBUG] [FORECASTER] WINA: Forecast T+1@11:T+2@11: UP (p=95.58%)
[2025-12-09T20:35:02.535728] [INFO ] [FORECASTER] Completed predict_future for WINA
[2025-12-09T20:35:02.535884] [INFO ] [sig       ] WINA: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-09T20:35:02.674677] [INFO ] [LOCAL     ] Saved forecast: WINA	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/WINA.txt
[2025-12-09T20:35:02.674831] [INFO ] [sig       ] [3514/3614] Completed WINA in 0.3s | 2.93 sym/s | Total: 20.0m | ETA: 34.1s
[2025-12-09T20:35:02.674869] [INFO ] [sig       ] [3515/3614] Forecasting WING...
[2025-12-09T20:35:02.674899] [INFO ] [sig       ] Generating forecast for: WING
[2025-12-09T20:35:02.674930] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WING' from 'https://tdm.silogroup.org/data/derivative_storage/WING.csv'.
[2025-12-09T20:35:02.685904] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'WING'.
[2025-12-09T20:35:02.686180] [INFO ] [FORECASTER] Starting predict_future for WING
[2025-12-09T20:35:02.686940] [DEBUG] [LOCAL     ] No optimal features file found for WING: ./output/feature-sets/WING.txt
[2025-12-09T20:35:02.686990] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:35:02.687021] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:35:02.687048] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:35:02.687103] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:35:02.741959] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:35:02.742816] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:35:02.742896] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:35:02.742929] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:35:02.861093] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:35:02.861236] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:35:02.861275] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:35:02.861303] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:35:02.864602] [DEBUG] [FORECASTER] WING: Forecast T+1@11:T+2@11: UP (p=96.33%)
[2025-12-09T20:35:02.864867] [INFO ] [FORECASTER] Completed predict_future for WING
[2025-12-09T20:35:02.864983] [INFO ] [sig       ] WING: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-09T20:35:03.002773] [INFO ] [LOCAL     ] Saved forecast: WING	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/WING.txt
[2025-12-09T20:35:03.002898] [INFO ] [sig       ] [3515/3614] Completed WING in 0.3s | 2.93 sym/s | Total: 20.0m | ETA: 33.8s
[2025-12-09T20:35:03.002936] [INFO ] [sig       ] [3516/3614] Forecasting WINN...
[2025-12-09T20:35:03.002966] [INFO ] [sig       ] Generating forecast for: WINN
[2025-12-09T20:35:03.002994] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WINN' from 'https://tdm.silogroup.org/data/derivative_storage/WINN.csv'.
[2025-12-09T20:35:03.013797] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'WINN'.
[2025-12-09T20:35:03.014060] [INFO ] [FORECASTER] Starting predict_future for WINN
[2025-12-09T20:35:03.014810] [DEBUG] [LOCAL     ] No optimal features file found for WINN: ./output/feature-sets/WINN.txt
[2025-12-09T20:35:03.014860] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:35:03.014901] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:35:03.014929] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:35:03.014984] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:35:03.070420] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:35:03.071197] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:35:03.071272] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:35:03.071304] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:35:03.186730] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:35:03.186879] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:35:03.186918] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:35:03.186948] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:35:03.190271] [DEBUG] [FORECASTER] WINN: Forecast T+1@11:T+2@11: DOWN (p=4.52%)
[2025-12-09T20:35:03.190535] [INFO ] [FORECASTER] Completed predict_future for WINN
[2025-12-09T20:35:03.190671] [INFO ] [sig       ] WINN: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-09T20:35:03.328861] [INFO ] [LOCAL     ] Saved forecast: WINN	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/WINN.txt
[2025-12-09T20:35:03.328999] [INFO ] [sig       ] [3516/3614] Completed WINN in 0.3s | 2.93 sym/s | Total: 20.0m | ETA: 33.4s
[2025-12-09T20:35:03.329037] [INFO ] [sig       ] [3517/3614] Forecasting WIX...
[2025-12-09T20:35:03.329067] [INFO ] [sig       ] Generating forecast for: WIX
[2025-12-09T20:35:03.329125] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WIX' from 'https://tdm.silogroup.org/data/derivative_storage/WIX.csv'.
[2025-12-09T20:35:03.341185] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WIX'.
[2025-12-09T20:35:03.341634] [INFO ] [FORECASTER] Starting predict_future for WIX
[2025-12-09T20:35:03.342413] [DEBUG] [LOCAL     ] No optimal features file found for WIX: ./output/feature-sets/WIX.txt
[2025-12-09T20:35:03.342465] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:35:03.342497] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:35:03.342523] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:35:03.342594] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:35:03.398682] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:35:03.399335] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:35:03.399413] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:35:03.399445] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:35:03.527634] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:35:03.527796] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:35:03.527838] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:35:03.527869] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:35:03.531339] [DEBUG] [FORECASTER] WIX: Forecast T+1@11:T+2@11: UP (p=79.85%)
[2025-12-09T20:35:03.531644] [INFO ] [FORECASTER] Completed predict_future for WIX
[2025-12-09T20:35:03.531773] [INFO ] [sig       ] WIX: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:35:03.669640] [INFO ] [LOCAL     ] Saved forecast: WIX	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/WIX.txt
[2025-12-09T20:35:03.669784] [INFO ] [sig       ] [3517/3614] Completed WIX in 0.3s | 2.93 sym/s | Total: 20.0m | ETA: 33.1s
[2025-12-09T20:35:03.669823] [INFO ] [sig       ] [3518/3614] Forecasting WK...
[2025-12-09T20:35:03.669852] [INFO ] [sig       ] Generating forecast for: WK
[2025-12-09T20:35:03.669880] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WK' from 'https://tdm.silogroup.org/data/derivative_storage/WK.csv'.
[2025-12-09T20:35:03.680293] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'WK'.
[2025-12-09T20:35:03.680617] [INFO ] [FORECASTER] Starting predict_future for WK
[2025-12-09T20:35:03.681354] [DEBUG] [LOCAL     ] No optimal features file found for WK: ./output/feature-sets/WK.txt
[2025-12-09T20:35:03.681403] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:35:03.681434] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:35:03.681461] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:35:03.681521] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:35:03.737792] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:35:03.738562] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:35:03.738662] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:35:03.738695] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:35:03.861667] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:35:03.861827] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:35:03.861867] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:35:03.861895] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:35:03.865236] [DEBUG] [FORECASTER] WK: Forecast T+1@11:T+2@11: DOWN (p=21.67%)
[2025-12-09T20:35:03.865503] [INFO ] [FORECASTER] Completed predict_future for WK
[2025-12-09T20:35:03.865641] [INFO ] [sig       ] WK: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-09T20:35:04.003402] [INFO ] [LOCAL     ] Saved forecast: WK	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/WK.txt
[2025-12-09T20:35:04.003535] [INFO ] [sig       ] [3518/3614] Completed WK in 0.3s | 2.93 sym/s | Total: 20.0m | ETA: 32.7s
[2025-12-09T20:35:04.003592] [INFO ] [sig       ] [3519/3614] Forecasting WKC...
[2025-12-09T20:35:04.003625] [INFO ] [sig       ] Generating forecast for: WKC
[2025-12-09T20:35:04.003682] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WKC' from 'https://tdm.silogroup.org/data/derivative_storage/WKC.csv'.
[2025-12-09T20:35:04.015482] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'WKC'.
[2025-12-09T20:35:04.015815] [INFO ] [FORECASTER] Starting predict_future for WKC
[2025-12-09T20:35:04.016587] [DEBUG] [LOCAL     ] No optimal features file found for WKC: ./output/feature-sets/WKC.txt
[2025-12-09T20:35:04.016638] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:35:04.016669] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:35:04.016695] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:35:04.016750] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:35:04.073143] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:35:04.073767] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:35:04.073843] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:35:04.073876] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:35:04.192708] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:35:04.192860] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:35:04.192904] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:35:04.192933] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:35:04.196285] [DEBUG] [FORECASTER] WKC: Forecast T+1@11:T+2@11: UP (p=89.59%)
[2025-12-09T20:35:04.196554] [INFO ] [FORECASTER] Completed predict_future for WKC
[2025-12-09T20:35:04.196694] [INFO ] [sig       ] WKC: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-09T20:35:04.337989] [INFO ] [LOCAL     ] Saved forecast: WKC	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/WKC.txt
[2025-12-09T20:35:04.338112] [INFO ] [sig       ] [3519/3614] Completed WKC in 0.3s | 2.93 sym/s | Total: 20.0m | ETA: 32.4s
[2025-12-09T20:35:04.338149] [INFO ] [sig       ] [3520/3614] Forecasting WKEY...
[2025-12-09T20:35:04.338186] [INFO ] [sig       ] Generating forecast for: WKEY
[2025-12-09T20:35:04.338247] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WKEY' from 'https://tdm.silogroup.org/data/derivative_storage/WKEY.csv'.
[2025-12-09T20:35:04.349382] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'WKEY'.
[2025-12-09T20:35:04.349656] [INFO ] [FORECASTER] Starting predict_future for WKEY
[2025-12-09T20:35:04.350410] [DEBUG] [LOCAL     ] No optimal features file found for WKEY: ./output/feature-sets/WKEY.txt
[2025-12-09T20:35:04.350459] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:35:04.350491] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:35:04.350517] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:35:04.350596] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:35:04.406296] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:35:04.406908] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:35:04.406984] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:35:04.407017] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:35:04.523857] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:35:04.524010] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:35:04.524049] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:35:04.524078] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:35:04.527364] [DEBUG] [FORECASTER] WKEY: Forecast T+1@11:T+2@11: DOWN (p=14.79%)
[2025-12-09T20:35:04.527677] [INFO ] [FORECASTER] Completed predict_future for WKEY
[2025-12-09T20:35:04.527805] [INFO ] [sig       ] WKEY: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-09T20:35:04.690083] [INFO ] [LOCAL     ] Saved forecast: WKEY	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/WKEY.txt
[2025-12-09T20:35:04.690251] [INFO ] [sig       ] [3520/3614] Completed WKEY in 0.4s | 2.93 sym/s | Total: 20.0m | ETA: 32.1s
[2025-12-09T20:35:04.690321] [INFO ] [sig       ] [3521/3614] Forecasting WKSP...
[2025-12-09T20:35:04.690355] [INFO ] [sig       ] Generating forecast for: WKSP
[2025-12-09T20:35:04.690385] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WKSP' from 'https://tdm.silogroup.org/data/derivative_storage/WKSP.csv'.
[2025-12-09T20:35:04.702745] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WKSP'.
[2025-12-09T20:35:04.703136] [INFO ] [FORECASTER] Starting predict_future for WKSP
[2025-12-09T20:35:04.703957] [DEBUG] [LOCAL     ] No optimal features file found for WKSP: ./output/feature-sets/WKSP.txt
[2025-12-09T20:35:04.704009] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:35:04.704071] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:35:04.704101] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:35:04.704159] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:35:04.763730] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:35:04.764628] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:35:04.764712] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:35:04.764745] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:35:04.888036] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:35:04.888184] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:35:04.888224] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:35:04.888253] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:35:04.891537] [DEBUG] [FORECASTER] WKSP: Forecast T+1@11:T+2@11: UP (p=99.85%)
[2025-12-09T20:35:04.891819] [INFO ] [FORECASTER] Completed predict_future for WKSP
[2025-12-09T20:35:04.891937] [INFO ] [sig       ] WKSP: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:35:05.032617] [INFO ] [LOCAL     ] Saved forecast: WKSP	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/WKSP.txt
[2025-12-09T20:35:05.032745] [INFO ] [sig       ] [3521/3614] Completed WKSP in 0.3s | 2.93 sym/s | Total: 20.0m | ETA: 31.7s
[2025-12-09T20:35:05.032784] [INFO ] [sig       ] [3522/3614] Forecasting WLDN...
[2025-12-09T20:35:05.032817] [INFO ] [sig       ] Generating forecast for: WLDN
[2025-12-09T20:35:05.032845] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WLDN' from 'https://tdm.silogroup.org/data/derivative_storage/WLDN.csv'.
[2025-12-09T20:35:05.043816] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WLDN'.
[2025-12-09T20:35:05.044077] [INFO ] [FORECASTER] Starting predict_future for WLDN
[2025-12-09T20:35:05.044826] [DEBUG] [LOCAL     ] No optimal features file found for WLDN: ./output/feature-sets/WLDN.txt
[2025-12-09T20:35:05.044876] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:35:05.044907] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:35:05.044933] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:35:05.044988] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:35:05.101635] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:35:05.102328] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:35:05.102407] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:35:05.102442] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:35:05.224003] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:35:05.224144] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:35:05.224185] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:35:05.224214] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:35:05.227499] [DEBUG] [FORECASTER] WLDN: Forecast T+1@11:T+2@11: UP (p=74.67%)
[2025-12-09T20:35:05.227801] [INFO ] [FORECASTER] Completed predict_future for WLDN
[2025-12-09T20:35:05.227943] [INFO ] [sig       ] WLDN: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:35:05.375107] [INFO ] [LOCAL     ] Saved forecast: WLDN	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/WLDN.txt
[2025-12-09T20:35:05.375258] [INFO ] [sig       ] [3522/3614] Completed WLDN in 0.3s | 2.93 sym/s | Total: 20.0m | ETA: 31.4s
[2025-12-09T20:35:05.375297] [INFO ] [sig       ] [3523/3614] Forecasting WLDS...
[2025-12-09T20:35:05.375328] [INFO ] [sig       ] Generating forecast for: WLDS
[2025-12-09T20:35:05.375357] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WLDS' from 'https://tdm.silogroup.org/data/derivative_storage/WLDS.csv'.
[2025-12-09T20:35:05.386922] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WLDS'.
[2025-12-09T20:35:05.387290] [INFO ] [FORECASTER] Starting predict_future for WLDS
[2025-12-09T20:35:05.388115] [DEBUG] [LOCAL     ] No optimal features file found for WLDS: ./output/feature-sets/WLDS.txt
[2025-12-09T20:35:05.388169] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:35:05.388201] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:35:05.388228] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:35:05.388283] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:35:05.443530] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:35:05.444282] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:35:05.444360] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:35:05.444392] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:35:05.559384] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:35:05.559539] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:35:05.559599] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:35:05.559650] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:35:05.563073] [DEBUG] [FORECASTER] WLDS: Forecast T+1@11:T+2@11: DOWN (p=13.53%)
[2025-12-09T20:35:05.563374] [INFO ] [FORECASTER] Completed predict_future for WLDS
[2025-12-09T20:35:05.563515] [INFO ] [sig       ] WLDS: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:35:05.703595] [INFO ] [LOCAL     ] Saved forecast: WLDS	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/WLDS.txt
[2025-12-09T20:35:05.703743] [INFO ] [sig       ] [3523/3614] Completed WLDS in 0.3s | 2.93 sym/s | Total: 20.0m | ETA: 31.0s
[2025-12-09T20:35:05.703782] [INFO ] [sig       ] [3524/3614] Forecasting WLFC...
[2025-12-09T20:35:05.703813] [INFO ] [sig       ] Generating forecast for: WLFC
[2025-12-09T20:35:05.703843] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WLFC' from 'https://tdm.silogroup.org/data/derivative_storage/WLFC.csv'.
[2025-12-09T20:35:05.715783] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WLFC'.
[2025-12-09T20:35:05.716375] [INFO ] [FORECASTER] Starting predict_future for WLFC
[2025-12-09T20:35:05.717160] [DEBUG] [LOCAL     ] No optimal features file found for WLFC: ./output/feature-sets/WLFC.txt
[2025-12-09T20:35:05.717211] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:35:05.717243] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:35:05.717269] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:35:05.717323] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:35:05.774806] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:35:05.775687] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:35:05.775770] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:35:05.775804] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:35:05.895119] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:35:05.895275] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:35:05.895318] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:35:05.895380] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:35:05.898888] [DEBUG] [FORECASTER] WLFC: Forecast T+1@11:T+2@11: UP (p=76.27%)
[2025-12-09T20:35:05.899181] [INFO ] [FORECASTER] Completed predict_future for WLFC
[2025-12-09T20:35:05.899307] [INFO ] [sig       ] WLFC: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:35:06.045421] [INFO ] [LOCAL     ] Saved forecast: WLFC	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/WLFC.txt
[2025-12-09T20:35:06.045592] [INFO ] [sig       ] [3524/3614] Completed WLFC in 0.3s | 2.93 sym/s | Total: 20.0m | ETA: 30.7s
[2025-12-09T20:35:06.045634] [INFO ] [sig       ] [3525/3614] Forecasting WLK...
[2025-12-09T20:35:06.045664] [INFO ] [sig       ] Generating forecast for: WLK
[2025-12-09T20:35:06.045695] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WLK' from 'https://tdm.silogroup.org/data/derivative_storage/WLK.csv'.
[2025-12-09T20:35:06.057103] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'WLK'.
[2025-12-09T20:35:06.057478] [INFO ] [FORECASTER] Starting predict_future for WLK
[2025-12-09T20:35:06.058303] [DEBUG] [LOCAL     ] No optimal features file found for WLK: ./output/feature-sets/WLK.txt
[2025-12-09T20:35:06.058355] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:35:06.058395] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:35:06.058422] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:35:06.058478] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:35:06.117359] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:35:06.118217] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:35:06.118315] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:35:06.118352] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:35:06.239420] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:35:06.239565] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:35:06.239628] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:35:06.239658] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:35:06.242952] [DEBUG] [FORECASTER] WLK: Forecast T+1@11:T+2@11: UP (p=99.10%)
[2025-12-09T20:35:06.243211] [INFO ] [FORECASTER] Completed predict_future for WLK
[2025-12-09T20:35:06.243329] [INFO ] [sig       ] WLK: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-09T20:35:06.386123] [INFO ] [LOCAL     ] Saved forecast: WLK	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/WLK.txt
[2025-12-09T20:35:06.386279] [INFO ] [sig       ] [3525/3614] Completed WLK in 0.3s | 2.93 sym/s | Total: 20.0m | ETA: 30.4s
[2025-12-09T20:35:06.386318] [INFO ] [sig       ] [3526/3614] Forecasting WLKP...
[2025-12-09T20:35:06.386353] [INFO ] [sig       ] Generating forecast for: WLKP
[2025-12-09T20:35:06.386421] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WLKP' from 'https://tdm.silogroup.org/data/derivative_storage/WLKP.csv'.
[2025-12-09T20:35:06.397947] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'WLKP'.
[2025-12-09T20:35:06.398302] [INFO ] [FORECASTER] Starting predict_future for WLKP
[2025-12-09T20:35:06.399090] [DEBUG] [LOCAL     ] No optimal features file found for WLKP: ./output/feature-sets/WLKP.txt
[2025-12-09T20:35:06.399140] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:35:06.399170] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:35:06.399196] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:35:06.399251] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:35:06.455029] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:35:06.455730] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:35:06.455808] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:35:06.455843] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:35:06.578379] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:35:06.578559] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:35:06.578650] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:35:06.578699] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:35:06.582551] [DEBUG] [FORECASTER] WLKP: Forecast T+1@11:T+2@11: UP (p=69.47%)
[2025-12-09T20:35:06.582893] [INFO ] [FORECASTER] Completed predict_future for WLKP
[2025-12-09T20:35:06.583027] [INFO ] [sig       ] WLKP: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-09T20:35:06.724555] [INFO ] [LOCAL     ] Saved forecast: WLKP	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/WLKP.txt
[2025-12-09T20:35:06.724727] [INFO ] [sig       ] [3526/3614] Completed WLKP in 0.3s | 2.93 sym/s | Total: 20.0m | ETA: 30.0s
[2025-12-09T20:35:06.724794] [INFO ] [sig       ] [3527/3614] Forecasting WMG...
[2025-12-09T20:35:06.724830] [INFO ] [sig       ] Generating forecast for: WMG
[2025-12-09T20:35:06.724862] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WMG' from 'https://tdm.silogroup.org/data/derivative_storage/WMG.csv'.
[2025-12-09T20:35:06.735648] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WMG'.
[2025-12-09T20:35:06.735979] [INFO ] [FORECASTER] Starting predict_future for WMG
[2025-12-09T20:35:06.736776] [DEBUG] [LOCAL     ] No optimal features file found for WMG: ./output/feature-sets/WMG.txt
[2025-12-09T20:35:06.736827] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:35:06.736859] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:35:06.736898] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:35:06.736957] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:35:06.792681] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:35:06.793268] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:35:06.793343] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:35:06.793376] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:35:06.917955] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:35:06.918134] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:35:06.918199] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:35:06.918245] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:35:06.923214] [DEBUG] [FORECASTER] WMG: Forecast T+1@11:T+2@11: UP (p=76.13%)
[2025-12-09T20:35:06.923598] [INFO ] [FORECASTER] Completed predict_future for WMG
[2025-12-09T20:35:06.923765] [INFO ] [sig       ] WMG: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:35:07.061757] [INFO ] [LOCAL     ] Saved forecast: WMG	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/WMG.txt
[2025-12-09T20:35:07.061876] [INFO ] [sig       ] [3527/3614] Completed WMG in 0.3s | 2.93 sym/s | Total: 20.0m | ETA: 29.7s
[2025-12-09T20:35:07.061913] [INFO ] [sig       ] [3528/3614] Forecasting WMK...
[2025-12-09T20:35:07.061941] [INFO ] [sig       ] Generating forecast for: WMK
[2025-12-09T20:35:07.061970] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WMK' from 'https://tdm.silogroup.org/data/derivative_storage/WMK.csv'.
[2025-12-09T20:35:07.072522] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'WMK'.
[2025-12-09T20:35:07.072812] [INFO ] [FORECASTER] Starting predict_future for WMK
[2025-12-09T20:35:07.073549] [DEBUG] [LOCAL     ] No optimal features file found for WMK: ./output/feature-sets/WMK.txt
[2025-12-09T20:35:07.073615] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:35:07.073647] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:35:07.073674] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:35:07.073728] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:35:07.130261] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:35:07.131045] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:35:07.131122] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:35:07.131155] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:35:07.252741] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:35:07.252903] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:35:07.252953] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:35:07.252988] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:35:07.256385] [DEBUG] [FORECASTER] WMK: Forecast T+1@11:T+2@11: DOWN (p=1.08%)
[2025-12-09T20:35:07.256689] [INFO ] [FORECASTER] Completed predict_future for WMK
[2025-12-09T20:35:07.256822] [INFO ] [sig       ] WMK: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-09T20:35:07.404119] [INFO ] [LOCAL     ] Saved forecast: WMK	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/WMK.txt
[2025-12-09T20:35:07.404273] [INFO ] [sig       ] [3528/3614] Completed WMK in 0.3s | 2.93 sym/s | Total: 20.1m | ETA: 29.3s
[2025-12-09T20:35:07.404312] [INFO ] [sig       ] [3529/3614] Forecasting WMS...
[2025-12-09T20:35:07.404341] [INFO ] [sig       ] Generating forecast for: WMS
[2025-12-09T20:35:07.404372] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WMS' from 'https://tdm.silogroup.org/data/derivative_storage/WMS.csv'.
[2025-12-09T20:35:07.415985] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'WMS'.
[2025-12-09T20:35:07.416329] [INFO ] [FORECASTER] Starting predict_future for WMS
[2025-12-09T20:35:07.417116] [DEBUG] [LOCAL     ] No optimal features file found for WMS: ./output/feature-sets/WMS.txt
[2025-12-09T20:35:07.417166] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:35:07.417197] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:35:07.417223] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:35:07.417283] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:35:07.474624] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:35:07.475457] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:35:07.475538] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:35:07.475589] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:35:07.597023] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:35:07.597176] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:35:07.597216] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:35:07.597244] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:35:07.600663] [DEBUG] [FORECASTER] WMS: Forecast T+1@11:T+2@11: UP (p=58.39%)
[2025-12-09T20:35:07.600934] [INFO ] [FORECASTER] Completed predict_future for WMS
[2025-12-09T20:35:07.601053] [INFO ] [sig       ] WMS: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-09T20:35:07.748506] [INFO ] [LOCAL     ] Saved forecast: WMS	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/WMS.txt
[2025-12-09T20:35:07.748684] [INFO ] [sig       ] [3529/3614] Completed WMS in 0.3s | 2.93 sym/s | Total: 20.1m | ETA: 29.0s
[2025-12-09T20:35:07.748736] [INFO ] [sig       ] [3530/3614] Forecasting WNC...
[2025-12-09T20:35:07.748766] [INFO ] [sig       ] Generating forecast for: WNC
[2025-12-09T20:35:07.748837] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WNC' from 'https://tdm.silogroup.org/data/derivative_storage/WNC.csv'.
[2025-12-09T20:35:07.762863] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'WNC'.
[2025-12-09T20:35:07.763490] [INFO ] [FORECASTER] Starting predict_future for WNC
[2025-12-09T20:35:07.764376] [DEBUG] [LOCAL     ] No optimal features file found for WNC: ./output/feature-sets/WNC.txt
[2025-12-09T20:35:07.764432] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:35:07.764465] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:35:07.764493] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:35:07.764550] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:35:07.834818] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:35:07.835860] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:35:07.835960] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:35:07.836005] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:35:07.964827] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:35:07.964983] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:35:07.965028] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:35:07.965071] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:35:07.968837] [DEBUG] [FORECASTER] WNC: Forecast T+1@11:T+2@11: UP (p=94.85%)
[2025-12-09T20:35:07.969185] [INFO ] [FORECASTER] Completed predict_future for WNC
[2025-12-09T20:35:07.969328] [INFO ] [sig       ] WNC: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-09T20:35:08.125463] [INFO ] [LOCAL     ] Saved forecast: WNC	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/WNC.txt
[2025-12-09T20:35:08.125636] [INFO ] [sig       ] [3530/3614] Completed WNC in 0.4s | 2.93 sym/s | Total: 20.1m | ETA: 28.6s
[2025-12-09T20:35:08.125679] [INFO ] [sig       ] [3531/3614] Forecasting WNEB...
[2025-12-09T20:35:08.125709] [INFO ] [sig       ] Generating forecast for: WNEB
[2025-12-09T20:35:08.125749] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WNEB' from 'https://tdm.silogroup.org/data/derivative_storage/WNEB.csv'.
[2025-12-09T20:35:08.137427] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'WNEB'.
[2025-12-09T20:35:08.137885] [INFO ] [FORECASTER] Starting predict_future for WNEB
[2025-12-09T20:35:08.138675] [DEBUG] [LOCAL     ] No optimal features file found for WNEB: ./output/feature-sets/WNEB.txt
[2025-12-09T20:35:08.138726] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:35:08.138758] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:35:08.138784] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:35:08.138840] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:35:08.196970] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:35:08.197925] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:35:08.198050] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:35:08.198086] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:35:08.319163] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:35:08.319316] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:35:08.319356] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:35:08.319387] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:35:08.322779] [DEBUG] [FORECASTER] WNEB: Forecast T+1@11:T+2@11: DOWN (p=6.85%)
[2025-12-09T20:35:08.323077] [INFO ] [FORECASTER] Completed predict_future for WNEB
[2025-12-09T20:35:08.323212] [INFO ] [sig       ] WNEB: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-09T20:35:08.470760] [INFO ] [LOCAL     ] Saved forecast: WNEB	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/WNEB.txt
[2025-12-09T20:35:08.470915] [INFO ] [sig       ] [3531/3614] Completed WNEB in 0.3s | 2.93 sym/s | Total: 20.1m | ETA: 28.3s
[2025-12-09T20:35:08.470955] [INFO ] [sig       ] [3532/3614] Forecasting WOK...
[2025-12-09T20:35:08.470986] [INFO ] [sig       ] Generating forecast for: WOK
[2025-12-09T20:35:08.471037] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WOK' from 'https://tdm.silogroup.org/data/derivative_storage/WOK.csv'.
[2025-12-09T20:35:08.483053] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WOK'.
[2025-12-09T20:35:08.483452] [INFO ] [FORECASTER] Starting predict_future for WOK
[2025-12-09T20:35:08.484308] [DEBUG] [LOCAL     ] No optimal features file found for WOK: ./output/feature-sets/WOK.txt
[2025-12-09T20:35:08.484360] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:35:08.484391] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:35:08.484417] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:35:08.484472] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:35:08.545412] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:35:08.546386] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:35:08.546480] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:35:08.546520] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:35:08.661070] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:35:08.661234] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:35:08.661281] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:35:08.661310] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:35:08.664934] [DEBUG] [FORECASTER] WOK: Forecast T+1@11:T+2@11: DOWN (p=12.73%)
[2025-12-09T20:35:08.665209] [INFO ] [FORECASTER] Completed predict_future for WOK
[2025-12-09T20:35:08.665337] [INFO ] [sig       ] WOK: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:35:08.818186] [INFO ] [LOCAL     ] Saved forecast: WOK	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/WOK.txt
[2025-12-09T20:35:08.818353] [INFO ] [sig       ] [3532/3614] Completed WOK in 0.3s | 2.93 sym/s | Total: 20.1m | ETA: 28.0s
[2025-12-09T20:35:08.818395] [INFO ] [sig       ] [3533/3614] Forecasting WOOD...
[2025-12-09T20:35:08.818427] [INFO ] [sig       ] Generating forecast for: WOOD
[2025-12-09T20:35:08.818469] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WOOD' from 'https://tdm.silogroup.org/data/derivative_storage/WOOD.csv'.
[2025-12-09T20:35:08.830114] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WOOD'.
[2025-12-09T20:35:08.830484] [INFO ] [FORECASTER] Starting predict_future for WOOD
[2025-12-09T20:35:08.831336] [DEBUG] [LOCAL     ] No optimal features file found for WOOD: ./output/feature-sets/WOOD.txt
[2025-12-09T20:35:08.831388] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:35:08.831429] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:35:08.831471] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:35:08.831540] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:35:08.892265] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:35:08.893069] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:35:08.893159] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:35:08.893202] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:35:09.005149] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:35:09.005330] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:35:09.005383] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:35:09.005414] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:35:09.009399] [DEBUG] [FORECASTER] WOOD: Forecast T+1@11:T+2@11: UP (p=94.44%)
[2025-12-09T20:35:09.009728] [INFO ] [FORECASTER] Completed predict_future for WOOD
[2025-12-09T20:35:09.009869] [INFO ] [sig       ] WOOD: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:35:09.160312] [INFO ] [LOCAL     ] Saved forecast: WOOD	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/WOOD.txt
[2025-12-09T20:35:09.160460] [INFO ] [sig       ] [3533/3614] Completed WOOD in 0.3s | 2.93 sym/s | Total: 20.1m | ETA: 27.6s
[2025-12-09T20:35:09.160501] [INFO ] [sig       ] [3534/3614] Forecasting WOOF...
[2025-12-09T20:35:09.160530] [INFO ] [sig       ] Generating forecast for: WOOF
[2025-12-09T20:35:09.160561] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WOOF' from 'https://tdm.silogroup.org/data/derivative_storage/WOOF.csv'.
[2025-12-09T20:35:09.173043] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'WOOF'.
[2025-12-09T20:35:09.173466] [INFO ] [FORECASTER] Starting predict_future for WOOF
[2025-12-09T20:35:09.174261] [DEBUG] [LOCAL     ] No optimal features file found for WOOF: ./output/feature-sets/WOOF.txt
[2025-12-09T20:35:09.174312] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:35:09.174343] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:35:09.174369] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:35:09.174423] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:35:09.230984] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:35:09.231876] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:35:09.231958] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:35:09.232020] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:35:09.359659] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:35:09.359818] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:35:09.359860] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:35:09.359890] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:35:09.363423] [DEBUG] [FORECASTER] WOOF: Forecast T+1@11:T+2@11: DOWN (p=2.02%)
[2025-12-09T20:35:09.363726] [INFO ] [FORECASTER] Completed predict_future for WOOF
[2025-12-09T20:35:09.363850] [INFO ] [sig       ] WOOF: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-09T20:35:09.511695] [INFO ] [LOCAL     ] Saved forecast: WOOF	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/WOOF.txt
[2025-12-09T20:35:09.511895] [INFO ] [sig       ] [3534/3614] Completed WOOF in 0.4s | 2.93 sym/s | Total: 20.1m | ETA: 27.3s
[2025-12-09T20:35:09.511943] [INFO ] [sig       ] [3535/3614] Forecasting WPC...
[2025-12-09T20:35:09.512003] [INFO ] [sig       ] Generating forecast for: WPC
[2025-12-09T20:35:09.512036] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WPC' from 'https://tdm.silogroup.org/data/derivative_storage/WPC.csv'.
[2025-12-09T20:35:09.523172] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WPC'.
[2025-12-09T20:35:09.523518] [INFO ] [FORECASTER] Starting predict_future for WPC
[2025-12-09T20:35:09.524279] [DEBUG] [LOCAL     ] No optimal features file found for WPC: ./output/feature-sets/WPC.txt
[2025-12-09T20:35:09.524329] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:35:09.524360] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:35:09.524386] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:35:09.524441] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:35:09.582053] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:35:09.582845] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:35:09.582922] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:35:09.582955] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:35:09.702834] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:35:09.702967] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:35:09.703007] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:35:09.703035] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:35:09.706257] [DEBUG] [FORECASTER] WPC: Forecast T+1@11:T+2@11: UP (p=99.50%)
[2025-12-09T20:35:09.706517] [INFO ] [FORECASTER] Completed predict_future for WPC
[2025-12-09T20:35:09.706652] [INFO ] [sig       ] WPC: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:35:09.845352] [INFO ] [LOCAL     ] Saved forecast: WPC	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/WPC.txt
[2025-12-09T20:35:09.845455] [INFO ] [sig       ] [3535/3614] Completed WPC in 0.3s | 2.93 sym/s | Total: 20.1m | ETA: 26.9s
[2025-12-09T20:35:09.845491] [INFO ] [sig       ] [3536/3614] Forecasting WPP...
[2025-12-09T20:35:09.845519] [INFO ] [sig       ] Generating forecast for: WPP
[2025-12-09T20:35:09.845547] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WPP' from 'https://tdm.silogroup.org/data/derivative_storage/WPP.csv'.
[2025-12-09T20:35:09.858204] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WPP'.
[2025-12-09T20:35:09.858453] [INFO ] [FORECASTER] Starting predict_future for WPP
[2025-12-09T20:35:09.859193] [DEBUG] [LOCAL     ] No optimal features file found for WPP: ./output/feature-sets/WPP.txt
[2025-12-09T20:35:09.859242] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:35:09.859272] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:35:09.859298] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:35:09.859353] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:35:09.915012] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:35:09.915595] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:35:09.915667] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:35:09.915697] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:35:10.033527] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:35:10.033671] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:35:10.033707] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:35:10.033735] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:35:10.036852] [DEBUG] [FORECASTER] WPP: Forecast T+1@11:T+2@11: UP (p=99.74%)
[2025-12-09T20:35:10.037108] [INFO ] [FORECASTER] Completed predict_future for WPP
[2025-12-09T20:35:10.037225] [INFO ] [sig       ] WPP: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:35:10.221463] [INFO ] [LOCAL     ] Saved forecast: WPP	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/WPP.txt
[2025-12-09T20:35:10.221626] [INFO ] [sig       ] [3536/3614] Completed WPP in 0.4s | 2.93 sym/s | Total: 20.1m | ETA: 26.6s
[2025-12-09T20:35:10.221666] [INFO ] [sig       ] [3537/3614] Forecasting WRAP...
[2025-12-09T20:35:10.221695] [INFO ] [sig       ] Generating forecast for: WRAP
[2025-12-09T20:35:10.221725] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WRAP' from 'https://tdm.silogroup.org/data/derivative_storage/WRAP.csv'.
[2025-12-09T20:35:10.234349] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WRAP'.
[2025-12-09T20:35:10.234810] [INFO ] [FORECASTER] Starting predict_future for WRAP
[2025-12-09T20:35:10.235726] [DEBUG] [LOCAL     ] No optimal features file found for WRAP: ./output/feature-sets/WRAP.txt
[2025-12-09T20:35:10.235782] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:35:10.235814] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:35:10.235840] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:35:10.235895] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:35:10.298607] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:35:10.299594] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:35:10.299677] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:35:10.299710] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:35:10.426211] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:35:10.426402] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:35:10.426467] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:35:10.426514] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:35:10.430524] [DEBUG] [FORECASTER] WRAP: Forecast T+1@11:T+2@11: DOWN (p=5.62%)
[2025-12-09T20:35:10.430850] [INFO ] [FORECASTER] Completed predict_future for WRAP
[2025-12-09T20:35:10.430984] [INFO ] [sig       ] WRAP: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:35:10.582187] [INFO ] [LOCAL     ] Saved forecast: WRAP	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/WRAP.txt
[2025-12-09T20:35:10.582342] [INFO ] [sig       ] [3537/3614] Completed WRAP in 0.4s | 2.93 sym/s | Total: 20.1m | ETA: 26.3s
[2025-12-09T20:35:10.582384] [INFO ] [sig       ] [3538/3614] Forecasting WRB...
[2025-12-09T20:35:10.582415] [INFO ] [sig       ] Generating forecast for: WRB
[2025-12-09T20:35:10.582443] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WRB' from 'https://tdm.silogroup.org/data/derivative_storage/WRB.csv'.
[2025-12-09T20:35:10.597211] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WRB'.
[2025-12-09T20:35:10.597636] [INFO ] [FORECASTER] Starting predict_future for WRB
[2025-12-09T20:35:10.598429] [DEBUG] [LOCAL     ] No optimal features file found for WRB: ./output/feature-sets/WRB.txt
[2025-12-09T20:35:10.598482] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:35:10.598544] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:35:10.598589] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:35:10.598649] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:35:10.659281] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:35:10.660114] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:35:10.660196] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:35:10.660229] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:35:10.782494] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:35:10.782655] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:35:10.782698] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:35:10.782726] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:35:10.786522] [DEBUG] [FORECASTER] WRB: Forecast T+1@11:T+2@11: UP (p=91.72%)
[2025-12-09T20:35:10.786813] [INFO ] [FORECASTER] Completed predict_future for WRB
[2025-12-09T20:35:10.786939] [INFO ] [sig       ] WRB: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:35:10.936971] [INFO ] [LOCAL     ] Saved forecast: WRB	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/WRB.txt
[2025-12-09T20:35:10.937110] [INFO ] [sig       ] [3538/3614] Completed WRB in 0.4s | 2.93 sym/s | Total: 20.1m | ETA: 25.9s
[2025-12-09T20:35:10.937150] [INFO ] [sig       ] [3539/3614] Forecasting WRBY...
[2025-12-09T20:35:10.937181] [INFO ] [sig       ] Generating forecast for: WRBY
[2025-12-09T20:35:10.937212] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WRBY' from 'https://tdm.silogroup.org/data/derivative_storage/WRBY.csv'.
[2025-12-09T20:35:10.948923] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WRBY'.
[2025-12-09T20:35:10.949220] [INFO ] [FORECASTER] Starting predict_future for WRBY
[2025-12-09T20:35:10.949988] [DEBUG] [LOCAL     ] No optimal features file found for WRBY: ./output/feature-sets/WRBY.txt
[2025-12-09T20:35:10.950038] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:35:10.950069] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:35:10.950095] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:35:10.950150] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:35:11.004885] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:35:11.005542] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:35:11.005634] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:35:11.005667] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:35:11.122230] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:35:11.122378] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:35:11.122419] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:35:11.122448] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:35:11.125767] [DEBUG] [FORECASTER] WRBY: Forecast T+1@11:T+2@11: DOWN (p=10.07%)
[2025-12-09T20:35:11.126031] [INFO ] [FORECASTER] Completed predict_future for WRBY
[2025-12-09T20:35:11.126149] [INFO ] [sig       ] WRBY: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:35:11.262996] [INFO ] [LOCAL     ] Saved forecast: WRBY	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/WRBY.txt
[2025-12-09T20:35:11.263151] [INFO ] [sig       ] [3539/3614] Completed WRBY in 0.3s | 2.93 sym/s | Total: 20.1m | ETA: 25.6s
[2025-12-09T20:35:11.263190] [INFO ] [sig       ] [3540/3614] Forecasting WRLD...
[2025-12-09T20:35:11.263220] [INFO ] [sig       ] Generating forecast for: WRLD
[2025-12-09T20:35:11.263248] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WRLD' from 'https://tdm.silogroup.org/data/derivative_storage/WRLD.csv'.
[2025-12-09T20:35:11.274451] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'WRLD'.
[2025-12-09T20:35:11.274796] [INFO ] [FORECASTER] Starting predict_future for WRLD
[2025-12-09T20:35:11.275530] [DEBUG] [LOCAL     ] No optimal features file found for WRLD: ./output/feature-sets/WRLD.txt
[2025-12-09T20:35:11.275612] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:35:11.275646] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:35:11.275672] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:35:11.275727] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:35:11.330743] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:35:11.331365] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:35:11.331439] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:35:11.331470] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:35:11.439714] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:35:11.439863] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:35:11.439902] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:35:11.439929] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:35:11.443272] [DEBUG] [FORECASTER] WRLD: Forecast T+1@11:T+2@11: DOWN (p=16.28%)
[2025-12-09T20:35:11.443539] [INFO ] [FORECASTER] Completed predict_future for WRLD
[2025-12-09T20:35:11.443678] [INFO ] [sig       ] WRLD: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-09T20:35:11.585595] [INFO ] [LOCAL     ] Saved forecast: WRLD	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/WRLD.txt
[2025-12-09T20:35:11.585787] [INFO ] [sig       ] [3540/3614] Completed WRLD in 0.3s | 2.93 sym/s | Total: 20.1m | ETA: 25.2s
[2025-12-09T20:35:11.585834] [INFO ] [sig       ] [3541/3614] Forecasting WSBC...
[2025-12-09T20:35:11.585864] [INFO ] [sig       ] Generating forecast for: WSBC
[2025-12-09T20:35:11.585897] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSBC' from 'https://tdm.silogroup.org/data/derivative_storage/WSBC.csv'.
[2025-12-09T20:35:11.597218] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WSBC'.
[2025-12-09T20:35:11.597490] [INFO ] [FORECASTER] Starting predict_future for WSBC
[2025-12-09T20:35:11.598269] [DEBUG] [LOCAL     ] No optimal features file found for WSBC: ./output/feature-sets/WSBC.txt
[2025-12-09T20:35:11.598319] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:35:11.598349] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:35:11.598374] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:35:11.598427] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:35:11.654079] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:35:11.654838] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:35:11.654915] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:35:11.654947] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:35:11.773862] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:35:11.774018] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:35:11.774059] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:35:11.774118] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:35:11.777498] [DEBUG] [FORECASTER] WSBC: Forecast T+1@11:T+2@11: UP (p=87.60%)
[2025-12-09T20:35:11.777808] [INFO ] [FORECASTER] Completed predict_future for WSBC
[2025-12-09T20:35:11.777933] [INFO ] [sig       ] WSBC: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:35:11.916162] [INFO ] [LOCAL     ] Saved forecast: WSBC	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/WSBC.txt
[2025-12-09T20:35:11.916298] [INFO ] [sig       ] [3541/3614] Completed WSBC in 0.3s | 2.93 sym/s | Total: 20.1m | ETA: 24.9s
[2025-12-09T20:35:11.916336] [INFO ] [sig       ] [3542/3614] Forecasting WSBF...
[2025-12-09T20:35:11.916366] [INFO ] [sig       ] Generating forecast for: WSBF
[2025-12-09T20:35:11.916395] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSBF' from 'https://tdm.silogroup.org/data/derivative_storage/WSBF.csv'.
[2025-12-09T20:35:11.927731] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'WSBF'.
[2025-12-09T20:35:11.928037] [INFO ] [FORECASTER] Starting predict_future for WSBF
[2025-12-09T20:35:11.928808] [DEBUG] [LOCAL     ] No optimal features file found for WSBF: ./output/feature-sets/WSBF.txt
[2025-12-09T20:35:11.928859] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:35:11.928891] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:35:11.928916] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:35:11.928975] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:35:11.983954] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:35:11.984711] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:35:11.984787] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:35:11.984819] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:35:12.102112] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:35:12.102272] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:35:12.102313] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:35:12.102340] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:35:12.105691] [DEBUG] [FORECASTER] WSBF: Forecast T+1@11:T+2@11: DOWN (p=21.53%)
[2025-12-09T20:35:12.105966] [INFO ] [FORECASTER] Completed predict_future for WSBF
[2025-12-09T20:35:12.106088] [INFO ] [sig       ] WSBF: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-09T20:35:12.245774] [INFO ] [LOCAL     ] Saved forecast: WSBF	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/WSBF.txt
[2025-12-09T20:35:12.245931] [INFO ] [sig       ] [3542/3614] Completed WSBF in 0.3s | 2.93 sym/s | Total: 20.1m | ETA: 24.6s
[2025-12-09T20:35:12.245971] [INFO ] [sig       ] [3543/3614] Forecasting WSC...
[2025-12-09T20:35:12.246001] [INFO ] [sig       ] Generating forecast for: WSC
[2025-12-09T20:35:12.246030] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSC' from 'https://tdm.silogroup.org/data/derivative_storage/WSC.csv'.
[2025-12-09T20:35:12.257859] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WSC'.
[2025-12-09T20:35:12.258158] [INFO ] [FORECASTER] Starting predict_future for WSC
[2025-12-09T20:35:12.258931] [DEBUG] [LOCAL     ] No optimal features file found for WSC: ./output/feature-sets/WSC.txt
[2025-12-09T20:35:12.258982] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:35:12.259012] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:35:12.259037] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:35:12.259093] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:35:12.314195] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:35:12.315045] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:35:12.315125] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:35:12.315157] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:35:12.439258] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:35:12.439410] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:35:12.439452] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:35:12.439483] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:35:12.442859] [DEBUG] [FORECASTER] WSC: Forecast T+1@11:T+2@11: DOWN (p=9.53%)
[2025-12-09T20:35:12.443138] [INFO ] [FORECASTER] Completed predict_future for WSC
[2025-12-09T20:35:12.443260] [INFO ] [sig       ] WSC: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:35:12.581359] [INFO ] [LOCAL     ] Saved forecast: WSC	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/WSC.txt
[2025-12-09T20:35:12.581524] [INFO ] [sig       ] [3543/3614] Completed WSC in 0.3s | 2.93 sym/s | Total: 20.1m | ETA: 24.2s
[2025-12-09T20:35:12.581604] [INFO ] [sig       ] [3544/3614] Forecasting WSFS...
[2025-12-09T20:35:12.581639] [INFO ] [sig       ] Generating forecast for: WSFS
[2025-12-09T20:35:12.581674] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSFS' from 'https://tdm.silogroup.org/data/derivative_storage/WSFS.csv'.
[2025-12-09T20:35:12.592683] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WSFS'.
[2025-12-09T20:35:12.593080] [INFO ] [FORECASTER] Starting predict_future for WSFS
[2025-12-09T20:35:12.593878] [DEBUG] [LOCAL     ] No optimal features file found for WSFS: ./output/feature-sets/WSFS.txt
[2025-12-09T20:35:12.593930] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:35:12.593961] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:35:12.593987] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:35:12.594041] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:35:12.651103] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:35:12.652014] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:35:12.652098] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:35:12.652130] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:35:12.778336] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:35:12.778491] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:35:12.778533] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:35:12.778562] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:35:12.782086] [DEBUG] [FORECASTER] WSFS: Forecast T+1@11:T+2@11: UP (p=93.56%)
[2025-12-09T20:35:12.782399] [INFO ] [FORECASTER] Completed predict_future for WSFS
[2025-12-09T20:35:12.782535] [INFO ] [sig       ] WSFS: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:35:12.924273] [INFO ] [LOCAL     ] Saved forecast: WSFS	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/WSFS.txt
[2025-12-09T20:35:12.924427] [INFO ] [sig       ] [3544/3614] Completed WSFS in 0.3s | 2.93 sym/s | Total: 20.1m | ETA: 23.9s
[2025-12-09T20:35:12.924467] [INFO ] [sig       ] [3545/3614] Forecasting WSM...
[2025-12-09T20:35:12.924497] [INFO ] [sig       ] Generating forecast for: WSM
[2025-12-09T20:35:12.924527] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSM' from 'https://tdm.silogroup.org/data/derivative_storage/WSM.csv'.
[2025-12-09T20:35:12.935848] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'WSM'.
[2025-12-09T20:35:12.936274] [INFO ] [FORECASTER] Starting predict_future for WSM
[2025-12-09T20:35:12.937092] [DEBUG] [LOCAL     ] No optimal features file found for WSM: ./output/feature-sets/WSM.txt
[2025-12-09T20:35:12.937145] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:35:12.937178] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:35:12.937206] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:35:12.937262] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:35:12.995151] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:35:12.996022] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:35:12.996105] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:35:12.996138] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:35:13.127128] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:35:13.127301] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:35:13.127361] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:35:13.127407] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:35:13.130946] [DEBUG] [FORECASTER] WSM: Forecast T+1@11:T+2@11: UP (p=99.87%)
[2025-12-09T20:35:13.131254] [INFO ] [FORECASTER] Completed predict_future for WSM
[2025-12-09T20:35:13.131381] [INFO ] [sig       ] WSM: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-09T20:35:13.277280] [INFO ] [LOCAL     ] Saved forecast: WSM	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/WSM.txt
[2025-12-09T20:35:13.277438] [INFO ] [sig       ] [3545/3614] Completed WSM in 0.4s | 2.93 sym/s | Total: 20.2m | ETA: 23.5s
[2025-12-09T20:35:13.277481] [INFO ] [sig       ] [3546/3614] Forecasting WSO...
[2025-12-09T20:35:13.277591] [INFO ] [sig       ] Generating forecast for: WSO
[2025-12-09T20:35:13.277628] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSO' from 'https://tdm.silogroup.org/data/derivative_storage/WSO.csv'.
[2025-12-09T20:35:13.288285] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WSO'.
[2025-12-09T20:35:13.288709] [INFO ] [FORECASTER] Starting predict_future for WSO
[2025-12-09T20:35:13.289565] [DEBUG] [LOCAL     ] No optimal features file found for WSO: ./output/feature-sets/WSO.txt
[2025-12-09T20:35:13.289641] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:35:13.289675] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:35:13.289701] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:35:13.289759] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:35:13.347141] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:35:13.348040] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:35:13.348121] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:35:13.348154] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:35:13.467422] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:35:13.470524] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:35:13.470605] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:35:13.470638] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:35:13.474390] [DEBUG] [FORECASTER] WSO: Forecast T+1@11:T+2@11: DOWN (p=26.72%)
[2025-12-09T20:35:13.474705] [INFO ] [FORECASTER] Completed predict_future for WSO
[2025-12-09T20:35:13.474843] [INFO ] [sig       ] WSO: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:35:13.620844] [INFO ] [LOCAL     ] Saved forecast: WSO	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/WSO.txt
[2025-12-09T20:35:13.620987] [INFO ] [sig       ] [3546/3614] Completed WSO in 0.3s | 2.93 sym/s | Total: 20.2m | ETA: 23.2s
[2025-12-09T20:35:13.621025] [INFO ] [sig       ] [3547/3614] Forecasting WTBA...
[2025-12-09T20:35:13.621054] [INFO ] [sig       ] Generating forecast for: WTBA
[2025-12-09T20:35:13.621083] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTBA' from 'https://tdm.silogroup.org/data/derivative_storage/WTBA.csv'.
[2025-12-09T20:35:13.631492] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WTBA'.
[2025-12-09T20:35:13.631863] [INFO ] [FORECASTER] Starting predict_future for WTBA
[2025-12-09T20:35:13.632663] [DEBUG] [LOCAL     ] No optimal features file found for WTBA: ./output/feature-sets/WTBA.txt
[2025-12-09T20:35:13.632715] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:35:13.632746] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:35:13.632774] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:35:13.632831] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:35:13.690555] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:35:13.691455] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:35:13.691533] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:35:13.691566] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:35:13.813940] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:35:13.814089] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:35:13.814146] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:35:13.814177] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:35:13.817809] [DEBUG] [FORECASTER] WTBA: Forecast T+1@11:T+2@11: DOWN (p=2.36%)
[2025-12-09T20:35:13.818085] [INFO ] [FORECASTER] Completed predict_future for WTBA
[2025-12-09T20:35:13.818395] [INFO ] [sig       ] WTBA: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:35:13.969782] [INFO ] [LOCAL     ] Saved forecast: WTBA	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/WTBA.txt
[2025-12-09T20:35:13.969911] [INFO ] [sig       ] [3547/3614] Completed WTBA in 0.3s | 2.93 sym/s | Total: 20.2m | ETA: 22.9s
[2025-12-09T20:35:13.969950] [INFO ] [sig       ] [3548/3614] Forecasting WTFC...
[2025-12-09T20:35:13.969978] [INFO ] [sig       ] Generating forecast for: WTFC
[2025-12-09T20:35:13.970008] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTFC' from 'https://tdm.silogroup.org/data/derivative_storage/WTFC.csv'.
[2025-12-09T20:35:13.981019] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'WTFC'.
[2025-12-09T20:35:13.981289] [INFO ] [FORECASTER] Starting predict_future for WTFC
[2025-12-09T20:35:13.982075] [DEBUG] [LOCAL     ] No optimal features file found for WTFC: ./output/feature-sets/WTFC.txt
[2025-12-09T20:35:13.982129] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:35:13.982164] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:35:13.982191] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:35:13.982246] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:35:14.042000] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:35:14.042647] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:35:14.042751] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:35:14.042783] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:35:14.164936] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:35:14.165085] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:35:14.165125] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:35:14.165154] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:35:14.168563] [DEBUG] [FORECASTER] WTFC: Forecast T+1@11:T+2@11: DOWN (p=47.64%)
[2025-12-09T20:35:14.168850] [INFO ] [FORECASTER] Completed predict_future for WTFC
[2025-12-09T20:35:14.168969] [INFO ] [sig       ] WTFC: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-09T20:35:14.317090] [INFO ] [LOCAL     ] Saved forecast: WTFC	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/WTFC.txt
[2025-12-09T20:35:14.317254] [INFO ] [sig       ] [3548/3614] Completed WTFC in 0.3s | 2.93 sym/s | Total: 20.2m | ETA: 22.5s
[2025-12-09T20:35:14.317293] [INFO ] [sig       ] [3549/3614] Forecasting WTI...
[2025-12-09T20:35:14.317321] [INFO ] [sig       ] Generating forecast for: WTI
[2025-12-09T20:35:14.317352] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTI' from 'https://tdm.silogroup.org/data/derivative_storage/WTI.csv'.
[2025-12-09T20:35:14.329182] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'WTI'.
[2025-12-09T20:35:14.329799] [INFO ] [FORECASTER] Starting predict_future for WTI
[2025-12-09T20:35:14.330823] [DEBUG] [LOCAL     ] No optimal features file found for WTI: ./output/feature-sets/WTI.txt
[2025-12-09T20:35:14.330876] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:35:14.330909] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:35:14.330935] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:35:14.330990] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:35:14.390480] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:35:14.391540] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:35:14.391670] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:35:14.391730] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:35:14.515232] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:35:14.515387] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:35:14.515427] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:35:14.515456] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:35:14.518926] [DEBUG] [FORECASTER] WTI: Forecast T+1@11:T+2@11: UP (p=84.61%)
[2025-12-09T20:35:14.519248] [INFO ] [FORECASTER] Completed predict_future for WTI
[2025-12-09T20:35:14.519567] [INFO ] [sig       ] WTI: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-09T20:35:14.666763] [INFO ] [LOCAL     ] Saved forecast: WTI	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/WTI.txt
[2025-12-09T20:35:14.666922] [INFO ] [sig       ] [3549/3614] Completed WTI in 0.3s | 2.93 sym/s | Total: 20.2m | ETA: 22.2s
[2025-12-09T20:35:14.666961] [INFO ] [sig       ] [3550/3614] Forecasting WTO...
[2025-12-09T20:35:14.666991] [INFO ] [sig       ] Generating forecast for: WTO
[2025-12-09T20:35:14.667020] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTO' from 'https://tdm.silogroup.org/data/derivative_storage/WTO.csv'.
[2025-12-09T20:35:14.678499] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WTO'.
[2025-12-09T20:35:14.678906] [INFO ] [FORECASTER] Starting predict_future for WTO
[2025-12-09T20:35:14.679944] [DEBUG] [LOCAL     ] No optimal features file found for WTO: ./output/feature-sets/WTO.txt
[2025-12-09T20:35:14.679996] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:35:14.680027] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:35:14.680053] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:35:14.680115] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:35:14.740066] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:35:14.741119] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:35:14.741203] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:35:14.741236] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:35:14.844247] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:35:14.844395] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:35:14.844434] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:35:14.844462] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:35:14.848235] [DEBUG] [FORECASTER] WTO: Forecast T+1@11:T+2@11: UP (p=92.99%)
[2025-12-09T20:35:14.848509] [INFO ] [FORECASTER] Completed predict_future for WTO
[2025-12-09T20:35:14.848650] [INFO ] [sig       ] WTO: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:35:14.995343] [INFO ] [LOCAL     ] Saved forecast: WTO	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/WTO.txt
[2025-12-09T20:35:14.995487] [INFO ] [sig       ] [3550/3614] Completed WTO in 0.3s | 2.93 sym/s | Total: 20.2m | ETA: 21.8s
[2025-12-09T20:35:14.995527] [INFO ] [sig       ] [3551/3614] Forecasting WTRG...
[2025-12-09T20:35:14.995557] [INFO ] [sig       ] Generating forecast for: WTRG
[2025-12-09T20:35:14.995605] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTRG' from 'https://tdm.silogroup.org/data/derivative_storage/WTRG.csv'.
[2025-12-09T20:35:15.007694] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'WTRG'.
[2025-12-09T20:35:15.008099] [INFO ] [FORECASTER] Starting predict_future for WTRG
[2025-12-09T20:35:15.008902] [DEBUG] [LOCAL     ] No optimal features file found for WTRG: ./output/feature-sets/WTRG.txt
[2025-12-09T20:35:15.008957] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:35:15.009004] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:35:15.009036] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:35:15.009092] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:35:15.070781] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:35:15.071646] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:35:15.071725] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:35:15.071758] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:35:15.198674] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:35:15.198821] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:35:15.198860] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:35:15.198889] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:35:15.202717] [DEBUG] [FORECASTER] WTRG: Forecast T+1@11:T+2@11: DOWN (p=29.87%)
[2025-12-09T20:35:15.203081] [INFO ] [FORECASTER] Completed predict_future for WTRG
[2025-12-09T20:35:15.203218] [INFO ] [sig       ] WTRG: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-09T20:35:15.345212] [INFO ] [LOCAL     ] Saved forecast: WTRG	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/WTRG.txt
[2025-12-09T20:35:15.345366] [INFO ] [sig       ] [3551/3614] Completed WTRG in 0.3s | 2.93 sym/s | Total: 20.2m | ETA: 21.5s
[2025-12-09T20:35:15.345406] [INFO ] [sig       ] [3552/3614] Forecasting WTS...
[2025-12-09T20:35:15.345435] [INFO ] [sig       ] Generating forecast for: WTS
[2025-12-09T20:35:15.345464] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTS' from 'https://tdm.silogroup.org/data/derivative_storage/WTS.csv'.
[2025-12-09T20:35:15.355611] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'WTS'.
[2025-12-09T20:35:15.355883] [INFO ] [FORECASTER] Starting predict_future for WTS
[2025-12-09T20:35:15.356651] [DEBUG] [LOCAL     ] No optimal features file found for WTS: ./output/feature-sets/WTS.txt
[2025-12-09T20:35:15.356702] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:35:15.356735] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:35:15.356763] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:35:15.356820] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:35:15.415184] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:35:15.415828] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:35:15.415904] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:35:15.415937] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:35:15.537956] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:35:15.538105] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:35:15.538151] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:35:15.538182] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:35:15.541621] [DEBUG] [FORECASTER] WTS: Forecast T+1@11:T+2@11: UP (p=86.96%)
[2025-12-09T20:35:15.541892] [INFO ] [FORECASTER] Completed predict_future for WTS
[2025-12-09T20:35:15.542013] [INFO ] [sig       ] WTS: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-09T20:35:15.685834] [INFO ] [LOCAL     ] Saved forecast: WTS	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/WTS.txt
[2025-12-09T20:35:15.685991] [INFO ] [sig       ] [3552/3614] Completed WTS in 0.3s | 2.93 sym/s | Total: 20.2m | ETA: 21.1s
[2025-12-09T20:35:15.686033] [INFO ] [sig       ] [3553/3614] Forecasting WULF...
[2025-12-09T20:35:15.686062] [INFO ] [sig       ] Generating forecast for: WULF
[2025-12-09T20:35:15.686116] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WULF' from 'https://tdm.silogroup.org/data/derivative_storage/WULF.csv'.
[2025-12-09T20:35:15.697870] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WULF'.
[2025-12-09T20:35:15.698283] [INFO ] [FORECASTER] Starting predict_future for WULF
[2025-12-09T20:35:15.699109] [DEBUG] [LOCAL     ] No optimal features file found for WULF: ./output/feature-sets/WULF.txt
[2025-12-09T20:35:15.699160] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:35:15.699190] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:35:15.699216] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:35:15.699271] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:35:15.756046] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:35:15.756966] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:35:15.757045] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:35:15.757076] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:35:15.876678] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:35:15.876835] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:35:15.876874] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:35:15.876903] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:35:15.880332] [DEBUG] [FORECASTER] WULF: Forecast T+1@11:T+2@11: DOWN (p=1.47%)
[2025-12-09T20:35:15.880636] [INFO ] [FORECASTER] Completed predict_future for WULF
[2025-12-09T20:35:15.880763] [INFO ] [sig       ] WULF: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:35:16.021235] [INFO ] [LOCAL     ] Saved forecast: WULF	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/WULF.txt
[2025-12-09T20:35:16.021393] [INFO ] [sig       ] [3553/3614] Completed WULF in 0.3s | 2.93 sym/s | Total: 20.2m | ETA: 20.8s
[2025-12-09T20:35:16.021431] [INFO ] [sig       ] [3554/3614] Forecasting WVE...
[2025-12-09T20:35:16.021461] [INFO ] [sig       ] Generating forecast for: WVE
[2025-12-09T20:35:16.021489] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WVE' from 'https://tdm.silogroup.org/data/derivative_storage/WVE.csv'.
[2025-12-09T20:35:16.032045] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WVE'.
[2025-12-09T20:35:16.032449] [INFO ] [FORECASTER] Starting predict_future for WVE
[2025-12-09T20:35:16.033265] [DEBUG] [LOCAL     ] No optimal features file found for WVE: ./output/feature-sets/WVE.txt
[2025-12-09T20:35:16.033319] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:35:16.033353] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:35:16.033381] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:35:16.033438] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:35:16.090620] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:35:16.091453] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:35:16.091532] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:35:16.091563] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:35:16.212542] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:35:16.212709] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:35:16.212750] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:35:16.212780] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:35:16.216138] [DEBUG] [FORECASTER] WVE: Forecast T+1@11:T+2@11: DOWN (p=12.37%)
[2025-12-09T20:35:16.216434] [INFO ] [FORECASTER] Completed predict_future for WVE
[2025-12-09T20:35:16.216566] [INFO ] [sig       ] WVE: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:35:16.357181] [INFO ] [LOCAL     ] Saved forecast: WVE	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/WVE.txt
[2025-12-09T20:35:16.357330] [INFO ] [sig       ] [3554/3614] Completed WVE in 0.3s | 2.93 sym/s | Total: 20.2m | ETA: 20.5s
[2025-12-09T20:35:16.357368] [INFO ] [sig       ] [3555/3614] Forecasting WWD...
[2025-12-09T20:35:16.357405] [INFO ] [sig       ] Generating forecast for: WWD
[2025-12-09T20:35:16.357434] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WWD' from 'https://tdm.silogroup.org/data/derivative_storage/WWD.csv'.
[2025-12-09T20:35:16.367477] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WWD'.
[2025-12-09T20:35:16.367917] [INFO ] [FORECASTER] Starting predict_future for WWD
[2025-12-09T20:35:16.368693] [DEBUG] [LOCAL     ] No optimal features file found for WWD: ./output/feature-sets/WWD.txt
[2025-12-09T20:35:16.368744] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:35:16.368801] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:35:16.368828] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:35:16.368883] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:35:16.425203] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:35:16.426027] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:35:16.426105] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:35:16.426137] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:35:16.548035] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:35:16.548182] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:35:16.548224] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:35:16.548252] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:35:16.551599] [DEBUG] [FORECASTER] WWD: Forecast T+1@11:T+2@11: UP (p=73.11%)
[2025-12-09T20:35:16.551888] [INFO ] [FORECASTER] Completed predict_future for WWD
[2025-12-09T20:35:16.552017] [INFO ] [sig       ] WWD: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:35:16.693416] [INFO ] [LOCAL     ] Saved forecast: WWD	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/WWD.txt
[2025-12-09T20:35:16.693565] [INFO ] [sig       ] [3555/3614] Completed WWD in 0.3s | 2.93 sym/s | Total: 20.2m | ETA: 20.1s
[2025-12-09T20:35:16.693630] [INFO ] [sig       ] [3556/3614] Forecasting WY...
[2025-12-09T20:35:16.693659] [INFO ] [sig       ] Generating forecast for: WY
[2025-12-09T20:35:16.693688] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WY' from 'https://tdm.silogroup.org/data/derivative_storage/WY.csv'.
[2025-12-09T20:35:16.704353] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WY'.
[2025-12-09T20:35:16.704751] [INFO ] [FORECASTER] Starting predict_future for WY
[2025-12-09T20:35:16.705532] [DEBUG] [LOCAL     ] No optimal features file found for WY: ./output/feature-sets/WY.txt
[2025-12-09T20:35:16.705614] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:35:16.705652] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:35:16.705681] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:35:16.705741] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:35:16.762809] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:35:16.763649] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:35:16.763728] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:35:16.763761] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:35:16.876248] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:35:16.876399] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:35:16.876439] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:35:16.876467] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:35:16.879847] [DEBUG] [FORECASTER] WY: Forecast T+1@11:T+2@11: DOWN (p=8.90%)
[2025-12-09T20:35:16.880142] [INFO ] [FORECASTER] Completed predict_future for WY
[2025-12-09T20:35:16.880268] [INFO ] [sig       ] WY: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:35:17.021282] [INFO ] [LOCAL     ] Saved forecast: WY	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/WY.txt
[2025-12-09T20:35:17.021430] [INFO ] [sig       ] [3556/3614] Completed WY in 0.3s | 2.93 sym/s | Total: 20.2m | ETA: 19.8s
[2025-12-09T20:35:17.021470] [INFO ] [sig       ] [3557/3614] Forecasting WYNN...
[2025-12-09T20:35:17.021501] [INFO ] [sig       ] Generating forecast for: WYNN
[2025-12-09T20:35:17.021530] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WYNN' from 'https://tdm.silogroup.org/data/derivative_storage/WYNN.csv'.
[2025-12-09T20:35:17.032119] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WYNN'.
[2025-12-09T20:35:17.032508] [INFO ] [FORECASTER] Starting predict_future for WYNN
[2025-12-09T20:35:17.033323] [DEBUG] [LOCAL     ] No optimal features file found for WYNN: ./output/feature-sets/WYNN.txt
[2025-12-09T20:35:17.033377] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:35:17.033409] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:35:17.033437] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:35:17.033493] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:35:17.093986] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:35:17.094926] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:35:17.095005] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:35:17.095036] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:35:17.216649] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:35:17.216800] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:35:17.216838] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:35:17.216866] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:35:17.220300] [DEBUG] [FORECASTER] WYNN: Forecast T+1@11:T+2@11: UP (p=86.34%)
[2025-12-09T20:35:17.220656] [INFO ] [FORECASTER] Completed predict_future for WYNN
[2025-12-09T20:35:17.220789] [INFO ] [sig       ] WYNN: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:35:17.363555] [INFO ] [LOCAL     ] Saved forecast: WYNN	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/WYNN.txt
[2025-12-09T20:35:17.363724] [INFO ] [sig       ] [3557/3614] Completed WYNN in 0.3s | 2.93 sym/s | Total: 20.2m | ETA: 19.4s
[2025-12-09T20:35:17.363764] [INFO ] [sig       ] [3558/3614] Forecasting XBIL...
[2025-12-09T20:35:17.363796] [INFO ] [sig       ] Generating forecast for: XBIL
[2025-12-09T20:35:17.363826] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XBIL' from 'https://tdm.silogroup.org/data/derivative_storage/XBIL.csv'.
[2025-12-09T20:35:17.374060] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'XBIL'.
[2025-12-09T20:35:17.374429] [INFO ] [FORECASTER] Starting predict_future for XBIL
[2025-12-09T20:35:17.375215] [DEBUG] [LOCAL     ] No optimal features file found for XBIL: ./output/feature-sets/XBIL.txt
[2025-12-09T20:35:17.375267] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:35:17.375297] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:35:17.375323] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:35:17.375378] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:35:17.432500] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:35:17.433454] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:35:17.433561] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:35:17.433620] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:35:17.527803] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:35:17.527958] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:35:17.528000] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:35:17.528076] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:35:17.531473] [DEBUG] [FORECASTER] XBIL: Forecast T+1@11:T+2@11: UP (p=74.37%)
[2025-12-09T20:35:17.531777] [INFO ] [FORECASTER] Completed predict_future for XBIL
[2025-12-09T20:35:17.531899] [INFO ] [sig       ] XBIL: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-09T20:35:17.668277] [INFO ] [LOCAL     ] Saved forecast: XBIL	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/XBIL.txt
[2025-12-09T20:35:17.668394] [INFO ] [sig       ] [3558/3614] Completed XBIL in 0.3s | 2.93 sym/s | Total: 20.2m | ETA: 19.1s
[2025-12-09T20:35:17.668432] [INFO ] [sig       ] [3559/3614] Forecasting XEL...
[2025-12-09T20:35:17.668461] [INFO ] [sig       ] Generating forecast for: XEL
[2025-12-09T20:35:17.668490] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XEL' from 'https://tdm.silogroup.org/data/derivative_storage/XEL.csv'.
[2025-12-09T20:35:17.678791] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XEL'.
[2025-12-09T20:35:17.679062] [INFO ] [FORECASTER] Starting predict_future for XEL
[2025-12-09T20:35:17.679830] [DEBUG] [LOCAL     ] No optimal features file found for XEL: ./output/feature-sets/XEL.txt
[2025-12-09T20:35:17.679880] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:35:17.679910] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:35:17.679936] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:35:17.679990] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:35:17.736255] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:35:17.736892] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:35:17.736970] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:35:17.737001] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:35:17.858494] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:35:17.858646] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:35:17.858687] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:35:17.858715] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:35:17.862004] [DEBUG] [FORECASTER] XEL: Forecast T+1@11:T+2@11: UP (p=82.83%)
[2025-12-09T20:35:17.862268] [INFO ] [FORECASTER] Completed predict_future for XEL
[2025-12-09T20:35:17.862387] [INFO ] [sig       ] XEL: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:35:18.000922] [INFO ] [LOCAL     ] Saved forecast: XEL	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/XEL.txt
[2025-12-09T20:35:18.001074] [INFO ] [sig       ] [3559/3614] Completed XEL in 0.3s | 2.93 sym/s | Total: 20.2m | ETA: 18.8s
[2025-12-09T20:35:18.001114] [INFO ] [sig       ] [3560/3614] Forecasting XENE...
[2025-12-09T20:35:18.001143] [INFO ] [sig       ] Generating forecast for: XENE
[2025-12-09T20:35:18.001171] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XENE' from 'https://tdm.silogroup.org/data/derivative_storage/XENE.csv'.
[2025-12-09T20:35:18.011539] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XENE'.
[2025-12-09T20:35:18.011845] [INFO ] [FORECASTER] Starting predict_future for XENE
[2025-12-09T20:35:18.012593] [DEBUG] [LOCAL     ] No optimal features file found for XENE: ./output/feature-sets/XENE.txt
[2025-12-09T20:35:18.012644] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:35:18.012675] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:35:18.012700] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:35:18.012756] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:35:18.068685] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:35:18.069268] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:35:18.069344] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:35:18.069387] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:35:18.185180] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:35:18.185308] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:35:18.185346] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:35:18.185376] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:35:18.188630] [DEBUG] [FORECASTER] XENE: Forecast T+1@11:T+2@11: UP (p=51.21%)
[2025-12-09T20:35:18.188890] [INFO ] [FORECASTER] Completed predict_future for XENE
[2025-12-09T20:35:18.189008] [INFO ] [sig       ] XENE: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:35:18.325546] [INFO ] [LOCAL     ] Saved forecast: XENE	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/XENE.txt
[2025-12-09T20:35:18.325676] [INFO ] [sig       ] [3560/3614] Completed XENE in 0.3s | 2.93 sym/s | Total: 20.2m | ETA: 18.4s
[2025-12-09T20:35:18.325715] [INFO ] [sig       ] [3561/3614] Forecasting XERS...
[2025-12-09T20:35:18.325744] [INFO ] [sig       ] Generating forecast for: XERS
[2025-12-09T20:35:18.325772] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XERS' from 'https://tdm.silogroup.org/data/derivative_storage/XERS.csv'.
[2025-12-09T20:35:18.335954] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XERS'.
[2025-12-09T20:35:18.336230] [INFO ] [FORECASTER] Starting predict_future for XERS
[2025-12-09T20:35:18.336991] [DEBUG] [LOCAL     ] No optimal features file found for XERS: ./output/feature-sets/XERS.txt
[2025-12-09T20:35:18.337042] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:35:18.337072] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:35:18.337098] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:35:18.337153] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:35:18.392820] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:35:18.393407] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:35:18.393480] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:35:18.393511] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:35:18.511045] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:35:18.511186] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:35:18.511225] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:35:18.511253] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:35:18.514546] [DEBUG] [FORECASTER] XERS: Forecast T+1@11:T+2@11: DOWN (p=4.17%)
[2025-12-09T20:35:18.514832] [INFO ] [FORECASTER] Completed predict_future for XERS
[2025-12-09T20:35:18.514950] [INFO ] [sig       ] XERS: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:35:18.653425] [INFO ] [LOCAL     ] Saved forecast: XERS	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/XERS.txt
[2025-12-09T20:35:18.653544] [INFO ] [sig       ] [3561/3614] Completed XERS in 0.3s | 2.93 sym/s | Total: 20.2m | ETA: 18.1s
[2025-12-09T20:35:18.653601] [INFO ] [sig       ] [3562/3614] Forecasting XGN...
[2025-12-09T20:35:18.653631] [INFO ] [sig       ] Generating forecast for: XGN
[2025-12-09T20:35:18.653660] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XGN' from 'https://tdm.silogroup.org/data/derivative_storage/XGN.csv'.
[2025-12-09T20:35:18.663832] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XGN'.
[2025-12-09T20:35:18.664084] [INFO ] [FORECASTER] Starting predict_future for XGN
[2025-12-09T20:35:18.664828] [DEBUG] [LOCAL     ] No optimal features file found for XGN: ./output/feature-sets/XGN.txt
[2025-12-09T20:35:18.664878] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:35:18.664908] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:35:18.664934] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:35:18.665000] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:35:18.721109] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:35:18.721716] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:35:18.721791] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:35:18.721822] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:35:18.839869] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:35:18.840015] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:35:18.840054] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:35:18.840082] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:35:18.843379] [DEBUG] [FORECASTER] XGN: Forecast T+1@11:T+2@11: UP (p=92.72%)
[2025-12-09T20:35:18.843657] [INFO ] [FORECASTER] Completed predict_future for XGN
[2025-12-09T20:35:18.843776] [INFO ] [sig       ] XGN: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:35:18.982014] [INFO ] [LOCAL     ] Saved forecast: XGN	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/XGN.txt
[2025-12-09T20:35:18.982126] [INFO ] [sig       ] [3562/3614] Completed XGN in 0.3s | 2.93 sym/s | Total: 20.2m | ETA: 17.7s
[2025-12-09T20:35:18.982164] [INFO ] [sig       ] [3563/3614] Forecasting XOM...
[2025-12-09T20:35:18.982193] [INFO ] [sig       ] Generating forecast for: XOM
[2025-12-09T20:35:18.982221] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XOM' from 'https://tdm.silogroup.org/data/derivative_storage/XOM.csv'.
[2025-12-09T20:35:18.995474] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XOM'.
[2025-12-09T20:35:18.996154] [INFO ] [FORECASTER] Starting predict_future for XOM
[2025-12-09T20:35:18.997178] [DEBUG] [LOCAL     ] No optimal features file found for XOM: ./output/feature-sets/XOM.txt
[2025-12-09T20:35:18.997234] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:35:18.997266] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:35:18.997292] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:35:18.997349] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:35:19.058068] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:35:19.059339] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:35:19.059462] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:35:19.059502] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:35:19.186458] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:35:19.186714] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:35:19.186766] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:35:19.186795] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:35:19.190857] [DEBUG] [FORECASTER] XOM: Forecast T+1@11:T+2@11: DOWN (p=5.70%)
[2025-12-09T20:35:19.191229] [INFO ] [FORECASTER] Completed predict_future for XOM
[2025-12-09T20:35:19.191377] [INFO ] [sig       ] XOM: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:35:19.335816] [INFO ] [LOCAL     ] Saved forecast: XOM	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/XOM.txt
[2025-12-09T20:35:19.336045] [INFO ] [sig       ] [3563/3614] Completed XOM in 0.4s | 2.93 sym/s | Total: 20.3m | ETA: 17.4s
[2025-12-09T20:35:19.336088] [INFO ] [sig       ] [3564/3614] Forecasting XOMA...
[2025-12-09T20:35:19.336120] [INFO ] [sig       ] Generating forecast for: XOMA
[2025-12-09T20:35:19.336150] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XOMA' from 'https://tdm.silogroup.org/data/derivative_storage/XOMA.csv'.
[2025-12-09T20:35:19.349183] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'XOMA'.
[2025-12-09T20:35:19.349827] [INFO ] [FORECASTER] Starting predict_future for XOMA
[2025-12-09T20:35:19.350825] [DEBUG] [LOCAL     ] No optimal features file found for XOMA: ./output/feature-sets/XOMA.txt
[2025-12-09T20:35:19.350898] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:35:19.350931] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:35:19.350957] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:35:19.351018] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:35:19.411706] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:35:19.412791] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:35:19.412885] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:35:19.412917] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:35:19.531318] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:35:19.531546] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:35:19.531612] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:35:19.531643] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:35:19.535698] [DEBUG] [FORECASTER] XOMA: Forecast T+1@11:T+2@11: UP (p=77.94%)
[2025-12-09T20:35:19.536090] [INFO ] [FORECASTER] Completed predict_future for XOMA
[2025-12-09T20:35:19.536270] [INFO ] [sig       ] XOMA: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-09T20:35:19.684086] [INFO ] [LOCAL     ] Saved forecast: XOMA	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/XOMA.txt
[2025-12-09T20:35:19.684299] [INFO ] [sig       ] [3564/3614] Completed XOMA in 0.3s | 2.93 sym/s | Total: 20.3m | ETA: 17.1s
[2025-12-09T20:35:19.684342] [INFO ] [sig       ] [3565/3614] Forecasting XOS...
[2025-12-09T20:35:19.684411] [INFO ] [sig       ] Generating forecast for: XOS
[2025-12-09T20:35:19.684442] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XOS' from 'https://tdm.silogroup.org/data/derivative_storage/XOS.csv'.
[2025-12-09T20:35:19.696867] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'XOS'.
[2025-12-09T20:35:19.697430] [INFO ] [FORECASTER] Starting predict_future for XOS
[2025-12-09T20:35:19.698388] [DEBUG] [LOCAL     ] No optimal features file found for XOS: ./output/feature-sets/XOS.txt
[2025-12-09T20:35:19.698442] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:35:19.698475] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:35:19.698502] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:35:19.698565] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:35:19.758706] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:35:19.759831] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:35:19.760009] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:35:19.760046] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:35:19.887374] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:35:19.887689] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:35:19.887752] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:35:19.887786] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:35:19.893203] [DEBUG] [FORECASTER] XOS: Forecast T+1@11:T+2@11: DOWN (p=36.80%)
[2025-12-09T20:35:19.893954] [INFO ] [FORECASTER] Completed predict_future for XOS
[2025-12-09T20:35:19.894217] [INFO ] [sig       ] XOS: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-09T20:35:20.039074] [INFO ] [LOCAL     ] Saved forecast: XOS	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/XOS.txt
[2025-12-09T20:35:20.039238] [INFO ] [sig       ] [3565/3614] Completed XOS in 0.4s | 2.93 sym/s | Total: 20.3m | ETA: 16.7s
[2025-12-09T20:35:20.039278] [INFO ] [sig       ] [3566/3614] Forecasting XP...
[2025-12-09T20:35:20.039310] [INFO ] [sig       ] Generating forecast for: XP
[2025-12-09T20:35:20.039370] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XP' from 'https://tdm.silogroup.org/data/derivative_storage/XP.csv'.
[2025-12-09T20:35:20.051703] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'XP'.
[2025-12-09T20:35:20.052312] [INFO ] [FORECASTER] Starting predict_future for XP
[2025-12-09T20:35:20.053311] [DEBUG] [LOCAL     ] No optimal features file found for XP: ./output/feature-sets/XP.txt
[2025-12-09T20:35:20.053369] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:35:20.053403] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:35:20.053430] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:35:20.053487] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:35:20.111733] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:35:20.112985] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:35:20.113122] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:35:20.113155] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:35:20.240183] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:35:20.240406] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:35:20.240453] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:35:20.240482] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:35:20.244318] [DEBUG] [FORECASTER] XP: Forecast T+1@11:T+2@11: DOWN (p=22.16%)
[2025-12-09T20:35:20.244700] [INFO ] [FORECASTER] Completed predict_future for XP
[2025-12-09T20:35:20.244845] [INFO ] [sig       ] XP: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-09T20:35:20.385362] [INFO ] [LOCAL     ] Saved forecast: XP	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/XP.txt
[2025-12-09T20:35:20.385511] [INFO ] [sig       ] [3566/3614] Completed XP in 0.3s | 2.93 sym/s | Total: 20.3m | ETA: 16.4s
[2025-12-09T20:35:20.385551] [INFO ] [sig       ] [3567/3614] Forecasting XPEL...
[2025-12-09T20:35:20.385598] [INFO ] [sig       ] Generating forecast for: XPEL
[2025-12-09T20:35:20.385629] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XPEL' from 'https://tdm.silogroup.org/data/derivative_storage/XPEL.csv'.
[2025-12-09T20:35:20.396027] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'XPEL'.
[2025-12-09T20:35:20.396349] [INFO ] [FORECASTER] Starting predict_future for XPEL
[2025-12-09T20:35:20.397134] [DEBUG] [LOCAL     ] No optimal features file found for XPEL: ./output/feature-sets/XPEL.txt
[2025-12-09T20:35:20.397195] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:35:20.397232] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:35:20.397263] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:35:20.397321] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:35:20.455805] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:35:20.456604] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:35:20.456681] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:35:20.456712] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:35:20.574363] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:35:20.574524] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:35:20.574565] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:35:20.574613] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:35:20.578085] [DEBUG] [FORECASTER] XPEL: Forecast T+1@11:T+2@11: DOWN (p=15.46%)
[2025-12-09T20:35:20.578394] [INFO ] [FORECASTER] Completed predict_future for XPEL
[2025-12-09T20:35:20.578517] [INFO ] [sig       ] XPEL: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-09T20:35:20.718866] [INFO ] [LOCAL     ] Saved forecast: XPEL	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/XPEL.txt
[2025-12-09T20:35:20.719012] [INFO ] [sig       ] [3567/3614] Completed XPEL in 0.3s | 2.93 sym/s | Total: 20.3m | ETA: 16.0s
[2025-12-09T20:35:20.719051] [INFO ] [sig       ] [3568/3614] Forecasting XPO...
[2025-12-09T20:35:20.719080] [INFO ] [sig       ] Generating forecast for: XPO
[2025-12-09T20:35:20.719137] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XPO' from 'https://tdm.silogroup.org/data/derivative_storage/XPO.csv'.
[2025-12-09T20:35:20.729352] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XPO'.
[2025-12-09T20:35:20.729671] [INFO ] [FORECASTER] Starting predict_future for XPO
[2025-12-09T20:35:20.730455] [DEBUG] [LOCAL     ] No optimal features file found for XPO: ./output/feature-sets/XPO.txt
[2025-12-09T20:35:20.730504] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:35:20.730535] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:35:20.730560] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:35:20.730638] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:35:20.786397] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:35:20.787196] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:35:20.787275] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:35:20.787308] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:35:20.905399] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:35:20.905546] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:35:20.905603] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:35:20.905636] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:35:20.909041] [DEBUG] [FORECASTER] XPO: Forecast T+1@11:T+2@11: DOWN (p=41.27%)
[2025-12-09T20:35:20.909307] [INFO ] [FORECASTER] Completed predict_future for XPO
[2025-12-09T20:35:20.909429] [INFO ] [sig       ] XPO: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:35:21.048514] [INFO ] [LOCAL     ] Saved forecast: XPO	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/XPO.txt
[2025-12-09T20:35:21.048678] [INFO ] [sig       ] [3568/3614] Completed XPO in 0.3s | 2.93 sym/s | Total: 20.3m | ETA: 15.7s
[2025-12-09T20:35:21.048719] [INFO ] [sig       ] [3569/3614] Forecasting XPOF...
[2025-12-09T20:35:21.048748] [INFO ] [sig       ] Generating forecast for: XPOF
[2025-12-09T20:35:21.048777] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XPOF' from 'https://tdm.silogroup.org/data/derivative_storage/XPOF.csv'.
[2025-12-09T20:35:21.059040] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XPOF'.
[2025-12-09T20:35:21.059330] [INFO ] [FORECASTER] Starting predict_future for XPOF
[2025-12-09T20:35:21.060089] [DEBUG] [LOCAL     ] No optimal features file found for XPOF: ./output/feature-sets/XPOF.txt
[2025-12-09T20:35:21.060138] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:35:21.060170] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:35:21.060196] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:35:21.060250] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:35:21.115339] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:35:21.115971] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:35:21.116047] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:35:21.116077] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:35:21.236541] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:35:21.236734] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:35:21.236776] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:35:21.236804] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:35:21.240412] [DEBUG] [FORECASTER] XPOF: Forecast T+1@11:T+2@11: DOWN (p=5.75%)
[2025-12-09T20:35:21.240728] [INFO ] [FORECASTER] Completed predict_future for XPOF
[2025-12-09T20:35:21.240846] [INFO ] [sig       ] XPOF: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:35:21.381055] [INFO ] [LOCAL     ] Saved forecast: XPOF	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/XPOF.txt
[2025-12-09T20:35:21.381192] [INFO ] [sig       ] [3569/3614] Completed XPOF in 0.3s | 2.93 sym/s | Total: 20.3m | ETA: 15.3s
[2025-12-09T20:35:21.381233] [INFO ] [sig       ] [3570/3614] Forecasting XPON...
[2025-12-09T20:35:21.381263] [INFO ] [sig       ] Generating forecast for: XPON
[2025-12-09T20:35:21.381293] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XPON' from 'https://tdm.silogroup.org/data/derivative_storage/XPON.csv'.
[2025-12-09T20:35:21.392088] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XPON'.
[2025-12-09T20:35:21.392406] [INFO ] [FORECASTER] Starting predict_future for XPON
[2025-12-09T20:35:21.393171] [DEBUG] [LOCAL     ] No optimal features file found for XPON: ./output/feature-sets/XPON.txt
[2025-12-09T20:35:21.393224] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:35:21.393254] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:35:21.393281] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:35:21.393335] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:35:21.448532] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:35:21.449518] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:35:21.449632] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:35:21.449673] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:35:21.566818] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:35:21.566969] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:35:21.567010] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:35:21.567039] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:35:21.570490] [DEBUG] [FORECASTER] XPON: Forecast T+1@11:T+2@11: UP (p=92.65%)
[2025-12-09T20:35:21.570781] [INFO ] [FORECASTER] Completed predict_future for XPON
[2025-12-09T20:35:21.570901] [INFO ] [sig       ] XPON: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:35:21.710433] [INFO ] [LOCAL     ] Saved forecast: XPON	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/XPON.txt
[2025-12-09T20:35:21.710565] [INFO ] [sig       ] [3570/3614] Completed XPON in 0.3s | 2.93 sym/s | Total: 20.3m | ETA: 15.0s
[2025-12-09T20:35:21.710623] [INFO ] [sig       ] [3571/3614] Forecasting XPRO...
[2025-12-09T20:35:21.710652] [INFO ] [sig       ] Generating forecast for: XPRO
[2025-12-09T20:35:21.710681] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XPRO' from 'https://tdm.silogroup.org/data/derivative_storage/XPRO.csv'.
[2025-12-09T20:35:21.721854] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XPRO'.
[2025-12-09T20:35:21.722260] [INFO ] [FORECASTER] Starting predict_future for XPRO
[2025-12-09T20:35:21.723052] [DEBUG] [LOCAL     ] No optimal features file found for XPRO: ./output/feature-sets/XPRO.txt
[2025-12-09T20:35:21.723104] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:35:21.723135] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:35:21.723162] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:35:21.723222] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:35:21.779849] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:35:21.780703] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:35:21.780782] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:35:21.780814] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:35:21.901595] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:35:21.901793] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:35:21.901837] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:35:21.901867] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:35:21.905652] [DEBUG] [FORECASTER] XPRO: Forecast T+1@11:T+2@11: DOWN (p=1.34%)
[2025-12-09T20:35:21.905954] [INFO ] [FORECASTER] Completed predict_future for XPRO
[2025-12-09T20:35:21.906083] [INFO ] [sig       ] XPRO: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:35:22.049319] [INFO ] [LOCAL     ] Saved forecast: XPRO	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/XPRO.txt
[2025-12-09T20:35:22.049472] [INFO ] [sig       ] [3571/3614] Completed XPRO in 0.3s | 2.93 sym/s | Total: 20.3m | ETA: 14.7s
[2025-12-09T20:35:22.049511] [INFO ] [sig       ] [3572/3614] Forecasting XRAY...
[2025-12-09T20:35:22.049541] [INFO ] [sig       ] Generating forecast for: XRAY
[2025-12-09T20:35:22.049588] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XRAY' from 'https://tdm.silogroup.org/data/derivative_storage/XRAY.csv'.
[2025-12-09T20:35:22.060090] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'XRAY'.
[2025-12-09T20:35:22.060464] [INFO ] [FORECASTER] Starting predict_future for XRAY
[2025-12-09T20:35:22.061238] [DEBUG] [LOCAL     ] No optimal features file found for XRAY: ./output/feature-sets/XRAY.txt
[2025-12-09T20:35:22.061288] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:35:22.061345] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:35:22.061373] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:35:22.061428] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:35:22.117217] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:35:22.118092] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:35:22.118180] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:35:22.118213] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:35:22.239129] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:35:22.239285] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:35:22.239325] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:35:22.239354] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:35:22.242722] [DEBUG] [FORECASTER] XRAY: Forecast T+1@11:T+2@11: UP (p=95.82%)
[2025-12-09T20:35:22.243031] [INFO ] [FORECASTER] Completed predict_future for XRAY
[2025-12-09T20:35:22.243164] [INFO ] [sig       ] XRAY: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-09T20:35:22.385092] [INFO ] [LOCAL     ] Saved forecast: XRAY	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/XRAY.txt
[2025-12-09T20:35:22.385244] [INFO ] [sig       ] [3572/3614] Completed XRAY in 0.3s | 2.93 sym/s | Total: 20.3m | ETA: 14.3s
[2025-12-09T20:35:22.385284] [INFO ] [sig       ] [3573/3614] Forecasting XRX...
[2025-12-09T20:35:22.385313] [INFO ] [sig       ] Generating forecast for: XRX
[2025-12-09T20:35:22.385344] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XRX' from 'https://tdm.silogroup.org/data/derivative_storage/XRX.csv'.
[2025-12-09T20:35:22.395553] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'XRX'.
[2025-12-09T20:35:22.395953] [INFO ] [FORECASTER] Starting predict_future for XRX
[2025-12-09T20:35:22.396737] [DEBUG] [LOCAL     ] No optimal features file found for XRX: ./output/feature-sets/XRX.txt
[2025-12-09T20:35:22.396789] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:35:22.396820] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:35:22.396847] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:35:22.396901] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:35:22.453176] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:35:22.454024] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:35:22.454105] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:35:22.454136] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:35:22.570209] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:35:22.570369] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:35:22.570412] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:35:22.570440] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:35:22.573865] [DEBUG] [FORECASTER] XRX: Forecast T+1@11:T+2@11: UP (p=98.81%)
[2025-12-09T20:35:22.574168] [INFO ] [FORECASTER] Completed predict_future for XRX
[2025-12-09T20:35:22.574302] [INFO ] [sig       ] XRX: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-09T20:35:22.716176] [INFO ] [LOCAL     ] Saved forecast: XRX	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/XRX.txt
[2025-12-09T20:35:22.716335] [INFO ] [sig       ] [3573/3614] Completed XRX in 0.3s | 2.93 sym/s | Total: 20.3m | ETA: 14.0s
[2025-12-09T20:35:22.716373] [INFO ] [sig       ] [3574/3614] Forecasting XTIA...
[2025-12-09T20:35:22.716403] [INFO ] [sig       ] Generating forecast for: XTIA
[2025-12-09T20:35:22.716433] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XTIA' from 'https://tdm.silogroup.org/data/derivative_storage/XTIA.csv'.
[2025-12-09T20:35:22.727309] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XTIA'.
[2025-12-09T20:35:22.727938] [INFO ] [FORECASTER] Starting predict_future for XTIA
[2025-12-09T20:35:22.728809] [DEBUG] [LOCAL     ] No optimal features file found for XTIA: ./output/feature-sets/XTIA.txt
[2025-12-09T20:35:22.728861] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:35:22.728895] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:35:22.728923] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:35:22.728980] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:35:22.786757] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:35:22.787662] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:35:22.787744] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:35:22.787776] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:35:22.912224] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:35:22.912378] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:35:22.912419] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:35:22.912447] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:35:22.915801] [DEBUG] [FORECASTER] XTIA: Forecast T+1@11:T+2@11: UP (p=79.70%)
[2025-12-09T20:35:22.916071] [INFO ] [FORECASTER] Completed predict_future for XTIA
[2025-12-09T20:35:22.916201] [INFO ] [sig       ] XTIA: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:35:23.063903] [INFO ] [LOCAL     ] Saved forecast: XTIA	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/XTIA.txt
[2025-12-09T20:35:23.064056] [INFO ] [sig       ] [3574/3614] Completed XTIA in 0.3s | 2.93 sym/s | Total: 20.3m | ETA: 13.6s
[2025-12-09T20:35:23.064097] [INFO ] [sig       ] [3575/3614] Forecasting XTKG...
[2025-12-09T20:35:23.064126] [INFO ] [sig       ] Generating forecast for: XTKG
[2025-12-09T20:35:23.064156] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XTKG' from 'https://tdm.silogroup.org/data/derivative_storage/XTKG.csv'.
[2025-12-09T20:35:23.074524] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'XTKG'.
[2025-12-09T20:35:23.074923] [INFO ] [FORECASTER] Starting predict_future for XTKG
[2025-12-09T20:35:23.075707] [DEBUG] [LOCAL     ] No optimal features file found for XTKG: ./output/feature-sets/XTKG.txt
[2025-12-09T20:35:23.075759] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:35:23.075803] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:35:23.075830] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:35:23.075885] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:35:23.132381] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:35:23.133249] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:35:23.133332] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:35:23.133365] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:35:23.250688] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:35:23.250836] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:35:23.250877] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:35:23.250942] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:35:23.254338] [DEBUG] [FORECASTER] XTKG: Forecast T+1@11:T+2@11: UP (p=58.37%)
[2025-12-09T20:35:23.254660] [INFO ] [FORECASTER] Completed predict_future for XTKG
[2025-12-09T20:35:23.254791] [INFO ] [sig       ] XTKG: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-09T20:35:23.397705] [INFO ] [LOCAL     ] Saved forecast: XTKG	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/XTKG.txt
[2025-12-09T20:35:23.397908] [INFO ] [sig       ] [3575/3614] Completed XTKG in 0.3s | 2.93 sym/s | Total: 20.3m | ETA: 13.3s
[2025-12-09T20:35:23.397950] [INFO ] [sig       ] [3576/3614] Forecasting XYF...
[2025-12-09T20:35:23.397981] [INFO ] [sig       ] Generating forecast for: XYF
[2025-12-09T20:35:23.398010] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XYF' from 'https://tdm.silogroup.org/data/derivative_storage/XYF.csv'.
[2025-12-09T20:35:23.409136] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XYF'.
[2025-12-09T20:35:23.409476] [INFO ] [FORECASTER] Starting predict_future for XYF
[2025-12-09T20:35:23.410254] [DEBUG] [LOCAL     ] No optimal features file found for XYF: ./output/feature-sets/XYF.txt
[2025-12-09T20:35:23.410306] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:35:23.410337] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:35:23.410363] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:35:23.410417] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:35:23.469837] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:35:23.470703] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:35:23.470783] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:35:23.470815] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:35:23.591244] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:35:23.591399] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:35:23.591439] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:35:23.591467] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:35:23.594818] [DEBUG] [FORECASTER] XYF: Forecast T+1@11:T+2@11: UP (p=74.61%)
[2025-12-09T20:35:23.595092] [INFO ] [FORECASTER] Completed predict_future for XYF
[2025-12-09T20:35:23.595218] [INFO ] [sig       ] XYF: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:35:23.740713] [INFO ] [LOCAL     ] Saved forecast: XYF	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/XYF.txt
[2025-12-09T20:35:23.740850] [INFO ] [sig       ] [3576/3614] Completed XYF in 0.3s | 2.93 sym/s | Total: 20.3m | ETA: 13.0s
[2025-12-09T20:35:23.740891] [INFO ] [sig       ] [3577/3614] Forecasting XYL...
[2025-12-09T20:35:23.740933] [INFO ] [sig       ] Generating forecast for: XYL
[2025-12-09T20:35:23.740967] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XYL' from 'https://tdm.silogroup.org/data/derivative_storage/XYL.csv'.
[2025-12-09T20:35:23.751533] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XYL'.
[2025-12-09T20:35:23.751932] [INFO ] [FORECASTER] Starting predict_future for XYL
[2025-12-09T20:35:23.752789] [DEBUG] [LOCAL     ] No optimal features file found for XYL: ./output/feature-sets/XYL.txt
[2025-12-09T20:35:23.752839] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:35:23.752870] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:35:23.752896] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:35:23.752952] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:35:23.813557] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:35:23.814196] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:35:23.814278] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:35:23.814311] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:35:23.935007] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:35:23.935148] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:35:23.935189] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:35:23.935218] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:35:23.938605] [DEBUG] [FORECASTER] XYL: Forecast T+1@11:T+2@11: UP (p=77.94%)
[2025-12-09T20:35:23.938869] [INFO ] [FORECASTER] Completed predict_future for XYL
[2025-12-09T20:35:23.938988] [INFO ] [sig       ] XYL: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:35:24.088728] [INFO ] [LOCAL     ] Saved forecast: XYL	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/XYL.txt
[2025-12-09T20:35:24.088921] [INFO ] [sig       ] [3577/3614] Completed XYL in 0.3s | 2.93 sym/s | Total: 20.3m | ETA: 12.6s
[2025-12-09T20:35:24.088961] [INFO ] [sig       ] [3578/3614] Forecasting YALA...
[2025-12-09T20:35:24.088991] [INFO ] [sig       ] Generating forecast for: YALA
[2025-12-09T20:35:24.089021] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YALA' from 'https://tdm.silogroup.org/data/derivative_storage/YALA.csv'.
[2025-12-09T20:35:24.099896] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YALA'.
[2025-12-09T20:35:24.100280] [INFO ] [FORECASTER] Starting predict_future for YALA
[2025-12-09T20:35:24.101062] [DEBUG] [LOCAL     ] No optimal features file found for YALA: ./output/feature-sets/YALA.txt
[2025-12-09T20:35:24.101113] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:35:24.101143] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:35:24.101168] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:35:24.101224] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:35:24.158699] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:35:24.159662] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:35:24.159743] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:35:24.159776] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:35:24.280973] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:35:24.281128] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:35:24.281169] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:35:24.281197] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:35:24.284706] [DEBUG] [FORECASTER] YALA: Forecast T+1@11:T+2@11: DOWN (p=37.23%)
[2025-12-09T20:35:24.285049] [INFO ] [FORECASTER] Completed predict_future for YALA
[2025-12-09T20:35:24.285188] [INFO ] [sig       ] YALA: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:35:24.429391] [INFO ] [LOCAL     ] Saved forecast: YALA	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/YALA.txt
[2025-12-09T20:35:24.429748] [INFO ] [sig       ] [3578/3614] Completed YALA in 0.3s | 2.93 sym/s | Total: 20.3m | ETA: 12.3s
[2025-12-09T20:35:24.429794] [INFO ] [sig       ] [3579/3614] Forecasting YELP...
[2025-12-09T20:35:24.429826] [INFO ] [sig       ] Generating forecast for: YELP
[2025-12-09T20:35:24.429854] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YELP' from 'https://tdm.silogroup.org/data/derivative_storage/YELP.csv'.
[2025-12-09T20:35:24.441709] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'YELP'.
[2025-12-09T20:35:24.442134] [INFO ] [FORECASTER] Starting predict_future for YELP
[2025-12-09T20:35:24.442956] [DEBUG] [LOCAL     ] No optimal features file found for YELP: ./output/feature-sets/YELP.txt
[2025-12-09T20:35:24.443007] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:35:24.443038] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:35:24.443063] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:35:24.443118] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:35:24.500097] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:35:24.500922] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:35:24.501001] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:35:24.501032] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:35:24.638013] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:35:24.638176] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:35:24.638219] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:35:24.638250] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:35:24.642073] [DEBUG] [FORECASTER] YELP: Forecast T+1@11:T+2@11: DOWN (p=2.22%)
[2025-12-09T20:35:24.642364] [INFO ] [FORECASTER] Completed predict_future for YELP
[2025-12-09T20:35:24.642495] [INFO ] [sig       ] YELP: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-09T20:35:24.783780] [INFO ] [LOCAL     ] Saved forecast: YELP	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/YELP.txt
[2025-12-09T20:35:24.783913] [INFO ] [sig       ] [3579/3614] Completed YELP in 0.4s | 2.93 sym/s | Total: 20.3m | ETA: 11.9s
[2025-12-09T20:35:24.783951] [INFO ] [sig       ] [3580/3614] Forecasting YETI...
[2025-12-09T20:35:24.783981] [INFO ] [sig       ] Generating forecast for: YETI
[2025-12-09T20:35:24.784009] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YETI' from 'https://tdm.silogroup.org/data/derivative_storage/YETI.csv'.
[2025-12-09T20:35:24.795041] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YETI'.
[2025-12-09T20:35:24.795389] [INFO ] [FORECASTER] Starting predict_future for YETI
[2025-12-09T20:35:24.796221] [DEBUG] [LOCAL     ] No optimal features file found for YETI: ./output/feature-sets/YETI.txt
[2025-12-09T20:35:24.796280] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:35:24.796313] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:35:24.796340] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:35:24.796398] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:35:24.854526] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:35:24.855368] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:35:24.855449] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:35:24.855483] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:35:24.987405] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:35:24.987587] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:35:24.987631] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:35:24.987659] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:35:24.990974] [DEBUG] [FORECASTER] YETI: Forecast T+1@11:T+2@11: DOWN (p=4.10%)
[2025-12-09T20:35:24.991239] [INFO ] [FORECASTER] Completed predict_future for YETI
[2025-12-09T20:35:24.991378] [INFO ] [sig       ] YETI: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:35:25.135366] [INFO ] [LOCAL     ] Saved forecast: YETI	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/YETI.txt
[2025-12-09T20:35:25.135517] [INFO ] [sig       ] [3580/3614] Completed YETI in 0.4s | 2.93 sym/s | Total: 20.3m | ETA: 11.6s
[2025-12-09T20:35:25.135556] [INFO ] [sig       ] [3581/3614] Forecasting YMM...
[2025-12-09T20:35:25.135605] [INFO ] [sig       ] Generating forecast for: YMM
[2025-12-09T20:35:25.135636] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YMM' from 'https://tdm.silogroup.org/data/derivative_storage/YMM.csv'.
[2025-12-09T20:35:25.146709] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'YMM'.
[2025-12-09T20:35:25.147047] [INFO ] [FORECASTER] Starting predict_future for YMM
[2025-12-09T20:35:25.147839] [DEBUG] [LOCAL     ] No optimal features file found for YMM: ./output/feature-sets/YMM.txt
[2025-12-09T20:35:25.147890] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:35:25.147920] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:35:25.147946] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:35:25.148001] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:35:25.204162] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:35:25.205026] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:35:25.205105] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:35:25.205137] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:35:25.323335] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:35:25.323487] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:35:25.323527] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:35:25.323555] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:35:25.326852] [DEBUG] [FORECASTER] YMM: Forecast T+1@11:T+2@11: DOWN (p=25.66%)
[2025-12-09T20:35:25.327113] [INFO ] [FORECASTER] Completed predict_future for YMM
[2025-12-09T20:35:25.327228] [INFO ] [sig       ] YMM: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-09T20:35:25.464714] [INFO ] [LOCAL     ] Saved forecast: YMM	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/YMM.txt
[2025-12-09T20:35:25.464850] [INFO ] [sig       ] [3581/3614] Completed YMM in 0.3s | 2.93 sym/s | Total: 20.4m | ETA: 11.3s
[2025-12-09T20:35:25.464889] [INFO ] [sig       ] [3582/3614] Forecasting YPF...
[2025-12-09T20:35:25.464922] [INFO ] [sig       ] Generating forecast for: YPF
[2025-12-09T20:35:25.464951] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YPF' from 'https://tdm.silogroup.org/data/derivative_storage/YPF.csv'.
[2025-12-09T20:35:25.474743] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YPF'.
[2025-12-09T20:35:25.475034] [INFO ] [FORECASTER] Starting predict_future for YPF
[2025-12-09T20:35:25.475791] [DEBUG] [LOCAL     ] No optimal features file found for YPF: ./output/feature-sets/YPF.txt
[2025-12-09T20:35:25.475840] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:35:25.475871] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:35:25.475897] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:35:25.475952] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:35:25.531159] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:35:25.531858] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:35:25.531959] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:35:25.531992] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:35:25.653389] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:35:25.653548] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:35:25.653625] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:35:25.653657] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:35:25.656963] [DEBUG] [FORECASTER] YPF: Forecast T+1@11:T+2@11: UP (p=98.03%)
[2025-12-09T20:35:25.657221] [INFO ] [FORECASTER] Completed predict_future for YPF
[2025-12-09T20:35:25.657337] [INFO ] [sig       ] YPF: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:35:25.794530] [INFO ] [LOCAL     ] Saved forecast: YPF	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/YPF.txt
[2025-12-09T20:35:25.794687] [INFO ] [sig       ] [3582/3614] Completed YPF in 0.3s | 2.93 sym/s | Total: 20.4m | ETA: 10.9s
[2025-12-09T20:35:25.794730] [INFO ] [sig       ] [3583/3614] Forecasting YQQQ...
[2025-12-09T20:35:25.794759] [INFO ] [sig       ] Generating forecast for: YQQQ
[2025-12-09T20:35:25.794788] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YQQQ' from 'https://tdm.silogroup.org/data/derivative_storage/YQQQ.csv'.
[2025-12-09T20:35:25.805060] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'YQQQ'.
[2025-12-09T20:35:25.805327] [INFO ] [FORECASTER] Starting predict_future for YQQQ
[2025-12-09T20:35:25.806112] [DEBUG] [LOCAL     ] No optimal features file found for YQQQ: ./output/feature-sets/YQQQ.txt
[2025-12-09T20:35:25.806163] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:35:25.806194] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:35:25.806220] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:35:25.806274] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:35:25.862318] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:35:25.863058] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:35:25.863134] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:35:25.863166] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:35:25.982424] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:35:25.982609] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:35:25.982655] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:35:25.982684] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:35:25.986104] [DEBUG] [FORECASTER] YQQQ: Forecast T+1@11:T+2@11: UP (p=83.82%)
[2025-12-09T20:35:25.986379] [INFO ] [FORECASTER] Completed predict_future for YQQQ
[2025-12-09T20:35:25.986498] [INFO ] [sig       ] YQQQ: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-09T20:35:26.124723] [INFO ] [LOCAL     ] Saved forecast: YQQQ	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/YQQQ.txt
[2025-12-09T20:35:26.124863] [INFO ] [sig       ] [3583/3614] Completed YQQQ in 0.3s | 2.93 sym/s | Total: 20.4m | ETA: 10.6s
[2025-12-09T20:35:26.124903] [INFO ] [sig       ] [3584/3614] Forecasting YRD...
[2025-12-09T20:35:26.124931] [INFO ] [sig       ] Generating forecast for: YRD
[2025-12-09T20:35:26.124961] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YRD' from 'https://tdm.silogroup.org/data/derivative_storage/YRD.csv'.
[2025-12-09T20:35:26.135305] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'YRD'.
[2025-12-09T20:35:26.135665] [INFO ] [FORECASTER] Starting predict_future for YRD
[2025-12-09T20:35:26.136424] [DEBUG] [LOCAL     ] No optimal features file found for YRD: ./output/feature-sets/YRD.txt
[2025-12-09T20:35:26.136474] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:35:26.136505] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:35:26.136530] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:35:26.136603] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:35:26.191990] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:35:26.192704] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:35:26.192799] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:35:26.192832] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:35:26.308384] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:35:26.308534] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:35:26.308589] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:35:26.308622] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:35:26.312001] [DEBUG] [FORECASTER] YRD: Forecast T+1@11:T+2@11: UP (p=88.29%)
[2025-12-09T20:35:26.312262] [INFO ] [FORECASTER] Completed predict_future for YRD
[2025-12-09T20:35:26.312386] [INFO ] [sig       ] YRD: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-09T20:35:26.452555] [INFO ] [LOCAL     ] Saved forecast: YRD	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/YRD.txt
[2025-12-09T20:35:26.452728] [INFO ] [sig       ] [3584/3614] Completed YRD in 0.3s | 2.93 sym/s | Total: 20.4m | ETA: 10.2s
[2025-12-09T20:35:26.452766] [INFO ] [sig       ] [3585/3614] Forecasting YSG...
[2025-12-09T20:35:26.452796] [INFO ] [sig       ] Generating forecast for: YSG
[2025-12-09T20:35:26.452825] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YSG' from 'https://tdm.silogroup.org/data/derivative_storage/YSG.csv'.
[2025-12-09T20:35:26.462933] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'YSG'.
[2025-12-09T20:35:26.463170] [INFO ] [FORECASTER] Starting predict_future for YSG
[2025-12-09T20:35:26.463915] [DEBUG] [LOCAL     ] No optimal features file found for YSG: ./output/feature-sets/YSG.txt
[2025-12-09T20:35:26.463965] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:35:26.463997] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:35:26.464023] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:35:26.464077] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:35:26.519886] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:35:26.520631] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:35:26.520708] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:35:26.520739] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:35:26.636833] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:35:26.636964] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:35:26.637001] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:35:26.637030] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:35:26.640288] [DEBUG] [FORECASTER] YSG: Forecast T+1@11:T+2@11: DOWN (p=45.75%)
[2025-12-09T20:35:26.640553] [INFO ] [FORECASTER] Completed predict_future for YSG
[2025-12-09T20:35:26.640687] [INFO ] [sig       ] YSG: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-09T20:35:26.780055] [INFO ] [LOCAL     ] Saved forecast: YSG	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/YSG.txt
[2025-12-09T20:35:26.780259] [INFO ] [sig       ] [3585/3614] Completed YSG in 0.3s | 2.93 sym/s | Total: 20.4m | ETA: 9.9s
[2025-12-09T20:35:26.780312] [INFO ] [sig       ] [3586/3614] Forecasting YTRA...
[2025-12-09T20:35:26.780383] [INFO ] [sig       ] Generating forecast for: YTRA
[2025-12-09T20:35:26.780418] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YTRA' from 'https://tdm.silogroup.org/data/derivative_storage/YTRA.csv'.
[2025-12-09T20:35:26.791132] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YTRA'.
[2025-12-09T20:35:26.791503] [INFO ] [FORECASTER] Starting predict_future for YTRA
[2025-12-09T20:35:26.792375] [DEBUG] [LOCAL     ] No optimal features file found for YTRA: ./output/feature-sets/YTRA.txt
[2025-12-09T20:35:26.792428] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:35:26.792474] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:35:26.792501] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:35:26.792556] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:35:26.852076] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:35:26.852966] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:35:26.853067] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:35:26.853115] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:35:26.971942] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:35:26.972110] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:35:26.972165] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:35:26.972209] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:35:26.976166] [DEBUG] [FORECASTER] YTRA: Forecast T+1@11:T+2@11: DOWN (p=2.03%)
[2025-12-09T20:35:26.976456] [INFO ] [FORECASTER] Completed predict_future for YTRA
[2025-12-09T20:35:26.976603] [INFO ] [sig       ] YTRA: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:35:27.131869] [INFO ] [LOCAL     ] Saved forecast: YTRA	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/YTRA.txt
[2025-12-09T20:35:27.132019] [INFO ] [sig       ] [3586/3614] Completed YTRA in 0.4s | 2.93 sym/s | Total: 20.4m | ETA: 9.5s
[2025-12-09T20:35:27.132059] [INFO ] [sig       ] [3587/3614] Forecasting YUM...
[2025-12-09T20:35:27.132089] [INFO ] [sig       ] Generating forecast for: YUM
[2025-12-09T20:35:27.132118] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YUM' from 'https://tdm.silogroup.org/data/derivative_storage/YUM.csv'.
[2025-12-09T20:35:27.143811] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YUM'.
[2025-12-09T20:35:27.144170] [INFO ] [FORECASTER] Starting predict_future for YUM
[2025-12-09T20:35:27.144996] [DEBUG] [LOCAL     ] No optimal features file found for YUM: ./output/feature-sets/YUM.txt
[2025-12-09T20:35:27.145048] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:35:27.145081] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:35:27.145107] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:35:27.145163] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:35:27.206767] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:35:27.207685] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:35:27.207767] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:35:27.207799] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:35:27.333712] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:35:27.333860] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:35:27.333901] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:35:27.333931] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:35:27.337610] [DEBUG] [FORECASTER] YUM: Forecast T+1@11:T+2@11: DOWN (p=47.51%)
[2025-12-09T20:35:27.337918] [INFO ] [FORECASTER] Completed predict_future for YUM
[2025-12-09T20:35:27.338053] [INFO ] [sig       ] YUM: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:35:27.490856] [INFO ] [LOCAL     ] Saved forecast: YUM	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/YUM.txt
[2025-12-09T20:35:27.491019] [INFO ] [sig       ] [3587/3614] Completed YUM in 0.4s | 2.93 sym/s | Total: 20.4m | ETA: 9.2s
[2025-12-09T20:35:27.491066] [INFO ] [sig       ] [3588/3614] Forecasting YUMC...
[2025-12-09T20:35:27.491096] [INFO ] [sig       ] Generating forecast for: YUMC
[2025-12-09T20:35:27.491125] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YUMC' from 'https://tdm.silogroup.org/data/derivative_storage/YUMC.csv'.
[2025-12-09T20:35:27.502478] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YUMC'.
[2025-12-09T20:35:27.502838] [INFO ] [FORECASTER] Starting predict_future for YUMC
[2025-12-09T20:35:27.503619] [DEBUG] [LOCAL     ] No optimal features file found for YUMC: ./output/feature-sets/YUMC.txt
[2025-12-09T20:35:27.503671] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:35:27.503703] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:35:27.503730] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:35:27.503787] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:35:27.566276] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:35:27.567118] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:35:27.567209] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:35:27.567259] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:35:27.693176] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:35:27.693329] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:35:27.693392] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:35:27.693451] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:35:27.697097] [DEBUG] [FORECASTER] YUMC: Forecast T+1@11:T+2@11: UP (p=95.74%)
[2025-12-09T20:35:27.697412] [INFO ] [FORECASTER] Completed predict_future for YUMC
[2025-12-09T20:35:27.697566] [INFO ] [sig       ] YUMC: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:35:27.839475] [INFO ] [LOCAL     ] Saved forecast: YUMC	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/YUMC.txt
[2025-12-09T20:35:27.839632] [INFO ] [sig       ] [3588/3614] Completed YUMC in 0.3s | 2.93 sym/s | Total: 20.4m | ETA: 8.9s
[2025-12-09T20:35:27.839674] [INFO ] [sig       ] [3589/3614] Forecasting Z...
[2025-12-09T20:35:27.839703] [INFO ] [sig       ] Generating forecast for: Z
[2025-12-09T20:35:27.839732] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'Z' from 'https://tdm.silogroup.org/data/derivative_storage/Z.csv'.
[2025-12-09T20:35:27.850631] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'Z'.
[2025-12-09T20:35:27.851039] [INFO ] [FORECASTER] Starting predict_future for Z
[2025-12-09T20:35:27.851843] [DEBUG] [LOCAL     ] No optimal features file found for Z: ./output/feature-sets/Z.txt
[2025-12-09T20:35:27.851895] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:35:27.851956] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:35:27.851985] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:35:27.852040] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:35:27.908623] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:35:27.909504] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:35:27.909611] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:35:27.909646] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:35:28.032343] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:35:28.032490] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:35:28.032529] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:35:28.032557] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:35:28.035884] [DEBUG] [FORECASTER] Z: Forecast T+1@11:T+2@11: DOWN (p=1.48%)
[2025-12-09T20:35:28.036152] [INFO ] [FORECASTER] Completed predict_future for Z
[2025-12-09T20:35:28.036270] [INFO ] [sig       ] Z: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:35:28.182282] [INFO ] [LOCAL     ] Saved forecast: Z	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/Z.txt
[2025-12-09T20:35:28.182419] [INFO ] [sig       ] [3589/3614] Completed Z in 0.3s | 2.93 sym/s | Total: 20.4m | ETA: 8.5s
[2025-12-09T20:35:28.182457] [INFO ] [sig       ] [3590/3614] Forecasting ZBH...
[2025-12-09T20:35:28.182487] [INFO ] [sig       ] Generating forecast for: ZBH
[2025-12-09T20:35:28.182523] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZBH' from 'https://tdm.silogroup.org/data/derivative_storage/ZBH.csv'.
[2025-12-09T20:35:28.193943] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZBH'.
[2025-12-09T20:35:28.194354] [INFO ] [FORECASTER] Starting predict_future for ZBH
[2025-12-09T20:35:28.195166] [DEBUG] [LOCAL     ] No optimal features file found for ZBH: ./output/feature-sets/ZBH.txt
[2025-12-09T20:35:28.195218] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:35:28.195249] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:35:28.195274] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:35:28.195329] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:35:28.253789] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:35:28.254705] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:35:28.254801] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:35:28.254835] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:35:28.375943] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:35:28.376102] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:35:28.376142] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:35:28.376171] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:35:28.380233] [DEBUG] [FORECASTER] ZBH: Forecast T+1@11:T+2@11: UP (p=90.64%)
[2025-12-09T20:35:28.380789] [INFO ] [FORECASTER] Completed predict_future for ZBH
[2025-12-09T20:35:28.380930] [INFO ] [sig       ] ZBH: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:35:28.522279] [INFO ] [LOCAL     ] Saved forecast: ZBH	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/ZBH.txt
[2025-12-09T20:35:28.522409] [INFO ] [sig       ] [3590/3614] Completed ZBH in 0.3s | 2.93 sym/s | Total: 20.4m | ETA: 8.2s
[2025-12-09T20:35:28.522447] [INFO ] [sig       ] [3591/3614] Forecasting ZBIO...
[2025-12-09T20:35:28.522476] [INFO ] [sig       ] Generating forecast for: ZBIO
[2025-12-09T20:35:28.522504] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZBIO' from 'https://tdm.silogroup.org/data/derivative_storage/ZBIO.csv'.
[2025-12-09T20:35:28.532787] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZBIO'.
[2025-12-09T20:35:28.533098] [INFO ] [FORECASTER] Starting predict_future for ZBIO
[2025-12-09T20:35:28.534047] [DEBUG] [LOCAL     ] No optimal features file found for ZBIO: ./output/feature-sets/ZBIO.txt
[2025-12-09T20:35:28.534108] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:35:28.534148] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:35:28.534183] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:35:28.534256] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:35:28.591908] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:35:28.592555] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:35:28.592655] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:35:28.592694] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:35:28.716536] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:35:28.716696] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:35:28.716736] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:35:28.716764] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:35:28.720251] [DEBUG] [FORECASTER] ZBIO: Forecast T+1@11:T+2@11: DOWN (p=42.76%)
[2025-12-09T20:35:28.720618] [INFO ] [FORECASTER] Completed predict_future for ZBIO
[2025-12-09T20:35:28.720763] [INFO ] [sig       ] ZBIO: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:35:28.860531] [INFO ] [LOCAL     ] Saved forecast: ZBIO	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/ZBIO.txt
[2025-12-09T20:35:28.860677] [INFO ] [sig       ] [3591/3614] Completed ZBIO in 0.3s | 2.93 sym/s | Total: 20.4m | ETA: 7.8s
[2025-12-09T20:35:28.860716] [INFO ] [sig       ] [3592/3614] Forecasting ZBRA...
[2025-12-09T20:35:28.860744] [INFO ] [sig       ] Generating forecast for: ZBRA
[2025-12-09T20:35:28.860775] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZBRA' from 'https://tdm.silogroup.org/data/derivative_storage/ZBRA.csv'.
[2025-12-09T20:35:28.870991] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'ZBRA'.
[2025-12-09T20:35:28.871254] [INFO ] [FORECASTER] Starting predict_future for ZBRA
[2025-12-09T20:35:28.872047] [DEBUG] [LOCAL     ] No optimal features file found for ZBRA: ./output/feature-sets/ZBRA.txt
[2025-12-09T20:35:28.872101] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:35:28.872133] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:35:28.872160] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:35:28.872216] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:35:28.932534] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:35:28.933207] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:35:28.933287] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:35:28.933320] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:35:29.053271] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:35:29.053427] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:35:29.053475] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:35:29.053535] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:35:29.056847] [DEBUG] [FORECASTER] ZBRA: Forecast T+1@11:T+2@11: DOWN (p=39.31%)
[2025-12-09T20:35:29.057113] [INFO ] [FORECASTER] Completed predict_future for ZBRA
[2025-12-09T20:35:29.057231] [INFO ] [sig       ] ZBRA: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-09T20:35:29.197874] [INFO ] [LOCAL     ] Saved forecast: ZBRA	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/ZBRA.txt
[2025-12-09T20:35:29.197999] [INFO ] [sig       ] [3592/3614] Completed ZBRA in 0.3s | 2.93 sym/s | Total: 20.4m | ETA: 7.5s
[2025-12-09T20:35:29.198036] [INFO ] [sig       ] [3593/3614] Forecasting ZD...
[2025-12-09T20:35:29.198065] [INFO ] [sig       ] Generating forecast for: ZD
[2025-12-09T20:35:29.198094] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZD' from 'https://tdm.silogroup.org/data/derivative_storage/ZD.csv'.
[2025-12-09T20:35:29.208157] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZD'.
[2025-12-09T20:35:29.208433] [INFO ] [FORECASTER] Starting predict_future for ZD
[2025-12-09T20:35:29.209222] [DEBUG] [LOCAL     ] No optimal features file found for ZD: ./output/feature-sets/ZD.txt
[2025-12-09T20:35:29.209275] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:35:29.209308] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:35:29.209335] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:35:29.209392] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:35:29.265969] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:35:29.266559] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:35:29.266649] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:35:29.266681] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:35:29.383696] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:35:29.383829] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:35:29.383868] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:35:29.383896] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:35:29.387161] [DEBUG] [FORECASTER] ZD: Forecast T+1@11:T+2@11: UP (p=76.74%)
[2025-12-09T20:35:29.387427] [INFO ] [FORECASTER] Completed predict_future for ZD
[2025-12-09T20:35:29.387591] [INFO ] [sig       ] ZD: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:35:29.533609] [INFO ] [LOCAL     ] Saved forecast: ZD	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/ZD.txt
[2025-12-09T20:35:29.533732] [INFO ] [sig       ] [3593/3614] Completed ZD in 0.3s | 2.93 sym/s | Total: 20.4m | ETA: 7.2s
[2025-12-09T20:35:29.533771] [INFO ] [sig       ] [3594/3614] Forecasting ZEPP...
[2025-12-09T20:35:29.533799] [INFO ] [sig       ] Generating forecast for: ZEPP
[2025-12-09T20:35:29.533827] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZEPP' from 'https://tdm.silogroup.org/data/derivative_storage/ZEPP.csv'.
[2025-12-09T20:35:29.544002] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZEPP'.
[2025-12-09T20:35:29.544336] [INFO ] [FORECASTER] Starting predict_future for ZEPP
[2025-12-09T20:35:29.545137] [DEBUG] [LOCAL     ] No optimal features file found for ZEPP: ./output/feature-sets/ZEPP.txt
[2025-12-09T20:35:29.545190] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:35:29.545222] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:35:29.545249] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:35:29.545306] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:35:29.603318] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:35:29.603975] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:35:29.604050] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:35:29.604082] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:35:29.720014] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:35:29.720163] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:35:29.720204] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:35:29.720235] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:35:29.723819] [DEBUG] [FORECASTER] ZEPP: Forecast T+1@11:T+2@11: DOWN (p=38.07%)
[2025-12-09T20:35:29.724090] [INFO ] [FORECASTER] Completed predict_future for ZEPP
[2025-12-09T20:35:29.724214] [INFO ] [sig       ] ZEPP: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:35:29.862215] [INFO ] [LOCAL     ] Saved forecast: ZEPP	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/ZEPP.txt
[2025-12-09T20:35:29.862334] [INFO ] [sig       ] [3594/3614] Completed ZEPP in 0.3s | 2.93 sym/s | Total: 20.4m | ETA: 6.8s
[2025-12-09T20:35:29.862379] [INFO ] [sig       ] [3595/3614] Forecasting ZETA...
[2025-12-09T20:35:29.862414] [INFO ] [sig       ] Generating forecast for: ZETA
[2025-12-09T20:35:29.862449] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZETA' from 'https://tdm.silogroup.org/data/derivative_storage/ZETA.csv'.
[2025-12-09T20:35:29.873025] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'ZETA'.
[2025-12-09T20:35:29.873285] [INFO ] [FORECASTER] Starting predict_future for ZETA
[2025-12-09T20:35:29.874066] [DEBUG] [LOCAL     ] No optimal features file found for ZETA: ./output/feature-sets/ZETA.txt
[2025-12-09T20:35:29.874116] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:35:29.874146] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:35:29.874171] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:35:29.874225] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:35:29.930683] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:35:29.931482] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:35:29.931561] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:35:29.931614] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:35:30.053199] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:35:30.053360] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:35:30.053401] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:35:30.053428] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:35:30.057200] [DEBUG] [FORECASTER] ZETA: Forecast T+1@11:T+2@11: UP (p=68.00%)
[2025-12-09T20:35:30.057464] [INFO ] [FORECASTER] Completed predict_future for ZETA
[2025-12-09T20:35:30.057633] [INFO ] [sig       ] ZETA: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-09T20:35:30.194658] [INFO ] [LOCAL     ] Saved forecast: ZETA	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/ZETA.txt
[2025-12-09T20:35:30.194789] [INFO ] [sig       ] [3595/3614] Completed ZETA in 0.3s | 2.93 sym/s | Total: 20.4m | ETA: 6.5s
[2025-12-09T20:35:30.194828] [INFO ] [sig       ] [3596/3614] Forecasting ZEUS...
[2025-12-09T20:35:30.194857] [INFO ] [sig       ] Generating forecast for: ZEUS
[2025-12-09T20:35:30.194886] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZEUS' from 'https://tdm.silogroup.org/data/derivative_storage/ZEUS.csv'.
[2025-12-09T20:35:30.204889] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZEUS'.
[2025-12-09T20:35:30.205151] [INFO ] [FORECASTER] Starting predict_future for ZEUS
[2025-12-09T20:35:30.205906] [DEBUG] [LOCAL     ] No optimal features file found for ZEUS: ./output/feature-sets/ZEUS.txt
[2025-12-09T20:35:30.205955] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:35:30.205986] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:35:30.206012] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:35:30.206066] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:35:30.260887] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:35:30.261457] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:35:30.261530] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:35:30.261562] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:35:30.380074] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:35:30.380213] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:35:30.380254] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:35:30.380282] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:35:30.383637] [DEBUG] [FORECASTER] ZEUS: Forecast T+1@11:T+2@11: DOWN (p=35.53%)
[2025-12-09T20:35:30.383897] [INFO ] [FORECASTER] Completed predict_future for ZEUS
[2025-12-09T20:35:30.384017] [INFO ] [sig       ] ZEUS: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:35:30.526036] [INFO ] [LOCAL     ] Saved forecast: ZEUS	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/ZEUS.txt
[2025-12-09T20:35:30.526157] [INFO ] [sig       ] [3596/3614] Completed ZEUS in 0.3s | 2.93 sym/s | Total: 20.4m | ETA: 6.1s
[2025-12-09T20:35:30.526195] [INFO ] [sig       ] [3597/3614] Forecasting ZG...
[2025-12-09T20:35:30.526224] [INFO ] [sig       ] Generating forecast for: ZG
[2025-12-09T20:35:30.526252] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZG' from 'https://tdm.silogroup.org/data/derivative_storage/ZG.csv'.
[2025-12-09T20:35:30.536474] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'ZG'.
[2025-12-09T20:35:30.536780] [INFO ] [FORECASTER] Starting predict_future for ZG
[2025-12-09T20:35:30.537529] [DEBUG] [LOCAL     ] No optimal features file found for ZG: ./output/feature-sets/ZG.txt
[2025-12-09T20:35:30.537601] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:35:30.537634] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:35:30.537661] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:35:30.537716] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:35:30.593624] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:35:30.594261] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:35:30.594336] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:35:30.594368] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:35:30.711539] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:35:30.711666] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:35:30.711707] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:35:30.711737] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:35:30.715016] [DEBUG] [FORECASTER] ZG: Forecast T+1@11:T+2@11: UP (p=99.02%)
[2025-12-09T20:35:30.715279] [INFO ] [FORECASTER] Completed predict_future for ZG
[2025-12-09T20:35:30.715397] [INFO ] [sig       ] ZG: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-09T20:35:30.854135] [INFO ] [LOCAL     ] Saved forecast: ZG	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/ZG.txt
[2025-12-09T20:35:30.854253] [INFO ] [sig       ] [3597/3614] Completed ZG in 0.3s | 2.93 sym/s | Total: 20.4m | ETA: 5.8s
[2025-12-09T20:35:30.854292] [INFO ] [sig       ] [3598/3614] Forecasting ZGN...
[2025-12-09T20:35:30.854320] [INFO ] [sig       ] Generating forecast for: ZGN
[2025-12-09T20:35:30.854349] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZGN' from 'https://tdm.silogroup.org/data/derivative_storage/ZGN.csv'.
[2025-12-09T20:35:30.865620] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZGN'.
[2025-12-09T20:35:30.866015] [INFO ] [FORECASTER] Starting predict_future for ZGN
[2025-12-09T20:35:30.866839] [DEBUG] [LOCAL     ] No optimal features file found for ZGN: ./output/feature-sets/ZGN.txt
[2025-12-09T20:35:30.866892] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:35:30.866923] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:35:30.866948] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:35:30.867003] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:35:30.924200] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:35:30.925088] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:35:30.925174] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:35:30.925207] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:35:31.049324] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:35:31.049480] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:35:31.049520] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:35:31.049548] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:35:31.052977] [DEBUG] [FORECASTER] ZGN: Forecast T+1@11:T+2@11: UP (p=51.39%)
[2025-12-09T20:35:31.053283] [INFO ] [FORECASTER] Completed predict_future for ZGN
[2025-12-09T20:35:31.053413] [INFO ] [sig       ] ZGN: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:35:31.195287] [INFO ] [LOCAL     ] Saved forecast: ZGN	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/ZGN.txt
[2025-12-09T20:35:31.195440] [INFO ] [sig       ] [3598/3614] Completed ZGN in 0.3s | 2.93 sym/s | Total: 20.4m | ETA: 5.5s
[2025-12-09T20:35:31.195478] [INFO ] [sig       ] [3599/3614] Forecasting ZH...
[2025-12-09T20:35:31.195509] [INFO ] [sig       ] Generating forecast for: ZH
[2025-12-09T20:35:31.195538] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZH' from 'https://tdm.silogroup.org/data/derivative_storage/ZH.csv'.
[2025-12-09T20:35:31.206292] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZH'.
[2025-12-09T20:35:31.206654] [INFO ] [FORECASTER] Starting predict_future for ZH
[2025-12-09T20:35:31.207398] [DEBUG] [LOCAL     ] No optimal features file found for ZH: ./output/feature-sets/ZH.txt
[2025-12-09T20:35:31.207460] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:35:31.207492] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:35:31.207542] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:35:31.207621] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:35:31.265286] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:35:31.266166] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:35:31.266247] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:35:31.266311] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:35:31.385416] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:35:31.385560] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:35:31.385619] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:35:31.385648] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:35:31.389084] [DEBUG] [FORECASTER] ZH: Forecast T+1@11:T+2@11: UP (p=56.53%)
[2025-12-09T20:35:31.389357] [INFO ] [FORECASTER] Completed predict_future for ZH
[2025-12-09T20:35:31.389498] [INFO ] [sig       ] ZH: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:35:31.530097] [INFO ] [LOCAL     ] Saved forecast: ZH	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/ZH.txt
[2025-12-09T20:35:31.530233] [INFO ] [sig       ] [3599/3614] Completed ZH in 0.3s | 2.93 sym/s | Total: 20.5m | ETA: 5.1s
[2025-12-09T20:35:31.530273] [INFO ] [sig       ] [3600/3614] Forecasting ZIM...
[2025-12-09T20:35:31.530302] [INFO ] [sig       ] Generating forecast for: ZIM
[2025-12-09T20:35:31.530332] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZIM' from 'https://tdm.silogroup.org/data/derivative_storage/ZIM.csv'.
[2025-12-09T20:35:31.541665] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZIM'.
[2025-12-09T20:35:31.541983] [INFO ] [FORECASTER] Starting predict_future for ZIM
[2025-12-09T20:35:31.542752] [DEBUG] [LOCAL     ] No optimal features file found for ZIM: ./output/feature-sets/ZIM.txt
[2025-12-09T20:35:31.542818] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:35:31.542860] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:35:31.542888] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:35:31.542943] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:35:31.599117] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:35:31.599999] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:35:31.600077] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:35:31.600110] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:35:31.716092] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:35:31.716250] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:35:31.716289] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:35:31.716317] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:35:31.719714] [DEBUG] [FORECASTER] ZIM: Forecast T+1@11:T+2@11: DOWN (p=5.76%)
[2025-12-09T20:35:31.719973] [INFO ] [FORECASTER] Completed predict_future for ZIM
[2025-12-09T20:35:31.720090] [INFO ] [sig       ] ZIM: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:35:31.860371] [INFO ] [LOCAL     ] Saved forecast: ZIM	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/ZIM.txt
[2025-12-09T20:35:31.860498] [INFO ] [sig       ] [3600/3614] Completed ZIM in 0.3s | 2.93 sym/s | Total: 20.5m | ETA: 4.8s
[2025-12-09T20:35:31.860536] [INFO ] [sig       ] [3601/3614] Forecasting ZION...
[2025-12-09T20:35:31.860565] [INFO ] [sig       ] Generating forecast for: ZION
[2025-12-09T20:35:31.860611] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZION' from 'https://tdm.silogroup.org/data/derivative_storage/ZION.csv'.
[2025-12-09T20:35:31.871531] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZION'.
[2025-12-09T20:35:31.871854] [INFO ] [FORECASTER] Starting predict_future for ZION
[2025-12-09T20:35:31.872621] [DEBUG] [LOCAL     ] No optimal features file found for ZION: ./output/feature-sets/ZION.txt
[2025-12-09T20:35:31.872671] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:35:31.872701] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:35:31.872727] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:35:31.872780] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:35:31.928670] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:35:31.929250] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:35:31.929323] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:35:31.929354] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:35:32.066193] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:35:32.066343] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:35:32.066383] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:35:32.066412] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:35:32.069769] [DEBUG] [FORECASTER] ZION: Forecast T+1@11:T+2@11: DOWN (p=13.45%)
[2025-12-09T20:35:32.070043] [INFO ] [FORECASTER] Completed predict_future for ZION
[2025-12-09T20:35:32.070165] [INFO ] [sig       ] ZION: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:35:32.210749] [INFO ] [LOCAL     ] Saved forecast: ZION	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/ZION.txt
[2025-12-09T20:35:32.210899] [INFO ] [sig       ] [3601/3614] Completed ZION in 0.4s | 2.93 sym/s | Total: 20.5m | ETA: 4.4s
[2025-12-09T20:35:32.210938] [INFO ] [sig       ] [3602/3614] Forecasting ZIP...
[2025-12-09T20:35:32.210968] [INFO ] [sig       ] Generating forecast for: ZIP
[2025-12-09T20:35:32.210996] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZIP' from 'https://tdm.silogroup.org/data/derivative_storage/ZIP.csv'.
[2025-12-09T20:35:32.221772] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZIP'.
[2025-12-09T20:35:32.222108] [INFO ] [FORECASTER] Starting predict_future for ZIP
[2025-12-09T20:35:32.222895] [DEBUG] [LOCAL     ] No optimal features file found for ZIP: ./output/feature-sets/ZIP.txt
[2025-12-09T20:35:32.222947] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:35:32.222977] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:35:32.223003] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:35:32.223058] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:35:32.278980] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:35:32.279829] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:35:32.279927] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:35:32.279959] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:35:32.399733] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:35:32.399883] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:35:32.399924] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:35:32.399953] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:35:32.403267] [DEBUG] [FORECASTER] ZIP: Forecast T+1@11:T+2@11: DOWN (p=1.83%)
[2025-12-09T20:35:32.403545] [INFO ] [FORECASTER] Completed predict_future for ZIP
[2025-12-09T20:35:32.403686] [INFO ] [sig       ] ZIP: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:35:32.546029] [INFO ] [LOCAL     ] Saved forecast: ZIP	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/ZIP.txt
[2025-12-09T20:35:32.546247] [INFO ] [sig       ] [3602/3614] Completed ZIP in 0.3s | 2.93 sym/s | Total: 20.5m | ETA: 4.1s
[2025-12-09T20:35:32.546315] [INFO ] [sig       ] [3603/3614] Forecasting ZLAB...
[2025-12-09T20:35:32.546357] [INFO ] [sig       ] Generating forecast for: ZLAB
[2025-12-09T20:35:32.546397] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZLAB' from 'https://tdm.silogroup.org/data/derivative_storage/ZLAB.csv'.
[2025-12-09T20:35:32.556798] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZLAB'.
[2025-12-09T20:35:32.557140] [INFO ] [FORECASTER] Starting predict_future for ZLAB
[2025-12-09T20:35:32.557952] [DEBUG] [LOCAL     ] No optimal features file found for ZLAB: ./output/feature-sets/ZLAB.txt
[2025-12-09T20:35:32.558004] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:35:32.558035] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:35:32.558062] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:35:32.558116] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:35:32.615980] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:35:32.616847] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:35:32.616930] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:35:32.616963] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:35:32.738050] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:35:32.738194] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:35:32.738237] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:35:32.738267] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:35:32.741858] [DEBUG] [FORECASTER] ZLAB: Forecast T+1@11:T+2@11: DOWN (p=1.48%)
[2025-12-09T20:35:32.742120] [INFO ] [FORECASTER] Completed predict_future for ZLAB
[2025-12-09T20:35:32.742238] [INFO ] [sig       ] ZLAB: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:35:32.880014] [INFO ] [LOCAL     ] Saved forecast: ZLAB	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/ZLAB.txt
[2025-12-09T20:35:32.880130] [INFO ] [sig       ] [3603/3614] Completed ZLAB in 0.3s | 2.93 sym/s | Total: 20.5m | ETA: 3.8s
[2025-12-09T20:35:32.880167] [INFO ] [sig       ] [3604/3614] Forecasting ZM...
[2025-12-09T20:35:32.880195] [INFO ] [sig       ] Generating forecast for: ZM
[2025-12-09T20:35:32.880223] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZM' from 'https://tdm.silogroup.org/data/derivative_storage/ZM.csv'.
[2025-12-09T20:35:32.890188] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZM'.
[2025-12-09T20:35:32.890467] [INFO ] [FORECASTER] Starting predict_future for ZM
[2025-12-09T20:35:32.891234] [DEBUG] [LOCAL     ] No optimal features file found for ZM: ./output/feature-sets/ZM.txt
[2025-12-09T20:35:32.891284] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:35:32.891315] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:35:32.891341] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:35:32.891396] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:35:32.946405] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:35:32.946995] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:35:32.947070] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:35:32.947101] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:35:33.063005] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:35:33.063149] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:35:33.063189] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:35:33.063218] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:35:33.066490] [DEBUG] [FORECASTER] ZM: Forecast T+1@11:T+2@11: DOWN (p=14.70%)
[2025-12-09T20:35:33.066766] [INFO ] [FORECASTER] Completed predict_future for ZM
[2025-12-09T20:35:33.066900] [INFO ] [sig       ] ZM: Forecast for 2025-12-09: DOWN (sign=0.00)
[2025-12-09T20:35:33.203500] [INFO ] [LOCAL     ] Saved forecast: ZM	2025-12-10	0 -> ./output/forecasts/individual/2025-12-10/ZM.txt
[2025-12-09T20:35:33.203631] [INFO ] [sig       ] [3604/3614] Completed ZM in 0.3s | 2.93 sym/s | Total: 20.5m | ETA: 3.4s
[2025-12-09T20:35:33.203670] [INFO ] [sig       ] [3605/3614] Forecasting ZNTL...
[2025-12-09T20:35:33.203705] [INFO ] [sig       ] Generating forecast for: ZNTL
[2025-12-09T20:35:33.203734] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZNTL' from 'https://tdm.silogroup.org/data/derivative_storage/ZNTL.csv'.
[2025-12-09T20:35:33.214151] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZNTL'.
[2025-12-09T20:35:33.214421] [INFO ] [FORECASTER] Starting predict_future for ZNTL
[2025-12-09T20:35:33.215221] [DEBUG] [LOCAL     ] No optimal features file found for ZNTL: ./output/feature-sets/ZNTL.txt
[2025-12-09T20:35:33.215274] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:35:33.215307] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:35:33.215333] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:35:33.215388] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:35:33.274926] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:35:33.275561] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:35:33.275654] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:35:33.275687] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:35:33.394371] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:35:33.394489] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:35:33.394525] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:35:33.394554] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:35:33.397786] [DEBUG] [FORECASTER] ZNTL: Forecast T+1@11:T+2@11: UP (p=98.77%)
[2025-12-09T20:35:33.398042] [INFO ] [FORECASTER] Completed predict_future for ZNTL
[2025-12-09T20:35:33.398158] [INFO ] [sig       ] ZNTL: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:35:33.538694] [INFO ] [LOCAL     ] Saved forecast: ZNTL	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/ZNTL.txt
[2025-12-09T20:35:33.538842] [INFO ] [sig       ] [3605/3614] Completed ZNTL in 0.3s | 2.93 sym/s | Total: 20.5m | ETA: 3.1s
[2025-12-09T20:35:33.538881] [INFO ] [sig       ] [3606/3614] Forecasting ZS...
[2025-12-09T20:35:33.538910] [INFO ] [sig       ] Generating forecast for: ZS
[2025-12-09T20:35:33.538938] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZS' from 'https://tdm.silogroup.org/data/derivative_storage/ZS.csv'.
[2025-12-09T20:35:33.549327] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZS'.
[2025-12-09T20:35:33.549750] [INFO ] [FORECASTER] Starting predict_future for ZS
[2025-12-09T20:35:33.550553] [DEBUG] [LOCAL     ] No optimal features file found for ZS: ./output/feature-sets/ZS.txt
[2025-12-09T20:35:33.550626] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:35:33.550691] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:35:33.550730] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:35:33.550811] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:35:33.610633] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:35:33.611465] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:35:33.611559] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:35:33.611621] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:35:33.733162] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:35:33.733260] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:35:33.733299] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:35:33.733340] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:35:33.736676] [DEBUG] [FORECASTER] ZS: Forecast T+1@11:T+2@11: UP (p=92.51%)
[2025-12-09T20:35:33.736935] [INFO ] [FORECASTER] Completed predict_future for ZS
[2025-12-09T20:35:33.737054] [INFO ] [sig       ] ZS: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:35:33.876011] [INFO ] [LOCAL     ] Saved forecast: ZS	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/ZS.txt
[2025-12-09T20:35:33.876119] [INFO ] [sig       ] [3606/3614] Completed ZS in 0.3s | 2.93 sym/s | Total: 20.5m | ETA: 2.7s
[2025-12-09T20:35:33.876157] [INFO ] [sig       ] [3607/3614] Forecasting ZTO...
[2025-12-09T20:35:33.876187] [INFO ] [sig       ] Generating forecast for: ZTO
[2025-12-09T20:35:33.876215] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZTO' from 'https://tdm.silogroup.org/data/derivative_storage/ZTO.csv'.
[2025-12-09T20:35:33.886398] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'ZTO'.
[2025-12-09T20:35:33.886679] [INFO ] [FORECASTER] Starting predict_future for ZTO
[2025-12-09T20:35:33.887415] [DEBUG] [LOCAL     ] No optimal features file found for ZTO: ./output/feature-sets/ZTO.txt
[2025-12-09T20:35:33.887468] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:35:33.887500] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:35:33.887552] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:35:33.887623] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:35:33.942723] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:35:33.943301] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:35:33.943374] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:35:33.943406] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:35:34.061043] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:35:34.061178] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:35:34.061217] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:35:34.061244] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:35:34.064545] [DEBUG] [FORECASTER] ZTO: Forecast T+1@11:T+2@11: DOWN (p=5.41%)
[2025-12-09T20:35:34.064827] [INFO ] [FORECASTER] Completed predict_future for ZTO
[2025-12-09T20:35:34.064950] [INFO ] [sig       ] ZTO: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-09T20:35:34.203424] [INFO ] [LOCAL     ] Saved forecast: ZTO	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/ZTO.txt
[2025-12-09T20:35:34.203548] [INFO ] [sig       ] [3607/3614] Completed ZTO in 0.3s | 2.93 sym/s | Total: 20.5m | ETA: 2.4s
[2025-12-09T20:35:34.203603] [INFO ] [sig       ] [3608/3614] Forecasting ZTS...
[2025-12-09T20:35:34.203637] [INFO ] [sig       ] Generating forecast for: ZTS
[2025-12-09T20:35:34.203672] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZTS' from 'https://tdm.silogroup.org/data/derivative_storage/ZTS.csv'.
[2025-12-09T20:35:34.213617] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZTS'.
[2025-12-09T20:35:34.213885] [INFO ] [FORECASTER] Starting predict_future for ZTS
[2025-12-09T20:35:34.214633] [DEBUG] [LOCAL     ] No optimal features file found for ZTS: ./output/feature-sets/ZTS.txt
[2025-12-09T20:35:34.214683] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:35:34.214714] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:35:34.214740] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:35:34.214794] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:35:34.272632] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:35:34.273231] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:35:34.273319] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:35:34.273351] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:35:34.395274] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:35:34.395395] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:35:34.395437] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:35:34.395470] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:35:34.398771] [DEBUG] [FORECASTER] ZTS: Forecast T+1@11:T+2@11: UP (p=58.07%)
[2025-12-09T20:35:34.399028] [INFO ] [FORECASTER] Completed predict_future for ZTS
[2025-12-09T20:35:34.399145] [INFO ] [sig       ] ZTS: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:35:34.543090] [INFO ] [LOCAL     ] Saved forecast: ZTS	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/ZTS.txt
[2025-12-09T20:35:34.543273] [INFO ] [sig       ] [3608/3614] Completed ZTS in 0.3s | 2.93 sym/s | Total: 20.5m | ETA: 2.0s
[2025-12-09T20:35:34.543325] [INFO ] [sig       ] [3609/3614] Forecasting ZUMZ...
[2025-12-09T20:35:34.543366] [INFO ] [sig       ] Generating forecast for: ZUMZ
[2025-12-09T20:35:34.543403] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZUMZ' from 'https://tdm.silogroup.org/data/derivative_storage/ZUMZ.csv'.
[2025-12-09T20:35:34.555180] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZUMZ'.
[2025-12-09T20:35:34.555531] [INFO ] [FORECASTER] Starting predict_future for ZUMZ
[2025-12-09T20:35:34.556336] [DEBUG] [LOCAL     ] No optimal features file found for ZUMZ: ./output/feature-sets/ZUMZ.txt
[2025-12-09T20:35:34.556389] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:35:34.556423] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:35:34.556450] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:35:34.556506] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:35:34.624215] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:35:34.625093] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:35:34.625174] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:35:34.625208] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:35:34.746823] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:35:34.746968] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:35:34.747009] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:35:34.747037] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:35:34.750525] [DEBUG] [FORECASTER] ZUMZ: Forecast T+1@11:T+2@11: UP (p=74.95%)
[2025-12-09T20:35:34.750825] [INFO ] [FORECASTER] Completed predict_future for ZUMZ
[2025-12-09T20:35:34.750948] [INFO ] [sig       ] ZUMZ: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:35:34.889192] [INFO ] [LOCAL     ] Saved forecast: ZUMZ	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/ZUMZ.txt
[2025-12-09T20:35:34.889311] [INFO ] [sig       ] [3609/3614] Completed ZUMZ in 0.3s | 2.93 sym/s | Total: 20.5m | ETA: 1.7s
[2025-12-09T20:35:34.889349] [INFO ] [sig       ] [3610/3614] Forecasting ZURA...
[2025-12-09T20:35:34.889377] [INFO ] [sig       ] Generating forecast for: ZURA
[2025-12-09T20:35:34.889405] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZURA' from 'https://tdm.silogroup.org/data/derivative_storage/ZURA.csv'.
[2025-12-09T20:35:34.899560] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'ZURA'.
[2025-12-09T20:35:34.899877] [INFO ] [FORECASTER] Starting predict_future for ZURA
[2025-12-09T20:35:34.900680] [DEBUG] [LOCAL     ] No optimal features file found for ZURA: ./output/feature-sets/ZURA.txt
[2025-12-09T20:35:34.900733] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:35:34.900765] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:35:34.900804] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:35:34.900862] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:35:34.959485] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:35:34.960157] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:35:34.960235] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:35:34.960267] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:35:35.080508] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:35:35.080648] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:35:35.080688] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:35:35.080716] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:35:35.083979] [DEBUG] [FORECASTER] ZURA: Forecast T+1@11:T+2@11: UP (p=68.14%)
[2025-12-09T20:35:35.084238] [INFO ] [FORECASTER] Completed predict_future for ZURA
[2025-12-09T20:35:35.084357] [INFO ] [sig       ] ZURA: Forecast for 2025-12-08: UP (sign=1.00)
[2025-12-09T20:35:35.223157] [INFO ] [LOCAL     ] Saved forecast: ZURA	2025-12-09	1 -> ./output/forecasts/individual/2025-12-09/ZURA.txt
[2025-12-09T20:35:35.223269] [INFO ] [sig       ] [3610/3614] Completed ZURA in 0.3s | 2.93 sym/s | Total: 20.5m | ETA: 1.4s
[2025-12-09T20:35:35.223306] [INFO ] [sig       ] [3611/3614] Forecasting ZVIA...
[2025-12-09T20:35:35.223336] [INFO ] [sig       ] Generating forecast for: ZVIA
[2025-12-09T20:35:35.223365] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZVIA' from 'https://tdm.silogroup.org/data/derivative_storage/ZVIA.csv'.
[2025-12-09T20:35:35.233406] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZVIA'.
[2025-12-09T20:35:35.233713] [INFO ] [FORECASTER] Starting predict_future for ZVIA
[2025-12-09T20:35:35.234476] [DEBUG] [LOCAL     ] No optimal features file found for ZVIA: ./output/feature-sets/ZVIA.txt
[2025-12-09T20:35:35.234533] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:35:35.234564] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:35:35.234617] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:35:35.234676] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:35:35.293597] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:35:35.294211] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:35:35.294284] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:35:35.294317] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:35:35.418271] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:35:35.418399] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:35:35.418437] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:35:35.418465] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:35:35.421782] [DEBUG] [FORECASTER] ZVIA: Forecast T+1@11:T+2@11: UP (p=66.16%)
[2025-12-09T20:35:35.422041] [INFO ] [FORECASTER] Completed predict_future for ZVIA
[2025-12-09T20:35:35.422155] [INFO ] [sig       ] ZVIA: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:35:35.563262] [INFO ] [LOCAL     ] Saved forecast: ZVIA	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/ZVIA.txt
[2025-12-09T20:35:35.563376] [INFO ] [sig       ] [3611/3614] Completed ZVIA in 0.3s | 2.93 sym/s | Total: 20.5m | ETA: 1.0s
[2025-12-09T20:35:35.563415] [INFO ] [sig       ] [3612/3614] Forecasting ZVRA...
[2025-12-09T20:35:35.563443] [INFO ] [sig       ] Generating forecast for: ZVRA
[2025-12-09T20:35:35.563471] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZVRA' from 'https://tdm.silogroup.org/data/derivative_storage/ZVRA.csv'.
[2025-12-09T20:35:35.574602] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZVRA'.
[2025-12-09T20:35:35.575111] [INFO ] [FORECASTER] Starting predict_future for ZVRA
[2025-12-09T20:35:35.575987] [DEBUG] [LOCAL     ] No optimal features file found for ZVRA: ./output/feature-sets/ZVRA.txt
[2025-12-09T20:35:35.576039] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:35:35.576072] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:35:35.576100] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:35:35.576156] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:35:35.640125] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:35:35.641175] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:35:35.641261] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:35:35.641295] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:35:35.760874] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:35:35.761015] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-09T20:35:35.761055] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:35:35.761082] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:35:35.764353] [DEBUG] [FORECASTER] ZVRA: Forecast T+1@11:T+2@11: UP (p=74.97%)
[2025-12-09T20:35:35.764663] [INFO ] [FORECASTER] Completed predict_future for ZVRA
[2025-12-09T20:35:35.764782] [INFO ] [sig       ] ZVRA: Forecast for 2025-12-09: UP (sign=1.00)
[2025-12-09T20:35:35.903070] [INFO ] [LOCAL     ] Saved forecast: ZVRA	2025-12-10	1 -> ./output/forecasts/individual/2025-12-10/ZVRA.txt
[2025-12-09T20:35:35.903185] [INFO ] [sig       ] [3612/3614] Completed ZVRA in 0.3s | 2.93 sym/s | Total: 20.5m | ETA: 0.7s
[2025-12-09T20:35:35.903223] [INFO ] [sig       ] [3613/3614] Forecasting ZWS...
[2025-12-09T20:35:35.903252] [INFO ] [sig       ] Generating forecast for: ZWS
[2025-12-09T20:35:35.903280] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZWS' from 'https://tdm.silogroup.org/data/derivative_storage/ZWS.csv'.
[2025-12-09T20:35:35.913700] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'ZWS'.
[2025-12-09T20:35:35.913982] [INFO ] [FORECASTER] Starting predict_future for ZWS
[2025-12-09T20:35:35.914781] [DEBUG] [LOCAL     ] No optimal features file found for ZWS: ./output/feature-sets/ZWS.txt
[2025-12-09T20:35:35.914832] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:35:35.914864] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:35:35.914891] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:35:35.914948] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:35:35.973354] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:35:35.974001] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:35:35.974075] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:35:35.974107] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:35:36.092018] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:35:36.092148] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:35:36.092186] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:35:36.092214] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:35:36.095464] [DEBUG] [FORECASTER] ZWS: Forecast T+1@11:T+2@11: DOWN (p=13.85%)
[2025-12-09T20:35:36.095742] [INFO ] [FORECASTER] Completed predict_future for ZWS
[2025-12-09T20:35:36.095862] [INFO ] [sig       ] ZWS: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-09T20:35:36.234213] [INFO ] [LOCAL     ] Saved forecast: ZWS	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/ZWS.txt
[2025-12-09T20:35:36.234328] [INFO ] [sig       ] [3613/3614] Completed ZWS in 0.3s | 2.93 sym/s | Total: 20.5m | ETA: 0.3s
[2025-12-09T20:35:36.234366] [INFO ] [sig       ] [3614/3614] Forecasting ZYME...
[2025-12-09T20:35:36.234394] [INFO ] [sig       ] Generating forecast for: ZYME
[2025-12-09T20:35:36.234430] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZYME' from 'https://tdm.silogroup.org/data/derivative_storage/ZYME.csv'.
[2025-12-09T20:35:36.245529] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'ZYME'.
[2025-12-09T20:35:36.245902] [INFO ] [FORECASTER] Starting predict_future for ZYME
[2025-12-09T20:35:36.246683] [DEBUG] [LOCAL     ] No optimal features file found for ZYME: ./output/feature-sets/ZYME.txt
[2025-12-09T20:35:36.246735] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-09T20:35:36.246767] [DEBUG] [FORECASTER] Starting train method
[2025-12-09T20:35:36.246793] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-09T20:35:36.246849] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-09T20:35:36.303202] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-09T20:35:36.304066] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-09T20:35:36.304150] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-09T20:35:36.304182] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-09T20:35:36.428472] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-09T20:35:36.428670] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-09T20:35:36.428714] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-09T20:35:36.428743] [INFO ] [FORECASTER] Training complete
[2025-12-09T20:35:36.432444] [DEBUG] [FORECASTER] ZYME: Forecast T+1@11:T+2@11: DOWN (p=3.25%)
[2025-12-09T20:35:36.432802] [INFO ] [FORECASTER] Completed predict_future for ZYME
[2025-12-09T20:35:36.432938] [INFO ] [sig       ] ZYME: Forecast for 2025-12-08: DOWN (sign=0.00)
[2025-12-09T20:35:36.583494] [INFO ] [LOCAL     ] Saved forecast: ZYME	2025-12-09	0 -> ./output/forecasts/individual/2025-12-09/ZYME.txt
[2025-12-09T20:35:36.583673] [INFO ] [sig       ] [3614/3614] Completed ZYME in 0.3s | 2.93 sym/s | Total: 20.5m | ETA: 0.0s
[2025-12-09T20:35:36.583717] [INFO ] [sig       ] ==================================================
[2025-12-09T20:35:36.583748] [INFO ] [sig       ] Forecasts complete: 3614/3614 symbols succeeded
[2025-12-09T20:35:36.583777] [INFO ] [sig       ] Automatically generating consolidated reports...
[2025-12-09T20:35:36.583805] [INFO ] [sig       ] Generating consolidated forecast reports
[2025-12-09T20:35:36.584139] [INFO ] [sig       ] Found 41 forecast dates to process
[2025-12-09T20:35:36.584180] [INFO ] [sig       ] [1/41] Processing report for 2025-10-10...
[2025-12-09T20:35:36.584217] [INFO ] [sig       ] [1/41] Report for 2025-10-10 already exists, skipping...
[2025-12-09T20:35:36.584247] [INFO ] [sig       ] [2/41] Processing report for 2025-10-13...
[2025-12-09T20:35:36.584281] [INFO ] [sig       ] [2/41] Report for 2025-10-13 already exists, skipping...
[2025-12-09T20:35:36.584309] [INFO ] [sig       ] [3/41] Processing report for 2025-10-14...
[2025-12-09T20:35:36.584342] [INFO ] [sig       ] [3/41] Report for 2025-10-14 already exists, skipping...
[2025-12-09T20:35:36.584371] [INFO ] [sig       ] [4/41] Processing report for 2025-10-15...
[2025-12-09T20:35:36.584403] [INFO ] [sig       ] [4/41] Report for 2025-10-15 already exists, skipping...
[2025-12-09T20:35:36.584430] [INFO ] [sig       ] [5/41] Processing report for 2025-10-16...
[2025-12-09T20:35:36.584461] [INFO ] [sig       ] [5/41] Report for 2025-10-16 already exists, skipping...
[2025-12-09T20:35:36.584488] [INFO ] [sig       ] [6/41] Processing report for 2025-10-17...
[2025-12-09T20:35:36.584519] [INFO ] [sig       ] [6/41] Report for 2025-10-17 already exists, skipping...
[2025-12-09T20:35:36.584545] [INFO ] [sig       ] [7/41] Processing report for 2025-10-20...
[2025-12-09T20:35:36.584593] [INFO ] [sig       ] [7/41] Report for 2025-10-20 already exists, skipping...
[2025-12-09T20:35:36.584622] [INFO ] [sig       ] [8/41] Processing report for 2025-10-21...
[2025-12-09T20:35:36.584653] [INFO ] [sig       ] [8/41] Report for 2025-10-21 already exists, skipping...
[2025-12-09T20:35:36.584689] [INFO ] [sig       ] [9/41] Processing report for 2025-10-22...
[2025-12-09T20:35:36.584721] [INFO ] [sig       ] [9/41] Report for 2025-10-22 already exists, skipping...
[2025-12-09T20:35:36.584747] [INFO ] [sig       ] [10/41] Processing report for 2025-10-23...
[2025-12-09T20:35:36.584777] [INFO ] [sig       ] [10/41] Report for 2025-10-23 already exists, skipping...
[2025-12-09T20:35:36.584803] [INFO ] [sig       ] [11/41] Processing report for 2025-10-24...
[2025-12-09T20:35:36.584833] [INFO ] [sig       ] [11/41] Report for 2025-10-24 already exists, skipping...
[2025-12-09T20:35:36.584858] [INFO ] [sig       ] [12/41] Processing report for 2025-10-27...
[2025-12-09T20:35:36.584888] [INFO ] [sig       ] [12/41] Report for 2025-10-27 already exists, skipping...
[2025-12-09T20:35:36.584913] [INFO ] [sig       ] [13/41] Processing report for 2025-10-28...
[2025-12-09T20:35:36.584943] [INFO ] [sig       ] [13/41] Report for 2025-10-28 already exists, skipping...
[2025-12-09T20:35:36.584969] [INFO ] [sig       ] [14/41] Processing report for 2025-10-30...
[2025-12-09T20:35:36.584999] [INFO ] [sig       ] [14/41] Report for 2025-10-30 already exists, skipping...
[2025-12-09T20:35:36.585024] [INFO ] [sig       ] [15/41] Processing report for 2025-10-31...
[2025-12-09T20:35:36.585078] [INFO ] [sig       ] [15/41] Report for 2025-10-31 already exists, skipping...
[2025-12-09T20:35:36.585106] [INFO ] [sig       ] [16/41] Processing report for 2025-11-03...
[2025-12-09T20:35:36.585137] [INFO ] [sig       ] [16/41] Report for 2025-11-03 already exists, skipping...
[2025-12-09T20:35:36.585162] [INFO ] [sig       ] [17/41] Processing report for 2025-11-04...
[2025-12-09T20:35:36.585193] [INFO ] [sig       ] [17/41] Report for 2025-11-04 already exists, skipping...
[2025-12-09T20:35:36.585218] [INFO ] [sig       ] [18/41] Processing report for 2025-11-05...
[2025-12-09T20:35:36.585248] [INFO ] [sig       ] [18/41] Report for 2025-11-05 already exists, skipping...
[2025-12-09T20:35:36.585273] [INFO ] [sig       ] [19/41] Processing report for 2025-11-06...
[2025-12-09T20:35:36.585304] [INFO ] [sig       ] [19/41] Report for 2025-11-06 already exists, skipping...
[2025-12-09T20:35:36.585329] [INFO ] [sig       ] [20/41] Processing report for 2025-11-07...
[2025-12-09T20:35:36.585359] [INFO ] [sig       ] [20/41] Report for 2025-11-07 already exists, skipping...
[2025-12-09T20:35:36.585384] [INFO ] [sig       ] [21/41] Processing report for 2025-11-10...
[2025-12-09T20:35:36.585415] [INFO ] [sig       ] [21/41] Report for 2025-11-10 already exists, skipping...
[2025-12-09T20:35:36.585439] [INFO ] [sig       ] [22/41] Processing report for 2025-11-11...
[2025-12-09T20:35:36.585469] [INFO ] [sig       ] [22/41] Report for 2025-11-11 already exists, skipping...
[2025-12-09T20:35:36.585494] [INFO ] [sig       ] [23/41] Processing report for 2025-11-12...
[2025-12-09T20:35:36.585524] [INFO ] [sig       ] [23/41] Report for 2025-11-12 already exists, skipping...
[2025-12-09T20:35:36.585549] [INFO ] [sig       ] [24/41] Processing report for 2025-11-13...
[2025-12-09T20:35:36.585599] [INFO ] [sig       ] [24/41] Report for 2025-11-13 already exists, skipping...
[2025-12-09T20:35:36.585628] [INFO ] [sig       ] [25/41] Processing report for 2025-11-17...
[2025-12-09T20:35:36.585659] [INFO ] [sig       ] [25/41] Report for 2025-11-17 already exists, skipping...
[2025-12-09T20:35:36.585688] [INFO ] [sig       ] [26/41] Processing report for 2025-11-18...
[2025-12-09T20:35:36.585720] [INFO ] [sig       ] [26/41] Report for 2025-11-18 already exists, skipping...
[2025-12-09T20:35:36.585745] [INFO ] [sig       ] [27/41] Processing report for 2025-11-19...
[2025-12-09T20:35:36.585776] [INFO ] [sig       ] [27/41] Report for 2025-11-19 already exists, skipping...
[2025-12-09T20:35:36.585801] [INFO ] [sig       ] [28/41] Processing report for 2025-11-20...
[2025-12-09T20:35:36.585831] [INFO ] [sig       ] [28/41] Report for 2025-11-20 already exists, skipping...
[2025-12-09T20:35:36.585863] [INFO ] [sig       ] [29/41] Processing report for 2025-11-21...
[2025-12-09T20:35:36.585895] [INFO ] [sig       ] [29/41] Report for 2025-11-21 already exists, skipping...
[2025-12-09T20:35:36.585920] [INFO ] [sig       ] [30/41] Processing report for 2025-11-24...
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[2025-12-09T20:35:36.720563] [DEBUG] [LOCAL     ] Loaded configuration for GATX: 1 features, 70.0% accuracy
[2025-12-09T20:35:36.721079] [DEBUG] [LOCAL     ] Loaded configuration for NVAX: 1 features, 60.0% accuracy
[2025-12-09T20:35:36.721367] [DEBUG] [LOCAL     ] Loaded configuration for NTRS: 1 features, 80.0% accuracy
[2025-12-09T20:35:36.721649] [DEBUG] [LOCAL     ] Loaded configuration for RMD: 3 features, 60.0% accuracy
[2025-12-09T20:35:36.721722] [DEBUG] [LOCAL     ] Loaded configuration for LTRN: 2 features, 80.0% accuracy
[2025-12-09T20:35:36.722001] [DEBUG] [LOCAL     ] Loaded configuration for PFL: 1 features, 100.0% accuracy
[2025-12-09T20:35:36.722246] [DEBUG] [LOCAL     ] Loaded configuration for OBIL: 2 features, 80.0% accuracy
[2025-12-09T20:35:36.722522] [DEBUG] [LOCAL     ] Loaded configuration for TILE: 2 features, 80.0% accuracy
[2025-12-09T20:35:36.722821] [DEBUG] [LOCAL     ] Loaded configuration for FHI: 1 features, 80.0% accuracy
[2025-12-09T20:35:36.723169] [DEBUG] [LOCAL     ] Loaded configuration for MP: 1 features, 60.0% accuracy
[2025-12-09T20:35:36.723443] [DEBUG] [LOCAL     ] Loaded configuration for FIX: 4 features, 80.0% accuracy
[2025-12-09T20:35:36.723757] [DEBUG] [LOCAL     ] Loaded configuration for COEP: 3 features, 70.0% accuracy
[2025-12-09T20:35:36.724068] [DEBUG] [LOCAL     ] Loaded configuration for SLXN: 4 features, 80.0% accuracy
[2025-12-09T20:35:36.725010] [DEBUG] [LOCAL     ] Loaded configuration for RGLD: 3 features, 70.0% accuracy
[2025-12-09T20:35:36.725293] [DEBUG] [LOCAL     ] Loaded configuration for WSC: 2 features, 60.0% accuracy
[2025-12-09T20:35:36.725585] [DEBUG] [LOCAL     ] Loaded configuration for FNF: 3 features, 60.0% accuracy
[2025-12-09T20:35:36.725857] [DEBUG] [LOCAL     ] Loaded configuration for BXC: 0 features, 60.0% accuracy
[2025-12-09T20:35:36.726169] [DEBUG] [LOCAL     ] Loaded configuration for SEDG: 2 features, 100.0% accuracy
[2025-12-09T20:35:36.726482] [DEBUG] [LOCAL     ] Loaded configuration for NGNE: 2 features, 70.0% accuracy
[2025-12-09T20:35:36.726745] [DEBUG] [LOCAL     ] Loaded configuration for NMCO: 1 features, 80.0% accuracy
[2025-12-09T20:35:36.727059] [DEBUG] [LOCAL     ] Loaded configuration for LOMA: 2 features, 70.0% accuracy
[2025-12-09T20:35:36.727363] [DEBUG] [LOCAL     ] Loaded configuration for CCBG: 2 features, 80.0% accuracy
[2025-12-09T20:35:36.727694] [DEBUG] [LOCAL     ] Loaded configuration for TRS: 0 features, 60.0% accuracy
[2025-12-09T20:35:36.727768] [DEBUG] [LOCAL     ] Loaded configuration for GOSS: 2 features, 70.0% accuracy
[2025-12-09T20:35:36.728123] [DEBUG] [LOCAL     ] Loaded configuration for TCBI: 3 features, 60.0% accuracy
[2025-12-09T20:35:36.728392] [DEBUG] [LOCAL     ] Loaded configuration for INSP: 0 features, 70.0% accuracy
[2025-12-09T20:35:36.728680] [DEBUG] [LOCAL     ] Loaded configuration for IBEX: 1 features, 80.0% accuracy
[2025-12-09T20:35:36.729168] [DEBUG] [LOCAL     ] Loaded configuration for HUBG: 1 features, 60.0% accuracy
[2025-12-09T20:35:36.729482] [DEBUG] [LOCAL     ] Loaded configuration for ADTX: 1 features, 80.0% accuracy
[2025-12-09T20:35:36.729740] [DEBUG] [LOCAL     ] Loaded configuration for BPYPO: 2 features, 90.0% accuracy
[2025-12-09T20:35:36.729990] [DEBUG] [LOCAL     ] Loaded configuration for IX: 3 features, 70.0% accuracy
[2025-12-09T20:35:36.730244] [DEBUG] [LOCAL     ] Loaded configuration for AVAL: 6 features, 90.0% accuracy
[2025-12-09T20:35:36.730562] [DEBUG] [LOCAL     ] Loaded configuration for SKYY: 3 features, 60.0% accuracy
[2025-12-09T20:35:36.730896] [DEBUG] [LOCAL     ] Loaded configuration for TNGX: 2 features, 70.0% accuracy
[2025-12-09T20:35:36.731249] [DEBUG] [LOCAL     ] Loaded configuration for LEG: 2 features, 70.0% accuracy
[2025-12-09T20:35:36.731542] [DEBUG] [LOCAL     ] Loaded configuration for INTZ: 3 features, 90.0% accuracy
[2025-12-09T20:35:36.732011] [DEBUG] [LOCAL     ] Loaded configuration for NMAI: 1 features, 90.0% accuracy
[2025-12-09T20:35:36.732342] [DEBUG] [LOCAL     ] Loaded configuration for J: 1 features, 60.0% accuracy
[2025-12-09T20:35:36.732637] [DEBUG] [LOCAL     ] Loaded configuration for GFS: 1 features, 70.0% accuracy
[2025-12-09T20:35:36.732917] [DEBUG] [LOCAL     ] Loaded configuration for FJP: 4 features, 60.0% accuracy
[2025-12-09T20:35:36.732997] [DEBUG] [LOCAL     ] Loaded configuration for CMCO: 0 features, 80.0% accuracy
[2025-12-09T20:35:36.733061] [DEBUG] [LOCAL     ] Loaded configuration for MGIC: 1 features, 60.0% accuracy
[2025-12-09T20:35:36.733122] [DEBUG] [LOCAL     ] Loaded configuration for ABUS: 2 features, 90.0% accuracy
[2025-12-09T20:35:36.733401] [DEBUG] [LOCAL     ] Loaded configuration for FFIN: 1 features, 70.0% accuracy
[2025-12-09T20:35:36.733701] [DEBUG] [LOCAL     ] Loaded configuration for CTLP: 2 features, 80.0% accuracy
[2025-12-09T20:35:36.734038] [DEBUG] [LOCAL     ] Loaded configuration for MTCH: 2 features, 70.0% accuracy
[2025-12-09T20:35:36.734361] [DEBUG] [LOCAL     ] Loaded configuration for LEO: 3 features, 70.0% accuracy
[2025-12-09T20:35:36.734455] [DEBUG] [LOCAL     ] Loaded configuration for BILI: 3 features, 70.0% accuracy
[2025-12-09T20:35:36.734786] [DEBUG] [LOCAL     ] Loaded configuration for MBX: 2 features, 90.0% accuracy
[2025-12-09T20:35:36.735128] [DEBUG] [LOCAL     ] Loaded configuration for AAXJ: 3 features, 70.0% accuracy
[2025-12-09T20:35:36.735443] [DEBUG] [LOCAL     ] Loaded configuration for NWSA: 4 features, 90.0% accuracy
[2025-12-09T20:35:36.735783] [DEBUG] [LOCAL     ] Loaded configuration for PEP: 2 features, 60.0% accuracy
[2025-12-09T20:35:36.736120] [DEBUG] [LOCAL     ] Loaded configuration for KKRS: 2 features, 90.0% accuracy
[2025-12-09T20:35:36.736751] [DEBUG] [LOCAL     ] Loaded configuration for SCHL: 2 features, 70.0% accuracy
[2025-12-09T20:35:36.737727] [DEBUG] [LOCAL     ] Loaded configuration for KROS: 1 features, 80.0% accuracy
[2025-12-09T20:35:36.738171] [DEBUG] [LOCAL     ] Loaded configuration for UPC: 3 features, 70.0% accuracy
[2025-12-09T20:35:36.738444] [DEBUG] [LOCAL     ] Loaded configuration for NXG: 3 features, 70.0% accuracy
[2025-12-09T20:35:36.738766] [DEBUG] [LOCAL     ] Loaded configuration for FLS: 1 features, 80.0% accuracy
[2025-12-09T20:35:36.739037] [DEBUG] [LOCAL     ] Loaded configuration for ASND: 0 features, 90.0% accuracy
[2025-12-09T20:35:36.739357] [DEBUG] [LOCAL     ] Loaded configuration for FTGC: 2 features, 60.0% accuracy
[2025-12-09T20:35:36.739677] [DEBUG] [LOCAL     ] Loaded configuration for HCI: 3 features, 80.0% accuracy
[2025-12-09T20:35:36.739750] [DEBUG] [LOCAL     ] Loaded configuration for ALGM: 4 features, 90.0% accuracy
[2025-12-09T20:35:36.740024] [DEBUG] [LOCAL     ] Loaded configuration for RY: 2 features, 70.0% accuracy
[2025-12-09T20:35:36.740336] [DEBUG] [LOCAL     ] Loaded configuration for CMRE: 1 features, 90.0% accuracy
[2025-12-09T20:35:36.740656] [DEBUG] [LOCAL     ] Loaded configuration for TSHA: 3 features, 70.0% accuracy
[2025-12-09T20:35:36.740929] [DEBUG] [LOCAL     ] Loaded configuration for LPL: 3 features, 50.0% accuracy
[2025-12-09T20:35:36.741233] [DEBUG] [LOCAL     ] Loaded configuration for BABA: 3 features, 70.0% accuracy
[2025-12-09T20:35:36.741540] [DEBUG] [LOCAL     ] Loaded configuration for BYRN: 3 features, 90.0% accuracy
[2025-12-09T20:35:36.741867] [DEBUG] [LOCAL     ] Loaded configuration for ACP: 1 features, 60.0% accuracy
[2025-12-09T20:35:36.742171] [DEBUG] [LOCAL     ] Loaded configuration for ERII: 2 features, 60.0% accuracy
[2025-12-09T20:35:36.742432] [DEBUG] [LOCAL     ] Loaded configuration for SCL: 3 features, 90.0% accuracy
[2025-12-09T20:35:36.742856] [DEBUG] [LOCAL     ] Loaded configuration for NGVC: 2 features, 70.0% accuracy
[2025-12-09T20:35:36.743111] [DEBUG] [LOCAL     ] Loaded configuration for PVH: 5 features, 90.0% accuracy
[2025-12-09T20:35:36.743369] [DEBUG] [LOCAL     ] Loaded configuration for FARM: 3 features, 60.0% accuracy
[2025-12-09T20:35:36.743634] [DEBUG] [LOCAL     ] Loaded configuration for ACRE: 2 features, 60.0% accuracy
[2025-12-09T20:35:36.743933] [DEBUG] [LOCAL     ] Loaded configuration for CLX: 2 features, 80.0% accuracy
[2025-12-09T20:35:36.744317] [DEBUG] [LOCAL     ] Loaded configuration for SKWD: 3 features, 60.0% accuracy
[2025-12-09T20:35:36.744664] [DEBUG] [LOCAL     ] Loaded configuration for GL: 2 features, 90.0% accuracy
[2025-12-09T20:35:36.744999] [DEBUG] [LOCAL     ] Loaded configuration for NQP: 2 features, 60.0% accuracy
[2025-12-09T20:35:36.745284] [DEBUG] [LOCAL     ] Loaded configuration for AAOI: 3 features, 80.0% accuracy
[2025-12-09T20:35:36.745614] [DEBUG] [LOCAL     ] Loaded configuration for KURA: 2 features, 90.0% accuracy
[2025-12-09T20:35:36.745960] [DEBUG] [LOCAL     ] Loaded configuration for SVCO: 3 features, 80.0% accuracy
[2025-12-09T20:35:36.746299] [DEBUG] [LOCAL     ] Loaded configuration for TIMB: 1 features, 60.0% accuracy
[2025-12-09T20:35:36.746595] [DEBUG] [LOCAL     ] Loaded configuration for NRK: 1 features, 70.0% accuracy
[2025-12-09T20:35:36.746920] [DEBUG] [LOCAL     ] Loaded configuration for EPSN: 1 features, 80.0% accuracy
[2025-12-09T20:35:36.747010] [DEBUG] [LOCAL     ] Loaded configuration for IDN: 0 features, 70.0% accuracy
[2025-12-09T20:35:36.747280] [DEBUG] [LOCAL     ] Loaded configuration for PRG: 2 features, 80.0% accuracy
[2025-12-09T20:35:36.747711] [DEBUG] [LOCAL     ] Loaded configuration for CMS: 6 features, 80.0% accuracy
[2025-12-09T20:35:36.747992] [DEBUG] [LOCAL     ] Loaded configuration for BGY: 2 features, 90.0% accuracy
[2025-12-09T20:35:36.748261] [DEBUG] [LOCAL     ] Loaded configuration for CCEC: 3 features, 80.0% accuracy
[2025-12-09T20:35:36.748534] [DEBUG] [LOCAL     ] Loaded configuration for GMED: 4 features, 60.0% accuracy
[2025-12-09T20:35:36.748875] [DEBUG] [LOCAL     ] Loaded configuration for SKYX: 3 features, 80.0% accuracy
[2025-12-09T20:35:36.749141] [DEBUG] [LOCAL     ] Loaded configuration for CCRN: 2 features, 60.0% accuracy
[2025-12-09T20:35:36.749486] [DEBUG] [LOCAL     ] Loaded configuration for IGA: 3 features, 60.0% accuracy
[2025-12-09T20:35:36.749745] [DEBUG] [LOCAL     ] Loaded configuration for ARE: 4 features, 70.0% accuracy
[2025-12-09T20:35:36.750049] [DEBUG] [LOCAL     ] Loaded configuration for BRX: 1 features, 70.0% accuracy
[2025-12-09T20:35:36.750301] [DEBUG] [LOCAL     ] Loaded configuration for RXO: 1 features, 70.0% accuracy
[2025-12-09T20:35:36.750592] [DEBUG] [LOCAL     ] Loaded configuration for LZ: 2 features, 80.0% accuracy
[2025-12-09T20:35:36.750845] [DEBUG] [LOCAL     ] Loaded configuration for ELTX: 1 features, 80.0% accuracy
[2025-12-09T20:35:36.751145] [DEBUG] [LOCAL     ] Loaded configuration for ADP: 3 features, 90.0% accuracy
[2025-12-09T20:35:36.751459] [DEBUG] [LOCAL     ] Loaded configuration for APRE: 3 features, 90.0% accuracy
[2025-12-09T20:35:36.751738] [DEBUG] [LOCAL     ] Loaded configuration for FOLD: 2 features, 90.0% accuracy
[2025-12-09T20:35:36.752017] [DEBUG] [LOCAL     ] Loaded configuration for AZO: 2 features, 90.0% accuracy
[2025-12-09T20:35:36.752087] [DEBUG] [LOCAL     ] Loaded configuration for CTMX: 2 features, 70.0% accuracy
[2025-12-09T20:35:36.752381] [DEBUG] [LOCAL     ] Loaded configuration for PDP: 1 features, 90.0% accuracy
[2025-12-09T20:35:36.752639] [DEBUG] [LOCAL     ] Loaded configuration for AMX: 0 features, 80.0% accuracy
[2025-12-09T20:35:36.753435] [DEBUG] [LOCAL     ] Loaded configuration for PAC: 1 features, 70.0% accuracy
[2025-12-09T20:35:36.753512] [DEBUG] [LOCAL     ] Loaded configuration for AIMD: 1 features, 50.0% accuracy
[2025-12-09T20:35:36.753861] [DEBUG] [LOCAL     ] Loaded configuration for NLY: 1 features, 70.0% accuracy
[2025-12-09T20:35:36.754165] [DEBUG] [LOCAL     ] Loaded configuration for LINE: 5 features, 90.0% accuracy
[2025-12-09T20:35:36.754487] [DEBUG] [LOCAL     ] Loaded configuration for KDP: 1 features, 90.0% accuracy
[2025-12-09T20:35:36.754927] [DEBUG] [LOCAL     ] Loaded configuration for OGI: 2 features, 90.0% accuracy
[2025-12-09T20:35:36.755012] [DEBUG] [LOCAL     ] Loaded configuration for GLAD: 1 features, 80.0% accuracy
[2025-12-09T20:35:36.755276] [DEBUG] [LOCAL     ] Loaded configuration for CMA: 1 features, 80.0% accuracy
[2025-12-09T20:35:36.755599] [DEBUG] [LOCAL     ] Loaded configuration for CARS: 2 features, 90.0% accuracy
[2025-12-09T20:35:36.755678] [DEBUG] [LOCAL     ] Loaded configuration for CCSI: 3 features, 80.0% accuracy
[2025-12-09T20:35:36.755965] [DEBUG] [LOCAL     ] Loaded configuration for TDSC: 2 features, 90.0% accuracy
[2025-12-09T20:35:36.756259] [DEBUG] [LOCAL     ] Loaded configuration for AQNB: 0 features, 80.0% accuracy
[2025-12-09T20:35:36.756522] [DEBUG] [LOCAL     ] Loaded configuration for AAPD: 0 features, 80.0% accuracy
[2025-12-09T20:35:36.756833] [DEBUG] [LOCAL     ] Loaded configuration for EPC: 3 features, 80.0% accuracy
[2025-12-09T20:35:36.756904] [DEBUG] [LOCAL     ] Loaded configuration for APOG: 3 features, 70.0% accuracy
[2025-12-09T20:35:36.757149] [DEBUG] [LOCAL     ] Loaded configuration for FIP: 4 features, 80.0% accuracy
[2025-12-09T20:35:36.757429] [DEBUG] [LOCAL     ] Loaded configuration for CATO: 2 features, 70.0% accuracy
[2025-12-09T20:35:36.757724] [DEBUG] [LOCAL     ] Loaded configuration for DGRE: 6 features, 100.0% accuracy
[2025-12-09T20:35:36.757795] [DEBUG] [LOCAL     ] Loaded configuration for GNMA: 1 features, 80.0% accuracy
[2025-12-09T20:35:36.757857] [DEBUG] [LOCAL     ] Loaded configuration for PBM: 2 features, 90.0% accuracy
[2025-12-09T20:35:36.758087] [DEBUG] [LOCAL     ] Loaded configuration for CWH: 1 features, 80.0% accuracy
[2025-12-09T20:35:36.758340] [DEBUG] [LOCAL     ] Loaded configuration for SOUN: 3 features, 80.0% accuracy
[2025-12-09T20:35:36.758604] [DEBUG] [LOCAL     ] Loaded configuration for PCN: 3 features, 100.0% accuracy
[2025-12-09T20:35:36.758853] [DEBUG] [LOCAL     ] Loaded configuration for AGZD: 1 features, 80.0% accuracy
[2025-12-09T20:35:36.759134] [DEBUG] [LOCAL     ] Loaded configuration for SSP: 1 features, 70.0% accuracy
[2025-12-09T20:35:36.759445] [DEBUG] [LOCAL     ] Loaded configuration for FCFS: 1 features, 70.0% accuracy
[2025-12-09T20:35:36.759913] [DEBUG] [LOCAL     ] Loaded configuration for OTLY: 3 features, 70.0% accuracy
[2025-12-09T20:35:36.760222] [DEBUG] [LOCAL     ] Loaded configuration for DWAS: 2 features, 70.0% accuracy
[2025-12-09T20:35:36.760526] [DEBUG] [LOCAL     ] Loaded configuration for NPFD: 5 features, 80.0% accuracy
[2025-12-09T20:35:36.760845] [DEBUG] [LOCAL     ] Loaded configuration for NVEC: 1 features, 40.0% accuracy
[2025-12-09T20:35:36.761097] [DEBUG] [LOCAL     ] Loaded configuration for SXC: 3 features, 80.0% accuracy
[2025-12-09T20:35:36.761366] [DEBUG] [LOCAL     ] Loaded configuration for SIBN: 1 features, 60.0% accuracy
[2025-12-09T20:35:36.761441] [DEBUG] [LOCAL     ] Loaded configuration for GPIX: 4 features, 90.0% accuracy
[2025-12-09T20:35:36.761752] [DEBUG] [LOCAL     ] Loaded configuration for MA: 2 features, 90.0% accuracy
[2025-12-09T20:35:36.762190] [DEBUG] [LOCAL     ] Loaded configuration for KNF: 3 features, 80.0% accuracy
[2025-12-09T20:35:36.762491] [DEBUG] [LOCAL     ] Loaded configuration for FRPH: 2 features, 90.0% accuracy
[2025-12-09T20:35:36.762770] [DEBUG] [LOCAL     ] Loaded configuration for RLX: 3 features, 80.0% accuracy
[2025-12-09T20:35:36.763207] [DEBUG] [LOCAL     ] Loaded configuration for JMSB: 4 features, 80.0% accuracy
[2025-12-09T20:35:36.763282] [DEBUG] [LOCAL     ] Loaded configuration for FRME: 1 features, 70.0% accuracy
[2025-12-09T20:35:36.763535] [DEBUG] [LOCAL     ] Loaded configuration for OBK: 1 features, 90.0% accuracy
[2025-12-09T20:35:36.763955] [DEBUG] [LOCAL     ] Loaded configuration for LASE: 1 features, 90.0% accuracy
[2025-12-09T20:35:36.764242] [DEBUG] [LOCAL     ] Loaded configuration for OABI: 3 features, 100.0% accuracy
[2025-12-09T20:35:36.764543] [DEBUG] [LOCAL     ] Loaded configuration for CTRA: 3 features, 90.0% accuracy
[2025-12-09T20:35:36.764814] [DEBUG] [LOCAL     ] Loaded configuration for PHK: 4 features, 90.0% accuracy
[2025-12-09T20:35:36.765054] [DEBUG] [LOCAL     ] Loaded configuration for BHC: 4 features, 90.0% accuracy
[2025-12-09T20:35:36.765355] [DEBUG] [LOCAL     ] Loaded configuration for SLDP: 4 features, 80.0% accuracy
[2025-12-09T20:35:36.765610] [DEBUG] [LOCAL     ] Loaded configuration for WHD: 2 features, 90.0% accuracy
[2025-12-09T20:35:36.765844] [DEBUG] [LOCAL     ] Loaded configuration for BKN: 0 features, 70.0% accuracy
[2025-12-09T20:35:36.766076] [DEBUG] [LOCAL     ] Loaded configuration for ELF: 1 features, 50.0% accuracy
[2025-12-09T20:35:36.766310] [DEBUG] [LOCAL     ] Loaded configuration for STEL: 4 features, 60.0% accuracy
[2025-12-09T20:35:36.766629] [DEBUG] [LOCAL     ] Loaded configuration for ESGD: 2 features, 70.0% accuracy
[2025-12-09T20:35:36.766864] [DEBUG] [LOCAL     ] Loaded configuration for TOL: 2 features, 60.0% accuracy
[2025-12-09T20:35:36.767145] [DEBUG] [LOCAL     ] Loaded configuration for LQDA: 2 features, 90.0% accuracy
[2025-12-09T20:35:36.767400] [DEBUG] [LOCAL     ] Loaded configuration for ACNB: 1 features, 80.0% accuracy
[2025-12-09T20:35:36.767696] [DEBUG] [LOCAL     ] Loaded configuration for RERE: 3 features, 70.0% accuracy
[2025-12-09T20:35:36.767999] [DEBUG] [LOCAL     ] Loaded configuration for BITF: 4 features, 80.0% accuracy
[2025-12-09T20:35:36.768252] [DEBUG] [LOCAL     ] Loaded configuration for KIM: 3 features, 80.0% accuracy
[2025-12-09T20:35:36.768591] [DEBUG] [LOCAL     ] Loaded configuration for CLRB: 2 features, 50.0% accuracy
[2025-12-09T20:35:36.768919] [DEBUG] [LOCAL     ] Loaded configuration for TSN: 2 features, 60.0% accuracy
[2025-12-09T20:35:36.769227] [DEBUG] [LOCAL     ] Loaded configuration for ZUMZ: 3 features, 70.0% accuracy
[2025-12-09T20:35:36.769301] [DEBUG] [LOCAL     ] Loaded configuration for ISSC: 4 features, 90.0% accuracy
[2025-12-09T20:35:36.769611] [DEBUG] [LOCAL     ] Loaded configuration for PRGS: 2 features, 90.0% accuracy
[2025-12-09T20:35:36.769846] [DEBUG] [LOCAL     ] Loaded configuration for ANGI: 2 features, 70.0% accuracy
[2025-12-09T20:35:36.770083] [DEBUG] [LOCAL     ] Loaded configuration for AXTI: 2 features, 80.0% accuracy
[2025-12-09T20:35:36.770372] [DEBUG] [LOCAL     ] Loaded configuration for MYGN: 2 features, 70.0% accuracy
[2025-12-09T20:35:36.770682] [DEBUG] [LOCAL     ] Loaded configuration for NEO: 5 features, 80.0% accuracy
[2025-12-09T20:35:36.770987] [DEBUG] [LOCAL     ] Loaded configuration for FUND: 2 features, 90.0% accuracy
[2025-12-09T20:35:36.771257] [DEBUG] [LOCAL     ] Loaded configuration for GPRE: 1 features, 100.0% accuracy
[2025-12-09T20:35:36.771510] [DEBUG] [LOCAL     ] Loaded configuration for TGLS: 2 features, 90.0% accuracy
[2025-12-09T20:35:36.771830] [DEBUG] [LOCAL     ] Loaded configuration for VSCO: 0 features, 70.0% accuracy
[2025-12-09T20:35:36.772134] [DEBUG] [LOCAL     ] Loaded configuration for ZD: 3 features, 80.0% accuracy
[2025-12-09T20:35:36.772376] [DEBUG] [LOCAL     ] Loaded configuration for EIC: 3 features, 70.0% accuracy
[2025-12-09T20:35:36.772619] [DEBUG] [LOCAL     ] Loaded configuration for CB: 3 features, 70.0% accuracy
[2025-12-09T20:35:36.773077] [DEBUG] [LOCAL     ] Loaded configuration for SMPL: 3 features, 80.0% accuracy
[2025-12-09T20:35:36.773327] [DEBUG] [LOCAL     ] Loaded configuration for IEX: 0 features, 70.0% accuracy
[2025-12-09T20:35:36.773600] [DEBUG] [LOCAL     ] Loaded configuration for CTRM: 3 features, 80.0% accuracy
[2025-12-09T20:35:36.773853] [DEBUG] [LOCAL     ] Loaded configuration for AXL: 3 features, 70.0% accuracy
[2025-12-09T20:35:36.774107] [DEBUG] [LOCAL     ] Loaded configuration for RLJ: 2 features, 60.0% accuracy
[2025-12-09T20:35:36.774364] [DEBUG] [LOCAL     ] Loaded configuration for DRVN: 1 features, 70.0% accuracy
[2025-12-09T20:35:36.774607] [DEBUG] [LOCAL     ] Loaded configuration for HRL: 1 features, 70.0% accuracy
[2025-12-09T20:35:36.774859] [DEBUG] [LOCAL     ] Loaded configuration for FFBC: 0 features, 60.0% accuracy
[2025-12-09T20:35:36.775153] [DEBUG] [LOCAL     ] Loaded configuration for BSX: 2 features, 90.0% accuracy
[2025-12-09T20:35:36.775234] [DEBUG] [LOCAL     ] Loaded configuration for MFIN: 4 features, 80.0% accuracy
[2025-12-09T20:35:36.775474] [DEBUG] [LOCAL     ] Loaded configuration for CCK: 4 features, 100.0% accuracy
[2025-12-09T20:35:36.775759] [DEBUG] [LOCAL     ] Loaded configuration for LIN: 2 features, 70.0% accuracy
[2025-12-09T20:35:36.776040] [DEBUG] [LOCAL     ] Loaded configuration for PFF: 2 features, 90.0% accuracy
[2025-12-09T20:35:36.776341] [DEBUG] [LOCAL     ] Loaded configuration for OFIX: 1 features, 70.0% accuracy
[2025-12-09T20:35:36.776415] [DEBUG] [LOCAL     ] Loaded configuration for JEPQ: 6 features, 80.0% accuracy
[2025-12-09T20:35:36.776646] [DEBUG] [LOCAL     ] Loaded configuration for BTZ: 1 features, 80.0% accuracy
[2025-12-09T20:35:36.776878] [DEBUG] [LOCAL     ] Loaded configuration for ALTS: 1 features, 70.0% accuracy
[2025-12-09T20:35:36.776949] [DEBUG] [LOCAL     ] Loaded configuration for ALAB: 2 features, 70.0% accuracy
[2025-12-09T20:35:36.777231] [DEBUG] [LOCAL     ] Loaded configuration for IDCC: 2 features, 80.0% accuracy
[2025-12-09T20:35:36.777483] [DEBUG] [LOCAL     ] Loaded configuration for DOUG: 1 features, 90.0% accuracy
[2025-12-09T20:35:36.777791] [DEBUG] [LOCAL     ] Loaded configuration for ACON: 1 features, 80.0% accuracy
[2025-12-09T20:35:36.777880] [DEBUG] [LOCAL     ] Loaded configuration for LMBS: 2 features, 90.0% accuracy
[2025-12-09T20:35:36.777946] [DEBUG] [LOCAL     ] Loaded configuration for BTMD: 3 features, 80.0% accuracy
[2025-12-09T20:35:36.778008] [DEBUG] [LOCAL     ] Loaded configuration for COFS: 3 features, 70.0% accuracy
[2025-12-09T20:35:36.778243] [DEBUG] [LOCAL     ] Loaded configuration for NXE: 3 features, 90.0% accuracy
[2025-12-09T20:35:36.778551] [DEBUG] [LOCAL     ] Loaded configuration for NTNX: 4 features, 70.0% accuracy
[2025-12-09T20:35:36.778867] [DEBUG] [LOCAL     ] Loaded configuration for AIRJ: 3 features, 80.0% accuracy
[2025-12-09T20:35:36.778939] [DEBUG] [LOCAL     ] Loaded configuration for AFRM: 1 features, 80.0% accuracy
[2025-12-09T20:35:36.779247] [DEBUG] [LOCAL     ] Loaded configuration for REGN: 1 features, 60.0% accuracy
[2025-12-09T20:35:36.779502] [DEBUG] [LOCAL     ] Loaded configuration for CACC: 1 features, 60.0% accuracy
[2025-12-09T20:35:36.779807] [DEBUG] [LOCAL     ] Loaded configuration for TMCI: 2 features, 90.0% accuracy
[2025-12-09T20:35:36.780124] [DEBUG] [LOCAL     ] Loaded configuration for DX: 2 features, 80.0% accuracy
[2025-12-09T20:35:36.780380] [DEBUG] [LOCAL     ] Loaded configuration for CION: 1 features, 80.0% accuracy
[2025-12-09T20:35:36.780635] [DEBUG] [LOCAL     ] Loaded configuration for IHG: 1 features, 80.0% accuracy
[2025-12-09T20:35:36.780923] [DEBUG] [LOCAL     ] Loaded configuration for TNK: 2 features, 60.0% accuracy
[2025-12-09T20:35:36.781176] [DEBUG] [LOCAL     ] Loaded configuration for PRCH: 2 features, 70.0% accuracy
[2025-12-09T20:35:36.781471] [DEBUG] [LOCAL     ] Loaded configuration for BNJ: 2 features, 60.0% accuracy
[2025-12-09T20:35:36.781756] [DEBUG] [LOCAL     ] Loaded configuration for DVAX: 5 features, 90.0% accuracy
[2025-12-09T20:35:36.781997] [DEBUG] [LOCAL     ] Loaded configuration for CECO: 2 features, 90.0% accuracy
[2025-12-09T20:35:36.782285] [DEBUG] [LOCAL     ] Loaded configuration for LYG: 1 features, 70.0% accuracy
[2025-12-09T20:35:36.782602] [DEBUG] [LOCAL     ] Loaded configuration for CADL: 1 features, 90.0% accuracy
[2025-12-09T20:35:36.782956] [DEBUG] [LOCAL     ] Loaded configuration for DG: 1 features, 70.0% accuracy
[2025-12-09T20:35:36.783254] [DEBUG] [LOCAL     ] Loaded configuration for OSIS: 1 features, 70.0% accuracy
[2025-12-09T20:35:36.783500] [DEBUG] [LOCAL     ] Loaded configuration for DKNG: 2 features, 90.0% accuracy
[2025-12-09T20:35:36.783819] [DEBUG] [LOCAL     ] Loaded configuration for NWE: 2 features, 70.0% accuracy
[2025-12-09T20:35:36.783897] [DEBUG] [LOCAL     ] Loaded configuration for CODA: 0 features, 90.0% accuracy
[2025-12-09T20:35:36.784154] [DEBUG] [LOCAL     ] Loaded configuration for TTEC: 2 features, 90.0% accuracy
[2025-12-09T20:35:36.784412] [DEBUG] [LOCAL     ] Loaded configuration for KOS: 3 features, 70.0% accuracy
[2025-12-09T20:35:36.784652] [DEBUG] [LOCAL     ] Loaded configuration for NATL: 2 features, 90.0% accuracy
[2025-12-09T20:35:36.784890] [DEBUG] [LOCAL     ] Loaded configuration for VTEX: 2 features, 90.0% accuracy
[2025-12-09T20:35:36.785185] [DEBUG] [LOCAL     ] Loaded configuration for ORGO: 1 features, 80.0% accuracy
[2025-12-09T20:35:36.785268] [DEBUG] [LOCAL     ] Loaded configuration for LGIH: 1 features, 90.0% accuracy
[2025-12-09T20:35:36.785511] [DEBUG] [LOCAL     ] Loaded configuration for LZB: 2 features, 80.0% accuracy
[2025-12-09T20:35:36.785994] [DEBUG] [LOCAL     ] Loaded configuration for MPB: 3 features, 70.0% accuracy
[2025-12-09T20:35:36.786301] [DEBUG] [LOCAL     ] Loaded configuration for RICK: 3 features, 80.0% accuracy
[2025-12-09T20:35:36.786547] [DEBUG] [LOCAL     ] Loaded configuration for IDE: 1 features, 80.0% accuracy
[2025-12-09T20:35:36.786828] [DEBUG] [LOCAL     ] Loaded configuration for CTNM: 3 features, 80.0% accuracy
[2025-12-09T20:35:36.787090] [DEBUG] [LOCAL     ] Loaded configuration for GOOG: 1 features, 60.0% accuracy
[2025-12-09T20:35:36.787384] [DEBUG] [LOCAL     ] Loaded configuration for JBL: 2 features, 70.0% accuracy
[2025-12-09T20:35:36.787685] [DEBUG] [LOCAL     ] Loaded configuration for IRDM: 4 features, 80.0% accuracy
[2025-12-09T20:35:36.787916] [DEBUG] [LOCAL     ] Loaded configuration for AIP: 3 features, 80.0% accuracy
[2025-12-09T20:35:36.788150] [DEBUG] [LOCAL     ] Loaded configuration for EDAP: 1 features, 70.0% accuracy
[2025-12-09T20:35:36.788221] [DEBUG] [LOCAL     ] Loaded configuration for FUN: 3 features, 80.0% accuracy
[2025-12-09T20:35:36.788452] [DEBUG] [LOCAL     ] Loaded configuration for CTO: 3 features, 70.0% accuracy
[2025-12-09T20:35:36.788528] [DEBUG] [LOCAL     ] Loaded configuration for CPSS: 2 features, 70.0% accuracy
[2025-12-09T20:35:36.788781] [DEBUG] [LOCAL     ] Loaded configuration for HIFS: 1 features, 90.0% accuracy
[2025-12-09T20:35:36.789066] [DEBUG] [LOCAL     ] Loaded configuration for ASPS: 1 features, 80.0% accuracy
[2025-12-09T20:35:36.789300] [DEBUG] [LOCAL     ] Loaded configuration for ALXO: 1 features, 70.0% accuracy
[2025-12-09T20:35:36.789603] [DEBUG] [LOCAL     ] Loaded configuration for ECC: 1 features, 50.0% accuracy
[2025-12-09T20:35:36.790082] [DEBUG] [LOCAL     ] Loaded configuration for HUMA: 4 features, 60.0% accuracy
[2025-12-09T20:35:36.790379] [DEBUG] [LOCAL     ] Loaded configuration for BG: 4 features, 70.0% accuracy
[2025-12-09T20:35:36.790690] [DEBUG] [LOCAL     ] Loaded configuration for CMPX: 1 features, 70.0% accuracy
[2025-12-09T20:35:36.790763] [DEBUG] [LOCAL     ] Loaded configuration for ORMP: 2 features, 80.0% accuracy
[2025-12-09T20:35:36.791041] [DEBUG] [LOCAL     ] Loaded configuration for ORKA: 2 features, 70.0% accuracy
[2025-12-09T20:35:36.791327] [DEBUG] [LOCAL     ] Loaded configuration for THFF: 1 features, 70.0% accuracy
[2025-12-09T20:35:36.791564] [DEBUG] [LOCAL     ] Loaded configuration for KTF: 3 features, 80.0% accuracy
[2025-12-09T20:35:36.791890] [DEBUG] [LOCAL     ] Loaded configuration for TBLD: 0 features, 80.0% accuracy
[2025-12-09T20:35:36.791961] [DEBUG] [LOCAL     ] Loaded configuration for ACAD: 1 features, 70.0% accuracy
[2025-12-09T20:35:36.792187] [DEBUG] [LOCAL     ] Loaded configuration for INMB: 2 features, 70.0% accuracy
[2025-12-09T20:35:36.792470] [DEBUG] [LOCAL     ] Loaded configuration for TSQ: 3 features, 100.0% accuracy
[2025-12-09T20:35:36.792703] [DEBUG] [LOCAL     ] Loaded configuration for CNC: 1 features, 70.0% accuracy
[2025-12-09T20:35:36.792935] [DEBUG] [LOCAL     ] Loaded configuration for LZM: 3 features, 80.0% accuracy
[2025-12-09T20:35:36.793216] [DEBUG] [LOCAL     ] Loaded configuration for ATGE: 3 features, 60.0% accuracy
[2025-12-09T20:35:36.793457] [DEBUG] [LOCAL     ] Loaded configuration for BXMX: 4 features, 70.0% accuracy
[2025-12-09T20:35:36.793711] [DEBUG] [LOCAL     ] Loaded configuration for AQN: 2 features, 60.0% accuracy
[2025-12-09T20:35:36.793971] [DEBUG] [LOCAL     ] Loaded configuration for SPAI: 2 features, 70.0% accuracy
[2025-12-09T20:35:36.794254] [DEBUG] [LOCAL     ] Loaded configuration for KLIC: 3 features, 80.0% accuracy
[2025-12-09T20:35:36.794505] [DEBUG] [LOCAL     ] Loaded configuration for MBB: 2 features, 80.0% accuracy
[2025-12-09T20:35:36.794758] [DEBUG] [LOCAL     ] Loaded configuration for RYI: 4 features, 70.0% accuracy
[2025-12-09T20:35:36.794994] [DEBUG] [LOCAL     ] Loaded configuration for HPE: 0 features, 90.0% accuracy
[2025-12-09T20:35:36.795237] [DEBUG] [LOCAL     ] Loaded configuration for MSGS: 2 features, 90.0% accuracy
[2025-12-09T20:35:36.795489] [DEBUG] [LOCAL     ] Loaded configuration for LYEL: 4 features, 70.0% accuracy
[2025-12-09T20:35:36.795724] [DEBUG] [LOCAL     ] Loaded configuration for FBIZ: 6 features, 70.0% accuracy
[2025-12-09T20:35:36.795959] [DEBUG] [LOCAL     ] Loaded configuration for VTLE: 2 features, 60.0% accuracy
[2025-12-09T20:35:36.796253] [DEBUG] [LOCAL     ] Loaded configuration for CRH: 2 features, 70.0% accuracy
[2025-12-09T20:35:36.796535] [DEBUG] [LOCAL     ] Loaded configuration for TELO: 3 features, 80.0% accuracy
[2025-12-09T20:35:36.796859] [DEBUG] [LOCAL     ] Loaded configuration for GHM: 1 features, 80.0% accuracy
[2025-12-09T20:35:36.796939] [DEBUG] [LOCAL     ] Loaded configuration for FTLF: 2 features, 80.0% accuracy
[2025-12-09T20:35:36.797216] [DEBUG] [LOCAL     ] Loaded configuration for OXLC: 4 features, 60.0% accuracy
[2025-12-09T20:35:36.797284] [DEBUG] [LOCAL     ] Loaded configuration for HSII: 1 features, 90.0% accuracy
[2025-12-09T20:35:36.797600] [DEBUG] [LOCAL     ] Loaded configuration for AFL: 3 features, 70.0% accuracy
[2025-12-09T20:35:36.798064] [DEBUG] [LOCAL     ] Loaded configuration for FEMS: 1 features, 50.0% accuracy
[2025-12-09T20:35:36.798396] [DEBUG] [LOCAL     ] Loaded configuration for LMND: 3 features, 80.0% accuracy
[2025-12-09T20:35:36.798671] [DEBUG] [LOCAL     ] Loaded configuration for BIPH: 2 features, 80.0% accuracy
[2025-12-09T20:35:36.798945] [DEBUG] [LOCAL     ] Loaded configuration for BJ: 4 features, 90.0% accuracy
[2025-12-09T20:35:36.799276] [DEBUG] [LOCAL     ] Loaded configuration for ODP: 2 features, 60.0% accuracy
[2025-12-09T20:35:36.799617] [DEBUG] [LOCAL     ] Loaded configuration for BLBD: 2 features, 90.0% accuracy
[2025-12-09T20:35:36.800145] [DEBUG] [LOCAL     ] Loaded configuration for PMAX: 2 features, 100.0% accuracy
[2025-12-09T20:35:36.800493] [DEBUG] [LOCAL     ] Loaded configuration for SQNS: 5 features, 90.0% accuracy
[2025-12-09T20:35:36.800820] [DEBUG] [LOCAL     ] Loaded configuration for CNK: 4 features, 100.0% accuracy
[2025-12-09T20:35:36.800937] [DEBUG] [LOCAL     ] Loaded configuration for TSLQ: 3 features, 80.0% accuracy
[2025-12-09T20:35:36.801224] [DEBUG] [LOCAL     ] Loaded configuration for STEM: 3 features, 100.0% accuracy
[2025-12-09T20:35:36.801340] [DEBUG] [LOCAL     ] Loaded configuration for FIHL: 4 features, 70.0% accuracy
[2025-12-09T20:35:36.801652] [DEBUG] [LOCAL     ] Loaded configuration for ACHC: 1 features, 50.0% accuracy
[2025-12-09T20:35:36.801948] [DEBUG] [LOCAL     ] Loaded configuration for HLF: 2 features, 70.0% accuracy
[2025-12-09T20:35:36.802065] [DEBUG] [LOCAL     ] Loaded configuration for PAA: 2 features, 70.0% accuracy
[2025-12-09T20:35:36.802369] [DEBUG] [LOCAL     ] Loaded configuration for BDN: 2 features, 90.0% accuracy
[2025-12-09T20:35:36.802675] [DEBUG] [LOCAL     ] Loaded configuration for CTBI: 4 features, 60.0% accuracy
[2025-12-09T20:35:36.803021] [DEBUG] [LOCAL     ] Loaded configuration for RRGB: 2 features, 100.0% accuracy
[2025-12-09T20:35:36.803334] [DEBUG] [LOCAL     ] Loaded configuration for HWH: 3 features, 90.0% accuracy
[2025-12-09T20:35:36.803647] [DEBUG] [LOCAL     ] Loaded configuration for IMMP: 3 features, 50.0% accuracy
[2025-12-09T20:35:36.804116] [DEBUG] [LOCAL     ] Loaded configuration for HLIO: 2 features, 60.0% accuracy
[2025-12-09T20:35:36.804461] [DEBUG] [LOCAL     ] Loaded configuration for SGBX: 1 features, 70.0% accuracy
[2025-12-09T20:35:36.804830] [DEBUG] [LOCAL     ] Loaded configuration for KBWY: 1 features, 90.0% accuracy
[2025-12-09T20:35:36.805145] [DEBUG] [LOCAL     ] Loaded configuration for JKHY: 2 features, 100.0% accuracy
[2025-12-09T20:35:36.805442] [DEBUG] [LOCAL     ] Loaded configuration for AXON: 2 features, 90.0% accuracy
[2025-12-09T20:35:36.805765] [DEBUG] [LOCAL     ] Loaded configuration for RDVY: 2 features, 70.0% accuracy
[2025-12-09T20:35:36.806103] [DEBUG] [LOCAL     ] Loaded configuration for PAYS: 1 features, 80.0% accuracy
[2025-12-09T20:35:36.806417] [DEBUG] [LOCAL     ] Loaded configuration for RIME: 6 features, 80.0% accuracy
[2025-12-09T20:35:36.806758] [DEBUG] [LOCAL     ] Loaded configuration for NTRA: 1 features, 80.0% accuracy
[2025-12-09T20:35:36.807100] [DEBUG] [LOCAL     ] Loaded configuration for OLMA: 2 features, 80.0% accuracy
[2025-12-09T20:35:36.807392] [DEBUG] [LOCAL     ] Loaded configuration for XOM: 0 features, 70.0% accuracy
[2025-12-09T20:35:36.807756] [DEBUG] [LOCAL     ] Loaded configuration for BUG: 4 features, 60.0% accuracy
[2025-12-09T20:35:36.808095] [DEBUG] [LOCAL     ] Loaded configuration for DCO: 2 features, 60.0% accuracy
[2025-12-09T20:35:36.808380] [DEBUG] [LOCAL     ] Loaded configuration for BGS: 4 features, 80.0% accuracy
[2025-12-09T20:35:36.808695] [DEBUG] [LOCAL     ] Loaded configuration for SNY: 1 features, 80.0% accuracy
[2025-12-09T20:35:36.808982] [DEBUG] [LOCAL     ] Loaded configuration for GWRS: 1 features, 80.0% accuracy
[2025-12-09T20:35:36.809284] [DEBUG] [LOCAL     ] Loaded configuration for PSTG: 3 features, 70.0% accuracy
[2025-12-09T20:35:36.809628] [DEBUG] [LOCAL     ] Loaded configuration for HUN: 2 features, 70.0% accuracy
[2025-12-09T20:35:36.809912] [DEBUG] [LOCAL     ] Loaded configuration for ALEX: 4 features, 80.0% accuracy
[2025-12-09T20:35:36.810255] [DEBUG] [LOCAL     ] Loaded configuration for BE: 1 features, 80.0% accuracy
[2025-12-09T20:35:36.810611] [DEBUG] [LOCAL     ] Loaded configuration for PATH: 0 features, 60.0% accuracy
[2025-12-09T20:35:36.810911] [DEBUG] [LOCAL     ] Loaded configuration for PFM: 1 features, 70.0% accuracy
[2025-12-09T20:35:36.811250] [DEBUG] [LOCAL     ] Loaded configuration for AGNCL: 6 features, 90.0% accuracy
[2025-12-09T20:35:36.811557] [DEBUG] [LOCAL     ] Loaded configuration for CTRN: 3 features, 80.0% accuracy
[2025-12-09T20:35:36.811911] [DEBUG] [LOCAL     ] Loaded configuration for ACWX: 1 features, 80.0% accuracy
[2025-12-09T20:35:36.812015] [DEBUG] [LOCAL     ] Loaded configuration for NB: 2 features, 70.0% accuracy
[2025-12-09T20:35:36.812291] [DEBUG] [LOCAL     ] Loaded configuration for GUG: 1 features, 60.0% accuracy
[2025-12-09T20:35:36.812593] [DEBUG] [LOCAL     ] Loaded configuration for TX: 3 features, 80.0% accuracy
[2025-12-09T20:35:36.812882] [DEBUG] [LOCAL     ] Loaded configuration for KN: 1 features, 80.0% accuracy
[2025-12-09T20:35:36.813220] [DEBUG] [LOCAL     ] Loaded configuration for EVC: 1 features, 70.0% accuracy
[2025-12-09T20:35:36.813513] [DEBUG] [LOCAL     ] Loaded configuration for RSKD: 4 features, 80.0% accuracy
[2025-12-09T20:35:36.813879] [DEBUG] [LOCAL     ] Loaded configuration for ARES: 2 features, 90.0% accuracy
[2025-12-09T20:35:36.814166] [DEBUG] [LOCAL     ] Loaded configuration for BMY: 3 features, 80.0% accuracy
[2025-12-09T20:35:36.814470] [DEBUG] [LOCAL     ] Loaded configuration for GGLS: 2 features, 80.0% accuracy
[2025-12-09T20:35:36.814785] [DEBUG] [LOCAL     ] Loaded configuration for BBD: 1 features, 60.0% accuracy
[2025-12-09T20:35:36.815083] [DEBUG] [LOCAL     ] Loaded configuration for GLBE: 2 features, 80.0% accuracy
[2025-12-09T20:35:36.815378] [DEBUG] [LOCAL     ] Loaded configuration for ESTA: 4 features, 90.0% accuracy
[2025-12-09T20:35:36.815714] [DEBUG] [LOCAL     ] Loaded configuration for TOI: 3 features, 80.0% accuracy
[2025-12-09T20:35:36.816056] [DEBUG] [LOCAL     ] Loaded configuration for NUVL: 5 features, 90.0% accuracy
[2025-12-09T20:35:36.816169] [DEBUG] [LOCAL     ] Loaded configuration for JAMF: 2 features, 70.0% accuracy
[2025-12-09T20:35:36.816458] [DEBUG] [LOCAL     ] Loaded configuration for EDN: 5 features, 80.0% accuracy
[2025-12-09T20:35:36.816745] [DEBUG] [LOCAL     ] Loaded configuration for SPCE: 1 features, 80.0% accuracy
[2025-12-09T20:35:36.817087] [DEBUG] [LOCAL     ] Loaded configuration for ATRO: 3 features, 90.0% accuracy
[2025-12-09T20:35:36.817181] [DEBUG] [LOCAL     ] Loaded configuration for CRON: 1 features, 70.0% accuracy
[2025-12-09T20:35:36.817426] [DEBUG] [LOCAL     ] Loaded configuration for GLRE: 2 features, 80.0% accuracy
[2025-12-09T20:35:36.817769] [DEBUG] [LOCAL     ] Loaded configuration for TS: 2 features, 100.0% accuracy
[2025-12-09T20:35:36.818099] [DEBUG] [LOCAL     ] Loaded configuration for VSTM: 3 features, 80.0% accuracy
[2025-12-09T20:35:36.818422] [DEBUG] [LOCAL     ] Loaded configuration for KIDS: 0 features, 90.0% accuracy
[2025-12-09T20:35:36.818749] [DEBUG] [LOCAL     ] Loaded configuration for GTES: 7 features, 90.0% accuracy
[2025-12-09T20:35:36.819039] [DEBUG] [LOCAL     ] Loaded configuration for GRFS: 1 features, 70.0% accuracy
[2025-12-09T20:35:36.819363] [DEBUG] [LOCAL     ] Loaded configuration for RELL: 2 features, 80.0% accuracy
[2025-12-09T20:35:36.819695] [DEBUG] [LOCAL     ] Loaded configuration for LILA: 2 features, 70.0% accuracy
[2025-12-09T20:35:36.819970] [DEBUG] [LOCAL     ] Loaded configuration for HIG: 2 features, 80.0% accuracy
[2025-12-09T20:35:36.820272] [DEBUG] [LOCAL     ] Loaded configuration for NOTE: 1 features, 80.0% accuracy
[2025-12-09T20:35:36.820525] [DEBUG] [LOCAL     ] Loaded configuration for TPZ: 3 features, 80.0% accuracy
[2025-12-09T20:35:36.820804] [DEBUG] [LOCAL     ] Loaded configuration for APLD: 1 features, 90.0% accuracy
[2025-12-09T20:35:36.821099] [DEBUG] [LOCAL     ] Loaded configuration for FWRG: 2 features, 50.0% accuracy
[2025-12-09T20:35:36.821375] [DEBUG] [LOCAL     ] Loaded configuration for UPXI: 2 features, 70.0% accuracy
[2025-12-09T20:35:36.821670] [DEBUG] [LOCAL     ] Loaded configuration for ALE: 4 features, 80.0% accuracy
[2025-12-09T20:35:36.821967] [DEBUG] [LOCAL     ] Loaded configuration for USXF: 1 features, 80.0% accuracy
[2025-12-09T20:35:36.822270] [DEBUG] [LOCAL     ] Loaded configuration for ANF: 4 features, 100.0% accuracy
[2025-12-09T20:35:36.822523] [DEBUG] [LOCAL     ] Loaded configuration for ICE: 2 features, 70.0% accuracy
[2025-12-09T20:35:36.822840] [DEBUG] [LOCAL     ] Loaded configuration for ESGE: 2 features, 80.0% accuracy
[2025-12-09T20:35:36.823133] [DEBUG] [LOCAL     ] Loaded configuration for TBIL: 0 features, 90.0% accuracy
[2025-12-09T20:35:36.823220] [DEBUG] [LOCAL     ] Loaded configuration for FITBO: 1 features, 70.0% accuracy
[2025-12-09T20:35:36.823460] [DEBUG] [LOCAL     ] Loaded configuration for IHS: 1 features, 90.0% accuracy
[2025-12-09T20:35:36.823775] [DEBUG] [LOCAL     ] Loaded configuration for RYAAY: 3 features, 70.0% accuracy
[2025-12-09T20:35:36.824070] [DEBUG] [LOCAL     ] Loaded configuration for AUID: 4 features, 90.0% accuracy
[2025-12-09T20:35:36.824360] [DEBUG] [LOCAL     ] Loaded configuration for MEDP: 1 features, 80.0% accuracy
[2025-12-09T20:35:36.824437] [DEBUG] [LOCAL     ] Loaded configuration for BWB: 1 features, 60.0% accuracy
[2025-12-09T20:35:36.824740] [DEBUG] [LOCAL     ] Loaded configuration for DMAC: 5 features, 70.0% accuracy
[2025-12-09T20:35:36.825004] [DEBUG] [LOCAL     ] Loaded configuration for PACB: 0 features, 70.0% accuracy
[2025-12-09T20:35:36.825245] [DEBUG] [LOCAL     ] Loaded configuration for ABG: 2 features, 90.0% accuracy
[2025-12-09T20:35:36.825516] [DEBUG] [LOCAL     ] Loaded configuration for WASH: 2 features, 80.0% accuracy
[2025-12-09T20:35:36.825838] [DEBUG] [LOCAL     ] Loaded configuration for NFLX: 3 features, 90.0% accuracy
[2025-12-09T20:35:36.826135] [DEBUG] [LOCAL     ] Loaded configuration for DRD: 0 features, 60.0% accuracy
[2025-12-09T20:35:36.826381] [DEBUG] [LOCAL     ] Loaded configuration for FIGS: 5 features, 90.0% accuracy
[2025-12-09T20:35:36.826701] [DEBUG] [LOCAL     ] Loaded configuration for KPRX: 3 features, 90.0% accuracy
[2025-12-09T20:35:36.826999] [DEBUG] [LOCAL     ] Loaded configuration for FNB: 4 features, 80.0% accuracy
[2025-12-09T20:35:36.827303] [DEBUG] [LOCAL     ] Loaded configuration for AMCX: 1 features, 70.0% accuracy
[2025-12-09T20:35:36.827384] [DEBUG] [LOCAL     ] Loaded configuration for CCD: 3 features, 60.0% accuracy
[2025-12-09T20:35:36.827639] [DEBUG] [LOCAL     ] Loaded configuration for TVC: 1 features, 80.0% accuracy
[2025-12-09T20:35:36.827943] [DEBUG] [LOCAL     ] Loaded configuration for SKYE: 2 features, 70.0% accuracy
[2025-12-09T20:35:36.828240] [DEBUG] [LOCAL     ] Loaded configuration for SPRC: 1 features, 80.0% accuracy
[2025-12-09T20:35:36.828540] [DEBUG] [LOCAL     ] Loaded configuration for LRCX: 3 features, 66.66666666666666% accuracy
[2025-12-09T20:35:36.828864] [DEBUG] [LOCAL     ] Loaded configuration for RPTX: 0 features, 80.0% accuracy
[2025-12-09T20:35:36.829169] [DEBUG] [LOCAL     ] Loaded configuration for ETG: 3 features, 70.0% accuracy
[2025-12-09T20:35:36.829416] [DEBUG] [LOCAL     ] Loaded configuration for DSP: 1 features, 70.0% accuracy
[2025-12-09T20:35:36.829659] [DEBUG] [LOCAL     ] Loaded configuration for LII: 2 features, 90.0% accuracy
[2025-12-09T20:35:36.829902] [DEBUG] [LOCAL     ] Loaded configuration for SYY: 3 features, 80.0% accuracy
[2025-12-09T20:35:36.830161] [DEBUG] [LOCAL     ] Loaded configuration for ZBIO: 2 features, 60.0% accuracy
[2025-12-09T20:35:36.830410] [DEBUG] [LOCAL     ] Loaded configuration for CGO: 3 features, 70.0% accuracy
[2025-12-09T20:35:36.830668] [DEBUG] [LOCAL     ] Loaded configuration for FGEN: 3 features, 70.0% accuracy
[2025-12-09T20:35:36.830960] [DEBUG] [LOCAL     ] Loaded configuration for HESM: 3 features, 70.0% accuracy
[2025-12-09T20:35:36.831221] [DEBUG] [LOCAL     ] Loaded configuration for PCF: 1 features, 60.0% accuracy
[2025-12-09T20:35:36.831483] [DEBUG] [LOCAL     ] Loaded configuration for F: 0 features, 70.0% accuracy
[2025-12-09T20:35:36.831560] [DEBUG] [LOCAL     ] Loaded configuration for FEX: 2 features, 70.0% accuracy
[2025-12-09T20:35:36.831826] [DEBUG] [LOCAL     ] Loaded configuration for ASBA: 0 features, 70.0% accuracy
[2025-12-09T20:35:36.832121] [DEBUG] [LOCAL     ] Loaded configuration for CTRE: 2 features, 80.0% accuracy
[2025-12-09T20:35:36.832196] [DEBUG] [LOCAL     ] Loaded configuration for THG: 2 features, 60.0% accuracy
[2025-12-09T20:35:36.832484] [DEBUG] [LOCAL     ] Loaded configuration for LCID: 4 features, 70.0% accuracy
[2025-12-09T20:35:36.832732] [DEBUG] [LOCAL     ] Loaded configuration for ORC: 0 features, 80.0% accuracy
[2025-12-09T20:35:36.833029] [DEBUG] [LOCAL     ] Loaded configuration for PH: 4 features, 70.0% accuracy
[2025-12-09T20:35:36.833324] [DEBUG] [LOCAL     ] Loaded configuration for BTI: 1 features, 80.0% accuracy
[2025-12-09T20:35:36.833398] [DEBUG] [LOCAL     ] Loaded configuration for DTM: 1 features, 60.0% accuracy
[2025-12-09T20:35:36.833686] [DEBUG] [LOCAL     ] Loaded configuration for BBVA: 2 features, 80.0% accuracy
[2025-12-09T20:35:36.833933] [DEBUG] [LOCAL     ] Loaded configuration for DHIL: 5 features, 90.0% accuracy
[2025-12-09T20:35:36.834180] [DEBUG] [LOCAL     ] Loaded configuration for AFYA: 4 features, 90.0% accuracy
[2025-12-09T20:35:36.834478] [DEBUG] [LOCAL     ] Loaded configuration for QVAL: 4 features, 90.0% accuracy
[2025-12-09T20:35:36.834725] [DEBUG] [LOCAL     ] Loaded configuration for SCS: 1 features, 60.0% accuracy
[2025-12-09T20:35:36.834801] [DEBUG] [LOCAL     ] Loaded configuration for SNGX: 1 features, 90.0% accuracy
[2025-12-09T20:35:36.835054] [DEBUG] [LOCAL     ] Loaded configuration for SMX: 2 features, 80.0% accuracy
[2025-12-09T20:35:36.835298] [DEBUG] [LOCAL     ] Loaded configuration for IIM: 3 features, 70.0% accuracy
[2025-12-09T20:35:36.835600] [DEBUG] [LOCAL     ] Loaded configuration for CETY: 1 features, 80.0% accuracy
[2025-12-09T20:35:36.835901] [DEBUG] [LOCAL     ] Loaded configuration for WKSP: 1 features, 90.0% accuracy
[2025-12-09T20:35:36.836149] [DEBUG] [LOCAL     ] Loaded configuration for BCML: 2 features, 70.0% accuracy
[2025-12-09T20:35:36.836394] [DEBUG] [LOCAL     ] Loaded configuration for BJDX: 3 features, 80.0% accuracy
[2025-12-09T20:35:36.836686] [DEBUG] [LOCAL     ] Loaded configuration for FTQI: 0 features, 80.0% accuracy
[2025-12-09T20:35:36.836980] [DEBUG] [LOCAL     ] Loaded configuration for CBNK: 2 features, 100.0% accuracy
[2025-12-09T20:35:36.837057] [DEBUG] [LOCAL     ] Loaded configuration for PROK: 1 features, 70.0% accuracy
[2025-12-09T20:35:36.837344] [DEBUG] [LOCAL     ] Loaded configuration for ABVX: 1 features, 80.0% accuracy
[2025-12-09T20:35:36.837648] [DEBUG] [LOCAL     ] Loaded configuration for KSPI: 3 features, 70.0% accuracy
[2025-12-09T20:35:36.837950] [DEBUG] [LOCAL     ] Loaded configuration for FRSX: 1 features, 80.0% accuracy
[2025-12-09T20:35:36.838197] [DEBUG] [LOCAL     ] Loaded configuration for AEFC: 3 features, 70.0% accuracy
[2025-12-09T20:35:36.838494] [DEBUG] [LOCAL     ] Loaded configuration for AMDL: 5 features, 70.0% accuracy
[2025-12-09T20:35:36.838807] [DEBUG] [LOCAL     ] Loaded configuration for BRSP: 0 features, 70.0% accuracy
[2025-12-09T20:35:36.839058] [DEBUG] [LOCAL     ] Loaded configuration for SEM: 4 features, 100.0% accuracy
[2025-12-09T20:35:36.839317] [DEBUG] [LOCAL     ] Loaded configuration for SOJC: 3 features, 100.0% accuracy
[2025-12-09T20:35:36.839602] [DEBUG] [LOCAL     ] Loaded configuration for GBIO: 2 features, 60.0% accuracy
[2025-12-09T20:35:36.839901] [DEBUG] [LOCAL     ] Loaded configuration for ARDC: 0 features, 60.0% accuracy
[2025-12-09T20:35:36.840197] [DEBUG] [LOCAL     ] Loaded configuration for SVRA: 2 features, 70.0% accuracy
[2025-12-09T20:35:36.840443] [DEBUG] [LOCAL     ] Loaded configuration for VSH: 4 features, 80.0% accuracy
[2025-12-09T20:35:36.840736] [DEBUG] [LOCAL     ] Loaded configuration for BCSF: 1 features, 60.0% accuracy
[2025-12-09T20:35:36.840822] [DEBUG] [LOCAL     ] Loaded configuration for SURG: 1 features, 70.0% accuracy
[2025-12-09T20:35:36.841108] [DEBUG] [LOCAL     ] Loaded configuration for GAMB: 2 features, 80.0% accuracy
[2025-12-09T20:35:36.841372] [DEBUG] [LOCAL     ] Loaded configuration for NVO: 3 features, 100.0% accuracy
[2025-12-09T20:35:36.841617] [DEBUG] [LOCAL     ] Loaded configuration for AES: 1 features, 90.0% accuracy
[2025-12-09T20:35:36.841923] [DEBUG] [LOCAL     ] Loaded configuration for SLNO: 0 features, 80.0% accuracy
[2025-12-09T20:35:36.842216] [DEBUG] [LOCAL     ] Loaded configuration for BEPH: 0 features, 80.0% accuracy
[2025-12-09T20:35:36.842509] [DEBUG] [LOCAL     ] Loaded configuration for LINC: 1 features, 90.0% accuracy
[2025-12-09T20:35:36.842611] [DEBUG] [LOCAL     ] Loaded configuration for IAE: 2 features, 50.0% accuracy
[2025-12-09T20:35:36.842900] [DEBUG] [LOCAL     ] Loaded configuration for NGG: 0 features, 80.0% accuracy
[2025-12-09T20:35:36.843191] [DEBUG] [LOCAL     ] Loaded configuration for QLYS: 1 features, 100.0% accuracy
[2025-12-09T20:35:36.843485] [DEBUG] [LOCAL     ] Loaded configuration for DFH: 2 features, 60.0% accuracy
[2025-12-09T20:35:36.843732] [DEBUG] [LOCAL     ] Loaded configuration for HCTI: 3 features, 80.0% accuracy
[2025-12-09T20:35:36.844027] [DEBUG] [LOCAL     ] Loaded configuration for TPG: 3 features, 80.0% accuracy
[2025-12-09T20:35:36.844320] [DEBUG] [LOCAL     ] Loaded configuration for VPG: 2 features, 80.0% accuracy
[2025-12-09T20:35:36.844601] [DEBUG] [LOCAL     ] Loaded configuration for PHIO: 5 features, 80.0% accuracy
[2025-12-09T20:35:36.844923] [DEBUG] [LOCAL     ] Loaded configuration for CHMI: 2 features, 80.0% accuracy
[2025-12-09T20:35:36.845001] [DEBUG] [LOCAL     ] Loaded configuration for GPRO: 4 features, 80.0% accuracy
[2025-12-09T20:35:36.845285] [DEBUG] [LOCAL     ] Loaded configuration for STRA: 2 features, 70.0% accuracy
[2025-12-09T20:35:36.845530] [DEBUG] [LOCAL     ] Loaded configuration for QS: 2 features, 80.0% accuracy
[2025-12-09T20:35:36.845850] [DEBUG] [LOCAL     ] Loaded configuration for FOX: 2 features, 70.0% accuracy
[2025-12-09T20:35:36.846112] [DEBUG] [LOCAL     ] Loaded configuration for PAHC: 4 features, 70.0% accuracy
[2025-12-09T20:35:36.846405] [DEBUG] [LOCAL     ] Loaded configuration for MPC: 1 features, 80.0% accuracy
[2025-12-09T20:35:36.846666] [DEBUG] [LOCAL     ] Loaded configuration for FINX: 5 features, 80.0% accuracy
[2025-12-09T20:35:36.846959] [DEBUG] [LOCAL     ] Loaded configuration for GEF: 1 features, 70.0% accuracy
[2025-12-09T20:35:36.847206] [DEBUG] [LOCAL     ] Loaded configuration for CHD: 4 features, 70.0% accuracy
[2025-12-09T20:35:36.847554] [DEBUG] [LOCAL     ] Loaded configuration for GDYN: 4 features, 70.0% accuracy
[2025-12-09T20:35:36.847857] [DEBUG] [LOCAL     ] Loaded configuration for PVL: 1 features, 100.0% accuracy
[2025-12-09T20:35:36.848116] [DEBUG] [LOCAL     ] Loaded configuration for TAOP: 1 features, 80.0% accuracy
[2025-12-09T20:35:36.848350] [DEBUG] [LOCAL     ] Loaded configuration for PINE: 3 features, 80.0% accuracy
[2025-12-09T20:35:36.848630] [DEBUG] [LOCAL     ] Loaded configuration for LTRX: 3 features, 80.0% accuracy
[2025-12-09T20:35:36.848704] [DEBUG] [LOCAL     ] Loaded configuration for ACTG: 0 features, 90.0% accuracy
[2025-12-09T20:35:36.849009] [DEBUG] [LOCAL     ] Loaded configuration for AURA: 3 features, 80.0% accuracy
[2025-12-09T20:35:36.849317] [DEBUG] [LOCAL     ] Loaded configuration for GBAB: 4 features, 90.0% accuracy
[2025-12-09T20:35:36.849390] [DEBUG] [LOCAL     ] Loaded configuration for DRUG: 1 features, 80.0% accuracy
[2025-12-09T20:35:36.849660] [DEBUG] [LOCAL     ] Loaded configuration for CSGS: 2 features, 70.0% accuracy
[2025-12-09T20:35:36.849904] [DEBUG] [LOCAL     ] Loaded configuration for FDS: 2 features, 80.0% accuracy
[2025-12-09T20:35:36.850139] [DEBUG] [LOCAL     ] Loaded configuration for PINS: 2 features, 60.0% accuracy
[2025-12-09T20:35:36.850372] [DEBUG] [LOCAL     ] Loaded configuration for FUBO: 2 features, 70.0% accuracy
[2025-12-09T20:35:36.850686] [DEBUG] [LOCAL     ] Loaded configuration for ZEUS: 1 features, 70.0% accuracy
[2025-12-09T20:35:36.850761] [DEBUG] [LOCAL     ] Loaded configuration for BLMN: 2 features, 80.0% accuracy
[2025-12-09T20:35:36.850819] [DEBUG] [LOCAL     ] Loaded configuration for CATY: 3 features, 80.0% accuracy
[2025-12-09T20:35:36.851051] [DEBUG] [LOCAL     ] Loaded configuration for IGI: 2 features, 60.0% accuracy
[2025-12-09T20:35:36.851299] [DEBUG] [LOCAL     ] Loaded configuration for MBIO: 4 features, 70.0% accuracy
[2025-12-09T20:35:36.851548] [DEBUG] [LOCAL     ] Loaded configuration for TAL: 3 features, 80.0% accuracy
[2025-12-09T20:35:36.851873] [DEBUG] [LOCAL     ] Loaded configuration for TBRG: 2 features, 80.0% accuracy
[2025-12-09T20:35:36.852168] [DEBUG] [LOCAL     ] Loaded configuration for CDNS: 3 features, 70.0% accuracy
[2025-12-09T20:35:36.852452] [DEBUG] [LOCAL     ] Loaded configuration for SERA: 3 features, 70.0% accuracy
[2025-12-09T20:35:36.852736] [DEBUG] [LOCAL     ] Loaded configuration for SIG: 3 features, 70.0% accuracy
[2025-12-09T20:35:36.852802] [DEBUG] [LOCAL     ] Loaded configuration for FTXL: 3 features, 80.0% accuracy
[2025-12-09T20:35:36.853055] [DEBUG] [LOCAL     ] Loaded configuration for AB: 4 features, 80.0% accuracy
[2025-12-09T20:35:36.853288] [DEBUG] [LOCAL     ] Loaded configuration for CBZ: 3 features, 80.0% accuracy
[2025-12-09T20:35:36.853549] [DEBUG] [LOCAL     ] Loaded configuration for SN: 2 features, 70.0% accuracy
[2025-12-09T20:35:36.853895] [DEBUG] [LOCAL     ] Loaded configuration for GECC: 4 features, 90.0% accuracy
[2025-12-09T20:35:36.854191] [DEBUG] [LOCAL     ] Loaded configuration for ABCL: 2 features, 70.0% accuracy
[2025-12-09T20:35:36.854480] [DEBUG] [LOCAL     ] Loaded configuration for SPXX: 1 features, 80.0% accuracy
[2025-12-09T20:35:36.854547] [DEBUG] [LOCAL     ] Loaded configuration for CELZ: 5 features, 90.0% accuracy
[2025-12-09T20:35:36.854817] [DEBUG] [LOCAL     ] Loaded configuration for SHOO: 1 features, 50.0% accuracy
[2025-12-09T20:35:36.855105] [DEBUG] [LOCAL     ] Loaded configuration for FND: 2 features, 70.0% accuracy
[2025-12-09T20:35:36.855370] [DEBUG] [LOCAL     ] Loaded configuration for KTOS: 1 features, 80.0% accuracy
[2025-12-09T20:35:36.855647] [DEBUG] [LOCAL     ] Loaded configuration for SMTI: 1 features, 70.0% accuracy
[2025-12-09T20:35:36.855949] [DEBUG] [LOCAL     ] Loaded configuration for PACK: 3 features, 80.0% accuracy
[2025-12-09T20:35:36.856017] [DEBUG] [LOCAL     ] Loaded configuration for TBPH: 5 features, 80.0% accuracy
[2025-12-09T20:35:36.856279] [DEBUG] [LOCAL     ] Loaded configuration for WCLD: 2 features, 90.0% accuracy
[2025-12-09T20:35:36.856600] [DEBUG] [LOCAL     ] Loaded configuration for OVID: 1 features, 100.0% accuracy
[2025-12-09T20:35:36.856875] [DEBUG] [LOCAL     ] Loaded configuration for SOPH: 1 features, 70.0% accuracy
[2025-12-09T20:35:36.857135] [DEBUG] [LOCAL     ] Loaded configuration for PAX: 2 features, 100.0% accuracy
[2025-12-09T20:35:36.857399] [DEBUG] [LOCAL     ] Loaded configuration for GRX: 3 features, 70.0% accuracy
[2025-12-09T20:35:36.857466] [DEBUG] [LOCAL     ] Loaded configuration for ACRS: 4 features, 90.0% accuracy
[2025-12-09T20:35:36.857719] [DEBUG] [LOCAL     ] Loaded configuration for EIG: 2 features, 70.0% accuracy
[2025-12-09T20:35:36.858001] [DEBUG] [LOCAL     ] Loaded configuration for HCA: 2 features, 70.0% accuracy
[2025-12-09T20:35:36.858286] [DEBUG] [LOCAL     ] Loaded configuration for ENVB: 1 features, 70.0% accuracy
[2025-12-09T20:35:36.858597] [DEBUG] [LOCAL     ] Loaded configuration for STSS: 3 features, 70.0% accuracy
[2025-12-09T20:35:36.858883] [DEBUG] [LOCAL     ] Loaded configuration for CMSD: 1 features, 50.0% accuracy
[2025-12-09T20:35:36.859164] [DEBUG] [LOCAL     ] Loaded configuration for PLUS: 3 features, 70.0% accuracy
[2025-12-09T20:35:36.859230] [DEBUG] [LOCAL     ] Loaded configuration for FCBC: 3 features, 90.0% accuracy
[2025-12-09T20:35:36.859458] [DEBUG] [LOCAL     ] Loaded configuration for TEF: 1 features, 70.0% accuracy
[2025-12-09T20:35:36.859547] [DEBUG] [LOCAL     ] Loaded configuration for GRAL: 2 features, 80.0% accuracy
[2025-12-09T20:35:36.859885] [DEBUG] [LOCAL     ] Loaded configuration for CI: 3 features, 70.0% accuracy
[2025-12-09T20:35:36.860168] [DEBUG] [LOCAL     ] Loaded configuration for CPRI: 1 features, 60.0% accuracy
[2025-12-09T20:35:36.860428] [DEBUG] [LOCAL     ] Loaded configuration for KIO: 4 features, 60.0% accuracy
[2025-12-09T20:35:36.860686] [DEBUG] [LOCAL     ] Loaded configuration for TVTX: 2 features, 80.0% accuracy
[2025-12-09T20:35:36.860968] [DEBUG] [LOCAL     ] Loaded configuration for PNC: 3 features, 60.0% accuracy
[2025-12-09T20:35:36.861199] [DEBUG] [LOCAL     ] Loaded configuration for AEG: 2 features, 80.0% accuracy
[2025-12-09T20:35:36.861485] [DEBUG] [LOCAL     ] Loaded configuration for TRNS: 2 features, 90.0% accuracy
[2025-12-09T20:35:36.861551] [DEBUG] [LOCAL     ] Loaded configuration for ALGN: 3 features, 90.0% accuracy
[2025-12-09T20:35:36.861806] [DEBUG] [LOCAL     ] Loaded configuration for CAAP: 2 features, 90.0% accuracy
[2025-12-09T20:35:36.862102] [DEBUG] [LOCAL     ] Loaded configuration for MLCO: 2 features, 60.0% accuracy
[2025-12-09T20:35:36.862349] [DEBUG] [LOCAL     ] Loaded configuration for JPC: 3 features, 70.0% accuracy
[2025-12-09T20:35:36.862612] [DEBUG] [LOCAL     ] Loaded configuration for FSS: 2 features, 60.0% accuracy
[2025-12-09T20:35:36.862690] [DEBUG] [LOCAL     ] Loaded configuration for RGEN: 1 features, 60.0% accuracy
[2025-12-09T20:35:36.862939] [DEBUG] [LOCAL     ] Loaded configuration for SMBC: 0 features, 50.0% accuracy
[2025-12-09T20:35:36.863307] [DEBUG] [LOCAL     ] Loaded configuration for CONL: 2 features, 70.0% accuracy
[2025-12-09T20:35:36.863743] [DEBUG] [LOCAL     ] Loaded configuration for PAL: 2 features, 80.0% accuracy
[2025-12-09T20:35:36.864176] [DEBUG] [LOCAL     ] Loaded configuration for ELAB: 0 features, 50.0% accuracy
[2025-12-09T20:35:36.864604] [DEBUG] [LOCAL     ] Loaded configuration for UNCY: 3 features, 70.0% accuracy
[2025-12-09T20:35:36.864874] [DEBUG] [LOCAL     ] Loaded configuration for SHO: 1 features, 70.0% accuracy
[2025-12-09T20:35:36.865132] [DEBUG] [LOCAL     ] Loaded configuration for BELFA: 4 features, 80.0% accuracy
[2025-12-09T20:35:36.865388] [DEBUG] [LOCAL     ] Loaded configuration for HI: 4 features, 70.0% accuracy
[2025-12-09T20:35:36.865456] [DEBUG] [LOCAL     ] Loaded configuration for SRBK: 3 features, 80.0% accuracy
[2025-12-09T20:35:36.865723] [DEBUG] [LOCAL     ] Loaded configuration for MXF: 1 features, 70.0% accuracy
[2025-12-09T20:35:36.866036] [DEBUG] [LOCAL     ] Loaded configuration for ADUS: 1 features, 80.0% accuracy
[2025-12-09T20:35:36.866340] [DEBUG] [LOCAL     ] Loaded configuration for QFIN: 2 features, 60.0% accuracy
[2025-12-09T20:35:36.866622] [DEBUG] [LOCAL     ] Loaded configuration for DVY: 3 features, 100.0% accuracy
[2025-12-09T20:35:36.866850] [DEBUG] [LOCAL     ] Loaded configuration for FMX: 6 features, 80.0% accuracy
[2025-12-09T20:35:36.867128] [DEBUG] [LOCAL     ] Loaded configuration for CDXS: 5 features, 90.0% accuracy
[2025-12-09T20:35:36.867419] [DEBUG] [LOCAL     ] Loaded configuration for BFH: 2 features, 70.0% accuracy
[2025-12-09T20:35:36.867709] [DEBUG] [LOCAL     ] Loaded configuration for OBDC: 3 features, 90.0% accuracy
[2025-12-09T20:35:36.868007] [DEBUG] [LOCAL     ] Loaded configuration for CSTL: 5 features, 90.0% accuracy
[2025-12-09T20:35:36.868296] [DEBUG] [LOCAL     ] Loaded configuration for ROE: 4 features, 90.0% accuracy
[2025-12-09T20:35:36.868552] [DEBUG] [LOCAL     ] Loaded configuration for SUZ: 5 features, 90.0% accuracy
[2025-12-09T20:35:36.868844] [DEBUG] [LOCAL     ] Loaded configuration for MKC: 2 features, 90.0% accuracy
[2025-12-09T20:35:36.869123] [DEBUG] [LOCAL     ] Loaded configuration for ARCB: 0 features, 80.0% accuracy
[2025-12-09T20:35:36.869468] [DEBUG] [LOCAL     ] Loaded configuration for TECH: 3 features, 80.0% accuracy
[2025-12-09T20:35:36.869856] [DEBUG] [LOCAL     ] Loaded configuration for LYB: 1 features, 80.0% accuracy
[2025-12-09T20:35:36.870232] [DEBUG] [LOCAL     ] Loaded configuration for AN: 4 features, 100.0% accuracy
[2025-12-09T20:35:36.870535] [DEBUG] [LOCAL     ] Loaded configuration for TFII: 2 features, 100.0% accuracy
[2025-12-09T20:35:36.870811] [DEBUG] [LOCAL     ] Loaded configuration for APM: 3 features, 80.0% accuracy
[2025-12-09T20:35:36.871092] [DEBUG] [LOCAL     ] Loaded configuration for OFG: 1 features, 70.0% accuracy
[2025-12-09T20:35:36.871488] [DEBUG] [LOCAL     ] Loaded configuration for DGICA: 4 features, 90.0% accuracy
[2025-12-09T20:35:36.871769] [DEBUG] [LOCAL     ] Loaded configuration for NNE: 3 features, 60.0% accuracy
[2025-12-09T20:35:36.872034] [DEBUG] [LOCAL     ] Loaded configuration for NKSH: 4 features, 100.0% accuracy
[2025-12-09T20:35:36.872284] [DEBUG] [LOCAL     ] Loaded configuration for FMHI: 2 features, 80.0% accuracy
[2025-12-09T20:35:36.872668] [DEBUG] [LOCAL     ] Loaded configuration for QMOM: 1 features, 80.0% accuracy
[2025-12-09T20:35:36.872949] [DEBUG] [LOCAL     ] Loaded configuration for CYH: 1 features, 70.0% accuracy
[2025-12-09T20:35:36.873018] [DEBUG] [LOCAL     ] Loaded configuration for GGLL: 0 features, 80.0% accuracy
[2025-12-09T20:35:36.873312] [DEBUG] [LOCAL     ] Loaded configuration for MSEX: 2 features, 70.0% accuracy
[2025-12-09T20:35:36.873862] [DEBUG] [LOCAL     ] Loaded configuration for AAP: 2 features, 90.0% accuracy
[2025-12-09T20:35:36.874133] [DEBUG] [LOCAL     ] Loaded configuration for TNYA: 1 features, 80.0% accuracy
[2025-12-09T20:35:36.874401] [DEBUG] [LOCAL     ] Loaded configuration for CRVS: 6 features, 80.0% accuracy
[2025-12-09T20:35:36.874698] [DEBUG] [LOCAL     ] Loaded configuration for BSSX: 5 features, 80.0% accuracy
[2025-12-09T20:35:36.874943] [DEBUG] [LOCAL     ] Loaded configuration for HNI: 1 features, 60.0% accuracy
[2025-12-09T20:35:36.875250] [DEBUG] [LOCAL     ] Loaded configuration for ENTX: 1 features, 90.0% accuracy
[2025-12-09T20:35:36.875550] [DEBUG] [LOCAL     ] Loaded configuration for IQQQ: 3 features, 80.0% accuracy
[2025-12-09T20:35:36.875808] [DEBUG] [LOCAL     ] Loaded configuration for LHX: 4 features, 90.0% accuracy
[2025-12-09T20:35:36.876096] [DEBUG] [LOCAL     ] Loaded configuration for AM: 4 features, 90.0% accuracy
[2025-12-09T20:35:36.876382] [DEBUG] [LOCAL     ] Loaded configuration for RVMD: 0 features, 80.0% accuracy
[2025-12-09T20:35:36.876449] [DEBUG] [LOCAL     ] Loaded configuration for BABX: 2 features, 80.0% accuracy
[2025-12-09T20:35:36.876734] [DEBUG] [LOCAL     ] Loaded configuration for QQQ: 2 features, 80.0% accuracy
[2025-12-09T20:35:36.877021] [DEBUG] [LOCAL     ] Loaded configuration for STBA: 2 features, 90.0% accuracy
[2025-12-09T20:35:36.877307] [DEBUG] [LOCAL     ] Loaded configuration for PCVX: 1 features, 70.0% accuracy
[2025-12-09T20:35:36.877565] [DEBUG] [LOCAL     ] Loaded configuration for SBSI: 2 features, 80.0% accuracy
[2025-12-09T20:35:36.877846] [DEBUG] [LOCAL     ] Loaded configuration for IAS: 2 features, 70.0% accuracy
[2025-12-09T20:35:36.878135] [DEBUG] [LOCAL     ] Loaded configuration for ENS: 2 features, 70.0% accuracy
[2025-12-09T20:35:36.878373] [DEBUG] [LOCAL     ] Loaded configuration for YALA: 2 features, 80.0% accuracy
[2025-12-09T20:35:36.878625] [DEBUG] [LOCAL     ] Loaded configuration for BSJS: 1 features, 90.0% accuracy
[2025-12-09T20:35:36.878889] [DEBUG] [LOCAL     ] Loaded configuration for VFF: 5 features, 80.0% accuracy
[2025-12-09T20:35:36.878955] [DEBUG] [LOCAL     ] Loaded configuration for SRAD: 4 features, 90.0% accuracy
[2025-12-09T20:35:36.879239] [DEBUG] [LOCAL     ] Loaded configuration for FELE: 1 features, 90.0% accuracy
[2025-12-09T20:35:36.879482] [DEBUG] [LOCAL     ] Loaded configuration for NOA: 3 features, 80.0% accuracy
[2025-12-09T20:35:36.879718] [DEBUG] [LOCAL     ] Loaded configuration for CNXC: 1 features, 70.0% accuracy
[2025-12-09T20:35:36.880006] [DEBUG] [LOCAL     ] Loaded configuration for YUMC: 5 features, 90.0% accuracy
[2025-12-09T20:35:36.880291] [DEBUG] [LOCAL     ] Loaded configuration for TBLA: 1 features, 60.0% accuracy
[2025-12-09T20:35:36.880534] [DEBUG] [LOCAL     ] Loaded configuration for COCO: 4 features, 70.0% accuracy
[2025-12-09T20:35:36.880804] [DEBUG] [LOCAL     ] Loaded configuration for CAAS: 0 features, 60.0% accuracy
[2025-12-09T20:35:36.881092] [DEBUG] [LOCAL     ] Loaded configuration for GES: 1 features, 70.0% accuracy
[2025-12-09T20:35:36.881376] [DEBUG] [LOCAL     ] Loaded configuration for SANA: 0 features, 70.0% accuracy
[2025-12-09T20:35:36.881613] [DEBUG] [LOCAL     ] Loaded configuration for ALB: 3 features, 70.0% accuracy
[2025-12-09T20:35:36.881697] [DEBUG] [LOCAL     ] Loaded configuration for HCSG: 2 features, 80.0% accuracy
[2025-12-09T20:35:36.881977] [DEBUG] [LOCAL     ] Loaded configuration for REVG: 4 features, 90.0% accuracy
[2025-12-09T20:35:36.882275] [DEBUG] [LOCAL     ] Loaded configuration for TEX: 3 features, 90.0% accuracy
[2025-12-09T20:35:36.882696] [DEBUG] [LOCAL     ] Loaded configuration for NOAH: 3 features, 80.0% accuracy
[2025-12-09T20:35:36.883105] [DEBUG] [LOCAL     ] Loaded configuration for FTAI: 1 features, 70.0% accuracy
[2025-12-09T20:35:36.883509] [DEBUG] [LOCAL     ] Loaded configuration for FDBC: 0 features, 70.0% accuracy
[2025-12-09T20:35:36.883828] [DEBUG] [LOCAL     ] Loaded configuration for INVZ: 3 features, 70.0% accuracy
[2025-12-09T20:35:36.884105] [DEBUG] [LOCAL     ] Loaded configuration for WULF: 3 features, 90.0% accuracy
[2025-12-09T20:35:36.884348] [DEBUG] [LOCAL     ] Loaded configuration for ASG: 1 features, 80.0% accuracy
[2025-12-09T20:35:36.884611] [DEBUG] [LOCAL     ] Loaded configuration for CLDX: 3 features, 70.0% accuracy
[2025-12-09T20:35:36.884918] [DEBUG] [LOCAL     ] Loaded configuration for APOS: 1 features, 60.0% accuracy
[2025-12-09T20:35:36.885155] [DEBUG] [LOCAL     ] Loaded configuration for BTF: 1 features, 70.0% accuracy
[2025-12-09T20:35:36.885448] [DEBUG] [LOCAL     ] Loaded configuration for BIVI: 4 features, 90.0% accuracy
[2025-12-09T20:35:36.885789] [DEBUG] [LOCAL     ] Loaded configuration for BB: 1 features, 70.0% accuracy
[2025-12-09T20:35:36.885858] [DEBUG] [LOCAL     ] Loaded configuration for IMPP: 3 features, 70.0% accuracy
[2025-12-09T20:35:36.886115] [DEBUG] [LOCAL     ] Loaded configuration for IESC: 3 features, 90.0% accuracy
[2025-12-09T20:35:36.886362] [DEBUG] [LOCAL     ] Loaded configuration for ANGO: 3 features, 80.0% accuracy
[2025-12-09T20:35:36.886611] [DEBUG] [LOCAL     ] Loaded configuration for RRC: 4 features, 70.0% accuracy
[2025-12-09T20:35:36.886906] [DEBUG] [LOCAL     ] Loaded configuration for RUSHB: 2 features, 100.0% accuracy
[2025-12-09T20:35:36.887152] [DEBUG] [LOCAL     ] Loaded configuration for DSX: 5 features, 100.0% accuracy
[2025-12-09T20:35:36.887444] [DEBUG] [LOCAL     ] Loaded configuration for BCS: 2 features, 80.0% accuracy
[2025-12-09T20:35:36.887703] [DEBUG] [LOCAL     ] Loaded configuration for AGRO: 2 features, 80.0% accuracy
[2025-12-09T20:35:36.887943] [DEBUG] [LOCAL     ] Loaded configuration for MTX: 3 features, 60.0% accuracy
[2025-12-09T20:35:36.888240] [DEBUG] [LOCAL     ] Loaded configuration for DPG: 2 features, 70.0% accuracy
[2025-12-09T20:35:36.888526] [DEBUG] [LOCAL     ] Loaded configuration for IMNM: 1 features, 80.0% accuracy
[2025-12-09T20:35:36.888803] [DEBUG] [LOCAL     ] Loaded configuration for BLFY: 3 features, 90.0% accuracy
[2025-12-09T20:35:36.889093] [DEBUG] [LOCAL     ] Loaded configuration for PLTK: 3 features, 90.0% accuracy
[2025-12-09T20:35:36.889328] [DEBUG] [LOCAL     ] Loaded configuration for CWK: 4 features, 70.0% accuracy
[2025-12-09T20:35:36.889568] [DEBUG] [LOCAL     ] Loaded configuration for FSK: 0 features, 70.0% accuracy
[2025-12-09T20:35:36.889840] [DEBUG] [LOCAL     ] Loaded configuration for AMZN: 1 features, 80.0% accuracy
[2025-12-09T20:35:36.890122] [DEBUG] [LOCAL     ] Loaded configuration for IUSG: 2 features, 80.0% accuracy
[2025-12-09T20:35:36.890404] [DEBUG] [LOCAL     ] Loaded configuration for SLVO: 0 features, 80.0% accuracy
[2025-12-09T20:35:36.890639] [DEBUG] [LOCAL     ] Loaded configuration for OCCI: 4 features, 60.0% accuracy
[2025-12-09T20:35:36.890896] [DEBUG] [LOCAL     ] Loaded configuration for GOOD: 1 features, 70.0% accuracy
[2025-12-09T20:35:36.891156] [DEBUG] [LOCAL     ] Loaded configuration for INBK: 1 features, 70.0% accuracy
[2025-12-09T20:35:36.891441] [DEBUG] [LOCAL     ] Loaded configuration for IRTC: 4 features, 90.0% accuracy
[2025-12-09T20:35:36.891507] [DEBUG] [LOCAL     ] Loaded configuration for HLAL: 4 features, 80.0% accuracy
[2025-12-09T20:35:36.891783] [DEBUG] [LOCAL     ] Loaded configuration for LI: 1 features, 60.0% accuracy
[2025-12-09T20:35:36.892072] [DEBUG] [LOCAL     ] Loaded configuration for PNI: 7 features, 80.0% accuracy
[2025-12-09T20:35:36.892392] [DEBUG] [LOCAL     ] Loaded configuration for RAMP: 4 features, 70.0% accuracy
[2025-12-09T20:35:36.892644] [DEBUG] [LOCAL     ] Loaded configuration for CHCI: 5 features, 90.0% accuracy
[2025-12-09T20:35:36.892880] [DEBUG] [LOCAL     ] Loaded configuration for FBK: 5 features, 80.0% accuracy
[2025-12-09T20:35:36.893146] [DEBUG] [LOCAL     ] Loaded configuration for EXC: 4 features, 60.0% accuracy
[2025-12-09T20:35:36.893401] [DEBUG] [LOCAL     ] Loaded configuration for CPZ: 2 features, 70.0% accuracy
[2025-12-09T20:35:36.893706] [DEBUG] [LOCAL     ] Loaded configuration for MUFG: 2 features, 80.0% accuracy
[2025-12-09T20:35:36.894006] [DEBUG] [LOCAL     ] Loaded configuration for PRTA: 3 features, 90.0% accuracy
[2025-12-09T20:35:36.894309] [DEBUG] [LOCAL     ] Loaded configuration for RBA: 3 features, 70.0% accuracy
[2025-12-09T20:35:36.894545] [DEBUG] [LOCAL     ] Loaded configuration for RH: 2 features, 80.0% accuracy
[2025-12-09T20:35:36.894802] [DEBUG] [LOCAL     ] Loaded configuration for JXN: 2 features, 70.0% accuracy
[2025-12-09T20:35:36.895100] [DEBUG] [LOCAL     ] Loaded configuration for EVEX: 4 features, 80.0% accuracy
[2025-12-09T20:35:36.895179] [DEBUG] [LOCAL     ] Loaded configuration for LMB: 2 features, 80.0% accuracy
[2025-12-09T20:35:36.895463] [DEBUG] [LOCAL     ] Loaded configuration for AAPL: 4 features, 90.0% accuracy
[2025-12-09T20:35:36.895766] [DEBUG] [LOCAL     ] Loaded configuration for MCRB: 3 features, 90.0% accuracy
[2025-12-09T20:35:36.896011] [DEBUG] [LOCAL     ] Loaded configuration for TNL: 1 features, 90.0% accuracy
[2025-12-09T20:35:36.896255] [DEBUG] [LOCAL     ] Loaded configuration for PBA: 4 features, 70.0% accuracy
[2025-12-09T20:35:36.896491] [DEBUG] [LOCAL     ] Loaded configuration for EVN: 1 features, 90.0% accuracy
[2025-12-09T20:35:36.896776] [DEBUG] [LOCAL     ] Loaded configuration for DDS: 2 features, 80.0% accuracy
[2025-12-09T20:35:36.897013] [DEBUG] [LOCAL     ] Loaded configuration for KD: 6 features, 80.0% accuracy
[2025-12-09T20:35:36.897251] [DEBUG] [LOCAL     ] Loaded configuration for RHI: 2 features, 90.0% accuracy
[2025-12-09T20:35:36.897487] [DEBUG] [LOCAL     ] Loaded configuration for INVE: 1 features, 70.0% accuracy
[2025-12-09T20:35:36.897823] [DEBUG] [LOCAL     ] Loaded configuration for EWZS: 1 features, 70.0% accuracy
[2025-12-09T20:35:36.898111] [DEBUG] [LOCAL     ] Loaded configuration for NSSC: 2 features, 80.0% accuracy
[2025-12-09T20:35:36.898348] [DEBUG] [LOCAL     ] Loaded configuration for KBH: 2 features, 70.0% accuracy
[2025-12-09T20:35:36.898601] [DEBUG] [LOCAL     ] Loaded configuration for DCTH: 1 features, 90.0% accuracy
[2025-12-09T20:35:36.898839] [DEBUG] [LOCAL     ] Loaded configuration for BBSI: 2 features, 80.0% accuracy
[2025-12-09T20:35:36.899076] [DEBUG] [LOCAL     ] Loaded configuration for CLBK: 2 features, 90.0% accuracy
[2025-12-09T20:35:36.899361] [DEBUG] [LOCAL     ] Loaded configuration for PFG: 2 features, 90.0% accuracy
[2025-12-09T20:35:36.899646] [DEBUG] [LOCAL     ] Loaded configuration for TTD: 3 features, 80.0% accuracy
[2025-12-09T20:35:36.899934] [DEBUG] [LOCAL     ] Loaded configuration for LAD: 3 features, 70.0% accuracy
[2025-12-09T20:35:36.900891] [DEBUG] [LOCAL     ] Loaded configuration for KMI: 1 features, 80.0% accuracy
[2025-12-09T20:35:36.901141] [DEBUG] [LOCAL     ] Loaded configuration for PRM: 2 features, 70.0% accuracy
[2025-12-09T20:35:36.901455] [DEBUG] [LOCAL     ] Loaded configuration for CRGO: 2 features, 80.0% accuracy
[2025-12-09T20:35:36.901531] [DEBUG] [LOCAL     ] Loaded configuration for MUJ: 1 features, 70.0% accuracy
[2025-12-09T20:35:36.901838] [DEBUG] [LOCAL     ] Loaded configuration for PLCE: 2 features, 80.0% accuracy
[2025-12-09T20:35:36.902108] [DEBUG] [LOCAL     ] Loaded configuration for MAX: 1 features, 70.0% accuracy
[2025-12-09T20:35:36.902370] [DEBUG] [LOCAL     ] Loaded configuration for LAKE: 3 features, 60.0% accuracy
[2025-12-09T20:35:36.902607] [DEBUG] [LOCAL     ] Loaded configuration for PSO: 3 features, 70.0% accuracy
[2025-12-09T20:35:36.902842] [DEBUG] [LOCAL     ] Loaded configuration for AMBP: 3 features, 90.0% accuracy
[2025-12-09T20:35:36.903074] [DEBUG] [LOCAL     ] Loaded configuration for CDE: 3 features, 90.0% accuracy
[2025-12-09T20:35:36.903364] [DEBUG] [LOCAL     ] Loaded configuration for TRIN: 4 features, 90.0% accuracy
[2025-12-09T20:35:36.903432] [DEBUG] [LOCAL     ] Loaded configuration for FUNC: 2 features, 70.0% accuracy
[2025-12-09T20:35:36.903711] [DEBUG] [LOCAL     ] Loaded configuration for NHTC: 1 features, 70.0% accuracy
[2025-12-09T20:35:36.903993] [DEBUG] [LOCAL     ] Loaded configuration for MDB: 0 features, 50.0% accuracy
[2025-12-09T20:35:36.904229] [DEBUG] [LOCAL     ] Loaded configuration for MFA: 2 features, 80.0% accuracy
[2025-12-09T20:35:36.904515] [DEBUG] [LOCAL     ] Loaded configuration for ATI: 1 features, 80.0% accuracy
[2025-12-09T20:35:36.904823] [DEBUG] [LOCAL     ] Loaded configuration for STLD: 4 features, 90.0% accuracy
[2025-12-09T20:35:36.905108] [DEBUG] [LOCAL     ] Loaded configuration for CMP: 2 features, 90.0% accuracy
[2025-12-09T20:35:36.906144] [DEBUG] [LOCAL     ] Loaded configuration for ADBE: 1 features, 80.0% accuracy
[2025-12-09T20:35:36.906212] [DEBUG] [LOCAL     ] Loaded configuration for HAIN: 1 features, 90.0% accuracy
[2025-12-09T20:35:36.906497] [DEBUG] [LOCAL     ] Loaded configuration for ONON: 4 features, 80.0% accuracy
[2025-12-09T20:35:36.906757] [DEBUG] [LOCAL     ] Loaded configuration for RBCAA: 3 features, 60.0% accuracy
[2025-12-09T20:35:36.907052] [DEBUG] [LOCAL     ] Loaded configuration for NDSN: 1 features, 70.0% accuracy
[2025-12-09T20:35:36.907343] [DEBUG] [LOCAL     ] Loaded configuration for RRBI: 4 features, 60.0% accuracy
[2025-12-09T20:35:36.907643] [DEBUG] [LOCAL     ] Loaded configuration for FCNCP: 2 features, 80.0% accuracy
[2025-12-09T20:35:36.907905] [DEBUG] [LOCAL     ] Loaded configuration for SHLS: 3 features, 90.0% accuracy
[2025-12-09T20:35:36.908142] [DEBUG] [LOCAL     ] Loaded configuration for ALZN: 3 features, 90.0% accuracy
[2025-12-09T20:35:36.908396] [DEBUG] [LOCAL     ] Loaded configuration for LYTS: 4 features, 80.0% accuracy
[2025-12-09T20:35:36.908692] [DEBUG] [LOCAL     ] Loaded configuration for GDRX: 2 features, 60.0% accuracy
[2025-12-09T20:35:36.908979] [DEBUG] [LOCAL     ] Loaded configuration for MDXG: 1 features, 80.0% accuracy
[2025-12-09T20:35:36.909212] [DEBUG] [LOCAL     ] Loaded configuration for NEA: 3 features, 60.0% accuracy
[2025-12-09T20:35:36.909278] [DEBUG] [LOCAL     ] Loaded configuration for PNFP: 2 features, 90.0% accuracy
[2025-12-09T20:35:36.909336] [DEBUG] [LOCAL     ] Loaded configuration for AIPI: 3 features, 90.0% accuracy
[2025-12-09T20:35:36.909604] [DEBUG] [LOCAL     ] Loaded configuration for SNTI: 5 features, 90.0% accuracy
[2025-12-09T20:35:36.909891] [DEBUG] [LOCAL     ] Loaded configuration for MAN: 1 features, 60.0% accuracy
[2025-12-09T20:35:36.910162] [DEBUG] [LOCAL     ] Loaded configuration for COO: 2 features, 70.0% accuracy
[2025-12-09T20:35:36.910399] [DEBUG] [LOCAL     ] Loaded configuration for TAC: 1 features, 70.0% accuracy
[2025-12-09T20:35:36.910634] [DEBUG] [LOCAL     ] Loaded configuration for FBIO: 3 features, 70.0% accuracy
[2025-12-09T20:35:36.910871] [DEBUG] [LOCAL     ] Loaded configuration for MATX: 1 features, 90.0% accuracy
[2025-12-09T20:35:36.911108] [DEBUG] [LOCAL     ] Loaded configuration for GO: 4 features, 50.0% accuracy
[2025-12-09T20:35:36.911392] [DEBUG] [LOCAL     ] Loaded configuration for SARK: 3 features, 70.0% accuracy
[2025-12-09T20:35:36.911649] [DEBUG] [LOCAL     ] Loaded configuration for VSTS: 3 features, 90.0% accuracy
[2025-12-09T20:35:36.911905] [DEBUG] [LOCAL     ] Loaded configuration for CRVO: 4 features, 80.0% accuracy
[2025-12-09T20:35:36.912190] [DEBUG] [LOCAL     ] Loaded configuration for AGIO: 3 features, 70.0% accuracy
[2025-12-09T20:35:36.912477] [DEBUG] [LOCAL     ] Loaded configuration for COLL: 5 features, 90.0% accuracy
[2025-12-09T20:35:36.912714] [DEBUG] [LOCAL     ] Loaded configuration for EFSC: 3 features, 80.0% accuracy
[2025-12-09T20:35:36.912998] [DEBUG] [LOCAL     ] Loaded configuration for SLG: 4 features, 80.0% accuracy
[2025-12-09T20:35:36.913064] [DEBUG] [LOCAL     ] Loaded configuration for ICFI: 1 features, 70.0% accuracy
[2025-12-09T20:35:36.913344] [DEBUG] [LOCAL     ] Loaded configuration for EQBK: 3 features, 70.0% accuracy
[2025-12-09T20:35:36.913411] [DEBUG] [LOCAL     ] Loaded configuration for CZNC: 1 features, 60.0% accuracy
[2025-12-09T20:35:36.913468] [DEBUG] [LOCAL     ] Loaded configuration for HGTY: 2 features, 80.0% accuracy
[2025-12-09T20:35:36.913744] [DEBUG] [LOCAL     ] Loaded configuration for PCH: 3 features, 50.0% accuracy
[2025-12-09T20:35:36.914030] [DEBUG] [LOCAL     ] Loaded configuration for OLN: 1 features, 70.0% accuracy
[2025-12-09T20:35:36.914315] [DEBUG] [LOCAL     ] Loaded configuration for DAN: 1 features, 40.0% accuracy
[2025-12-09T20:35:36.914564] [DEBUG] [LOCAL     ] Loaded configuration for INDB: 2 features, 80.0% accuracy
[2025-12-09T20:35:36.914873] [DEBUG] [LOCAL     ] Loaded configuration for BBLG: 3 features, 100.0% accuracy
[2025-12-09T20:35:36.914940] [DEBUG] [LOCAL     ] Loaded configuration for PSCH: 4 features, 100.0% accuracy
[2025-12-09T20:35:36.915185] [DEBUG] [LOCAL     ] Loaded configuration for FMNB: 2 features, 70.0% accuracy
[2025-12-09T20:35:36.915470] [DEBUG] [LOCAL     ] Loaded configuration for MDAI: 3 features, 60.0% accuracy
[2025-12-09T20:35:36.915706] [DEBUG] [LOCAL     ] Loaded configuration for HUBB: 1 features, 70.0% accuracy
[2025-12-09T20:35:36.915992] [DEBUG] [LOCAL     ] Loaded configuration for BFK: 5 features, 100.0% accuracy
[2025-12-09T20:35:36.916230] [DEBUG] [LOCAL     ] Loaded configuration for GRC: 3 features, 60.0% accuracy
[2025-12-09T20:35:36.916466] [DEBUG] [LOCAL     ] Loaded configuration for GNRC: 3 features, 80.0% accuracy
[2025-12-09T20:35:36.916753] [DEBUG] [LOCAL     ] Loaded configuration for BTA: 0 features, 80.0% accuracy
[2025-12-09T20:35:36.917038] [DEBUG] [LOCAL     ] Loaded configuration for IIIN: 2 features, 80.0% accuracy
[2025-12-09T20:35:36.917321] [DEBUG] [LOCAL     ] Loaded configuration for MDGL: 1 features, 80.0% accuracy
[2025-12-09T20:35:36.917609] [DEBUG] [LOCAL     ] Loaded configuration for RWAY: 3 features, 80.0% accuracy
[2025-12-09T20:35:36.917871] [DEBUG] [LOCAL     ] Loaded configuration for TUGN: 4 features, 60.0% accuracy
[2025-12-09T20:35:36.918171] [DEBUG] [LOCAL     ] Loaded configuration for TSLA: 4 features, 80.0% accuracy
[2025-12-09T20:35:36.918240] [DEBUG] [LOCAL     ] Loaded configuration for ANIP: 1 features, 70.0% accuracy
[2025-12-09T20:35:36.918528] [DEBUG] [LOCAL     ] Loaded configuration for AOS: 2 features, 70.0% accuracy
[2025-12-09T20:35:36.918786] [DEBUG] [LOCAL     ] Loaded configuration for KODK: 1 features, 80.0% accuracy
[2025-12-09T20:35:36.918853] [DEBUG] [LOCAL     ] Loaded configuration for FTCS: 0 features, 70.0% accuracy
[2025-12-09T20:35:36.919152] [DEBUG] [LOCAL     ] Loaded configuration for LITE: 1 features, 70.0% accuracy
[2025-12-09T20:35:36.919391] [DEBUG] [LOCAL     ] Loaded configuration for DAPP: 3 features, 50.0% accuracy
[2025-12-09T20:35:36.919626] [DEBUG] [LOCAL     ] Loaded configuration for PBF: 3 features, 70.0% accuracy
[2025-12-09T20:35:36.919929] [DEBUG] [LOCAL     ] Loaded configuration for BFC: 2 features, 80.0% accuracy
[2025-12-09T20:35:36.919996] [DEBUG] [LOCAL     ] Loaded configuration for SLQD: 2 features, 70.0% accuracy
[2025-12-09T20:35:36.920273] [DEBUG] [LOCAL     ] Loaded configuration for IIF: 1 features, 60.0% accuracy
[2025-12-09T20:35:36.920516] [DEBUG] [LOCAL     ] Loaded configuration for BME: 4 features, 70.0% accuracy
[2025-12-09T20:35:36.920773] [DEBUG] [LOCAL     ] Loaded configuration for OHI: 3 features, 90.0% accuracy
[2025-12-09T20:35:36.921061] [DEBUG] [LOCAL     ] Loaded configuration for HOTH: 2 features, 70.0% accuracy
[2025-12-09T20:35:36.921345] [DEBUG] [LOCAL     ] Loaded configuration for BNS: 7 features, 90.0% accuracy
[2025-12-09T20:35:36.921600] [DEBUG] [LOCAL     ] Loaded configuration for AMPH: 4 features, 80.0% accuracy
[2025-12-09T20:35:36.921888] [DEBUG] [LOCAL     ] Loaded configuration for CLOA: 2 features, 80.0% accuracy
[2025-12-09T20:35:36.922173] [DEBUG] [LOCAL     ] Loaded configuration for CDRO: 2 features, 60.0% accuracy
[2025-12-09T20:35:36.922406] [DEBUG] [LOCAL     ] Loaded configuration for OII: 1 features, 80.0% accuracy
[2025-12-09T20:35:36.922690] [DEBUG] [LOCAL     ] Loaded configuration for REYN: 2 features, 90.0% accuracy
[2025-12-09T20:35:36.922927] [DEBUG] [LOCAL     ] Loaded configuration for TPB: 3 features, 80.0% accuracy
[2025-12-09T20:35:36.923212] [DEBUG] [LOCAL     ] Loaded configuration for FFWM: 1 features, 70.0% accuracy
[2025-12-09T20:35:36.923466] [DEBUG] [LOCAL     ] Loaded configuration for OCSL: 5 features, 90.0% accuracy
[2025-12-09T20:35:36.923754] [DEBUG] [LOCAL     ] Loaded configuration for OXM: 1 features, 90.0% accuracy
[2025-12-09T20:35:36.924039] [DEBUG] [LOCAL     ] Loaded configuration for LIVN: 6 features, 80.0% accuracy
[2025-12-09T20:35:36.924274] [DEBUG] [LOCAL     ] Loaded configuration for MBC: 5 features, 90.0% accuracy
[2025-12-09T20:35:36.924525] [DEBUG] [LOCAL     ] Loaded configuration for MBS: 2 features, 70.0% accuracy
[2025-12-09T20:35:36.924800] [DEBUG] [LOCAL     ] Loaded configuration for IMMX: 4 features, 90.0% accuracy
[2025-12-09T20:35:36.924867] [DEBUG] [LOCAL     ] Loaded configuration for BWMN: 4 features, 60.0% accuracy
[2025-12-09T20:35:36.925145] [DEBUG] [LOCAL     ] Loaded configuration for ARRY: 1 features, 70.0% accuracy
[2025-12-09T20:35:36.925211] [DEBUG] [LOCAL     ] Loaded configuration for FITB: 4 features, 80.0% accuracy
[2025-12-09T20:35:36.925438] [DEBUG] [LOCAL     ] Loaded configuration for CING: 2 features, 70.0% accuracy
[2025-12-09T20:35:36.925673] [DEBUG] [LOCAL     ] Loaded configuration for SE: 4 features, 80.0% accuracy
[2025-12-09T20:35:36.925937] [DEBUG] [LOCAL     ] Loaded configuration for PANL: 2 features, 80.0% accuracy
[2025-12-09T20:35:36.926174] [DEBUG] [LOCAL     ] Loaded configuration for PD: 4 features, 90.0% accuracy
[2025-12-09T20:35:36.926417] [DEBUG] [LOCAL     ] Loaded configuration for HIMS: 4 features, 70.0% accuracy
[2025-12-09T20:35:36.926703] [DEBUG] [LOCAL     ] Loaded configuration for KRMD: 3 features, 50.0% accuracy
[2025-12-09T20:35:36.926988] [DEBUG] [LOCAL     ] Loaded configuration for LPG: 1 features, 50.0% accuracy
[2025-12-09T20:35:36.927054] [DEBUG] [LOCAL     ] Loaded configuration for BIIB: 3 features, 50.0% accuracy
[2025-12-09T20:35:36.927281] [DEBUG] [LOCAL     ] Loaded configuration for PDI: 5 features, 90.0% accuracy
[2025-12-09T20:35:36.927538] [DEBUG] [LOCAL     ] Loaded configuration for APGE: 2 features, 80.0% accuracy
[2025-12-09T20:35:36.927802] [DEBUG] [LOCAL     ] Loaded configuration for XPOF: 3 features, 70.0% accuracy
[2025-12-09T20:35:36.928042] [DEBUG] [LOCAL     ] Loaded configuration for JHX: 2 features, 90.0% accuracy
[2025-12-09T20:35:36.928295] [DEBUG] [LOCAL     ] Loaded configuration for CYTK: 1 features, 70.0% accuracy
[2025-12-09T20:35:36.928601] [DEBUG] [LOCAL     ] Loaded configuration for HFRO: 1 features, 80.0% accuracy
[2025-12-09T20:35:36.928891] [DEBUG] [LOCAL     ] Loaded configuration for PNQI: 2 features, 90.0% accuracy
[2025-12-09T20:35:36.929134] [DEBUG] [LOCAL     ] Loaded configuration for COP: 2 features, 90.0% accuracy
[2025-12-09T20:35:36.929368] [DEBUG] [LOCAL     ] Loaded configuration for COLD: 0 features, 80.0% accuracy
[2025-12-09T20:35:36.929434] [DEBUG] [LOCAL     ] Loaded configuration for ATXS: 1 features, 80.0% accuracy
[2025-12-09T20:35:36.929670] [DEBUG] [LOCAL     ] Loaded configuration for BCAL: 1 features, 90.0% accuracy
[2025-12-09T20:35:36.929955] [DEBUG] [LOCAL     ] Loaded configuration for HTLD: 2 features, 60.0% accuracy
[2025-12-09T20:35:36.930241] [DEBUG] [LOCAL     ] Loaded configuration for PBYI: 1 features, 80.0% accuracy
[2025-12-09T20:35:36.930524] [DEBUG] [LOCAL     ] Loaded configuration for ZLAB: 1 features, 70.0% accuracy
[2025-12-09T20:35:36.930783] [DEBUG] [LOCAL     ] Loaded configuration for KVYO: 2 features, 80.0% accuracy
[2025-12-09T20:35:36.931037] [DEBUG] [LOCAL     ] Loaded configuration for PAYX: 3 features, 60.0% accuracy
[2025-12-09T20:35:36.931104] [DEBUG] [LOCAL     ] Loaded configuration for BATRA: 3 features, 80.0% accuracy
[2025-12-09T20:35:36.931351] [DEBUG] [LOCAL     ] Loaded configuration for LUNG: 2 features, 80.0% accuracy
[2025-12-09T20:35:36.931634] [DEBUG] [LOCAL     ] Loaded configuration for PAY: 5 features, 70.0% accuracy
[2025-12-09T20:35:36.931919] [DEBUG] [LOCAL     ] Loaded configuration for VMO: 1 features, 60.0% accuracy
[2025-12-09T20:35:36.932157] [DEBUG] [LOCAL     ] Loaded configuration for BEPI: 4 features, 90.0% accuracy
[2025-12-09T20:35:36.932391] [DEBUG] [LOCAL     ] Loaded configuration for BALL: 1 features, 50.0% accuracy
[2025-12-09T20:35:36.932673] [DEBUG] [LOCAL     ] Loaded configuration for RYTM: 5 features, 80.0% accuracy
[2025-12-09T20:35:36.932960] [DEBUG] [LOCAL     ] Loaded configuration for TRP: 1 features, 60.0% accuracy
[2025-12-09T20:35:36.933213] [DEBUG] [LOCAL     ] Loaded configuration for JBND: 2 features, 70.0% accuracy
[2025-12-09T20:35:36.933465] [DEBUG] [LOCAL     ] Loaded configuration for NCNO: 1 features, 70.0% accuracy
[2025-12-09T20:35:36.933755] [DEBUG] [LOCAL     ] Loaded configuration for KLXE: 3 features, 70.0% accuracy
[2025-12-09T20:35:36.934041] [DEBUG] [LOCAL     ] Loaded configuration for SF: 5 features, 90.0% accuracy
[2025-12-09T20:35:36.934296] [DEBUG] [LOCAL     ] Loaded configuration for GOVI: 2 features, 70.0% accuracy
[2025-12-09T20:35:36.934536] [DEBUG] [LOCAL     ] Loaded configuration for GPK: 3 features, 70.0% accuracy
[2025-12-09T20:35:36.934846] [DEBUG] [LOCAL     ] Loaded configuration for CTAS: 3 features, 90.0% accuracy
[2025-12-09T20:35:36.935132] [DEBUG] [LOCAL     ] Loaded configuration for ATRA: 0 features, 70.0% accuracy
[2025-12-09T20:35:36.935419] [DEBUG] [LOCAL     ] Loaded configuration for VOTE: 5 features, 80.0% accuracy
[2025-12-09T20:35:36.935704] [DEBUG] [LOCAL     ] Loaded configuration for RSSS: 2 features, 50.0% accuracy
[2025-12-09T20:35:36.935989] [DEBUG] [LOCAL     ] Loaded configuration for DGX: 4 features, 50.0% accuracy
[2025-12-09T20:35:36.936234] [DEBUG] [LOCAL     ] Loaded configuration for PM: 4 features, 60.0% accuracy
[2025-12-09T20:35:36.936484] [DEBUG] [LOCAL     ] Loaded configuration for MANH: 1 features, 90.0% accuracy
[2025-12-09T20:35:36.936758] [DEBUG] [LOCAL     ] Loaded configuration for GLPG: 3 features, 90.0% accuracy
[2025-12-09T20:35:36.937045] [DEBUG] [LOCAL     ] Loaded configuration for ODD: 1 features, 70.0% accuracy
[2025-12-09T20:35:36.937298] [DEBUG] [LOCAL     ] Loaded configuration for JSM: 1 features, 70.0% accuracy
[2025-12-09T20:35:36.937617] [DEBUG] [LOCAL     ] Loaded configuration for LLYVA: 4 features, 80.0% accuracy
[2025-12-09T20:35:36.937939] [DEBUG] [LOCAL     ] Loaded configuration for JKS: 2 features, 90.0% accuracy
[2025-12-09T20:35:36.938228] [DEBUG] [LOCAL     ] Loaded configuration for TBBK: 2 features, 70.0% accuracy
[2025-12-09T20:35:36.938514] [DEBUG] [LOCAL     ] Loaded configuration for RXRX: 4 features, 70.0% accuracy
[2025-12-09T20:35:36.938820] [DEBUG] [LOCAL     ] Loaded configuration for CNTA: 2 features, 80.0% accuracy
[2025-12-09T20:35:36.939107] [DEBUG] [LOCAL     ] Loaded configuration for HNRG: 2 features, 90.0% accuracy
[2025-12-09T20:35:36.939393] [DEBUG] [LOCAL     ] Loaded configuration for ACB: 2 features, 60.0% accuracy
[2025-12-09T20:35:36.939677] [DEBUG] [LOCAL     ] Loaded configuration for VMD: 1 features, 90.0% accuracy
[2025-12-09T20:35:36.939750] [DEBUG] [LOCAL     ] Loaded configuration for GOCO: 1 features, 70.0% accuracy
[2025-12-09T20:35:36.940036] [DEBUG] [LOCAL     ] Loaded configuration for NRXP: 4 features, 80.0% accuracy
[2025-12-09T20:35:36.940322] [DEBUG] [LOCAL     ] Loaded configuration for AFCG: 2 features, 90.0% accuracy
[2025-12-09T20:35:36.940606] [DEBUG] [LOCAL     ] Loaded configuration for PAAS: 1 features, 60.0% accuracy
[2025-12-09T20:35:36.940671] [DEBUG] [LOCAL     ] Loaded configuration for CPS: 2 features, 70.0% accuracy
[2025-12-09T20:35:36.940907] [DEBUG] [LOCAL     ] Loaded configuration for CVS: 2 features, 80.0% accuracy
[2025-12-09T20:35:36.941201] [DEBUG] [LOCAL     ] Loaded configuration for BGC: 2 features, 80.0% accuracy
[2025-12-09T20:35:36.941483] [DEBUG] [LOCAL     ] Loaded configuration for CROX: 1 features, 80.0% accuracy
[2025-12-09T20:35:36.941785] [DEBUG] [LOCAL     ] Loaded configuration for HTOO: 3 features, 80.0% accuracy
[2025-12-09T20:35:36.942072] [DEBUG] [LOCAL     ] Loaded configuration for NEON: 2 features, 80.0% accuracy
[2025-12-09T20:35:36.942139] [DEBUG] [LOCAL     ] Loaded configuration for JACK: 3 features, 90.0% accuracy
[2025-12-09T20:35:36.942367] [DEBUG] [LOCAL     ] Loaded configuration for BRAG: 3 features, 60.0% accuracy
[2025-12-09T20:35:36.942614] [DEBUG] [LOCAL     ] Loaded configuration for CUBI: 2 features, 50.0% accuracy
[2025-12-09T20:35:36.942844] [DEBUG] [LOCAL     ] Loaded configuration for ASB: 0 features, 70.0% accuracy
[2025-12-09T20:35:36.943075] [DEBUG] [LOCAL     ] Loaded configuration for BCO: 2 features, 60.0% accuracy
[2025-12-09T20:35:36.943140] [DEBUG] [LOCAL     ] Loaded configuration for ENTG: 0 features, 70.0% accuracy
[2025-12-09T20:35:36.943382] [DEBUG] [LOCAL     ] Loaded configuration for SYM: 3 features, 80.0% accuracy
[2025-12-09T20:35:36.943677] [DEBUG] [LOCAL     ] Loaded configuration for HP: 1 features, 70.0% accuracy
[2025-12-09T20:35:36.943918] [DEBUG] [LOCAL     ] Loaded configuration for CGTX: 2 features, 80.0% accuracy
[2025-12-09T20:35:36.944202] [DEBUG] [LOCAL     ] Loaded configuration for IQ: 4 features, 80.0% accuracy
[2025-12-09T20:35:36.944457] [DEBUG] [LOCAL     ] Loaded configuration for BBWI: 3 features, 90.0% accuracy
[2025-12-09T20:35:36.944693] [DEBUG] [LOCAL     ] Loaded configuration for FLUX: 2 features, 80.0% accuracy
[2025-12-09T20:35:36.944760] [DEBUG] [LOCAL     ] Loaded configuration for IOVA: 4 features, 80.0% accuracy
[2025-12-09T20:35:36.945038] [DEBUG] [LOCAL     ] Loaded configuration for MCY: 1 features, 80.0% accuracy
[2025-12-09T20:35:36.945324] [DEBUG] [LOCAL     ] Loaded configuration for MREO: 0 features, 70.0% accuracy
[2025-12-09T20:35:36.945627] [DEBUG] [LOCAL     ] Loaded configuration for JCE: 2 features, 80.0% accuracy
[2025-12-09T20:35:36.945874] [DEBUG] [LOCAL     ] Loaded configuration for MYE: 2 features, 80.0% accuracy
[2025-12-09T20:35:36.946110] [DEBUG] [LOCAL     ] Loaded configuration for BSCY: 2 features, 70.0% accuracy
[2025-12-09T20:35:36.946370] [DEBUG] [LOCAL     ] Loaded configuration for USIO: 3 features, 80.0% accuracy
[2025-12-09T20:35:36.946607] [DEBUG] [LOCAL     ] Loaded configuration for BLCO: 3 features, 80.0% accuracy
[2025-12-09T20:35:36.946892] [DEBUG] [LOCAL     ] Loaded configuration for PFIS: 1 features, 100.0% accuracy
[2025-12-09T20:35:36.947123] [DEBUG] [LOCAL     ] Loaded configuration for BZUN: 1 features, 80.0% accuracy
[2025-12-09T20:35:36.947374] [DEBUG] [LOCAL     ] Loaded configuration for META: 2 features, 80.0% accuracy
[2025-12-09T20:35:36.947644] [DEBUG] [LOCAL     ] Loaded configuration for CRVL: 1 features, 90.0% accuracy
[2025-12-09T20:35:36.947911] [DEBUG] [LOCAL     ] Loaded configuration for FRGE: 2 features, 80.0% accuracy
[2025-12-09T20:35:36.948218] [DEBUG] [LOCAL     ] Loaded configuration for KLAC: 1 features, 60.0% accuracy
[2025-12-09T20:35:36.948500] [DEBUG] [LOCAL     ] Loaded configuration for NBN: 4 features, 80.0% accuracy
[2025-12-09T20:35:36.948817] [DEBUG] [LOCAL     ] Loaded configuration for SEIC: 3 features, 70.0% accuracy
[2025-12-09T20:35:36.949111] [DEBUG] [LOCAL     ] Loaded configuration for ETO: 4 features, 90.0% accuracy
[2025-12-09T20:35:36.949396] [DEBUG] [LOCAL     ] Loaded configuration for MTRX: 2 features, 90.0% accuracy
[2025-12-09T20:35:36.949696] [DEBUG] [LOCAL     ] Loaded configuration for MDLZ: 3 features, 80.0% accuracy
[2025-12-09T20:35:36.949771] [DEBUG] [LOCAL     ] Loaded configuration for CBSH: 3 features, 80.0% accuracy
[2025-12-09T20:35:36.950049] [DEBUG] [LOCAL     ] Loaded configuration for AXP: 2 features, 70.0% accuracy
[2025-12-09T20:35:36.950350] [DEBUG] [LOCAL     ] Loaded configuration for MIGI: 2 features, 90.0% accuracy
[2025-12-09T20:35:36.950664] [DEBUG] [LOCAL     ] Loaded configuration for RMI: 3 features, 90.0% accuracy
[2025-12-09T20:35:36.950970] [DEBUG] [LOCAL     ] Loaded configuration for JBI: 1 features, 70.0% accuracy
[2025-12-09T20:35:36.951227] [DEBUG] [LOCAL     ] Loaded configuration for NAD: 4 features, 80.0% accuracy
[2025-12-09T20:35:36.951512] [DEBUG] [LOCAL     ] Loaded configuration for FMB: 2 features, 80.0% accuracy
[2025-12-09T20:35:36.951846] [DEBUG] [LOCAL     ] Loaded configuration for IBN: 4 features, 80.0% accuracy
[2025-12-09T20:35:36.952131] [DEBUG] [LOCAL     ] Loaded configuration for BCX: 2 features, 70.0% accuracy
[2025-12-09T20:35:36.952370] [DEBUG] [LOCAL     ] Loaded configuration for IBTH: 2 features, 60.0% accuracy
[2025-12-09T20:35:36.952624] [DEBUG] [LOCAL     ] Loaded configuration for PTH: 3 features, 70.0% accuracy
[2025-12-09T20:35:36.952857] [DEBUG] [LOCAL     ] Loaded configuration for BPRN: 2 features, 80.0% accuracy
[2025-12-09T20:35:36.953091] [DEBUG] [LOCAL     ] Loaded configuration for XYL: 3 features, 100.0% accuracy
[2025-12-09T20:35:36.953343] [DEBUG] [LOCAL     ] Loaded configuration for GGG: 2 features, 70.0% accuracy
[2025-12-09T20:35:36.953599] [DEBUG] [LOCAL     ] Loaded configuration for AMN: 2 features, 90.0% accuracy
[2025-12-09T20:35:36.953887] [DEBUG] [LOCAL     ] Loaded configuration for SSRM: 2 features, 90.0% accuracy
[2025-12-09T20:35:36.954170] [DEBUG] [LOCAL     ] Loaded configuration for TORO: 1 features, 70.0% accuracy
[2025-12-09T20:35:36.954236] [DEBUG] [LOCAL     ] Loaded configuration for IBRX: 1 features, 70.0% accuracy
[2025-12-09T20:35:36.954464] [DEBUG] [LOCAL     ] Loaded configuration for ETD: 1 features, 60.0% accuracy
[2025-12-09T20:35:36.954775] [DEBUG] [LOCAL     ] Loaded configuration for BGSF: 1 features, 60.0% accuracy
[2025-12-09T20:35:36.955010] [DEBUG] [LOCAL     ] Loaded configuration for TEI: 2 features, 60.0% accuracy
[2025-12-09T20:35:36.955244] [DEBUG] [LOCAL     ] Loaded configuration for GRVY: 2 features, 70.0% accuracy
[2025-12-09T20:35:36.955527] [DEBUG] [LOCAL     ] Loaded configuration for LDI: 2 features, 60.0% accuracy
[2025-12-09T20:35:36.955869] [DEBUG] [LOCAL     ] Loaded configuration for FTEK: 0 features, 70.0% accuracy
[2025-12-09T20:35:36.956111] [DEBUG] [LOCAL     ] Loaded configuration for RLTY: 1 features, 60.0% accuracy
[2025-12-09T20:35:36.956354] [DEBUG] [LOCAL     ] Loaded configuration for AGI: 4 features, 70.0% accuracy
[2025-12-09T20:35:36.956604] [DEBUG] [LOCAL     ] Loaded configuration for WEC: 3 features, 70.0% accuracy
[2025-12-09T20:35:36.956848] [DEBUG] [LOCAL     ] Loaded configuration for PBI: 1 features, 70.0% accuracy
[2025-12-09T20:35:36.957132] [DEBUG] [LOCAL     ] Loaded configuration for HCC: 4 features, 80.0% accuracy
[2025-12-09T20:35:36.957420] [DEBUG] [LOCAL     ] Loaded configuration for USTB: 0 features, 80.0% accuracy
[2025-12-09T20:35:36.957747] [DEBUG] [LOCAL     ] Loaded configuration for CIB: 3 features, 90.0% accuracy
[2025-12-09T20:35:36.957998] [DEBUG] [LOCAL     ] Loaded configuration for FBNC: 1 features, 70.0% accuracy
[2025-12-09T20:35:36.958244] [DEBUG] [LOCAL     ] Loaded configuration for WDI: 2 features, 60.0% accuracy
[2025-12-09T20:35:36.958541] [DEBUG] [LOCAL     ] Loaded configuration for AGD: 2 features, 80.0% accuracy
[2025-12-09T20:35:36.958855] [DEBUG] [LOCAL     ] Loaded configuration for LFVN: 1 features, 70.0% accuracy
[2025-12-09T20:35:36.959103] [DEBUG] [LOCAL     ] Loaded configuration for KYN: 1 features, 80.0% accuracy
[2025-12-09T20:35:36.959352] [DEBUG] [LOCAL     ] Loaded configuration for RLMD: 4 features, 80.0% accuracy
[2025-12-09T20:35:36.959654] [DEBUG] [LOCAL     ] Loaded configuration for BLDP: 2 features, 60.0% accuracy
[2025-12-09T20:35:36.959916] [DEBUG] [LOCAL     ] Loaded configuration for CHRD: 1 features, 40.0% accuracy
[2025-12-09T20:35:36.960205] [DEBUG] [LOCAL     ] Loaded configuration for CSTM: 2 features, 80.0% accuracy
[2025-12-09T20:35:36.960436] [DEBUG] [LOCAL     ] Loaded configuration for BIPI: 1 features, 70.0% accuracy
[2025-12-09T20:35:36.960728] [DEBUG] [LOCAL     ] Loaded configuration for VONE: 2 features, 90.0% accuracy
[2025-12-09T20:35:36.961007] [DEBUG] [LOCAL     ] Loaded configuration for RDY: 4 features, 90.0% accuracy
[2025-12-09T20:35:36.961287] [DEBUG] [LOCAL     ] Loaded configuration for SHCO: 0 features, 70.0% accuracy
[2025-12-09T20:35:36.961527] [DEBUG] [LOCAL     ] Loaded configuration for BILL: 4 features, 80.0% accuracy
[2025-12-09T20:35:36.961855] [DEBUG] [LOCAL     ] Loaded configuration for THC: 1 features, 80.0% accuracy
[2025-12-09T20:35:36.962106] [DEBUG] [LOCAL     ] Loaded configuration for SUI: 2 features, 60.0% accuracy
[2025-12-09T20:35:36.962391] [DEBUG] [LOCAL     ] Loaded configuration for PAXS: 2 features, 60.0% accuracy
[2025-12-09T20:35:36.962627] [DEBUG] [LOCAL     ] Loaded configuration for HFWA: 2 features, 60.0% accuracy
[2025-12-09T20:35:36.962861] [DEBUG] [LOCAL     ] Loaded configuration for DRS: 3 features, 70.0% accuracy
[2025-12-09T20:35:36.963096] [DEBUG] [LOCAL     ] Loaded configuration for MEGI: 2 features, 60.0% accuracy
[2025-12-09T20:35:36.963329] [DEBUG] [LOCAL     ] Loaded configuration for BIRK: 2 features, 80.0% accuracy
[2025-12-09T20:35:36.963596] [DEBUG] [LOCAL     ] Loaded configuration for BHK: 1 features, 80.0% accuracy
[2025-12-09T20:35:36.963849] [DEBUG] [LOCAL     ] Loaded configuration for AREC: 0 features, 60.0% accuracy
[2025-12-09T20:35:36.964109] [DEBUG] [LOCAL     ] Loaded configuration for NDAQ: 1 features, 90.0% accuracy
[2025-12-09T20:35:36.964349] [DEBUG] [LOCAL     ] Loaded configuration for INVH: 2 features, 90.0% accuracy
[2025-12-09T20:35:36.964634] [DEBUG] [LOCAL     ] Loaded configuration for FICO: 2 features, 70.0% accuracy
[2025-12-09T20:35:36.964919] [DEBUG] [LOCAL     ] Loaded configuration for PENN: 3 features, 80.0% accuracy
[2025-12-09T20:35:36.965153] [DEBUG] [LOCAL     ] Loaded configuration for GPI: 2 features, 70.0% accuracy
[2025-12-09T20:35:36.965383] [DEBUG] [LOCAL     ] Loaded configuration for GGB: 1 features, 90.0% accuracy
[2025-12-09T20:35:36.965628] [DEBUG] [LOCAL     ] Loaded configuration for CFFN: 3 features, 90.0% accuracy
[2025-12-09T20:35:36.965871] [DEBUG] [LOCAL     ] Loaded configuration for WD: 3 features, 80.0% accuracy
[2025-12-09T20:35:36.966118] [DEBUG] [LOCAL     ] Loaded configuration for SOXX: 4 features, 90.0% accuracy
[2025-12-09T20:35:36.966398] [DEBUG] [LOCAL     ] Loaded configuration for PSX: 1 features, 90.0% accuracy
[2025-12-09T20:35:36.966681] [DEBUG] [LOCAL     ] Loaded configuration for IBM: 1 features, 100.0% accuracy
[2025-12-09T20:35:36.966748] [DEBUG] [LOCAL     ] Loaded configuration for CERS: 1 features, 80.0% accuracy
[2025-12-09T20:35:36.967026] [DEBUG] [LOCAL     ] Loaded configuration for RAIL: 7 features, 100.0% accuracy
[2025-12-09T20:35:36.967262] [DEBUG] [LOCAL     ] Loaded configuration for NIO: 3 features, 70.0% accuracy
[2025-12-09T20:35:36.967587] [DEBUG] [LOCAL     ] Loaded configuration for TSLX: 5 features, 90.0% accuracy
[2025-12-09T20:35:36.967854] [DEBUG] [LOCAL     ] Loaded configuration for PNRG: 4 features, 60.0% accuracy
[2025-12-09T20:35:36.968089] [DEBUG] [LOCAL     ] Loaded configuration for VLO: 4 features, 100.0% accuracy
[2025-12-09T20:35:36.968322] [DEBUG] [LOCAL     ] Loaded configuration for ALGS: 1 features, 50.0% accuracy
[2025-12-09T20:35:36.968557] [DEBUG] [LOCAL     ] Loaded configuration for MSA: 4 features, 100.0% accuracy
[2025-12-09T20:35:36.968829] [DEBUG] [LOCAL     ] Loaded configuration for PFE: 2 features, 70.0% accuracy
[2025-12-09T20:35:36.969064] [DEBUG] [LOCAL     ] Loaded configuration for QTWO: 2 features, 60.0% accuracy
[2025-12-09T20:35:36.969131] [DEBUG] [LOCAL     ] Loaded configuration for IEF: 3 features, 100.0% accuracy
[2025-12-09T20:35:36.969191] [DEBUG] [LOCAL     ] Loaded configuration for TXO: 5 features, 80.0% accuracy
[2025-12-09T20:35:36.969468] [DEBUG] [LOCAL     ] Loaded configuration for KSCP: 1 features, 60.0% accuracy
[2025-12-09T20:35:36.969754] [DEBUG] [LOCAL     ] Loaded configuration for QQQX: 3 features, 80.0% accuracy
[2025-12-09T20:35:36.969989] [DEBUG] [LOCAL     ] Loaded configuration for AKBA: 1 features, 60.0% accuracy
[2025-12-09T20:35:36.970275] [DEBUG] [LOCAL     ] Loaded configuration for HOLX: 3 features, 70.0% accuracy
[2025-12-09T20:35:36.970556] [DEBUG] [LOCAL     ] Loaded configuration for MUE: 3 features, 70.0% accuracy
[2025-12-09T20:35:36.970830] [DEBUG] [LOCAL     ] Loaded configuration for PODD: 3 features, 70.0% accuracy
[2025-12-09T20:35:36.971063] [DEBUG] [LOCAL     ] Loaded configuration for BSCQ: 2 features, 90.0% accuracy
[2025-12-09T20:35:36.971367] [DEBUG] [LOCAL     ] Loaded configuration for EHAB: 1 features, 80.0% accuracy
[2025-12-09T20:35:36.971666] [DEBUG] [LOCAL     ] Loaded configuration for SIMO: 5 features, 80.0% accuracy
[2025-12-09T20:35:36.971739] [DEBUG] [LOCAL     ] Loaded configuration for PDFS: 3 features, 80.0% accuracy
[2025-12-09T20:35:36.971968] [DEBUG] [LOCAL     ] Loaded configuration for CGBD: 3 features, 70.0% accuracy
[2025-12-09T20:35:36.972250] [DEBUG] [LOCAL     ] Loaded configuration for TEM: 4 features, 90.0% accuracy
[2025-12-09T20:35:36.972316] [DEBUG] [LOCAL     ] Loaded configuration for EA: 3 features, 60.0% accuracy
[2025-12-09T20:35:36.972607] [DEBUG] [LOCAL     ] Loaded configuration for EMD: 5 features, 70.0% accuracy
[2025-12-09T20:35:36.972867] [DEBUG] [LOCAL     ] Loaded configuration for NX: 3 features, 60.0% accuracy
[2025-12-09T20:35:36.973104] [DEBUG] [LOCAL     ] Loaded configuration for ARTNA: 2 features, 80.0% accuracy
[2025-12-09T20:35:36.973390] [DEBUG] [LOCAL     ] Loaded configuration for NTES: 3 features, 80.0% accuracy
[2025-12-09T20:35:36.973628] [DEBUG] [LOCAL     ] Loaded configuration for CIGI: 3 features, 70.0% accuracy
[2025-12-09T20:35:36.973915] [DEBUG] [LOCAL     ] Loaded configuration for HMC: 3 features, 90.0% accuracy
[2025-12-09T20:35:36.974197] [DEBUG] [LOCAL     ] Loaded configuration for CHSCL: 2 features, 90.0% accuracy
[2025-12-09T20:35:36.974447] [DEBUG] [LOCAL     ] Loaded configuration for NMIH: 2 features, 80.0% accuracy
[2025-12-09T20:35:36.974730] [DEBUG] [LOCAL     ] Loaded configuration for MIND: 6 features, 80.0% accuracy
[2025-12-09T20:35:36.974981] [DEBUG] [LOCAL     ] Loaded configuration for POWI: 3 features, 90.0% accuracy
[2025-12-09T20:35:36.975265] [DEBUG] [LOCAL     ] Loaded configuration for EC: 2 features, 70.0% accuracy
[2025-12-09T20:35:36.975503] [DEBUG] [LOCAL     ] Loaded configuration for ATLC: 2 features, 80.0% accuracy
[2025-12-09T20:35:36.975774] [DEBUG] [LOCAL     ] Loaded configuration for RING: 4 features, 80.0% accuracy
[2025-12-09T20:35:36.976014] [DEBUG] [LOCAL     ] Loaded configuration for NPO: 1 features, 70.0% accuracy
[2025-12-09T20:35:36.976299] [DEBUG] [LOCAL     ] Loaded configuration for ISRG: 1 features, 60.0% accuracy
[2025-12-09T20:35:36.976543] [DEBUG] [LOCAL     ] Loaded configuration for BPYPM: 4 features, 100.0% accuracy
[2025-12-09T20:35:36.976873] [DEBUG] [LOCAL     ] Loaded configuration for TCPC: 4 features, 90.0% accuracy
[2025-12-09T20:35:36.977155] [DEBUG] [LOCAL     ] Loaded configuration for QQQJ: 5 features, 90.0% accuracy
[2025-12-09T20:35:36.977222] [DEBUG] [LOCAL     ] Loaded configuration for FOSL: 3 features, 90.0% accuracy
[2025-12-09T20:35:36.977497] [DEBUG] [LOCAL     ] Loaded configuration for ACVA: 2 features, 60.0% accuracy
[2025-12-09T20:35:36.977610] [DEBUG] [LOCAL     ] Loaded configuration for GLDD: 3 features, 60.0% accuracy
[2025-12-09T20:35:36.977907] [DEBUG] [LOCAL     ] Loaded configuration for BWAY: 6 features, 80.0% accuracy
[2025-12-09T20:35:36.978199] [DEBUG] [LOCAL     ] Loaded configuration for USOY: 2 features, 80.0% accuracy
[2025-12-09T20:35:36.978439] [DEBUG] [LOCAL     ] Loaded configuration for PTA: 3 features, 70.0% accuracy
[2025-12-09T20:35:36.978792] [DEBUG] [LOCAL     ] Loaded configuration for SCZ: 0 features, 60.0% accuracy
[2025-12-09T20:35:36.979150] [DEBUG] [LOCAL     ] Loaded configuration for TCOM: 1 features, 60.0% accuracy
[2025-12-09T20:35:36.979244] [DEBUG] [LOCAL     ] Loaded configuration for LPSN: 2 features, 100.0% accuracy
[2025-12-09T20:35:36.979556] [DEBUG] [LOCAL     ] Loaded configuration for FLEX: 3 features, 70.0% accuracy
[2025-12-09T20:35:36.979930] [DEBUG] [LOCAL     ] Loaded configuration for RPAY: 5 features, 80.0% accuracy
[2025-12-09T20:35:36.980222] [DEBUG] [LOCAL     ] Loaded configuration for IGF: 3 features, 70.0% accuracy
[2025-12-09T20:35:36.980554] [DEBUG] [LOCAL     ] Loaded configuration for PSC: 2 features, 70.0% accuracy
[2025-12-09T20:35:36.980915] [DEBUG] [LOCAL     ] Loaded configuration for SQM: 1 features, 60.0% accuracy
[2025-12-09T20:35:36.981232] [DEBUG] [LOCAL     ] Loaded configuration for AME: 3 features, 70.0% accuracy
[2025-12-09T20:35:36.981526] [DEBUG] [LOCAL     ] Loaded configuration for PRIM: 0 features, 70.0% accuracy
[2025-12-09T20:35:36.981901] [DEBUG] [LOCAL     ] Loaded configuration for FSCO: 5 features, 80.0% accuracy
[2025-12-09T20:35:36.982228] [DEBUG] [LOCAL     ] Loaded configuration for BTSG: 4 features, 70.0% accuracy
[2025-12-09T20:35:36.982502] [DEBUG] [LOCAL     ] Loaded configuration for DD: 1 features, 60.0% accuracy
[2025-12-09T20:35:36.982834] [DEBUG] [LOCAL     ] Loaded configuration for SHFS: 3 features, 70.0% accuracy
[2025-12-09T20:35:36.983108] [DEBUG] [LOCAL     ] Loaded configuration for VVOS: 4 features, 60.0% accuracy
[2025-12-09T20:35:36.983385] [DEBUG] [LOCAL     ] Loaded configuration for GNTX: 6 features, 80.0% accuracy
[2025-12-09T20:35:36.983455] [DEBUG] [LOCAL     ] Loaded configuration for FPXI: 4 features, 80.0% accuracy
[2025-12-09T20:35:36.983722] [DEBUG] [LOCAL     ] Loaded configuration for FISI: 2 features, 70.0% accuracy
[2025-12-09T20:35:36.983996] [DEBUG] [LOCAL     ] Loaded configuration for AAL: 2 features, 80.0% accuracy
[2025-12-09T20:35:36.984269] [DEBUG] [LOCAL     ] Loaded configuration for TTEK: 3 features, 60.0% accuracy
[2025-12-09T20:35:36.984336] [DEBUG] [LOCAL     ] Loaded configuration for MILN: 1 features, 90.0% accuracy
[2025-12-09T20:35:36.984394] [DEBUG] [LOCAL     ] Loaded configuration for BANF: 2 features, 70.0% accuracy
[2025-12-09T20:35:36.984660] [DEBUG] [LOCAL     ] Loaded configuration for RZC: 3 features, 70.0% accuracy
[2025-12-09T20:35:36.984916] [DEBUG] [LOCAL     ] Loaded configuration for SA: 3 features, 70.0% accuracy
[2025-12-09T20:35:36.985173] [DEBUG] [LOCAL     ] Loaded configuration for EXPD: 1 features, 90.0% accuracy
[2025-12-09T20:35:36.985498] [DEBUG] [LOCAL     ] Loaded configuration for LGCL: 1 features, 50.0% accuracy
[2025-12-09T20:35:36.985822] [DEBUG] [LOCAL     ] Loaded configuration for DDOG: 1 features, 80.0% accuracy
[2025-12-09T20:35:36.986103] [DEBUG] [LOCAL     ] Loaded configuration for STM: 4 features, 70.0% accuracy
[2025-12-09T20:35:36.986433] [DEBUG] [LOCAL     ] Loaded configuration for CDL: 3 features, 80.0% accuracy
[2025-12-09T20:35:36.986704] [DEBUG] [LOCAL     ] Loaded configuration for CORZZ: 0 features, 70.0% accuracy
[2025-12-09T20:35:36.987027] [DEBUG] [LOCAL     ] Loaded configuration for HASI: 3 features, 70.0% accuracy
[2025-12-09T20:35:36.987347] [DEBUG] [LOCAL     ] Loaded configuration for ORLY: 3 features, 80.0% accuracy
[2025-12-09T20:35:36.987730] [DEBUG] [LOCAL     ] Loaded configuration for TERN: 1 features, 90.0% accuracy
[2025-12-09T20:35:36.987803] [DEBUG] [LOCAL     ] Loaded configuration for ITIC: 1 features, 70.0% accuracy
[2025-12-09T20:35:36.988106] [DEBUG] [LOCAL     ] Loaded configuration for MEC: 2 features, 70.0% accuracy
[2025-12-09T20:35:36.988443] [DEBUG] [LOCAL     ] Loaded configuration for KOD: 4 features, 90.0% accuracy
[2025-12-09T20:35:36.988764] [DEBUG] [LOCAL     ] Loaded configuration for TLK: 1 features, 60.0% accuracy
[2025-12-09T20:35:36.989032] [DEBUG] [LOCAL     ] Loaded configuration for KRP: 2 features, 80.0% accuracy
[2025-12-09T20:35:36.989335] [DEBUG] [LOCAL     ] Loaded configuration for APP: 0 features, 80.0% accuracy
[2025-12-09T20:35:36.989662] [DEBUG] [LOCAL     ] Loaded configuration for IRWD: 1 features, 60.0% accuracy
[2025-12-09T20:35:36.989904] [DEBUG] [LOCAL     ] Loaded configuration for ECL: 2 features, 60.0% accuracy
[2025-12-09T20:35:36.990193] [DEBUG] [LOCAL     ] Loaded configuration for LOCO: 2 features, 70.0% accuracy
[2025-12-09T20:35:36.990260] [DEBUG] [LOCAL     ] Loaded configuration for BCTX: 2 features, 80.0% accuracy
[2025-12-09T20:35:36.990506] [DEBUG] [LOCAL     ] Loaded configuration for FEPI: 3 features, 100.0% accuracy
[2025-12-09T20:35:36.990767] [DEBUG] [LOCAL     ] Loaded configuration for KRO: 1 features, 50.0% accuracy
[2025-12-09T20:35:36.991056] [DEBUG] [LOCAL     ] Loaded configuration for FDUS: 2 features, 90.0% accuracy
[2025-12-09T20:35:36.991296] [DEBUG] [LOCAL     ] Loaded configuration for MLP: 2 features, 70.0% accuracy
[2025-12-09T20:35:36.991598] [DEBUG] [LOCAL     ] Loaded configuration for SWIM: 3 features, 90.0% accuracy
[2025-12-09T20:35:36.991916] [DEBUG] [LOCAL     ] Loaded configuration for NTAP: 3 features, 80.0% accuracy
[2025-12-09T20:35:36.992209] [DEBUG] [LOCAL     ] Loaded configuration for OLLI: 1 features, 80.0% accuracy
[2025-12-09T20:35:36.992508] [DEBUG] [LOCAL     ] Loaded configuration for PRZO: 1 features, 70.0% accuracy
[2025-12-09T20:35:36.992886] [DEBUG] [LOCAL     ] Loaded configuration for AMD: 2 features, 70.0% accuracy
[2025-12-09T20:35:36.993130] [DEBUG] [LOCAL     ] Loaded configuration for WHG: 1 features, 80.0% accuracy
[2025-12-09T20:35:36.993366] [DEBUG] [LOCAL     ] Loaded configuration for BOOM: 2 features, 80.0% accuracy
[2025-12-09T20:35:36.993433] [DEBUG] [LOCAL     ] Loaded configuration for MD: 1 features, 60.0% accuracy
[2025-12-09T20:35:36.993715] [DEBUG] [LOCAL     ] Loaded configuration for BFAM: 2 features, 80.0% accuracy
[2025-12-09T20:35:36.994001] [DEBUG] [LOCAL     ] Loaded configuration for CMTL: 0 features, 90.0% accuracy
[2025-12-09T20:35:36.994287] [DEBUG] [LOCAL     ] Loaded configuration for ASGI: 3 features, 80.0% accuracy
[2025-12-09T20:35:36.994544] [DEBUG] [LOCAL     ] Loaded configuration for NBBK: 2 features, 80.0% accuracy
[2025-12-09T20:35:36.994802] [DEBUG] [LOCAL     ] Loaded configuration for ASH: 1 features, 90.0% accuracy
[2025-12-09T20:35:36.995036] [DEBUG] [LOCAL     ] Loaded configuration for LEA: 3 features, 90.0% accuracy
[2025-12-09T20:35:36.995324] [DEBUG] [LOCAL     ] Loaded configuration for NWBI: 3 features, 80.0% accuracy
[2025-12-09T20:35:36.995613] [DEBUG] [LOCAL     ] Loaded configuration for TARK: 1 features, 80.0% accuracy
[2025-12-09T20:35:36.995693] [DEBUG] [LOCAL     ] Loaded configuration for OPBK: 2 features, 80.0% accuracy
[2025-12-09T20:35:36.995974] [DEBUG] [LOCAL     ] Loaded configuration for AUTL: 2 features, 70.0% accuracy
[2025-12-09T20:35:36.996039] [DEBUG] [LOCAL     ] Loaded configuration for AEI: 1 features, 90.0% accuracy
[2025-12-09T20:35:36.996327] [DEBUG] [LOCAL     ] Loaded configuration for HQY: 2 features, 70.0% accuracy
[2025-12-09T20:35:36.996564] [DEBUG] [LOCAL     ] Loaded configuration for EXP: 5 features, 90.0% accuracy
[2025-12-09T20:35:36.996872] [DEBUG] [LOCAL     ] Loaded configuration for ONL: 1 features, 80.0% accuracy
[2025-12-09T20:35:36.997124] [DEBUG] [LOCAL     ] Loaded configuration for POAI: 2 features, 90.0% accuracy
[2025-12-09T20:35:36.997419] [DEBUG] [LOCAL     ] Loaded configuration for MLYS: 1 features, 50.0% accuracy
[2025-12-09T20:35:36.997691] [DEBUG] [LOCAL     ] Loaded configuration for LBRDA: 1 features, 60.0% accuracy
[2025-12-09T20:35:36.997929] [DEBUG] [LOCAL     ] Loaded configuration for SHEL: 2 features, 90.0% accuracy
[2025-12-09T20:35:36.998189] [DEBUG] [LOCAL     ] Loaded configuration for MGNI: 2 features, 90.0% accuracy
[2025-12-09T20:35:36.998443] [DEBUG] [LOCAL     ] Loaded configuration for FTSM: 1 features, 90.0% accuracy
[2025-12-09T20:35:36.998702] [DEBUG] [LOCAL     ] Loaded configuration for TXG: 3 features, 70.0% accuracy
[2025-12-09T20:35:36.998954] [DEBUG] [LOCAL     ] Loaded configuration for STXE: 2 features, 70.0% accuracy
[2025-12-09T20:35:36.999187] [DEBUG] [LOCAL     ] Loaded configuration for CM: 4 features, 90.0% accuracy
[2025-12-09T20:35:36.999471] [DEBUG] [LOCAL     ] Loaded configuration for MS: 1 features, 80.0% accuracy
[2025-12-09T20:35:36.999715] [DEBUG] [LOCAL     ] Loaded configuration for COKE: 1 features, 70.0% accuracy
[2025-12-09T20:35:36.999950] [DEBUG] [LOCAL     ] Loaded configuration for HIMX: 4 features, 80.0% accuracy
[2025-12-09T20:35:37.000185] [DEBUG] [LOCAL     ] Loaded configuration for AVGO: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.000469] [DEBUG] [LOCAL     ] Loaded configuration for NNY: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.000705] [DEBUG] [LOCAL     ] Loaded configuration for EE: 0 features, 70.0% accuracy
[2025-12-09T20:35:37.000943] [DEBUG] [LOCAL     ] Loaded configuration for AGCO: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.001231] [DEBUG] [LOCAL     ] Loaded configuration for OPFI: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.001515] [DEBUG] [LOCAL     ] Loaded configuration for ADSK: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.001770] [DEBUG] [LOCAL     ] Loaded configuration for FF: 1 features, 60.0% accuracy
[2025-12-09T20:35:37.002059] [DEBUG] [LOCAL     ] Loaded configuration for FDX: 1 features, 60.0% accuracy
[2025-12-09T20:35:37.002126] [DEBUG] [LOCAL     ] Loaded configuration for ARKO: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.002416] [DEBUG] [LOCAL     ] Loaded configuration for SWBI: 3 features, 60.0% accuracy
[2025-12-09T20:35:37.002705] [DEBUG] [LOCAL     ] Loaded configuration for PERI: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.002989] [DEBUG] [LOCAL     ] Loaded configuration for WLDS: 0 features, 90.0% accuracy
[2025-12-09T20:35:37.003227] [DEBUG] [LOCAL     ] Loaded configuration for NSP: 4 features, 80.0% accuracy
[2025-12-09T20:35:37.003461] [DEBUG] [LOCAL     ] Loaded configuration for CHY: 5 features, 80.0% accuracy
[2025-12-09T20:35:37.003756] [DEBUG] [LOCAL     ] Loaded configuration for HIPO: 4 features, 70.0% accuracy
[2025-12-09T20:35:37.003992] [DEBUG] [LOCAL     ] Loaded configuration for FHN: 4 features, 80.0% accuracy
[2025-12-09T20:35:37.004059] [DEBUG] [LOCAL     ] Loaded configuration for PAGP: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.004349] [DEBUG] [LOCAL     ] Loaded configuration for INSG: 3 features, 90.0% accuracy
[2025-12-09T20:35:37.004607] [DEBUG] [LOCAL     ] Loaded configuration for LH: 3 features, 90.0% accuracy
[2025-12-09T20:35:37.004913] [DEBUG] [LOCAL     ] Loaded configuration for AIRG: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.005218] [DEBUG] [LOCAL     ] Loaded configuration for CETX: 0 features, 90.0% accuracy
[2025-12-09T20:35:37.005551] [DEBUG] [LOCAL     ] Loaded configuration for LITM: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.005863] [DEBUG] [LOCAL     ] Loaded configuration for API: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.006196] [DEBUG] [LOCAL     ] Loaded configuration for MSFL: 5 features, 70.0% accuracy
[2025-12-09T20:35:37.006266] [DEBUG] [LOCAL     ] Loaded configuration for BIRD: 3 features, 60.0% accuracy
[2025-12-09T20:35:37.006594] [DEBUG] [LOCAL     ] Loaded configuration for EVF: 0 features, 90.0% accuracy
[2025-12-09T20:35:37.006910] [DEBUG] [LOCAL     ] Loaded configuration for RMAX: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.006979] [DEBUG] [LOCAL     ] Loaded configuration for JDZG: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.007225] [DEBUG] [LOCAL     ] Loaded configuration for KEP: 2 features, 90.0% accuracy
[2025-12-09T20:35:37.007546] [DEBUG] [LOCAL     ] Loaded configuration for PCTY: 5 features, 60.0% accuracy
[2025-12-09T20:35:37.007866] [DEBUG] [LOCAL     ] Loaded configuration for OPXS: 5 features, 80.0% accuracy
[2025-12-09T20:35:37.008177] [DEBUG] [LOCAL     ] Loaded configuration for NVDA: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.008445] [DEBUG] [LOCAL     ] Loaded configuration for RAVE: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.008710] [DEBUG] [LOCAL     ] Loaded configuration for CIF: 1 features, 90.0% accuracy
[2025-12-09T20:35:37.008968] [DEBUG] [LOCAL     ] Loaded configuration for ENVA: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.009278] [DEBUG] [LOCAL     ] Loaded configuration for MCHI: 2 features, 90.0% accuracy
[2025-12-09T20:35:37.009554] [DEBUG] [LOCAL     ] Loaded configuration for SHAK: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.009924] [DEBUG] [LOCAL     ] Loaded configuration for H: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.010200] [DEBUG] [LOCAL     ] Loaded configuration for BLD: 2 features, 50.0% accuracy
[2025-12-09T20:35:37.010509] [DEBUG] [LOCAL     ] Loaded configuration for TSM: 6 features, 70.0% accuracy
[2025-12-09T20:35:37.010848] [DEBUG] [LOCAL     ] Loaded configuration for CMPO: 3 features, 70.0% accuracy
[2025-12-09T20:35:37.011164] [DEBUG] [LOCAL     ] Loaded configuration for TRVG: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.011453] [DEBUG] [LOCAL     ] Loaded configuration for PLAB: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.011521] [DEBUG] [LOCAL     ] Loaded configuration for DGII: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.011826] [DEBUG] [LOCAL     ] Loaded configuration for INCY: 6 features, 80.0% accuracy
[2025-12-09T20:35:37.012089] [DEBUG] [LOCAL     ] Loaded configuration for CGABL: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.012347] [DEBUG] [LOCAL     ] Loaded configuration for SO: 3 features, 100.0% accuracy
[2025-12-09T20:35:37.012610] [DEBUG] [LOCAL     ] Loaded configuration for JOF: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.012676] [DEBUG] [LOCAL     ] Loaded configuration for EBON: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.013000] [DEBUG] [LOCAL     ] Loaded configuration for AWF: 1 features, 60.0% accuracy
[2025-12-09T20:35:37.013269] [DEBUG] [LOCAL     ] Loaded configuration for M: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.013598] [DEBUG] [LOCAL     ] Loaded configuration for TREE: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.013870] [DEBUG] [LOCAL     ] Loaded configuration for PRGO: 5 features, 90.0% accuracy
[2025-12-09T20:35:37.014133] [DEBUG] [LOCAL     ] Loaded configuration for DSM: 2 features, 60.0% accuracy
[2025-12-09T20:35:37.014456] [DEBUG] [LOCAL     ] Loaded configuration for FMN: 4 features, 90.0% accuracy
[2025-12-09T20:35:37.014721] [DEBUG] [LOCAL     ] Loaded configuration for MTB: 4 features, 60.0% accuracy
[2025-12-09T20:35:37.014984] [DEBUG] [LOCAL     ] Loaded configuration for DNP: 3 features, 70.0% accuracy
[2025-12-09T20:35:37.015246] [DEBUG] [LOCAL     ] Loaded configuration for EAF: 1 features, 80.0% accuracy
[2025-12-09T20:35:37.015601] [DEBUG] [LOCAL     ] Loaded configuration for JNJ: 5 features, 80.0% accuracy
[2025-12-09T20:35:37.015889] [DEBUG] [LOCAL     ] Loaded configuration for CELC: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.016173] [DEBUG] [LOCAL     ] Loaded configuration for MFI: 3 features, 70.0% accuracy
[2025-12-09T20:35:37.016437] [DEBUG] [LOCAL     ] Loaded configuration for INM: 0 features, 70.0% accuracy
[2025-12-09T20:35:37.016699] [DEBUG] [LOCAL     ] Loaded configuration for BEEM: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.017007] [DEBUG] [LOCAL     ] Loaded configuration for PLUG: 3 features, 90.0% accuracy
[2025-12-09T20:35:37.017319] [DEBUG] [LOCAL     ] Loaded configuration for CHSCN: 3 features, 90.0% accuracy
[2025-12-09T20:35:37.017606] [DEBUG] [LOCAL     ] Loaded configuration for PGJ: 1 features, 90.0% accuracy
[2025-12-09T20:35:37.017948] [DEBUG] [LOCAL     ] Loaded configuration for RGS: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.018268] [DEBUG] [LOCAL     ] Loaded configuration for GDS: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.018613] [DEBUG] [LOCAL     ] Loaded configuration for HE: 3 features, 60.0% accuracy
[2025-12-09T20:35:37.018696] [DEBUG] [LOCAL     ] Loaded configuration for CHI: 4 features, 60.0% accuracy
[2025-12-09T20:35:37.019001] [DEBUG] [LOCAL     ] Loaded configuration for BAH: 5 features, 70.0% accuracy
[2025-12-09T20:35:37.019318] [DEBUG] [LOCAL     ] Loaded configuration for FEIM: 0 features, 50.0% accuracy
[2025-12-09T20:35:37.019628] [DEBUG] [LOCAL     ] Loaded configuration for OPEN: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.019932] [DEBUG] [LOCAL     ] Loaded configuration for LYRA: 5 features, 90.0% accuracy
[2025-12-09T20:35:37.020219] [DEBUG] [LOCAL     ] Loaded configuration for SNCY: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.020479] [DEBUG] [LOCAL     ] Loaded configuration for ARGX: 4 features, 60.0% accuracy
[2025-12-09T20:35:37.020797] [DEBUG] [LOCAL     ] Loaded configuration for CDNA: 3 features, 70.0% accuracy
[2025-12-09T20:35:37.021069] [DEBUG] [LOCAL     ] Loaded configuration for MARA: 3 features, 60.0% accuracy
[2025-12-09T20:35:37.021319] [DEBUG] [LOCAL     ] Loaded configuration for MTD: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.021601] [DEBUG] [LOCAL     ] Loaded configuration for OBIO: 1 features, 80.0% accuracy
[2025-12-09T20:35:37.021854] [DEBUG] [LOCAL     ] Loaded configuration for CRDF: 1 features, 80.0% accuracy
[2025-12-09T20:35:37.021921] [DEBUG] [LOCAL     ] Loaded configuration for WAY: 5 features, 70.0% accuracy
[2025-12-09T20:35:37.022162] [DEBUG] [LOCAL     ] Loaded configuration for COWG: 4 features, 80.0% accuracy
[2025-12-09T20:35:37.022409] [DEBUG] [LOCAL     ] Loaded configuration for CRDO: 3 features, 70.0% accuracy
[2025-12-09T20:35:37.022668] [DEBUG] [LOCAL     ] Loaded configuration for SMWB: 3 features, 70.0% accuracy
[2025-12-09T20:35:37.022923] [DEBUG] [LOCAL     ] Loaded configuration for AGYS: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.023181] [DEBUG] [LOCAL     ] Loaded configuration for BMO: 2 features, 60.0% accuracy
[2025-12-09T20:35:37.023469] [DEBUG] [LOCAL     ] Loaded configuration for ARQQ: 3 features, 60.0% accuracy
[2025-12-09T20:35:37.023553] [DEBUG] [LOCAL     ] Loaded configuration for BNDX: 6 features, 70.0% accuracy
[2025-12-09T20:35:37.023864] [DEBUG] [LOCAL     ] Loaded configuration for CMTG: 3 features, 70.0% accuracy
[2025-12-09T20:35:37.024132] [DEBUG] [LOCAL     ] Loaded configuration for CAC: 3 features, 60.0% accuracy
[2025-12-09T20:35:37.024439] [DEBUG] [LOCAL     ] Loaded configuration for ABVE: 3 features, 50.0% accuracy
[2025-12-09T20:35:37.024713] [DEBUG] [LOCAL     ] Loaded configuration for GPIQ: 3 features, 90.0% accuracy
[2025-12-09T20:35:37.024969] [DEBUG] [LOCAL     ] Loaded configuration for AMTX: 1 features, 80.0% accuracy
[2025-12-09T20:35:37.025283] [DEBUG] [LOCAL     ] Loaded configuration for CEVA: 4 features, 80.0% accuracy
[2025-12-09T20:35:37.025549] [DEBUG] [LOCAL     ] Loaded configuration for CPK: 1 features, 90.0% accuracy
[2025-12-09T20:35:37.025848] [DEBUG] [LOCAL     ] Loaded configuration for IBCP: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.026105] [DEBUG] [LOCAL     ] Loaded configuration for PFS: 1 features, 60.0% accuracy
[2025-12-09T20:35:37.026379] [DEBUG] [LOCAL     ] Loaded configuration for ROCK: 3 features, 60.0% accuracy
[2025-12-09T20:35:37.026446] [DEBUG] [LOCAL     ] Loaded configuration for IMRX: 4 features, 80.0% accuracy
[2025-12-09T20:35:37.026712] [DEBUG] [LOCAL     ] Loaded configuration for NRC: 5 features, 90.0% accuracy
[2025-12-09T20:35:37.026967] [DEBUG] [LOCAL     ] Loaded configuration for WDS: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.027224] [DEBUG] [LOCAL     ] Loaded configuration for NIC: 5 features, 100.0% accuracy
[2025-12-09T20:35:37.027560] [DEBUG] [LOCAL     ] Loaded configuration for WPC: 0 features, 60.0% accuracy
[2025-12-09T20:35:37.027872] [DEBUG] [LOCAL     ] Loaded configuration for UAL: 2 features, 90.0% accuracy
[2025-12-09T20:35:37.028133] [DEBUG] [LOCAL     ] Loaded configuration for NOMD: 1 features, 90.0% accuracy
[2025-12-09T20:35:37.028447] [DEBUG] [LOCAL     ] Loaded configuration for CAPL: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.028719] [DEBUG] [LOCAL     ] Loaded configuration for INGN: 4 features, 90.0% accuracy
[2025-12-09T20:35:37.029007] [DEBUG] [LOCAL     ] Loaded configuration for BOC: 2 features, 90.0% accuracy
[2025-12-09T20:35:37.029284] [DEBUG] [LOCAL     ] Loaded configuration for PKG: 0 features, 80.0% accuracy
[2025-12-09T20:35:37.029549] [DEBUG] [LOCAL     ] Loaded configuration for CE: 4 features, 90.0% accuracy
[2025-12-09T20:35:37.029851] [DEBUG] [LOCAL     ] Loaded configuration for TWFG: 2 features, 90.0% accuracy
[2025-12-09T20:35:37.030153] [DEBUG] [LOCAL     ] Loaded configuration for MGTX: 2 features, 90.0% accuracy
[2025-12-09T20:35:37.030408] [DEBUG] [LOCAL     ] Loaded configuration for BBN: 3 features, 70.0% accuracy
[2025-12-09T20:35:37.030690] [DEBUG] [LOCAL     ] Loaded configuration for RILYZ: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.031014] [DEBUG] [LOCAL     ] Loaded configuration for FTHM: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.031338] [DEBUG] [LOCAL     ] Loaded configuration for VSDA: 4 features, 80.0% accuracy
[2025-12-09T20:35:37.031628] [DEBUG] [LOCAL     ] Loaded configuration for DSGN: 5 features, 80.0% accuracy
[2025-12-09T20:35:37.031973] [DEBUG] [LOCAL     ] Loaded configuration for VONG: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.032246] [DEBUG] [LOCAL     ] Loaded configuration for NRP: 1 features, 80.0% accuracy
[2025-12-09T20:35:37.032594] [DEBUG] [LOCAL     ] Loaded configuration for KFY: 2 features, 90.0% accuracy
[2025-12-09T20:35:37.032873] [DEBUG] [LOCAL     ] Loaded configuration for GPJA: 2 features, 60.0% accuracy
[2025-12-09T20:35:37.033179] [DEBUG] [LOCAL     ] Loaded configuration for EARN: 3 features, 60.0% accuracy
[2025-12-09T20:35:37.033437] [DEBUG] [LOCAL     ] Loaded configuration for OTIS: 2 features, 60.0% accuracy
[2025-12-09T20:35:37.033700] [DEBUG] [LOCAL     ] Loaded configuration for RYN: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.033962] [DEBUG] [LOCAL     ] Loaded configuration for CRML: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.034235] [DEBUG] [LOCAL     ] Loaded configuration for XEL: 4 features, 80.0% accuracy
[2025-12-09T20:35:37.034542] [DEBUG] [LOCAL     ] Loaded configuration for MCK: 3 features, 90.0% accuracy
[2025-12-09T20:35:37.034869] [DEBUG] [LOCAL     ] Loaded configuration for MG: 2 features, 60.0% accuracy
[2025-12-09T20:35:37.035173] [DEBUG] [LOCAL     ] Loaded configuration for RGCO: 3 features, 90.0% accuracy
[2025-12-09T20:35:37.035421] [DEBUG] [LOCAL     ] Loaded configuration for PTY: 3 features, 70.0% accuracy
[2025-12-09T20:35:37.035692] [DEBUG] [LOCAL     ] Loaded configuration for ASLE: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.036016] [DEBUG] [LOCAL     ] Loaded configuration for TECX: 5 features, 80.0% accuracy
[2025-12-09T20:35:37.036084] [DEBUG] [LOCAL     ] Loaded configuration for ECPG: 1 features, 100.0% accuracy
[2025-12-09T20:35:37.036372] [DEBUG] [LOCAL     ] Loaded configuration for SONO: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.036697] [DEBUG] [LOCAL     ] Loaded configuration for SKM: 0 features, 80.0% accuracy
[2025-12-09T20:35:37.036979] [DEBUG] [LOCAL     ] Loaded configuration for AEO: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.037059] [DEBUG] [LOCAL     ] Loaded configuration for FSLY: 2 features, 90.0% accuracy
[2025-12-09T20:35:37.037376] [DEBUG] [LOCAL     ] Loaded configuration for PETS: 4 features, 80.0% accuracy
[2025-12-09T20:35:37.037444] [DEBUG] [LOCAL     ] Loaded configuration for CVRX: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.037800] [DEBUG] [LOCAL     ] Loaded configuration for RACE: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.038076] [DEBUG] [LOCAL     ] Loaded configuration for ASPN: 1 features, 80.0% accuracy
[2025-12-09T20:35:37.038349] [DEBUG] [LOCAL     ] Loaded configuration for BHVN: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.038681] [DEBUG] [LOCAL     ] Loaded configuration for AVD: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.038988] [DEBUG] [LOCAL     ] Loaded configuration for LVO: 1 features, 50.0% accuracy
[2025-12-09T20:35:37.039310] [DEBUG] [LOCAL     ] Loaded configuration for FDIF: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.039636] [DEBUG] [LOCAL     ] Loaded configuration for ODFL: 2 features, 90.0% accuracy
[2025-12-09T20:35:37.039711] [DEBUG] [LOCAL     ] Loaded configuration for DGLY: 0 features, 70.0% accuracy
[2025-12-09T20:35:37.039964] [DEBUG] [LOCAL     ] Loaded configuration for BMBL: 4 features, 60.0% accuracy
[2025-12-09T20:35:37.040273] [DEBUG] [LOCAL     ] Loaded configuration for CTBB: 4 features, 90.0% accuracy
[2025-12-09T20:35:37.040606] [DEBUG] [LOCAL     ] Loaded configuration for MIY: 1 features, 60.0% accuracy
[2025-12-09T20:35:37.040873] [DEBUG] [LOCAL     ] Loaded configuration for EVTC: 5 features, 90.0% accuracy
[2025-12-09T20:35:37.041183] [DEBUG] [LOCAL     ] Loaded configuration for HXL: 2 features, 60.0% accuracy
[2025-12-09T20:35:37.041443] [DEBUG] [LOCAL     ] Loaded configuration for PEO: 5 features, 80.0% accuracy
[2025-12-09T20:35:37.041715] [DEBUG] [LOCAL     ] Loaded configuration for ATRC: 3 features, 90.0% accuracy
[2025-12-09T20:35:37.042022] [DEBUG] [LOCAL     ] Loaded configuration for WIA: 3 features, 70.0% accuracy
[2025-12-09T20:35:37.042984] [DEBUG] [LOCAL     ] Loaded configuration for BDTX: 3 features, 90.0% accuracy
[2025-12-09T20:35:37.043305] [DEBUG] [LOCAL     ] Loaded configuration for BLCN: 4 features, 90.0% accuracy
[2025-12-09T20:35:37.043601] [DEBUG] [LOCAL     ] Loaded configuration for HIO: 4 features, 60.0% accuracy
[2025-12-09T20:35:37.043683] [DEBUG] [LOCAL     ] Loaded configuration for GASS: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.043942] [DEBUG] [LOCAL     ] Loaded configuration for GSBD: 1 features, 50.0% accuracy
[2025-12-09T20:35:37.044257] [DEBUG] [LOCAL     ] Loaded configuration for MSBI: 6 features, 90.0% accuracy
[2025-12-09T20:35:37.044517] [DEBUG] [LOCAL     ] Loaded configuration for BHFAO: 2 features, 90.0% accuracy
[2025-12-09T20:35:37.044820] [DEBUG] [LOCAL     ] Loaded configuration for RNA: 4 features, 50.0% accuracy
[2025-12-09T20:35:37.045102] [DEBUG] [LOCAL     ] Loaded configuration for PTLO: 5 features, 70.0% accuracy
[2025-12-09T20:35:37.045416] [DEBUG] [LOCAL     ] Loaded configuration for ALC: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.045746] [DEBUG] [LOCAL     ] Loaded configuration for TSL: 3 features, 90.0% accuracy
[2025-12-09T20:35:37.046058] [DEBUG] [LOCAL     ] Loaded configuration for BZH: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.046318] [DEBUG] [LOCAL     ] Loaded configuration for SOJE: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.046607] [DEBUG] [LOCAL     ] Loaded configuration for BAM: 5 features, 100.0% accuracy
[2025-12-09T20:35:37.046882] [DEBUG] [LOCAL     ] Loaded configuration for TMUS: 3 features, 70.0% accuracy
[2025-12-09T20:35:37.047138] [DEBUG] [LOCAL     ] Loaded configuration for CCI: 1 features, 80.0% accuracy
[2025-12-09T20:35:37.047400] [DEBUG] [LOCAL     ] Loaded configuration for NMG: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.047660] [DEBUG] [LOCAL     ] Loaded configuration for YETI: 0 features, 60.0% accuracy
[2025-12-09T20:35:37.047917] [DEBUG] [LOCAL     ] Loaded configuration for PHI: 4 features, 80.0% accuracy
[2025-12-09T20:35:37.047985] [DEBUG] [LOCAL     ] Loaded configuration for SNA: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.048256] [DEBUG] [LOCAL     ] Loaded configuration for WWD: 0 features, 70.0% accuracy
[2025-12-09T20:35:37.048609] [DEBUG] [LOCAL     ] Loaded configuration for GTN: 2 features, 50.0% accuracy
[2025-12-09T20:35:37.048942] [DEBUG] [LOCAL     ] Loaded configuration for HEI: 2 features, 90.0% accuracy
[2025-12-09T20:35:37.049042] [DEBUG] [LOCAL     ] Loaded configuration for XTIA: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.049355] [DEBUG] [LOCAL     ] Loaded configuration for RMM: 1 features, 90.0% accuracy
[2025-12-09T20:35:37.049435] [DEBUG] [LOCAL     ] Loaded configuration for DIOD: 2 features, 90.0% accuracy
[2025-12-09T20:35:37.049752] [DEBUG] [LOCAL     ] Loaded configuration for QQQY: 4 features, 70.0% accuracy
[2025-12-09T20:35:37.050077] [DEBUG] [LOCAL     ] Loaded configuration for DBI: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.050362] [DEBUG] [LOCAL     ] Loaded configuration for OPK: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.050679] [DEBUG] [LOCAL     ] Loaded configuration for MCRI: 3 features, 90.0% accuracy
[2025-12-09T20:35:37.050941] [DEBUG] [LOCAL     ] Loaded configuration for LAC: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.051210] [DEBUG] [LOCAL     ] Loaded configuration for FBP: 1 features, 80.0% accuracy
[2025-12-09T20:35:37.051290] [DEBUG] [LOCAL     ] Loaded configuration for TTE: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.051619] [DEBUG] [LOCAL     ] Loaded configuration for TALO: 1 features, 60.0% accuracy
[2025-12-09T20:35:37.051947] [DEBUG] [LOCAL     ] Loaded configuration for LUCD: 3 features, 50.0% accuracy
[2025-12-09T20:35:37.052227] [DEBUG] [LOCAL     ] Loaded configuration for EVGN: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.052486] [DEBUG] [LOCAL     ] Loaded configuration for CG: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.052759] [DEBUG] [LOCAL     ] Loaded configuration for AXGN: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.053078] [DEBUG] [LOCAL     ] Loaded configuration for DHF: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.053152] [DEBUG] [LOCAL     ] Loaded configuration for BC: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.053458] [DEBUG] [LOCAL     ] Loaded configuration for ESAB: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.053801] [DEBUG] [LOCAL     ] Loaded configuration for IDAI: 2 features, 60.0% accuracy
[2025-12-09T20:35:37.054073] [DEBUG] [LOCAL     ] Loaded configuration for MGM: 5 features, 80.0% accuracy
[2025-12-09T20:35:37.054348] [DEBUG] [LOCAL     ] Loaded configuration for DOGZ: 2 features, 50.0% accuracy
[2025-12-09T20:35:37.054669] [DEBUG] [LOCAL     ] Loaded configuration for SVC: 3 features, 90.0% accuracy
[2025-12-09T20:35:37.054739] [DEBUG] [LOCAL     ] Loaded configuration for OPTX: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.055018] [DEBUG] [LOCAL     ] Loaded configuration for NBHC: 1 features, 80.0% accuracy
[2025-12-09T20:35:37.055346] [DEBUG] [LOCAL     ] Loaded configuration for KBWB: 4 features, 100.0% accuracy
[2025-12-09T20:35:37.055611] [DEBUG] [LOCAL     ] Loaded configuration for CPF: 5 features, 70.0% accuracy
[2025-12-09T20:35:37.055872] [DEBUG] [LOCAL     ] Loaded configuration for NIE: 1 features, 60.0% accuracy
[2025-12-09T20:35:37.056180] [DEBUG] [LOCAL     ] Loaded configuration for STN: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.056491] [DEBUG] [LOCAL     ] Loaded configuration for FCNCO: 1 features, 60.0% accuracy
[2025-12-09T20:35:37.056751] [DEBUG] [LOCAL     ] Loaded configuration for BLE: 1 features, 90.0% accuracy
[2025-12-09T20:35:37.057050] [DEBUG] [LOCAL     ] Loaded configuration for MCS: 4 features, 70.0% accuracy
[2025-12-09T20:35:37.057318] [DEBUG] [LOCAL     ] Loaded configuration for PGNY: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.057608] [DEBUG] [LOCAL     ] Loaded configuration for TTI: 2 features, 60.0% accuracy
[2025-12-09T20:35:37.057891] [DEBUG] [LOCAL     ] Loaded configuration for ETHA: 4 features, 70.0% accuracy
[2025-12-09T20:35:37.058195] [DEBUG] [LOCAL     ] Loaded configuration for MNRO: 3 features, 100.0% accuracy
[2025-12-09T20:35:37.058509] [DEBUG] [LOCAL     ] Loaded configuration for ZGN: 4 features, 60.0% accuracy
[2025-12-09T20:35:37.058828] [DEBUG] [LOCAL     ] Loaded configuration for AESI: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.059134] [DEBUG] [LOCAL     ] Loaded configuration for IQI: 1 features, 80.0% accuracy
[2025-12-09T20:35:37.059387] [DEBUG] [LOCAL     ] Loaded configuration for DNLI: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.059680] [DEBUG] [LOCAL     ] Loaded configuration for SOPA: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.059999] [DEBUG] [LOCAL     ] Loaded configuration for BHFAL: 2 features, 90.0% accuracy
[2025-12-09T20:35:37.060311] [DEBUG] [LOCAL     ] Loaded configuration for SPRY: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.060607] [DEBUG] [LOCAL     ] Loaded configuration for ADM: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.060916] [DEBUG] [LOCAL     ] Loaded configuration for TRUP: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.061170] [DEBUG] [LOCAL     ] Loaded configuration for MHK: 0 features, 90.0% accuracy
[2025-12-09T20:35:37.061480] [DEBUG] [LOCAL     ] Loaded configuration for AJG: 1 features, 80.0% accuracy
[2025-12-09T20:35:37.061742] [DEBUG] [LOCAL     ] Loaded configuration for MTZ: 4 features, 70.0% accuracy
[2025-12-09T20:35:37.062051] [DEBUG] [LOCAL     ] Loaded configuration for CTVA: 2 features, 50.0% accuracy
[2025-12-09T20:35:37.062310] [DEBUG] [LOCAL     ] Loaded configuration for NC: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.062615] [DEBUG] [LOCAL     ] Loaded configuration for USOI: 0 features, 60.0% accuracy
[2025-12-09T20:35:37.062683] [DEBUG] [LOCAL     ] Loaded configuration for ALKS: 1 features, 80.0% accuracy
[2025-12-09T20:35:37.062930] [DEBUG] [LOCAL     ] Loaded configuration for TREX: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.063190] [DEBUG] [LOCAL     ] Loaded configuration for TPYP: 1 features, 60.0% accuracy
[2025-12-09T20:35:37.063438] [DEBUG] [LOCAL     ] Loaded configuration for AOD: 4 features, 90.0% accuracy
[2025-12-09T20:35:37.063727] [DEBUG] [LOCAL     ] Loaded configuration for SNES: 3 features, 70.0% accuracy
[2025-12-09T20:35:37.064080] [DEBUG] [LOCAL     ] Loaded configuration for ALCO: 5 features, 80.0% accuracy
[2025-12-09T20:35:37.064377] [DEBUG] [LOCAL     ] Loaded configuration for IMOS: 0 features, 70.0% accuracy
[2025-12-09T20:35:37.064660] [DEBUG] [LOCAL     ] Loaded configuration for CYD: 3 features, 70.0% accuracy
[2025-12-09T20:35:37.064941] [DEBUG] [LOCAL     ] Loaded configuration for MRK: 2 features, 90.0% accuracy
[2025-12-09T20:35:37.065228] [DEBUG] [LOCAL     ] Loaded configuration for DGCB: 0 features, 70.0% accuracy
[2025-12-09T20:35:37.065500] [DEBUG] [LOCAL     ] Loaded configuration for MUA: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.065820] [DEBUG] [LOCAL     ] Loaded configuration for GNL: 0 features, 70.0% accuracy
[2025-12-09T20:35:37.066137] [DEBUG] [LOCAL     ] Loaded configuration for JOE: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.066208] [DEBUG] [LOCAL     ] Loaded configuration for LBTYK: 5 features, 100.0% accuracy
[2025-12-09T20:35:37.066538] [DEBUG] [LOCAL     ] Loaded configuration for BFIN: 5 features, 100.0% accuracy
[2025-12-09T20:35:37.066850] [DEBUG] [LOCAL     ] Loaded configuration for ACCO: 3 features, 90.0% accuracy
[2025-12-09T20:35:37.067143] [DEBUG] [LOCAL     ] Loaded configuration for TME: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.067465] [DEBUG] [LOCAL     ] Loaded configuration for BVS: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.067789] [DEBUG] [LOCAL     ] Loaded configuration for MAMA: 4 features, 70.0% accuracy
[2025-12-09T20:35:37.068109] [DEBUG] [LOCAL     ] Loaded configuration for FCCO: 4 features, 70.0% accuracy
[2025-12-09T20:35:37.068438] [DEBUG] [LOCAL     ] Loaded configuration for PLYM: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.068788] [DEBUG] [LOCAL     ] Loaded configuration for ESCA: 4 features, 80.0% accuracy
[2025-12-09T20:35:37.069107] [DEBUG] [LOCAL     ] Loaded configuration for TROX: 2 features, 90.0% accuracy
[2025-12-09T20:35:37.069177] [DEBUG] [LOCAL     ] Loaded configuration for WFC: 1 features, 80.0% accuracy
[2025-12-09T20:35:37.069437] [DEBUG] [LOCAL     ] Loaded configuration for MTH: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.069703] [DEBUG] [LOCAL     ] Loaded configuration for SWK: 0 features, 70.0% accuracy
[2025-12-09T20:35:37.069974] [DEBUG] [LOCAL     ] Loaded configuration for HL: 6 features, 90.0% accuracy
[2025-12-09T20:35:37.070060] [DEBUG] [LOCAL     ] Loaded configuration for IRON: 3 features, 70.0% accuracy
[2025-12-09T20:35:37.070323] [DEBUG] [LOCAL     ] Loaded configuration for BL: 3 features, 50.0% accuracy
[2025-12-09T20:35:37.070392] [DEBUG] [LOCAL     ] Loaded configuration for INO: 1 features, 80.0% accuracy
[2025-12-09T20:35:37.070688] [DEBUG] [LOCAL     ] Loaded configuration for INDP: 0 features, 70.0% accuracy
[2025-12-09T20:35:37.070944] [DEBUG] [LOCAL     ] Loaded configuration for PDM: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.071256] [DEBUG] [LOCAL     ] Loaded configuration for STEP: 3 features, 70.0% accuracy
[2025-12-09T20:35:37.071533] [DEBUG] [LOCAL     ] Loaded configuration for PLD: 1 features, 90.0% accuracy
[2025-12-09T20:35:37.071948] [DEBUG] [LOCAL     ] Loaded configuration for EPD: 4 features, 100.0% accuracy
[2025-12-09T20:35:37.072036] [DEBUG] [LOCAL     ] Loaded configuration for AEVA: 3 features, 90.0% accuracy
[2025-12-09T20:35:37.072353] [DEBUG] [LOCAL     ] Loaded configuration for DQ: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.072680] [DEBUG] [LOCAL     ] Loaded configuration for ERNA: 2 features, 90.0% accuracy
[2025-12-09T20:35:37.073026] [DEBUG] [LOCAL     ] Loaded configuration for COPP: 4 features, 70.0% accuracy
[2025-12-09T20:35:37.073362] [DEBUG] [LOCAL     ] Loaded configuration for OFLX: 4 features, 70.0% accuracy
[2025-12-09T20:35:37.073433] [DEBUG] [LOCAL     ] Loaded configuration for AUPH: 5 features, 70.0% accuracy
[2025-12-09T20:35:37.073721] [DEBUG] [LOCAL     ] Loaded configuration for VTYX: 0 features, 90.0% accuracy
[2025-12-09T20:35:37.074018] [DEBUG] [LOCAL     ] Loaded configuration for GREE: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.074357] [DEBUG] [LOCAL     ] Loaded configuration for AEMD: 2 features, 100.0% accuracy
[2025-12-09T20:35:37.074682] [DEBUG] [LOCAL     ] Loaded configuration for RSI: 3 features, 90.0% accuracy
[2025-12-09T20:35:37.074979] [DEBUG] [LOCAL     ] Loaded configuration for HBM: 1 features, 80.0% accuracy
[2025-12-09T20:35:37.075301] [DEBUG] [LOCAL     ] Loaded configuration for SREA: 5 features, 90.0% accuracy
[2025-12-09T20:35:37.075620] [DEBUG] [LOCAL     ] Loaded configuration for NHI: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.075953] [DEBUG] [LOCAL     ] Loaded configuration for CABO: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.076249] [DEBUG] [LOCAL     ] Loaded configuration for BPOP: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.076320] [DEBUG] [LOCAL     ] Loaded configuration for EBC: 1 features, 90.0% accuracy
[2025-12-09T20:35:37.076607] [DEBUG] [LOCAL     ] Loaded configuration for BNED: 3 features, 70.0% accuracy
[2025-12-09T20:35:37.076946] [DEBUG] [LOCAL     ] Loaded configuration for BSM: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.077285] [DEBUG] [LOCAL     ] Loaded configuration for SMBK: 1 features, 60.0% accuracy
[2025-12-09T20:35:37.077628] [DEBUG] [LOCAL     ] Loaded configuration for PMTS: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.077926] [DEBUG] [LOCAL     ] Loaded configuration for STC: 3 features, 70.0% accuracy
[2025-12-09T20:35:37.078206] [DEBUG] [LOCAL     ] Loaded configuration for GRBK: 1 features, 80.0% accuracy
[2025-12-09T20:35:37.078486] [DEBUG] [LOCAL     ] Loaded configuration for UPS: 2 features, 60.0% accuracy
[2025-12-09T20:35:37.078767] [DEBUG] [LOCAL     ] Loaded configuration for CMCSA: 0 features, 90.0% accuracy
[2025-12-09T20:35:37.079053] [DEBUG] [LOCAL     ] Loaded configuration for SDRL: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.079324] [DEBUG] [LOCAL     ] Loaded configuration for HBAN: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.079678] [DEBUG] [LOCAL     ] Loaded configuration for BSMS: 3 features, 100.0% accuracy
[2025-12-09T20:35:37.079978] [DEBUG] [LOCAL     ] Loaded configuration for CNX: 4 features, 80.0% accuracy
[2025-12-09T20:35:37.080250] [DEBUG] [LOCAL     ] Loaded configuration for SD: 1 features, 80.0% accuracy
[2025-12-09T20:35:37.080512] [DEBUG] [LOCAL     ] Loaded configuration for TEVA: 1 features, 60.0% accuracy
[2025-12-09T20:35:37.080810] [DEBUG] [LOCAL     ] Loaded configuration for RILYN: 4 features, 80.0% accuracy
[2025-12-09T20:35:37.081144] [DEBUG] [LOCAL     ] Loaded configuration for MVO: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.081475] [DEBUG] [LOCAL     ] Loaded configuration for AGNCO: 3 features, 100.0% accuracy
[2025-12-09T20:35:37.081813] [DEBUG] [LOCAL     ] Loaded configuration for PPG: 4 features, 60.0% accuracy
[2025-12-09T20:35:37.082100] [DEBUG] [LOCAL     ] Loaded configuration for PHG: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.082399] [DEBUG] [LOCAL     ] Loaded configuration for OPAL: 4 features, 90.0% accuracy
[2025-12-09T20:35:37.082470] [DEBUG] [LOCAL     ] Loaded configuration for AVTX: 0 features, 50.0% accuracy
[2025-12-09T20:35:37.082791] [DEBUG] [LOCAL     ] Loaded configuration for FTRI: 1 features, 60.0% accuracy
[2025-12-09T20:35:37.082861] [DEBUG] [LOCAL     ] Loaded configuration for AZ: 3 features, 70.0% accuracy
[2025-12-09T20:35:37.083124] [DEBUG] [LOCAL     ] Loaded configuration for DXC: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.083195] [DEBUG] [LOCAL     ] Loaded configuration for CSQ: 4 features, 90.0% accuracy
[2025-12-09T20:35:37.083448] [DEBUG] [LOCAL     ] Loaded configuration for TG: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.083789] [DEBUG] [LOCAL     ] Loaded configuration for KGS: 4 features, 80.0% accuracy
[2025-12-09T20:35:37.084119] [DEBUG] [LOCAL     ] Loaded configuration for EQIX: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.084191] [DEBUG] [LOCAL     ] Loaded configuration for HYMC: 5 features, 90.0% accuracy
[2025-12-09T20:35:37.084467] [DEBUG] [LOCAL     ] Loaded configuration for DAIO: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.084761] [DEBUG] [LOCAL     ] Loaded configuration for TALK: 4 features, 70.0% accuracy
[2025-12-09T20:35:37.085034] [DEBUG] [LOCAL     ] Loaded configuration for MOS: 3 features, 60.0% accuracy
[2025-12-09T20:35:37.085104] [DEBUG] [LOCAL     ] Loaded configuration for FWRD: 2 features, 100.0% accuracy
[2025-12-09T20:35:37.085374] [DEBUG] [LOCAL     ] Loaded configuration for BIP: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.085676] [DEBUG] [LOCAL     ] Loaded configuration for EGBN: 3 features, 70.0% accuracy
[2025-12-09T20:35:37.085947] [DEBUG] [LOCAL     ] Loaded configuration for PEN: 1 features, 90.0% accuracy
[2025-12-09T20:35:37.086246] [DEBUG] [LOCAL     ] Loaded configuration for BFS: 4 features, 90.0% accuracy
[2025-12-09T20:35:37.086523] [DEBUG] [LOCAL     ] Loaded configuration for HLN: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.086806] [DEBUG] [LOCAL     ] Loaded configuration for ARCC: 2 features, 90.0% accuracy
[2025-12-09T20:35:37.087137] [DEBUG] [LOCAL     ] Loaded configuration for LICN: 4 features, 70.0% accuracy
[2025-12-09T20:35:37.087442] [DEBUG] [LOCAL     ] Loaded configuration for BEP: 0 features, 90.0% accuracy
[2025-12-09T20:35:37.087759] [DEBUG] [LOCAL     ] Loaded configuration for PTGX: 4 features, 90.0% accuracy
[2025-12-09T20:35:37.088093] [DEBUG] [LOCAL     ] Loaded configuration for EMXC: 1 features, 80.0% accuracy
[2025-12-09T20:35:37.088162] [DEBUG] [LOCAL     ] Loaded configuration for HAS: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.088486] [DEBUG] [LOCAL     ] Loaded configuration for NEM: 4 features, 90.0% accuracy
[2025-12-09T20:35:37.088909] [DEBUG] [LOCAL     ] Loaded configuration for JBSS: 1 features, 60.0% accuracy
[2025-12-09T20:35:37.089212] [DEBUG] [LOCAL     ] Loaded configuration for SYNA: 2 features, 90.0% accuracy
[2025-12-09T20:35:37.089542] [DEBUG] [LOCAL     ] Loaded configuration for TAP: 1 features, 90.0% accuracy
[2025-12-09T20:35:37.089884] [DEBUG] [LOCAL     ] Loaded configuration for OMI: 4 features, 60.0% accuracy
[2025-12-09T20:35:37.090205] [DEBUG] [LOCAL     ] Loaded configuration for PKE: 2 features, 60.0% accuracy
[2025-12-09T20:35:37.090275] [DEBUG] [LOCAL     ] Loaded configuration for MYRG: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.090532] [DEBUG] [LOCAL     ] Loaded configuration for PHM: 2 features, 60.0% accuracy
[2025-12-09T20:35:37.090817] [DEBUG] [LOCAL     ] Loaded configuration for HOUS: 1 features, 60.0% accuracy
[2025-12-09T20:35:37.091136] [DEBUG] [LOCAL     ] Loaded configuration for PEB: 3 features, 90.0% accuracy
[2025-12-09T20:35:37.091444] [DEBUG] [LOCAL     ] Loaded configuration for JAZZ: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.091533] [DEBUG] [LOCAL     ] Loaded configuration for IGIB: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.091820] [DEBUG] [LOCAL     ] Loaded configuration for BBAI: 1 features, 60.0% accuracy
[2025-12-09T20:35:37.092129] [DEBUG] [LOCAL     ] Loaded configuration for VRTX: 2 features, 90.0% accuracy
[2025-12-09T20:35:37.092458] [DEBUG] [LOCAL     ] Loaded configuration for FMS: 1 features, 60.0% accuracy
[2025-12-09T20:35:37.092529] [DEBUG] [LOCAL     ] Loaded configuration for AOSL: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.092612] [DEBUG] [LOCAL     ] Loaded configuration for AMSF: 0 features, 80.0% accuracy
[2025-12-09T20:35:37.092675] [DEBUG] [LOCAL     ] Loaded configuration for AEHL: 2 features, 90.0% accuracy
[2025-12-09T20:35:37.092971] [DEBUG] [LOCAL     ] Loaded configuration for GHY: 4 features, 70.0% accuracy
[2025-12-09T20:35:37.093326] [DEBUG] [LOCAL     ] Loaded configuration for IPI: 2 features, 60.0% accuracy
[2025-12-09T20:35:37.093618] [DEBUG] [LOCAL     ] Loaded configuration for RKLB: 0 features, 60.0% accuracy
[2025-12-09T20:35:37.093891] [DEBUG] [LOCAL     ] Loaded configuration for PSFE: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.094201] [DEBUG] [LOCAL     ] Loaded configuration for LEVI: 4 features, 90.0% accuracy
[2025-12-09T20:35:37.094510] [DEBUG] [LOCAL     ] Loaded configuration for ALX: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.094787] [DEBUG] [LOCAL     ] Loaded configuration for ASC: 3 features, 60.0% accuracy
[2025-12-09T20:35:37.095047] [DEBUG] [LOCAL     ] Loaded configuration for SM: 1 features, 80.0% accuracy
[2025-12-09T20:35:37.095351] [DEBUG] [LOCAL     ] Loaded configuration for QQQI: 4 features, 90.0% accuracy
[2025-12-09T20:35:37.095656] [DEBUG] [LOCAL     ] Loaded configuration for BP: 4 features, 70.0% accuracy
[2025-12-09T20:35:37.095901] [DEBUG] [LOCAL     ] Loaded configuration for RL: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.096193] [DEBUG] [LOCAL     ] Loaded configuration for BLK: 3 features, 90.0% accuracy
[2025-12-09T20:35:37.096262] [DEBUG] [LOCAL     ] Loaded configuration for CAVA: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.096556] [DEBUG] [LOCAL     ] Loaded configuration for SG: 1 features, 60.0% accuracy
[2025-12-09T20:35:37.096848] [DEBUG] [LOCAL     ] Loaded configuration for COYA: 0 features, 90.0% accuracy
[2025-12-09T20:35:37.096919] [DEBUG] [LOCAL     ] Loaded configuration for ACIC: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.096980] [DEBUG] [LOCAL     ] Loaded configuration for FTXO: 4 features, 60.0% accuracy
[2025-12-09T20:35:37.097042] [DEBUG] [LOCAL     ] Loaded configuration for CRMD: 4 features, 90.0% accuracy
[2025-12-09T20:35:37.097304] [DEBUG] [LOCAL     ] Loaded configuration for INN: 6 features, 80.0% accuracy
[2025-12-09T20:35:37.097601] [DEBUG] [LOCAL     ] Loaded configuration for GNSS: 4 features, 80.0% accuracy
[2025-12-09T20:35:37.097935] [DEBUG] [LOCAL     ] Loaded configuration for CBRL: 3 features, 70.0% accuracy
[2025-12-09T20:35:37.098257] [DEBUG] [LOCAL     ] Loaded configuration for QQMG: 3 features, 70.0% accuracy
[2025-12-09T20:35:37.098330] [DEBUG] [LOCAL     ] Loaded configuration for DHC: 4 features, 70.0% accuracy
[2025-12-09T20:35:37.098391] [DEBUG] [LOCAL     ] Loaded configuration for BLTE: 0 features, 90.0% accuracy
[2025-12-09T20:35:37.098667] [DEBUG] [LOCAL     ] Loaded configuration for TNON: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.098980] [DEBUG] [LOCAL     ] Loaded configuration for NNN: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.099258] [DEBUG] [LOCAL     ] Loaded configuration for WTBA: 1 features, 90.0% accuracy
[2025-12-09T20:35:37.099329] [DEBUG] [LOCAL     ] Loaded configuration for CTSH: 2 features, 60.0% accuracy
[2025-12-09T20:35:37.099606] [DEBUG] [LOCAL     ] Loaded configuration for KVUE: 2 features, 60.0% accuracy
[2025-12-09T20:35:37.099868] [DEBUG] [LOCAL     ] Loaded configuration for WRB: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.100142] [DEBUG] [LOCAL     ] Loaded configuration for CCCC: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.100472] [DEBUG] [LOCAL     ] Loaded configuration for IVAL: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.100778] [DEBUG] [LOCAL     ] Loaded configuration for PTON: 2 features, 100.0% accuracy
[2025-12-09T20:35:37.101072] [DEBUG] [LOCAL     ] Loaded configuration for MBIN: 4 features, 90.0% accuracy
[2025-12-09T20:35:37.101404] [DEBUG] [LOCAL     ] Loaded configuration for SSTI: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.101474] [DEBUG] [LOCAL     ] Loaded configuration for LPRO: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.101738] [DEBUG] [LOCAL     ] Loaded configuration for SKIL: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.101809] [DEBUG] [LOCAL     ] Loaded configuration for ACGLO: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.102074] [DEBUG] [LOCAL     ] Loaded configuration for IBTF: 4 features, 70.0% accuracy
[2025-12-09T20:35:37.102144] [DEBUG] [LOCAL     ] Loaded configuration for NXGL: 2 features, 90.0% accuracy
[2025-12-09T20:35:37.102405] [DEBUG] [LOCAL     ] Loaded configuration for BDC: 4 features, 70.0% accuracy
[2025-12-09T20:35:37.102728] [DEBUG] [LOCAL     ] Loaded configuration for IUSB: 3 features, 70.0% accuracy
[2025-12-09T20:35:37.102986] [DEBUG] [LOCAL     ] Loaded configuration for AMZZ: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.103259] [DEBUG] [LOCAL     ] Loaded configuration for PTF: 4 features, 90.0% accuracy
[2025-12-09T20:35:37.103525] [DEBUG] [LOCAL     ] Loaded configuration for DPRO: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.103882] [DEBUG] [LOCAL     ] Loaded configuration for PCRX: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.104206] [DEBUG] [LOCAL     ] Loaded configuration for MIRA: 3 features, 70.0% accuracy
[2025-12-09T20:35:37.104538] [DEBUG] [LOCAL     ] Loaded configuration for AZN: 3 features, 100.0% accuracy
[2025-12-09T20:35:37.104844] [DEBUG] [LOCAL     ] Loaded configuration for SYK: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.105128] [DEBUG] [LOCAL     ] Loaded configuration for ORA: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.105470] [DEBUG] [LOCAL     ] Loaded configuration for CLRO: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.105541] [DEBUG] [LOCAL     ] Loaded configuration for CVE: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.105857] [DEBUG] [LOCAL     ] Loaded configuration for ELC: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.106170] [DEBUG] [LOCAL     ] Loaded configuration for CAH: 2 features, 100.0% accuracy
[2025-12-09T20:35:37.106241] [DEBUG] [LOCAL     ] Loaded configuration for TTC: 3 features, 60.0% accuracy
[2025-12-09T20:35:37.106302] [DEBUG] [LOCAL     ] Loaded configuration for FCTE: 4 features, 100.0% accuracy
[2025-12-09T20:35:37.106605] [DEBUG] [LOCAL     ] Loaded configuration for EGY: 2 features, 90.0% accuracy
[2025-12-09T20:35:37.106674] [DEBUG] [LOCAL     ] Loaded configuration for EBAY: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.106941] [DEBUG] [LOCAL     ] Loaded configuration for SITM: 1 features, 90.0% accuracy
[2025-12-09T20:35:37.107205] [DEBUG] [LOCAL     ] Loaded configuration for INTA: 3 features, 60.0% accuracy
[2025-12-09T20:35:37.107465] [DEBUG] [LOCAL     ] Loaded configuration for ARCO: 2 features, 90.0% accuracy
[2025-12-09T20:35:37.108624] [DEBUG] [LOCAL     ] Loaded configuration for ONTO: 3 features, 100.0% accuracy
[2025-12-09T20:35:37.109141] [DEBUG] [LOCAL     ] Loaded configuration for TCBK: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.109465] [DEBUG] [LOCAL     ] Loaded configuration for DVA: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.109773] [DEBUG] [LOCAL     ] Loaded configuration for ONDS: 4 features, 90.0% accuracy
[2025-12-09T20:35:37.110091] [DEBUG] [LOCAL     ] Loaded configuration for PSEC: 3 features, 60.0% accuracy
[2025-12-09T20:35:37.110364] [DEBUG] [LOCAL     ] Loaded configuration for CPA: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.110432] [DEBUG] [LOCAL     ] Loaded configuration for AMPG: 5 features, 90.0% accuracy
[2025-12-09T20:35:37.110717] [DEBUG] [LOCAL     ] Loaded configuration for ESQ: 0 features, 60.0% accuracy
[2025-12-09T20:35:37.111046] [DEBUG] [LOCAL     ] Loaded configuration for DXPE: 1 features, 80.0% accuracy
[2025-12-09T20:35:37.111302] [DEBUG] [LOCAL     ] Loaded configuration for DMXF: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.111614] [DEBUG] [LOCAL     ] Loaded configuration for HSTM: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.111870] [DEBUG] [LOCAL     ] Loaded configuration for FLGC: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.111940] [DEBUG] [LOCAL     ] Loaded configuration for K: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.112219] [DEBUG] [LOCAL     ] Loaded configuration for IGSB: 3 features, 90.0% accuracy
[2025-12-09T20:35:37.112288] [DEBUG] [LOCAL     ] Loaded configuration for ABOS: 0 features, 90.0% accuracy
[2025-12-09T20:35:37.112621] [DEBUG] [LOCAL     ] Loaded configuration for LNTH: 4 features, 80.0% accuracy
[2025-12-09T20:35:37.112957] [DEBUG] [LOCAL     ] Loaded configuration for MCBS: 3 features, 90.0% accuracy
[2025-12-09T20:35:37.113206] [DEBUG] [LOCAL     ] Loaded configuration for BVN: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.113520] [DEBUG] [LOCAL     ] Loaded configuration for BBIO: 1 features, 60.0% accuracy
[2025-12-09T20:35:37.113866] [DEBUG] [LOCAL     ] Loaded configuration for THS: 4 features, 80.0% accuracy
[2025-12-09T20:35:37.114121] [DEBUG] [LOCAL     ] Loaded configuration for ABL: 3 features, 90.0% accuracy
[2025-12-09T20:35:37.114376] [DEBUG] [LOCAL     ] Loaded configuration for BGB: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.114443] [DEBUG] [LOCAL     ] Loaded configuration for WRAP: 1 features, 60.0% accuracy
[2025-12-09T20:35:37.114707] [DEBUG] [LOCAL     ] Loaded configuration for HYZD: 4 features, 70.0% accuracy
[2025-12-09T20:35:37.114774] [DEBUG] [LOCAL     ] Loaded configuration for FNY: 4 features, 80.0% accuracy
[2025-12-09T20:35:37.115070] [DEBUG] [LOCAL     ] Loaded configuration for ALRM: 5 features, 70.0% accuracy
[2025-12-09T20:35:37.115138] [DEBUG] [LOCAL     ] Loaded configuration for NFTY: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.115390] [DEBUG] [LOCAL     ] Loaded configuration for AGO: 3 features, 70.0% accuracy
[2025-12-09T20:35:37.115647] [DEBUG] [LOCAL     ] Loaded configuration for OGE: 5 features, 70.0% accuracy
[2025-12-09T20:35:37.115929] [DEBUG] [LOCAL     ] Loaded configuration for ASTE: 1 features, 50.0% accuracy
[2025-12-09T20:35:37.116234] [DEBUG] [LOCAL     ] Loaded configuration for NRDS: 5 features, 100.0% accuracy
[2025-12-09T20:35:37.116302] [DEBUG] [LOCAL     ] Loaded configuration for FSBC: 2 features, 60.0% accuracy
[2025-12-09T20:35:37.116598] [DEBUG] [LOCAL     ] Loaded configuration for TECK: 2 features, 60.0% accuracy
[2025-12-09T20:35:37.116910] [DEBUG] [LOCAL     ] Loaded configuration for LGND: 1 features, 60.0% accuracy
[2025-12-09T20:35:37.117154] [DEBUG] [LOCAL     ] Loaded configuration for COTY: 4 features, 90.0% accuracy
[2025-12-09T20:35:37.117419] [DEBUG] [LOCAL     ] Loaded configuration for CZFS: 4 features, 70.0% accuracy
[2025-12-09T20:35:37.117719] [DEBUG] [LOCAL     ] Loaded configuration for CF: 4 features, 90.0% accuracy
[2025-12-09T20:35:37.118056] [DEBUG] [LOCAL     ] Loaded configuration for QTTB: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.118128] [DEBUG] [LOCAL     ] Loaded configuration for FVCB: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.118417] [DEBUG] [LOCAL     ] Loaded configuration for PID: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.118714] [DEBUG] [LOCAL     ] Loaded configuration for LLY: 0 features, 60.0% accuracy
[2025-12-09T20:35:37.119017] [DEBUG] [LOCAL     ] Loaded configuration for PKBK: 1 features, 60.0% accuracy
[2025-12-09T20:35:37.119342] [DEBUG] [LOCAL     ] Loaded configuration for GERN: 4 features, 80.0% accuracy
[2025-12-09T20:35:37.119679] [DEBUG] [LOCAL     ] Loaded configuration for PRTH: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.119753] [DEBUG] [LOCAL     ] Loaded configuration for LKFN: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.120020] [DEBUG] [LOCAL     ] Loaded configuration for CME: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.120311] [DEBUG] [LOCAL     ] Loaded configuration for HTD: 4 features, 90.0% accuracy
[2025-12-09T20:35:37.120603] [DEBUG] [LOCAL     ] Loaded configuration for BMRC: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.120853] [DEBUG] [LOCAL     ] Loaded configuration for BZ: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.121160] [DEBUG] [LOCAL     ] Loaded configuration for IONS: 4 features, 100.0% accuracy
[2025-12-09T20:35:37.121474] [DEBUG] [LOCAL     ] Loaded configuration for NFG: 4 features, 70.0% accuracy
[2025-12-09T20:35:37.121754] [DEBUG] [LOCAL     ] Loaded configuration for GLPI: 4 features, 80.0% accuracy
[2025-12-09T20:35:37.122067] [DEBUG] [LOCAL     ] Loaded configuration for RGA: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.122344] [DEBUG] [LOCAL     ] Loaded configuration for OZK: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.122645] [DEBUG] [LOCAL     ] Loaded configuration for KE: 4 features, 70.0% accuracy
[2025-12-09T20:35:37.122903] [DEBUG] [LOCAL     ] Loaded configuration for CGEN: 3 features, 90.0% accuracy
[2025-12-09T20:35:37.123216] [DEBUG] [LOCAL     ] Loaded configuration for MGEE: 5 features, 70.0% accuracy
[2025-12-09T20:35:37.123516] [DEBUG] [LOCAL     ] Loaded configuration for PHIN: 4 features, 90.0% accuracy
[2025-12-09T20:35:37.123881] [DEBUG] [LOCAL     ] Loaded configuration for INDY: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.124189] [DEBUG] [LOCAL     ] Loaded configuration for ZVIA: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.124277] [DEBUG] [LOCAL     ] Loaded configuration for CII: 3 features, 70.0% accuracy
[2025-12-09T20:35:37.124605] [DEBUG] [LOCAL     ] Loaded configuration for APYX: 2 features, 50.0% accuracy
[2025-12-09T20:35:37.124873] [DEBUG] [LOCAL     ] Loaded configuration for ESOA: 0 features, 60.0% accuracy
[2025-12-09T20:35:37.125241] [DEBUG] [LOCAL     ] Loaded configuration for ICLN: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.125544] [DEBUG] [LOCAL     ] Loaded configuration for SEVN: 4 features, 60.0% accuracy
[2025-12-09T20:35:37.125825] [DEBUG] [LOCAL     ] Loaded configuration for JHG: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.126086] [DEBUG] [LOCAL     ] Loaded configuration for CNP: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.126348] [DEBUG] [LOCAL     ] Loaded configuration for DKS: 1 features, 90.0% accuracy
[2025-12-09T20:35:37.126639] [DEBUG] [LOCAL     ] Loaded configuration for RIO: 2 features, 60.0% accuracy
[2025-12-09T20:35:37.126912] [DEBUG] [LOCAL     ] Loaded configuration for DIS: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.127226] [DEBUG] [LOCAL     ] Loaded configuration for PLXS: 4 features, 60.0% accuracy
[2025-12-09T20:35:37.127493] [DEBUG] [LOCAL     ] Loaded configuration for BLRX: 1 features, 80.0% accuracy
[2025-12-09T20:35:37.127843] [DEBUG] [LOCAL     ] Loaded configuration for GS: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.128169] [DEBUG] [LOCAL     ] Loaded configuration for NRIX: 1 features, 50.0% accuracy
[2025-12-09T20:35:37.128442] [DEBUG] [LOCAL     ] Loaded configuration for KEN: 0 features, 70.0% accuracy
[2025-12-09T20:35:37.128770] [DEBUG] [LOCAL     ] Loaded configuration for TSEM: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.129035] [DEBUG] [LOCAL     ] Loaded configuration for PGRE: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.129345] [DEBUG] [LOCAL     ] Loaded configuration for APPS: 1 features, 80.0% accuracy
[2025-12-09T20:35:37.129647] [DEBUG] [LOCAL     ] Loaded configuration for KC: 3 features, 70.0% accuracy
[2025-12-09T20:35:37.129916] [DEBUG] [LOCAL     ] Loaded configuration for MBI: 1 features, 60.0% accuracy
[2025-12-09T20:35:37.130167] [DEBUG] [LOCAL     ] Loaded configuration for NUVB: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.130431] [DEBUG] [LOCAL     ] Loaded configuration for AGEN: 4 features, 80.0% accuracy
[2025-12-09T20:35:37.130714] [DEBUG] [LOCAL     ] Loaded configuration for CNMD: 3 features, 70.0% accuracy
[2025-12-09T20:35:37.131030] [DEBUG] [LOCAL     ] Loaded configuration for QURE: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.131355] [DEBUG] [LOCAL     ] Loaded configuration for AP: 4 features, 80.0% accuracy
[2025-12-09T20:35:37.131675] [DEBUG] [LOCAL     ] Loaded configuration for KRYS: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.131744] [DEBUG] [LOCAL     ] Loaded configuration for EML: 0 features, 70.0% accuracy
[2025-12-09T20:35:37.132062] [DEBUG] [LOCAL     ] Loaded configuration for RILY: 2 features, 90.0% accuracy
[2025-12-09T20:35:37.132367] [DEBUG] [LOCAL     ] Loaded configuration for CHE: 2 features, 60.0% accuracy
[2025-12-09T20:35:37.132690] [DEBUG] [LOCAL     ] Loaded configuration for KSS: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.132945] [DEBUG] [LOCAL     ] Loaded configuration for DAVE: 2 features, 60.0% accuracy
[2025-12-09T20:35:37.133215] [DEBUG] [LOCAL     ] Loaded configuration for HLI: 3 features, 100.0% accuracy
[2025-12-09T20:35:37.133477] [DEBUG] [LOCAL     ] Loaded configuration for MPX: 4 features, 80.0% accuracy
[2025-12-09T20:35:37.133790] [DEBUG] [LOCAL     ] Loaded configuration for TCBIO: 2 features, 50.0% accuracy
[2025-12-09T20:35:37.134045] [DEBUG] [LOCAL     ] Loaded configuration for CNO: 5 features, 90.0% accuracy
[2025-12-09T20:35:37.134300] [DEBUG] [LOCAL     ] Loaded configuration for VTMX: 2 features, 100.0% accuracy
[2025-12-09T20:35:37.134603] [DEBUG] [LOCAL     ] Loaded configuration for BNH: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.134906] [DEBUG] [LOCAL     ] Loaded configuration for HD: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.135157] [DEBUG] [LOCAL     ] Loaded configuration for CGNX: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.135404] [DEBUG] [LOCAL     ] Loaded configuration for VTWG: 4 features, 70.0% accuracy
[2025-12-09T20:35:37.135670] [DEBUG] [LOCAL     ] Loaded configuration for DFGX: 3 features, 70.0% accuracy
[2025-12-09T20:35:37.135943] [DEBUG] [LOCAL     ] Loaded configuration for OPCH: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.136189] [DEBUG] [LOCAL     ] Loaded configuration for HTH: 5 features, 80.0% accuracy
[2025-12-09T20:35:37.136448] [DEBUG] [LOCAL     ] Loaded configuration for REZI: 1 features, 80.0% accuracy
[2025-12-09T20:35:37.136770] [DEBUG] [LOCAL     ] Loaded configuration for NVX: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.137062] [DEBUG] [LOCAL     ] Loaded configuration for NEOG: 1 features, 90.0% accuracy
[2025-12-09T20:35:37.137361] [DEBUG] [LOCAL     ] Loaded configuration for ALDX: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.137693] [DEBUG] [LOCAL     ] Loaded configuration for NVDS: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.138031] [DEBUG] [LOCAL     ] Loaded configuration for RUSHA: 2 features, 90.0% accuracy
[2025-12-09T20:35:37.138315] [DEBUG] [LOCAL     ] Loaded configuration for GYRE: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.138646] [DEBUG] [LOCAL     ] Loaded configuration for JANX: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.138941] [DEBUG] [LOCAL     ] Loaded configuration for HWC: 5 features, 80.0% accuracy
[2025-12-09T20:35:37.139270] [DEBUG] [LOCAL     ] Loaded configuration for AUDC: 4 features, 90.0% accuracy
[2025-12-09T20:35:37.139563] [DEBUG] [LOCAL     ] Loaded configuration for WEA: 2 features, 60.0% accuracy
[2025-12-09T20:35:37.139938] [DEBUG] [LOCAL     ] Loaded configuration for MLGO: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.140268] [DEBUG] [LOCAL     ] Loaded configuration for KEYS: 4 features, 90.0% accuracy
[2025-12-09T20:35:37.140543] [DEBUG] [LOCAL     ] Loaded configuration for FOA: 3 features, 90.0% accuracy
[2025-12-09T20:35:37.140899] [DEBUG] [LOCAL     ] Loaded configuration for KPTI: 4 features, 90.0% accuracy
[2025-12-09T20:35:37.141164] [DEBUG] [LOCAL     ] Loaded configuration for CEG: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.141503] [DEBUG] [LOCAL     ] Loaded configuration for RUM: 1 features, 60.0% accuracy
[2025-12-09T20:35:37.141823] [DEBUG] [LOCAL     ] Loaded configuration for BHE: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.141891] [DEBUG] [LOCAL     ] Loaded configuration for NUKK: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.142210] [DEBUG] [LOCAL     ] Loaded configuration for SRFM: 1 features, 90.0% accuracy
[2025-12-09T20:35:37.142472] [DEBUG] [LOCAL     ] Loaded configuration for INVA: 1 features, 80.0% accuracy
[2025-12-09T20:35:37.142734] [DEBUG] [LOCAL     ] Loaded configuration for DLB: 3 features, 70.0% accuracy
[2025-12-09T20:35:37.143040] [DEBUG] [LOCAL     ] Loaded configuration for QQQE: 4 features, 80.0% accuracy
[2025-12-09T20:35:37.143358] [DEBUG] [LOCAL     ] Loaded configuration for GHI: 4 features, 70.0% accuracy
[2025-12-09T20:35:37.143681] [DEBUG] [LOCAL     ] Loaded configuration for MRVL: 3 features, 90.0% accuracy
[2025-12-09T20:35:37.143933] [DEBUG] [LOCAL     ] Loaded configuration for SSD: 0 features, 70.0% accuracy
[2025-12-09T20:35:37.144182] [DEBUG] [LOCAL     ] Loaded configuration for SID: 5 features, 70.0% accuracy
[2025-12-09T20:35:37.144486] [DEBUG] [LOCAL     ] Loaded configuration for MIDD: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.144831] [DEBUG] [LOCAL     ] Loaded configuration for TDY: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.145106] [DEBUG] [LOCAL     ] Loaded configuration for RCKY: 3 features, 90.0% accuracy
[2025-12-09T20:35:37.145350] [DEBUG] [LOCAL     ] Loaded configuration for NAC: 4 features, 100.0% accuracy
[2025-12-09T20:35:37.145648] [DEBUG] [LOCAL     ] Loaded configuration for MOGO: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.145886] [DEBUG] [LOCAL     ] Loaded configuration for DARE: 4 features, 80.0% accuracy
[2025-12-09T20:35:37.146130] [DEBUG] [LOCAL     ] Loaded configuration for FE: 4 features, 80.0% accuracy
[2025-12-09T20:35:37.146390] [DEBUG] [LOCAL     ] Loaded configuration for WSBC: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.146685] [DEBUG] [LOCAL     ] Loaded configuration for SBCF: 1 features, 80.0% accuracy
[2025-12-09T20:35:37.146751] [DEBUG] [LOCAL     ] Loaded configuration for GANX: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.147036] [DEBUG] [LOCAL     ] Loaded configuration for HMY: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.147332] [DEBUG] [LOCAL     ] Loaded configuration for PDEX: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.147671] [DEBUG] [LOCAL     ] Loaded configuration for EOD: 3 features, 90.0% accuracy
[2025-12-09T20:35:37.147950] [DEBUG] [LOCAL     ] Loaded configuration for LSPD: 3 features, 90.0% accuracy
[2025-12-09T20:35:37.148221] [DEBUG] [LOCAL     ] Loaded configuration for AFB: 0 features, 60.0% accuracy
[2025-12-09T20:35:37.148545] [DEBUG] [LOCAL     ] Loaded configuration for ZIP: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.148839] [DEBUG] [LOCAL     ] Loaded configuration for CLB: 0 features, 80.0% accuracy
[2025-12-09T20:35:37.148909] [DEBUG] [LOCAL     ] Loaded configuration for JSML: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.148966] [DEBUG] [LOCAL     ] Loaded configuration for AXSM: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.149246] [DEBUG] [LOCAL     ] Loaded configuration for LXEO: 3 features, 100.0% accuracy
[2025-12-09T20:35:37.149519] [DEBUG] [LOCAL     ] Loaded configuration for HPP: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.149619] [DEBUG] [LOCAL     ] Loaded configuration for PNTG: 4 features, 80.0% accuracy
[2025-12-09T20:35:37.149937] [DEBUG] [LOCAL     ] Loaded configuration for IBTL: 2 features, 60.0% accuracy
[2025-12-09T20:35:37.150212] [DEBUG] [LOCAL     ] Loaded configuration for RRX: 1 features, 80.0% accuracy
[2025-12-09T20:35:37.150519] [DEBUG] [LOCAL     ] Loaded configuration for ARLO: 0 features, 60.0% accuracy
[2025-12-09T20:35:37.150798] [DEBUG] [LOCAL     ] Loaded configuration for NXP: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.151122] [DEBUG] [LOCAL     ] Loaded configuration for GVA: 5 features, 70.0% accuracy
[2025-12-09T20:35:37.151391] [DEBUG] [LOCAL     ] Loaded configuration for ARI: 2 features, 90.0% accuracy
[2025-12-09T20:35:37.151685] [DEBUG] [LOCAL     ] Loaded configuration for QBTS: 4 features, 100.0% accuracy
[2025-12-09T20:35:37.151985] [DEBUG] [LOCAL     ] Loaded configuration for AGMH: 0 features, 80.0% accuracy
[2025-12-09T20:35:37.152262] [DEBUG] [LOCAL     ] Loaded configuration for MEOH: 4 features, 80.0% accuracy
[2025-12-09T20:35:37.152552] [DEBUG] [LOCAL     ] Loaded configuration for TMC: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.152841] [DEBUG] [LOCAL     ] Loaded configuration for GLOB: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.153099] [DEBUG] [LOCAL     ] Loaded configuration for CDRE: 0 features, 70.0% accuracy
[2025-12-09T20:35:37.153401] [DEBUG] [LOCAL     ] Loaded configuration for VIGI: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.153688] [DEBUG] [LOCAL     ] Loaded configuration for SPNS: 1 features, 80.0% accuracy
[2025-12-09T20:35:37.153753] [DEBUG] [LOCAL     ] Loaded configuration for DERM: 1 features, 80.0% accuracy
[2025-12-09T20:35:37.153995] [DEBUG] [LOCAL     ] Loaded configuration for VWOB: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.154253] [DEBUG] [LOCAL     ] Loaded configuration for CCS: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.154321] [DEBUG] [LOCAL     ] Loaded configuration for PROF: 3 features, 60.0% accuracy
[2025-12-09T20:35:37.154612] [DEBUG] [LOCAL     ] Loaded configuration for SMTC: 6 features, 90.0% accuracy
[2025-12-09T20:35:37.154678] [DEBUG] [LOCAL     ] Loaded configuration for EVSD: 4 features, 90.0% accuracy
[2025-12-09T20:35:37.154972] [DEBUG] [LOCAL     ] Loaded configuration for THRY: 0 features, 70.0% accuracy
[2025-12-09T20:35:37.155046] [DEBUG] [LOCAL     ] Loaded configuration for MRCY: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.155340] [DEBUG] [LOCAL     ] Loaded configuration for SRE: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.155640] [DEBUG] [LOCAL     ] Loaded configuration for FFA: 2 features, 60.0% accuracy
[2025-12-09T20:35:37.155706] [DEBUG] [LOCAL     ] Loaded configuration for MOMO: 0 features, 70.0% accuracy
[2025-12-09T20:35:37.156003] [DEBUG] [LOCAL     ] Loaded configuration for QRVO: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.156245] [DEBUG] [LOCAL     ] Loaded configuration for STE: 3 features, 90.0% accuracy
[2025-12-09T20:35:37.156550] [DEBUG] [LOCAL     ] Loaded configuration for TH: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.156853] [DEBUG] [LOCAL     ] Loaded configuration for FANG: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.157150] [DEBUG] [LOCAL     ] Loaded configuration for PRFZ: 2 features, 90.0% accuracy
[2025-12-09T20:35:37.157417] [DEBUG] [LOCAL     ] Loaded configuration for ALG: 4 features, 90.0% accuracy
[2025-12-09T20:35:37.157763] [DEBUG] [LOCAL     ] Loaded configuration for ULTA: 3 features, 90.0% accuracy
[2025-12-09T20:35:37.158099] [DEBUG] [LOCAL     ] Loaded configuration for HTZ: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.158397] [DEBUG] [LOCAL     ] Loaded configuration for ETON: 4 features, 70.0% accuracy
[2025-12-09T20:35:37.158467] [DEBUG] [LOCAL     ] Loaded configuration for ANAB: 1 features, 80.0% accuracy
[2025-12-09T20:35:37.158767] [DEBUG] [LOCAL     ] Loaded configuration for BCAX: 3 features, 60.0% accuracy
[2025-12-09T20:35:37.159049] [DEBUG] [LOCAL     ] Loaded configuration for PKX: 1 features, 90.0% accuracy
[2025-12-09T20:35:37.159379] [DEBUG] [LOCAL     ] Loaded configuration for ADI: 1 features, 80.0% accuracy
[2025-12-09T20:35:37.159689] [DEBUG] [LOCAL     ] Loaded configuration for TWG: 4 features, 90.0% accuracy
[2025-12-09T20:35:37.160509] [DEBUG] [LOCAL     ] Loaded configuration for AMGN: 4 features, 90.0% accuracy
[2025-12-09T20:35:37.160810] [DEBUG] [LOCAL     ] Loaded configuration for CIG: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.161071] [DEBUG] [LOCAL     ] Loaded configuration for DRIO: 4 features, 90.0% accuracy
[2025-12-09T20:35:37.161351] [DEBUG] [LOCAL     ] Loaded configuration for UZE: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.161678] [DEBUG] [LOCAL     ] Loaded configuration for TPGXL: 1 features, 80.0% accuracy
[2025-12-09T20:35:37.161951] [DEBUG] [LOCAL     ] Loaded configuration for SBI: 3 features, 90.0% accuracy
[2025-12-09T20:35:37.162236] [DEBUG] [LOCAL     ] Loaded configuration for GBX: 2 features, 90.0% accuracy
[2025-12-09T20:35:37.162591] [DEBUG] [LOCAL     ] Loaded configuration for AIZN: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.162923] [DEBUG] [LOCAL     ] Loaded configuration for VANI: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.163180] [DEBUG] [LOCAL     ] Loaded configuration for TPC: 5 features, 60.0% accuracy
[2025-12-09T20:35:37.163458] [DEBUG] [LOCAL     ] Loaded configuration for HALO: 1 features, 90.0% accuracy
[2025-12-09T20:35:37.163755] [DEBUG] [LOCAL     ] Loaded configuration for EHI: 2 features, 60.0% accuracy
[2025-12-09T20:35:37.163828] [DEBUG] [LOCAL     ] Loaded configuration for NNOX: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.164080] [DEBUG] [LOCAL     ] Loaded configuration for VLRS: 2 features, 90.0% accuracy
[2025-12-09T20:35:37.164354] [DEBUG] [LOCAL     ] Loaded configuration for PZZA: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.164680] [DEBUG] [LOCAL     ] Loaded configuration for BIOX: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.164998] [DEBUG] [LOCAL     ] Loaded configuration for ESEA: 3 features, 70.0% accuracy
[2025-12-09T20:35:37.165304] [DEBUG] [LOCAL     ] Loaded configuration for CPSH: 1 features, 80.0% accuracy
[2025-12-09T20:35:37.165611] [DEBUG] [LOCAL     ] Loaded configuration for MGX: 0 features, 60.0% accuracy
[2025-12-09T20:35:37.165872] [DEBUG] [LOCAL     ] Loaded configuration for FEMB: 1 features, 80.0% accuracy
[2025-12-09T20:35:37.166157] [DEBUG] [LOCAL     ] Loaded configuration for NCTY: 7 features, 80.0% accuracy
[2025-12-09T20:35:37.166226] [DEBUG] [LOCAL     ] Loaded configuration for CPRX: 0 features, 60.0% accuracy
[2025-12-09T20:35:37.166535] [DEBUG] [LOCAL     ] Loaded configuration for PLAY: 3 features, 70.0% accuracy
[2025-12-09T20:35:37.166846] [DEBUG] [LOCAL     ] Loaded configuration for HAL: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.167126] [DEBUG] [LOCAL     ] Loaded configuration for CSB: 3 features, 60.0% accuracy
[2025-12-09T20:35:37.167401] [DEBUG] [LOCAL     ] Loaded configuration for PKOH: 4 features, 80.0% accuracy
[2025-12-09T20:35:37.167701] [DEBUG] [LOCAL     ] Loaded configuration for AHH: 3 features, 70.0% accuracy
[2025-12-09T20:35:37.168013] [DEBUG] [LOCAL     ] Loaded configuration for CRWD: 4 features, 80.0% accuracy
[2025-12-09T20:35:37.168285] [DEBUG] [LOCAL     ] Loaded configuration for WAFD: 3 features, 70.0% accuracy
[2025-12-09T20:35:37.168598] [DEBUG] [LOCAL     ] Loaded configuration for MAXI: 1 features, 90.0% accuracy
[2025-12-09T20:35:37.168931] [DEBUG] [LOCAL     ] Loaded configuration for TDG: 0 features, 80.0% accuracy
[2025-12-09T20:35:37.169240] [DEBUG] [LOCAL     ] Loaded configuration for PDO: 0 features, 70.0% accuracy
[2025-12-09T20:35:37.169308] [DEBUG] [LOCAL     ] Loaded configuration for BBDO: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.169628] [DEBUG] [LOCAL     ] Loaded configuration for ZM: 2 features, 100.0% accuracy
[2025-12-09T20:35:37.169964] [DEBUG] [LOCAL     ] Loaded configuration for MSFD: 3 features, 60.0% accuracy
[2025-12-09T20:35:37.170252] [DEBUG] [LOCAL     ] Loaded configuration for PRAX: 0 features, 70.0% accuracy
[2025-12-09T20:35:37.170588] [DEBUG] [LOCAL     ] Loaded configuration for TOWN: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.170922] [DEBUG] [LOCAL     ] Loaded configuration for AVAH: 1 features, 80.0% accuracy
[2025-12-09T20:35:37.171201] [DEBUG] [LOCAL     ] Loaded configuration for APLS: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.171532] [DEBUG] [LOCAL     ] Loaded configuration for OVLY: 4 features, 100.0% accuracy
[2025-12-09T20:35:37.171850] [DEBUG] [LOCAL     ] Loaded configuration for JIVE: 4 features, 80.0% accuracy
[2025-12-09T20:35:37.172198] [DEBUG] [LOCAL     ] Loaded configuration for SUSL: 4 features, 70.0% accuracy
[2025-12-09T20:35:37.172549] [DEBUG] [LOCAL     ] Loaded configuration for TRI: 1 features, 90.0% accuracy
[2025-12-09T20:35:37.172642] [DEBUG] [LOCAL     ] Loaded configuration for ANGL: 0 features, 70.0% accuracy
[2025-12-09T20:35:37.172895] [DEBUG] [LOCAL     ] Loaded configuration for RYAN: 1 features, 80.0% accuracy
[2025-12-09T20:35:37.173181] [DEBUG] [LOCAL     ] Loaded configuration for EWTX: 3 features, 100.0% accuracy
[2025-12-09T20:35:37.173436] [DEBUG] [LOCAL     ] Loaded configuration for CWAN: 0 features, 70.0% accuracy
[2025-12-09T20:35:37.173720] [DEBUG] [LOCAL     ] Loaded configuration for PRAA: 1 features, 90.0% accuracy
[2025-12-09T20:35:37.173976] [DEBUG] [LOCAL     ] Loaded configuration for HBNC: 2 features, 90.0% accuracy
[2025-12-09T20:35:37.174226] [DEBUG] [LOCAL     ] Loaded configuration for DLNG: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.174531] [DEBUG] [LOCAL     ] Loaded configuration for CAE: 5 features, 80.0% accuracy
[2025-12-09T20:35:37.174798] [DEBUG] [LOCAL     ] Loaded configuration for LNC: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.175038] [DEBUG] [LOCAL     ] Loaded configuration for TKO: 6 features, 100.0% accuracy
[2025-12-09T20:35:37.175330] [DEBUG] [LOCAL     ] Loaded configuration for LKQ: 4 features, 90.0% accuracy
[2025-12-09T20:35:37.175624] [DEBUG] [LOCAL     ] Loaded configuration for SATL: 1 features, 60.0% accuracy
[2025-12-09T20:35:37.175929] [DEBUG] [LOCAL     ] Loaded configuration for STX: 5 features, 80.0% accuracy
[2025-12-09T20:35:37.176229] [DEBUG] [LOCAL     ] Loaded configuration for GTY: 1 features, 90.0% accuracy
[2025-12-09T20:35:37.176477] [DEBUG] [LOCAL     ] Loaded configuration for WEX: 1 features, 100.0% accuracy
[2025-12-09T20:35:37.176732] [DEBUG] [LOCAL     ] Loaded configuration for SCI: 0 features, 60.0% accuracy
[2025-12-09T20:35:37.176983] [DEBUG] [LOCAL     ] Loaded configuration for PEG: 4 features, 90.0% accuracy
[2025-12-09T20:35:37.177237] [DEBUG] [LOCAL     ] Loaded configuration for ABSI: 3 features, 90.0% accuracy
[2025-12-09T20:35:37.177489] [DEBUG] [LOCAL     ] Loaded configuration for BCH: 2 features, 50.0% accuracy
[2025-12-09T20:35:37.177866] [DEBUG] [LOCAL     ] Loaded configuration for LOAN: 2 features, 60.0% accuracy
[2025-12-09T20:35:37.178146] [DEBUG] [LOCAL     ] Loaded configuration for BSCX: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.178434] [DEBUG] [LOCAL     ] Loaded configuration for PPTA: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.178506] [DEBUG] [LOCAL     ] Loaded configuration for CDZI: 3 features, 70.0% accuracy
[2025-12-09T20:35:37.178824] [DEBUG] [LOCAL     ] Loaded configuration for SPCB: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.179143] [DEBUG] [LOCAL     ] Loaded configuration for MGA: 1 features, 90.0% accuracy
[2025-12-09T20:35:37.179465] [DEBUG] [LOCAL     ] Loaded configuration for TENB: 0 features, 60.0% accuracy
[2025-12-09T20:35:37.179813] [DEBUG] [LOCAL     ] Loaded configuration for LOPE: 5 features, 80.0% accuracy
[2025-12-09T20:35:37.180124] [DEBUG] [LOCAL     ] Loaded configuration for ATNI: 4 features, 60.0% accuracy
[2025-12-09T20:35:37.180397] [DEBUG] [LOCAL     ] Loaded configuration for OMEX: 6 features, 90.0% accuracy
[2025-12-09T20:35:37.180718] [DEBUG] [LOCAL     ] Loaded configuration for VNQI: 1 features, 100.0% accuracy
[2025-12-09T20:35:37.181005] [DEBUG] [LOCAL     ] Loaded configuration for FNKO: 3 features, 90.0% accuracy
[2025-12-09T20:35:37.181081] [DEBUG] [LOCAL     ] Loaded configuration for AEYE: 4 features, 80.0% accuracy
[2025-12-09T20:35:37.181396] [DEBUG] [LOCAL     ] Loaded configuration for SPRX: 2 features, 100.0% accuracy
[2025-12-09T20:35:37.181727] [DEBUG] [LOCAL     ] Loaded configuration for BIO: 3 features, 70.0% accuracy
[2025-12-09T20:35:37.181994] [DEBUG] [LOCAL     ] Loaded configuration for HSY: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.182319] [DEBUG] [LOCAL     ] Loaded configuration for RGTI: 1 features, 80.0% accuracy
[2025-12-09T20:35:37.182629] [DEBUG] [LOCAL     ] Loaded configuration for OMF: 1 features, 90.0% accuracy
[2025-12-09T20:35:37.183064] [DEBUG] [LOCAL     ] Loaded configuration for SEZL: 2 features, 90.0% accuracy
[2025-12-09T20:35:37.183381] [DEBUG] [LOCAL     ] Loaded configuration for BHFAN: 1 features, 60.0% accuracy
[2025-12-09T20:35:37.183739] [DEBUG] [LOCAL     ] Loaded configuration for KTCC: 3 features, 60.0% accuracy
[2025-12-09T20:35:37.184027] [DEBUG] [LOCAL     ] Loaded configuration for HRZN: 3 features, 70.0% accuracy
[2025-12-09T20:35:37.184308] [DEBUG] [LOCAL     ] Loaded configuration for DCI: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.184607] [DEBUG] [LOCAL     ] Loaded configuration for GMAB: 4 features, 100.0% accuracy
[2025-12-09T20:35:37.184939] [DEBUG] [LOCAL     ] Loaded configuration for SAIC: 5 features, 70.0% accuracy
[2025-12-09T20:35:37.185220] [DEBUG] [LOCAL     ] Loaded configuration for VTN: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.185490] [DEBUG] [LOCAL     ] Loaded configuration for BOLD: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.185559] [DEBUG] [LOCAL     ] Loaded configuration for NBIX: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.185857] [DEBUG] [LOCAL     ] Loaded configuration for OIA: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.186183] [DEBUG] [LOCAL     ] Loaded configuration for QDEL: 1 features, 100.0% accuracy
[2025-12-09T20:35:37.186475] [DEBUG] [LOCAL     ] Loaded configuration for MHD: 3 features, 70.0% accuracy
[2025-12-09T20:35:37.186789] [DEBUG] [LOCAL     ] Loaded configuration for PUBM: 1 features, 90.0% accuracy
[2025-12-09T20:35:37.187113] [DEBUG] [LOCAL     ] Loaded configuration for AFRI: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.187387] [DEBUG] [LOCAL     ] Loaded configuration for EHC: 1 features, 80.0% accuracy
[2025-12-09T20:35:37.187455] [DEBUG] [LOCAL     ] Loaded configuration for IEP: 1 features, 100.0% accuracy
[2025-12-09T20:35:37.187832] [DEBUG] [LOCAL     ] Loaded configuration for VTC: 0 features, 70.0% accuracy
[2025-12-09T20:35:37.187906] [DEBUG] [LOCAL     ] Loaded configuration for NFBK: 4 features, 90.0% accuracy
[2025-12-09T20:35:37.188250] [DEBUG] [LOCAL     ] Loaded configuration for KOSS: 5 features, 80.0% accuracy
[2025-12-09T20:35:37.188616] [DEBUG] [LOCAL     ] Loaded configuration for LTH: 4 features, 70.0% accuracy
[2025-12-09T20:35:37.188944] [DEBUG] [LOCAL     ] Loaded configuration for SAM: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.189292] [DEBUG] [LOCAL     ] Loaded configuration for MRAM: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.189644] [DEBUG] [LOCAL     ] Loaded configuration for PDD: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.190614] [DEBUG] [LOCAL     ] Loaded configuration for HWM: 4 features, 80.0% accuracy
[2025-12-09T20:35:37.190892] [DEBUG] [LOCAL     ] Loaded configuration for NXC: 2 features, 90.0% accuracy
[2025-12-09T20:35:37.191164] [DEBUG] [LOCAL     ] Loaded configuration for VVX: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.191448] [DEBUG] [LOCAL     ] Loaded configuration for CLS: 1 features, 80.0% accuracy
[2025-12-09T20:35:37.191785] [DEBUG] [LOCAL     ] Loaded configuration for HOMB: 1 features, 90.0% accuracy
[2025-12-09T20:35:37.192095] [DEBUG] [LOCAL     ] Loaded configuration for LCII: 1 features, 90.0% accuracy
[2025-12-09T20:35:37.192407] [DEBUG] [LOCAL     ] Loaded configuration for BDX: 4 features, 80.0% accuracy
[2025-12-09T20:35:37.192723] [DEBUG] [LOCAL     ] Loaded configuration for HBB: 1 features, 80.0% accuracy
[2025-12-09T20:35:37.193030] [DEBUG] [LOCAL     ] Loaded configuration for NAAS: 3 features, 90.0% accuracy
[2025-12-09T20:35:37.193372] [DEBUG] [LOCAL     ] Loaded configuration for TSBK: 2 features, 60.0% accuracy
[2025-12-09T20:35:37.193682] [DEBUG] [LOCAL     ] Loaded configuration for SKIN: 3 features, 70.0% accuracy
[2025-12-09T20:35:37.194104] [DEBUG] [LOCAL     ] Loaded configuration for KRNY: 2 features, 90.0% accuracy
[2025-12-09T20:35:37.194499] [DEBUG] [LOCAL     ] Loaded configuration for TFSL: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.194593] [DEBUG] [LOCAL     ] Loaded configuration for KINS: 2 features, 60.0% accuracy
[2025-12-09T20:35:37.194867] [DEBUG] [LOCAL     ] Loaded configuration for GE: 3 features, 90.0% accuracy
[2025-12-09T20:35:37.195169] [DEBUG] [LOCAL     ] Loaded configuration for ANIX: 1 features, 60.0% accuracy
[2025-12-09T20:35:37.195418] [DEBUG] [LOCAL     ] Loaded configuration for CFO: 5 features, 90.0% accuracy
[2025-12-09T20:35:37.195696] [DEBUG] [LOCAL     ] Loaded configuration for BCC: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.196032] [DEBUG] [LOCAL     ] Loaded configuration for LCNB: 4 features, 90.0% accuracy
[2025-12-09T20:35:37.196297] [DEBUG] [LOCAL     ] Loaded configuration for EL: 4 features, 80.0% accuracy
[2025-12-09T20:35:37.196566] [DEBUG] [LOCAL     ] Loaded configuration for FFIC: 4 features, 60.0% accuracy
[2025-12-09T20:35:37.196920] [DEBUG] [LOCAL     ] Loaded configuration for ATOM: 6 features, 90.0% accuracy
[2025-12-09T20:35:37.197273] [DEBUG] [LOCAL     ] Loaded configuration for LLYVK: 3 features, 70.0% accuracy
[2025-12-09T20:35:37.197614] [DEBUG] [LOCAL     ] Loaded configuration for TMHC: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.197903] [DEBUG] [LOCAL     ] Loaded configuration for MFM: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.197989] [DEBUG] [LOCAL     ] Loaded configuration for GRID: 2 features, 60.0% accuracy
[2025-12-09T20:35:37.198298] [DEBUG] [LOCAL     ] Loaded configuration for MCI: 5 features, 90.0% accuracy
[2025-12-09T20:35:37.198604] [DEBUG] [LOCAL     ] Loaded configuration for SUNS: 2 features, 90.0% accuracy
[2025-12-09T20:35:37.198933] [DEBUG] [LOCAL     ] Loaded configuration for FTXG: 2 features, 90.0% accuracy
[2025-12-09T20:35:37.199241] [DEBUG] [LOCAL     ] Loaded configuration for SND: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.199512] [DEBUG] [LOCAL     ] Loaded configuration for GTX: 0 features, 90.0% accuracy
[2025-12-09T20:35:37.199825] [DEBUG] [LOCAL     ] Loaded configuration for BNRG: 1 features, 50.0% accuracy
[2025-12-09T20:35:37.200136] [DEBUG] [LOCAL     ] Loaded configuration for SENS: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.200433] [DEBUG] [LOCAL     ] Loaded configuration for PTNQ: 3 features, 70.0% accuracy
[2025-12-09T20:35:37.200750] [DEBUG] [LOCAL     ] Loaded configuration for QYLG: 5 features, 90.0% accuracy
[2025-12-09T20:35:37.201135] [DEBUG] [LOCAL     ] Loaded configuration for SHOC: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.201207] [DEBUG] [LOCAL     ] Loaded configuration for MQY: 3 features, 70.0% accuracy
[2025-12-09T20:35:37.201629] [DEBUG] [LOCAL     ] Loaded configuration for GPC: 4 features, 70.0% accuracy
[2025-12-09T20:35:37.202494] [DEBUG] [LOCAL     ] Loaded configuration for WFRD: 1 features, 80.0% accuracy
[2025-12-09T20:35:37.202743] [DEBUG] [LOCAL     ] Loaded configuration for NABL: 0 features, 90.0% accuracy
[2025-12-09T20:35:37.203047] [DEBUG] [LOCAL     ] Loaded configuration for AWI: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.203310] [DEBUG] [LOCAL     ] Loaded configuration for GNE: 1 features, 80.0% accuracy
[2025-12-09T20:35:37.203628] [DEBUG] [LOCAL     ] Loaded configuration for HQI: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.203893] [DEBUG] [LOCAL     ] Loaded configuration for WDC: 5 features, 80.0% accuracy
[2025-12-09T20:35:37.204191] [DEBUG] [LOCAL     ] Loaded configuration for MWA: 1 features, 60.0% accuracy
[2025-12-09T20:35:37.204261] [DEBUG] [LOCAL     ] Loaded configuration for CPB: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.204322] [DEBUG] [LOCAL     ] Loaded configuration for LAB: 2 features, 60.0% accuracy
[2025-12-09T20:35:37.204609] [DEBUG] [LOCAL     ] Loaded configuration for CNSP: 3 features, 90.0% accuracy
[2025-12-09T20:35:37.204677] [DEBUG] [LOCAL     ] Loaded configuration for ILMN: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.204928] [DEBUG] [LOCAL     ] Loaded configuration for DKL: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.205227] [DEBUG] [LOCAL     ] Loaded configuration for RPID: 4 features, 70.0% accuracy
[2025-12-09T20:35:37.205299] [DEBUG] [LOCAL     ] Loaded configuration for TSDD: 3 features, 90.0% accuracy
[2025-12-09T20:35:37.205536] [DEBUG] [LOCAL     ] Loaded configuration for GPN: 3 features, 50.0% accuracy
[2025-12-09T20:35:37.205629] [DEBUG] [LOCAL     ] Loaded configuration for LBTYA: 6 features, 70.0% accuracy
[2025-12-09T20:35:37.205920] [DEBUG] [LOCAL     ] Loaded configuration for ARBB: 2 features, 90.0% accuracy
[2025-12-09T20:35:37.206163] [DEBUG] [LOCAL     ] Loaded configuration for NLOP: 4 features, 90.0% accuracy
[2025-12-09T20:35:37.206453] [DEBUG] [LOCAL     ] Loaded configuration for QCLN: 4 features, 80.0% accuracy
[2025-12-09T20:35:37.206740] [DEBUG] [LOCAL     ] Loaded configuration for TRGP: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.206999] [DEBUG] [LOCAL     ] Loaded configuration for SHY: 1 features, 90.0% accuracy
[2025-12-09T20:35:37.207067] [DEBUG] [LOCAL     ] Loaded configuration for BND: 0 features, 50.0% accuracy
[2025-12-09T20:35:37.207304] [DEBUG] [LOCAL     ] Loaded configuration for DMLP: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.207566] [DEBUG] [LOCAL     ] Loaded configuration for INFY: 1 features, 80.0% accuracy
[2025-12-09T20:35:37.207881] [DEBUG] [LOCAL     ] Loaded configuration for GAIA: 2 features, 60.0% accuracy
[2025-12-09T20:35:37.208193] [DEBUG] [LOCAL     ] Loaded configuration for FTSL: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.208505] [DEBUG] [LOCAL     ] Loaded configuration for DFP: 1 features, 60.0% accuracy
[2025-12-09T20:35:37.208845] [DEBUG] [LOCAL     ] Loaded configuration for PTC: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.209085] [DEBUG] [LOCAL     ] Loaded configuration for KMX: 2 features, 90.0% accuracy
[2025-12-09T20:35:37.209318] [DEBUG] [LOCAL     ] Loaded configuration for TM: 4 features, 90.0% accuracy
[2025-12-09T20:35:37.209622] [DEBUG] [LOCAL     ] Loaded configuration for SMHI: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.209879] [DEBUG] [LOCAL     ] Loaded configuration for BWEN: 4 features, 80.0% accuracy
[2025-12-09T20:35:37.210143] [DEBUG] [LOCAL     ] Loaded configuration for SIEB: 6 features, 90.0% accuracy
[2025-12-09T20:35:37.210387] [DEBUG] [LOCAL     ] Loaded configuration for INMD: 4 features, 100.0% accuracy
[2025-12-09T20:35:37.210630] [DEBUG] [LOCAL     ] Loaded configuration for AROC: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.210881] [DEBUG] [LOCAL     ] Loaded configuration for MTN: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.211169] [DEBUG] [LOCAL     ] Loaded configuration for MRM: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.211405] [DEBUG] [LOCAL     ] Loaded configuration for ABEO: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.211691] [DEBUG] [LOCAL     ] Loaded configuration for ESTC: 7 features, 90.0% accuracy
[2025-12-09T20:35:37.211936] [DEBUG] [LOCAL     ] Loaded configuration for CGEM: 1 features, 60.0% accuracy
[2025-12-09T20:35:37.212218] [DEBUG] [LOCAL     ] Loaded configuration for ZH: 4 features, 80.0% accuracy
[2025-12-09T20:35:37.212287] [DEBUG] [LOCAL     ] Loaded configuration for ARBE: 5 features, 70.0% accuracy
[2025-12-09T20:35:37.212597] [DEBUG] [LOCAL     ] Loaded configuration for PDLB: 2 features, 60.0% accuracy
[2025-12-09T20:35:37.212683] [DEBUG] [LOCAL     ] Loaded configuration for SIFY: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.212914] [DEBUG] [LOCAL     ] Loaded configuration for FA: 0 features, 50.0% accuracy
[2025-12-09T20:35:37.212983] [DEBUG] [LOCAL     ] Loaded configuration for STI: 4 features, 70.0% accuracy
[2025-12-09T20:35:37.213266] [DEBUG] [LOCAL     ] Loaded configuration for STKS: 6 features, 80.0% accuracy
[2025-12-09T20:35:37.213521] [DEBUG] [LOCAL     ] Loaded configuration for DRH: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.214009] [DEBUG] [LOCAL     ] Loaded configuration for SFB: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.215396] [DEBUG] [LOCAL     ] Loaded configuration for FAF: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.215899] [DEBUG] [LOCAL     ] Loaded configuration for ONB: 4 features, 100.0% accuracy
[2025-12-09T20:35:37.216149] [DEBUG] [LOCAL     ] Loaded configuration for TFC: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.216396] [DEBUG] [LOCAL     ] Loaded configuration for NVS: 2 features, 90.0% accuracy
[2025-12-09T20:35:37.216639] [DEBUG] [LOCAL     ] Loaded configuration for NDMO: 6 features, 80.0% accuracy
[2025-12-09T20:35:37.216880] [DEBUG] [LOCAL     ] Loaded configuration for BOH: 1 features, 90.0% accuracy
[2025-12-09T20:35:37.217180] [DEBUG] [LOCAL     ] Loaded configuration for MMC: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.217424] [DEBUG] [LOCAL     ] Loaded configuration for STK: 3 features, 90.0% accuracy
[2025-12-09T20:35:37.217759] [DEBUG] [LOCAL     ] Loaded configuration for DEO: 0 features, 70.0% accuracy
[2025-12-09T20:35:37.218048] [DEBUG] [LOCAL     ] Loaded configuration for FERG: 3 features, 70.0% accuracy
[2025-12-09T20:35:37.218282] [DEBUG] [LOCAL     ] Loaded configuration for JILL: 3 features, 60.0% accuracy
[2025-12-09T20:35:37.218519] [DEBUG] [LOCAL     ] Loaded configuration for GNPX: 3 features, 70.0% accuracy
[2025-12-09T20:35:37.218795] [DEBUG] [LOCAL     ] Loaded configuration for INTC: 4 features, 90.0% accuracy
[2025-12-09T20:35:37.219041] [DEBUG] [LOCAL     ] Loaded configuration for PPIH: 1 features, 80.0% accuracy
[2025-12-09T20:35:37.219292] [DEBUG] [LOCAL     ] Loaded configuration for OCGN: 2 features, 90.0% accuracy
[2025-12-09T20:35:37.219603] [DEBUG] [LOCAL     ] Loaded configuration for CIA: 1 features, 60.0% accuracy
[2025-12-09T20:35:37.219851] [DEBUG] [LOCAL     ] Loaded configuration for IFS: 4 features, 80.0% accuracy
[2025-12-09T20:35:37.219916] [DEBUG] [LOCAL     ] Loaded configuration for DSGX: 4 features, 80.0% accuracy
[2025-12-09T20:35:37.220139] [DEBUG] [LOCAL     ] Loaded configuration for SPB: 2 features, 100.0% accuracy
[2025-12-09T20:35:37.220418] [DEBUG] [LOCAL     ] Loaded configuration for HOLO: 2 features, 90.0% accuracy
[2025-12-09T20:35:37.220706] [DEBUG] [LOCAL     ] Loaded configuration for TWI: 1 features, 80.0% accuracy
[2025-12-09T20:35:37.221011] [DEBUG] [LOCAL     ] Loaded configuration for LEGN: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.221244] [DEBUG] [LOCAL     ] Loaded configuration for MLM: 1 features, 60.0% accuracy
[2025-12-09T20:35:37.221311] [DEBUG] [LOCAL     ] Loaded configuration for MASS: 5 features, 70.0% accuracy
[2025-12-09T20:35:37.221557] [DEBUG] [LOCAL     ] Loaded configuration for GCBC: 4 features, 80.0% accuracy
[2025-12-09T20:35:37.221859] [DEBUG] [LOCAL     ] Loaded configuration for ACM: 0 features, 90.0% accuracy
[2025-12-09T20:35:37.222108] [DEBUG] [LOCAL     ] Loaded configuration for TXRH: 3 features, 90.0% accuracy
[2025-12-09T20:35:37.222355] [DEBUG] [LOCAL     ] Loaded configuration for XPON: 4 features, 90.0% accuracy
[2025-12-09T20:35:37.222602] [DEBUG] [LOCAL     ] Loaded configuration for TPVG: 4 features, 60.0% accuracy
[2025-12-09T20:35:37.222887] [DEBUG] [LOCAL     ] Loaded configuration for TDOC: 3 features, 90.0% accuracy
[2025-12-09T20:35:37.223136] [DEBUG] [LOCAL     ] Loaded configuration for AIRS: 5 features, 80.0% accuracy
[2025-12-09T20:35:37.223415] [DEBUG] [LOCAL     ] Loaded configuration for TDUP: 4 features, 70.0% accuracy
[2025-12-09T20:35:37.223662] [DEBUG] [LOCAL     ] Loaded configuration for SOXQ: 3 features, 60.0% accuracy
[2025-12-09T20:35:37.223962] [DEBUG] [LOCAL     ] Loaded configuration for ICOP: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.224240] [DEBUG] [LOCAL     ] Loaded configuration for HNDL: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.224470] [DEBUG] [LOCAL     ] Loaded configuration for CLLS: 3 features, 70.0% accuracy
[2025-12-09T20:35:37.224745] [DEBUG] [LOCAL     ] Loaded configuration for AAON: 1 features, 80.0% accuracy
[2025-12-09T20:35:37.225022] [DEBUG] [LOCAL     ] Loaded configuration for BGLC: 3 features, 90.0% accuracy
[2025-12-09T20:35:37.225251] [DEBUG] [LOCAL     ] Loaded configuration for HBANL: 1 features, 60.0% accuracy
[2025-12-09T20:35:37.225480] [DEBUG] [LOCAL     ] Loaded configuration for EYE: 2 features, 90.0% accuracy
[2025-12-09T20:35:37.225762] [DEBUG] [LOCAL     ] Loaded configuration for TCBX: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.226008] [DEBUG] [LOCAL     ] Loaded configuration for PPH: 3 features, 90.0% accuracy
[2025-12-09T20:35:37.226238] [DEBUG] [LOCAL     ] Loaded configuration for KAI: 2 features, 60.0% accuracy
[2025-12-09T20:35:37.226304] [DEBUG] [LOCAL     ] Loaded configuration for GDEN: 1 features, 80.0% accuracy
[2025-12-09T20:35:37.226527] [DEBUG] [LOCAL     ] Loaded configuration for ATLO: 2 features, 100.0% accuracy
[2025-12-09T20:35:37.226811] [DEBUG] [LOCAL     ] Loaded configuration for NCNA: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.227099] [DEBUG] [LOCAL     ] Loaded configuration for MKSI: 4 features, 80.0% accuracy
[2025-12-09T20:35:37.227391] [DEBUG] [LOCAL     ] Loaded configuration for SLM: 3 features, 70.0% accuracy
[2025-12-09T20:35:37.227690] [DEBUG] [LOCAL     ] Loaded configuration for MUC: 3 features, 90.0% accuracy
[2025-12-09T20:35:37.227949] [DEBUG] [LOCAL     ] Loaded configuration for FICS: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.228203] [DEBUG] [LOCAL     ] Loaded configuration for JVA: 3 features, 90.0% accuracy
[2025-12-09T20:35:37.228272] [DEBUG] [LOCAL     ] Loaded configuration for REFI: 4 features, 90.0% accuracy
[2025-12-09T20:35:37.228502] [DEBUG] [LOCAL     ] Loaded configuration for ALLY: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.228766] [DEBUG] [LOCAL     ] Loaded configuration for TWO: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.229053] [DEBUG] [LOCAL     ] Loaded configuration for PCQ: 2 features, 60.0% accuracy
[2025-12-09T20:35:37.229286] [DEBUG] [LOCAL     ] Loaded configuration for ATEN: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.229593] [DEBUG] [LOCAL     ] Loaded configuration for CNOB: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.229883] [DEBUG] [LOCAL     ] Loaded configuration for OTEX: 5 features, 70.0% accuracy
[2025-12-09T20:35:37.230169] [DEBUG] [LOCAL     ] Loaded configuration for ICUI: 4 features, 70.0% accuracy
[2025-12-09T20:35:37.230421] [DEBUG] [LOCAL     ] Loaded configuration for FLYE: 5 features, 90.0% accuracy
[2025-12-09T20:35:37.230706] [DEBUG] [LOCAL     ] Loaded configuration for FIS: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.230788] [DEBUG] [LOCAL     ] Loaded configuration for JD: 4 features, 50.0% accuracy
[2025-12-09T20:35:37.231034] [DEBUG] [LOCAL     ] Loaded configuration for GRI: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.231328] [DEBUG] [LOCAL     ] Loaded configuration for OLP: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.231567] [DEBUG] [LOCAL     ] Loaded configuration for C: 0 features, 80.0% accuracy
[2025-12-09T20:35:37.231874] [DEBUG] [LOCAL     ] Loaded configuration for VNOM: 2 features, 60.0% accuracy
[2025-12-09T20:35:37.232126] [DEBUG] [LOCAL     ] Loaded configuration for NISN: 1 features, 80.0% accuracy
[2025-12-09T20:35:37.232359] [DEBUG] [LOCAL     ] Loaded configuration for AVXL: 1 features, 50.0% accuracy
[2025-12-09T20:35:37.232642] [DEBUG] [LOCAL     ] Loaded configuration for TRMB: 3 features, 70.0% accuracy
[2025-12-09T20:35:37.232876] [DEBUG] [LOCAL     ] Loaded configuration for GOGO: 2 features, 50.0% accuracy
[2025-12-09T20:35:37.233160] [DEBUG] [LOCAL     ] Loaded configuration for SCLX: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.233393] [DEBUG] [LOCAL     ] Loaded configuration for EOG: 1 features, 90.0% accuracy
[2025-12-09T20:35:37.233462] [DEBUG] [LOCAL     ] Loaded configuration for LCFY: 5 features, 90.0% accuracy
[2025-12-09T20:35:37.233692] [DEBUG] [LOCAL     ] Loaded configuration for ORN: 2 features, 60.0% accuracy
[2025-12-09T20:35:37.233973] [DEBUG] [LOCAL     ] Loaded configuration for QNCX: 1 features, 50.0% accuracy
[2025-12-09T20:35:37.234257] [DEBUG] [LOCAL     ] Loaded configuration for SFBS: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.234543] [DEBUG] [LOCAL     ] Loaded configuration for SCVL: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.234804] [DEBUG] [LOCAL     ] Loaded configuration for BOE: 1 features, 60.0% accuracy
[2025-12-09T20:35:37.235091] [DEBUG] [LOCAL     ] Loaded configuration for LC: 4 features, 80.0% accuracy
[2025-12-09T20:35:37.235329] [DEBUG] [LOCAL     ] Loaded configuration for SB: 1 features, 80.0% accuracy
[2025-12-09T20:35:37.235605] [DEBUG] [LOCAL     ] Loaded configuration for VAC: 6 features, 90.0% accuracy
[2025-12-09T20:35:37.235864] [DEBUG] [LOCAL     ] Loaded configuration for CIVB: 4 features, 100.0% accuracy
[2025-12-09T20:35:37.236116] [DEBUG] [LOCAL     ] Loaded configuration for HYFM: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.236407] [DEBUG] [LOCAL     ] Loaded configuration for SLVM: 4 features, 70.0% accuracy
[2025-12-09T20:35:37.236662] [DEBUG] [LOCAL     ] Loaded configuration for DDI: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.236923] [DEBUG] [LOCAL     ] Loaded configuration for GD: 0 features, 90.0% accuracy
[2025-12-09T20:35:37.237211] [DEBUG] [LOCAL     ] Loaded configuration for STHO: 4 features, 80.0% accuracy
[2025-12-09T20:35:37.237446] [DEBUG] [LOCAL     ] Loaded configuration for BANX: 4 features, 90.0% accuracy
[2025-12-09T20:35:37.238009] [DEBUG] [LOCAL     ] Loaded configuration for SBUX: 0 features, 70.0% accuracy
[2025-12-09T20:35:37.238392] [DEBUG] [LOCAL     ] Loaded configuration for PHVS: 4 features, 60.0% accuracy
[2025-12-09T20:35:37.238693] [DEBUG] [LOCAL     ] Loaded configuration for AL: 2 features, 60.0% accuracy
[2025-12-09T20:35:37.238938] [DEBUG] [LOCAL     ] Loaded configuration for RDHL: 2 features, 60.0% accuracy
[2025-12-09T20:35:37.239275] [DEBUG] [LOCAL     ] Loaded configuration for MASI: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.239601] [DEBUG] [LOCAL     ] Loaded configuration for OOMA: 0 features, 70.0% accuracy
[2025-12-09T20:35:37.239913] [DEBUG] [LOCAL     ] Loaded configuration for NVTS: 6 features, 90.0% accuracy
[2025-12-09T20:35:37.240198] [DEBUG] [LOCAL     ] Loaded configuration for IBTO: 2 features, 60.0% accuracy
[2025-12-09T20:35:37.240485] [DEBUG] [LOCAL     ] Loaded configuration for BOKF: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.240741] [DEBUG] [LOCAL     ] Loaded configuration for LVS: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.241025] [DEBUG] [LOCAL     ] Loaded configuration for BHFAM: 2 features, 90.0% accuracy
[2025-12-09T20:35:37.241093] [DEBUG] [LOCAL     ] Loaded configuration for DTSS: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.241152] [DEBUG] [LOCAL     ] Loaded configuration for BHF: 4 features, 80.0% accuracy
[2025-12-09T20:35:37.241372] [DEBUG] [LOCAL     ] Loaded configuration for NMM: 1 features, 80.0% accuracy
[2025-12-09T20:35:37.241602] [DEBUG] [LOCAL     ] Loaded configuration for ATHA: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.241830] [DEBUG] [LOCAL     ] Loaded configuration for THQ: 5 features, 90.0% accuracy
[2025-12-09T20:35:37.242139] [DEBUG] [LOCAL     ] Loaded configuration for TRMD: 4 features, 90.0% accuracy
[2025-12-09T20:35:37.242411] [DEBUG] [LOCAL     ] Loaded configuration for SJM: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.242645] [DEBUG] [LOCAL     ] Loaded configuration for ALLE: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.242886] [DEBUG] [LOCAL     ] Loaded configuration for HGLB: 2 features, 60.0% accuracy
[2025-12-09T20:35:37.243166] [DEBUG] [LOCAL     ] Loaded configuration for PFGC: 3 features, 90.0% accuracy
[2025-12-09T20:35:37.243440] [DEBUG] [LOCAL     ] Loaded configuration for ACLS: 3 features, 70.0% accuracy
[2025-12-09T20:35:37.243719] [DEBUG] [LOCAL     ] Loaded configuration for LNZA: 1 features, 90.0% accuracy
[2025-12-09T20:35:37.243946] [DEBUG] [LOCAL     ] Loaded configuration for IDA: 2 features, 60.0% accuracy
[2025-12-09T20:35:37.244222] [DEBUG] [LOCAL     ] Loaded configuration for HIVE: 3 features, 70.0% accuracy
[2025-12-09T20:35:37.244499] [DEBUG] [LOCAL     ] Loaded configuration for BKH: 1 features, 80.0% accuracy
[2025-12-09T20:35:37.244781] [DEBUG] [LOCAL     ] Loaded configuration for CLNN: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.245012] [DEBUG] [LOCAL     ] Loaded configuration for BGH: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.245240] [DEBUG] [LOCAL     ] Loaded configuration for ALHC: 1 features, 90.0% accuracy
[2025-12-09T20:35:37.245514] [DEBUG] [LOCAL     ] Loaded configuration for LOGI: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.245605] [DEBUG] [LOCAL     ] Loaded configuration for DYN: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.245879] [DEBUG] [LOCAL     ] Loaded configuration for TRMK: 3 features, 90.0% accuracy
[2025-12-09T20:35:37.246156] [DEBUG] [LOCAL     ] Loaded configuration for LIND: 0 features, 70.0% accuracy
[2025-12-09T20:35:37.246396] [DEBUG] [LOCAL     ] Loaded configuration for VLTO: 2 features, 60.0% accuracy
[2025-12-09T20:35:37.246675] [DEBUG] [LOCAL     ] Loaded configuration for OMC: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.246907] [DEBUG] [LOCAL     ] Loaded configuration for BXSL: 3 features, 90.0% accuracy
[2025-12-09T20:35:37.247154] [DEBUG] [LOCAL     ] Loaded configuration for FN: 2 features, 60.0% accuracy
[2025-12-09T20:35:37.247408] [DEBUG] [LOCAL     ] Loaded configuration for MGPI: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.247671] [DEBUG] [LOCAL     ] Loaded configuration for SON: 0 features, 60.0% accuracy
[2025-12-09T20:35:37.247954] [DEBUG] [LOCAL     ] Loaded configuration for SQQQ: 7 features, 90.0% accuracy
[2025-12-09T20:35:37.248233] [DEBUG] [LOCAL     ] Loaded configuration for ASGN: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.248519] [DEBUG] [LOCAL     ] Loaded configuration for FLNG: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.248800] [DEBUG] [LOCAL     ] Loaded configuration for BN: 3 features, 60.0% accuracy
[2025-12-09T20:35:37.249049] [DEBUG] [LOCAL     ] Loaded configuration for VCRB: 2 features, 90.0% accuracy
[2025-12-09T20:35:37.249115] [DEBUG] [LOCAL     ] Loaded configuration for DH: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.249336] [DEBUG] [LOCAL     ] Loaded configuration for RVTY: 2 features, 60.0% accuracy
[2025-12-09T20:35:37.249567] [DEBUG] [LOCAL     ] Loaded configuration for BSMP: 5 features, 90.0% accuracy
[2025-12-09T20:35:37.249862] [DEBUG] [LOCAL     ] Loaded configuration for MDXH: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.249931] [DEBUG] [LOCAL     ] Loaded configuration for ACEL: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.250201] [DEBUG] [LOCAL     ] Loaded configuration for LE: 1 features, 60.0% accuracy
[2025-12-09T20:35:37.250426] [DEBUG] [LOCAL     ] Loaded configuration for MODG: 3 features, 90.0% accuracy
[2025-12-09T20:35:37.250712] [DEBUG] [LOCAL     ] Loaded configuration for DB: 4 features, 70.0% accuracy
[2025-12-09T20:35:37.250987] [DEBUG] [LOCAL     ] Loaded configuration for SPSC: 1 features, 60.0% accuracy
[2025-12-09T20:35:37.251234] [DEBUG] [LOCAL     ] Loaded configuration for METCB: 2 features, 90.0% accuracy
[2025-12-09T20:35:37.251480] [DEBUG] [LOCAL     ] Loaded configuration for INDI: 1 features, 90.0% accuracy
[2025-12-09T20:35:37.251710] [DEBUG] [LOCAL     ] Loaded configuration for RHP: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.251935] [DEBUG] [LOCAL     ] Loaded configuration for BNTC: 4 features, 70.0% accuracy
[2025-12-09T20:35:37.252185] [DEBUG] [LOCAL     ] Loaded configuration for CLF: 2 features, 60.0% accuracy
[2025-12-09T20:35:37.252475] [DEBUG] [LOCAL     ] Loaded configuration for MTLS: 1 features, 60.0% accuracy
[2025-12-09T20:35:37.252755] [DEBUG] [LOCAL     ] Loaded configuration for ENSC: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.253031] [DEBUG] [LOCAL     ] Loaded configuration for JMIA: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.253259] [DEBUG] [LOCAL     ] Loaded configuration for QD: 3 features, 90.0% accuracy
[2025-12-09T20:35:37.253327] [DEBUG] [LOCAL     ] Loaded configuration for LX: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.253548] [DEBUG] [LOCAL     ] Loaded configuration for BCE: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.253848] [DEBUG] [LOCAL     ] Loaded configuration for CSWC: 3 features, 60.0% accuracy
[2025-12-09T20:35:37.254134] [DEBUG] [LOCAL     ] Loaded configuration for DXCM: 1 features, 60.0% accuracy
[2025-12-09T20:35:37.254391] [DEBUG] [LOCAL     ] Loaded configuration for TNC: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.254619] [DEBUG] [LOCAL     ] Loaded configuration for CDC: 6 features, 90.0% accuracy
[2025-12-09T20:35:37.254863] [DEBUG] [LOCAL     ] Loaded configuration for DGRS: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.254929] [DEBUG] [LOCAL     ] Loaded configuration for FRHC: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.255150] [DEBUG] [LOCAL     ] Loaded configuration for ASNS: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.255432] [DEBUG] [LOCAL     ] Loaded configuration for SUSB: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.255668] [DEBUG] [LOCAL     ] Loaded configuration for DLTH: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.255994] [DEBUG] [LOCAL     ] Loaded configuration for BKE: 5 features, 80.0% accuracy
[2025-12-09T20:35:37.256267] [DEBUG] [LOCAL     ] Loaded configuration for BAX: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.256512] [DEBUG] [LOCAL     ] Loaded configuration for LND: 0 features, 80.0% accuracy
[2025-12-09T20:35:37.256604] [DEBUG] [LOCAL     ] Loaded configuration for FCNCA: 0 features, 80.0% accuracy
[2025-12-09T20:35:37.256882] [DEBUG] [LOCAL     ] Loaded configuration for WOOD: 3 features, 90.0% accuracy
[2025-12-09T20:35:37.257160] [DEBUG] [LOCAL     ] Loaded configuration for CVGI: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.257447] [DEBUG] [LOCAL     ] Loaded configuration for PDBC: 1 features, 90.0% accuracy
[2025-12-09T20:35:37.257772] [DEBUG] [LOCAL     ] Loaded configuration for ITRI: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.257840] [DEBUG] [LOCAL     ] Loaded configuration for CELH: 1 features, 90.0% accuracy
[2025-12-09T20:35:37.258071] [DEBUG] [LOCAL     ] Loaded configuration for PK: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.258354] [DEBUG] [LOCAL     ] Loaded configuration for BRO: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.258612] [DEBUG] [LOCAL     ] Loaded configuration for SEE: 0 features, 80.0% accuracy
[2025-12-09T20:35:37.258875] [DEBUG] [LOCAL     ] Loaded configuration for REAL: 4 features, 60.0% accuracy
[2025-12-09T20:35:37.259117] [DEBUG] [LOCAL     ] Loaded configuration for OGN: 0 features, 70.0% accuracy
[2025-12-09T20:35:37.259415] [DEBUG] [LOCAL     ] Loaded configuration for SGC: 2 features, 60.0% accuracy
[2025-12-09T20:35:37.259690] [DEBUG] [LOCAL     ] Loaded configuration for LGI: 2 features, 60.0% accuracy
[2025-12-09T20:35:37.259924] [DEBUG] [LOCAL     ] Loaded configuration for GFI: 6 features, 90.0% accuracy
[2025-12-09T20:35:37.260199] [DEBUG] [LOCAL     ] Loaded configuration for ALLO: 0 features, 70.0% accuracy
[2025-12-09T20:35:37.260486] [DEBUG] [LOCAL     ] Loaded configuration for MMD: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.260773] [DEBUG] [LOCAL     ] Loaded configuration for NBB: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.261051] [DEBUG] [LOCAL     ] Loaded configuration for QQQM: 5 features, 70.0% accuracy
[2025-12-09T20:35:37.261296] [DEBUG] [LOCAL     ] Loaded configuration for POOL: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.261552] [DEBUG] [LOCAL     ] Loaded configuration for TTWO: 0 features, 80.0% accuracy
[2025-12-09T20:35:37.261833] [DEBUG] [LOCAL     ] Loaded configuration for DMB: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.262062] [DEBUG] [LOCAL     ] Loaded configuration for PII: 3 features, 70.0% accuracy
[2025-12-09T20:35:37.262339] [DEBUG] [LOCAL     ] Loaded configuration for DVN: 2 features, 90.0% accuracy
[2025-12-09T20:35:37.262407] [DEBUG] [LOCAL     ] Loaded configuration for MNKD: 0 features, 80.0% accuracy
[2025-12-09T20:35:37.262680] [DEBUG] [LOCAL     ] Loaded configuration for ETB: 5 features, 80.0% accuracy
[2025-12-09T20:35:37.262905] [DEBUG] [LOCAL     ] Loaded configuration for BEAM: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.263175] [DEBUG] [LOCAL     ] Loaded configuration for ORIC: 1 features, 80.0% accuracy
[2025-12-09T20:35:37.263242] [DEBUG] [LOCAL     ] Loaded configuration for POWL: 0 features, 70.0% accuracy
[2025-12-09T20:35:37.263455] [DEBUG] [LOCAL     ] Loaded configuration for FPI: 1 features, 80.0% accuracy
[2025-12-09T20:35:37.263819] [DEBUG] [LOCAL     ] Loaded configuration for PMO: 0 features, 60.0% accuracy
[2025-12-09T20:35:37.264011] [DEBUG] [LOCAL     ] Loaded configuration for PAYO: 3 features, 90.0% accuracy
[2025-12-09T20:35:37.264491] [DEBUG] [LOCAL     ] Loaded configuration for KYTX: 1 features, 80.0% accuracy
[2025-12-09T20:35:37.264751] [DEBUG] [LOCAL     ] Loaded configuration for EGP: 4 features, 80.0% accuracy
[2025-12-09T20:35:37.265058] [DEBUG] [LOCAL     ] Loaded configuration for SBAC: 1 features, 80.0% accuracy
[2025-12-09T20:35:37.265308] [DEBUG] [LOCAL     ] Loaded configuration for SDHY: 0 features, 80.0% accuracy
[2025-12-09T20:35:37.265377] [DEBUG] [LOCAL     ] Loaded configuration for EXPI: 4 features, 80.0% accuracy
[2025-12-09T20:35:37.265664] [DEBUG] [LOCAL     ] Loaded configuration for USFD: 3 features, 70.0% accuracy
[2025-12-09T20:35:37.265912] [DEBUG] [LOCAL     ] Loaded configuration for CCIF: 1 features, 80.0% accuracy
[2025-12-09T20:35:37.266206] [DEBUG] [LOCAL     ] Loaded configuration for LDSF: 3 features, 60.0% accuracy
[2025-12-09T20:35:37.266446] [DEBUG] [LOCAL     ] Loaded configuration for FDP: 3 features, 70.0% accuracy
[2025-12-09T20:35:37.266690] [DEBUG] [LOCAL     ] Loaded configuration for BSAC: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.266757] [DEBUG] [LOCAL     ] Loaded configuration for MNY: 1 features, 90.0% accuracy
[2025-12-09T20:35:37.266815] [DEBUG] [LOCAL     ] Loaded configuration for FITBI: 4 features, 60.0% accuracy
[2025-12-09T20:35:37.267115] [DEBUG] [LOCAL     ] Loaded configuration for ANTX: 2 features, 50.0% accuracy
[2025-12-09T20:35:37.267374] [DEBUG] [LOCAL     ] Loaded configuration for NCA: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.267667] [DEBUG] [LOCAL     ] Loaded configuration for SGHC: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.267926] [DEBUG] [LOCAL     ] Loaded configuration for PTIX: 2 features, 60.0% accuracy
[2025-12-09T20:35:37.268213] [DEBUG] [LOCAL     ] Loaded configuration for RFI: 4 features, 80.0% accuracy
[2025-12-09T20:35:37.268500] [DEBUG] [LOCAL     ] Loaded configuration for HUM: 3 features, 100.0% accuracy
[2025-12-09T20:35:37.268798] [DEBUG] [LOCAL     ] Loaded configuration for OPRX: 5 features, 100.0% accuracy
[2025-12-09T20:35:37.269037] [DEBUG] [LOCAL     ] Loaded configuration for FIVE: 4 features, 80.0% accuracy
[2025-12-09T20:35:37.269104] [DEBUG] [LOCAL     ] Loaded configuration for SDVY: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.269381] [DEBUG] [LOCAL     ] Loaded configuration for SPE: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.269632] [DEBUG] [LOCAL     ] Loaded configuration for PCG: 2 features, 60.0% accuracy
[2025-12-09T20:35:37.269929] [DEBUG] [LOCAL     ] Loaded configuration for SFM: 2 features, 60.0% accuracy
[2025-12-09T20:35:37.270183] [DEBUG] [LOCAL     ] Loaded configuration for PASG: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.270436] [DEBUG] [LOCAL     ] Loaded configuration for XENE: 6 features, 90.0% accuracy
[2025-12-09T20:35:37.270674] [DEBUG] [LOCAL     ] Loaded configuration for NRG: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.270906] [DEBUG] [LOCAL     ] Loaded configuration for INSM: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.271151] [DEBUG] [LOCAL     ] Loaded configuration for UPLD: 3 features, 100.0% accuracy
[2025-12-09T20:35:37.271429] [DEBUG] [LOCAL     ] Loaded configuration for THO: 4 features, 80.0% accuracy
[2025-12-09T20:35:37.271665] [DEBUG] [LOCAL     ] Loaded configuration for SOJD: 4 features, 80.0% accuracy
[2025-12-09T20:35:37.271971] [DEBUG] [LOCAL     ] Loaded configuration for OPAD: 2 features, 90.0% accuracy
[2025-12-09T20:35:37.272253] [DEBUG] [LOCAL     ] Loaded configuration for ABCB: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.272491] [DEBUG] [LOCAL     ] Loaded configuration for AEM: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.272730] [DEBUG] [LOCAL     ] Loaded configuration for FMC: 4 features, 80.0% accuracy
[2025-12-09T20:35:37.272969] [DEBUG] [LOCAL     ] Loaded configuration for UNMA: 4 features, 90.0% accuracy
[2025-12-09T20:35:37.273253] [DEBUG] [LOCAL     ] Loaded configuration for GIS: 5 features, 90.0% accuracy
[2025-12-09T20:35:37.274705] [DEBUG] [LOCAL     ] Loaded configuration for AFGC: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.274961] [DEBUG] [LOCAL     ] Loaded configuration for FHB: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.275218] [DEBUG] [LOCAL     ] Loaded configuration for USGO: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.275467] [DEBUG] [LOCAL     ] Loaded configuration for SWZ: 1 features, 90.0% accuracy
[2025-12-09T20:35:37.275757] [DEBUG] [LOCAL     ] Loaded configuration for FRBA: 4 features, 100.0% accuracy
[2025-12-09T20:35:37.276046] [DEBUG] [LOCAL     ] Loaded configuration for LENZ: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.276282] [DEBUG] [LOCAL     ] Loaded configuration for EBF: 3 features, 70.0% accuracy
[2025-12-09T20:35:37.276518] [DEBUG] [LOCAL     ] Loaded configuration for DBRG: 2 features, 90.0% accuracy
[2025-12-09T20:35:37.276828] [DEBUG] [LOCAL     ] Loaded configuration for OMCL: 4 features, 70.0% accuracy
[2025-12-09T20:35:37.277114] [DEBUG] [LOCAL     ] Loaded configuration for DAO: 0 features, 70.0% accuracy
[2025-12-09T20:35:37.277378] [DEBUG] [LOCAL     ] Loaded configuration for FTCI: 1 features, 80.0% accuracy
[2025-12-09T20:35:37.277624] [DEBUG] [LOCAL     ] Loaded configuration for VTS: 4 features, 90.0% accuracy
[2025-12-09T20:35:37.277915] [DEBUG] [LOCAL     ] Loaded configuration for OLPX: 2 features, 90.0% accuracy
[2025-12-09T20:35:37.278199] [DEBUG] [LOCAL     ] Loaded configuration for AIO: 4 features, 80.0% accuracy
[2025-12-09T20:35:37.278612] [DEBUG] [LOCAL     ] Loaded configuration for GTLS: 2 features, 60.0% accuracy
[2025-12-09T20:35:37.278970] [DEBUG] [LOCAL     ] Loaded configuration for BMEZ: 2 features, 90.0% accuracy
[2025-12-09T20:35:37.279302] [DEBUG] [LOCAL     ] Loaded configuration for BNGO: 3 features, 60.0% accuracy
[2025-12-09T20:35:37.279588] [DEBUG] [LOCAL     ] Loaded configuration for PSTL: 3 features, 90.0% accuracy
[2025-12-09T20:35:37.279856] [DEBUG] [LOCAL     ] Loaded configuration for GRMN: 2 features, 60.0% accuracy
[2025-12-09T20:35:37.280169] [DEBUG] [LOCAL     ] Loaded configuration for AXS: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.280469] [DEBUG] [LOCAL     ] Loaded configuration for SPWH: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.280724] [DEBUG] [LOCAL     ] Loaded configuration for S: 5 features, 90.0% accuracy
[2025-12-09T20:35:37.281014] [DEBUG] [LOCAL     ] Loaded configuration for KBWP: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.281269] [DEBUG] [LOCAL     ] Loaded configuration for TNXP: 3 features, 60.0% accuracy
[2025-12-09T20:35:37.281563] [DEBUG] [LOCAL     ] Loaded configuration for QYLD: 4 features, 60.0% accuracy
[2025-12-09T20:35:37.281824] [DEBUG] [LOCAL     ] Loaded configuration for BSMQ: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.281891] [DEBUG] [LOCAL     ] Loaded configuration for ARM: 3 features, 90.0% accuracy
[2025-12-09T20:35:37.282123] [DEBUG] [LOCAL     ] Loaded configuration for NE: 0 features, 60.0% accuracy
[2025-12-09T20:35:37.282362] [DEBUG] [LOCAL     ] Loaded configuration for FTS: 0 features, 60.0% accuracy
[2025-12-09T20:35:37.282428] [DEBUG] [LOCAL     ] Loaded configuration for IBB: 4 features, 90.0% accuracy
[2025-12-09T20:35:37.282663] [DEBUG] [LOCAL     ] Loaded configuration for CCO: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.282956] [DEBUG] [LOCAL     ] Loaded configuration for SSYS: 3 features, 90.0% accuracy
[2025-12-09T20:35:37.283244] [DEBUG] [LOCAL     ] Loaded configuration for VOD: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.283540] [DEBUG] [LOCAL     ] Loaded configuration for RELX: 0 features, 60.0% accuracy
[2025-12-09T20:35:37.283647] [DEBUG] [LOCAL     ] Loaded configuration for HSCS: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.283935] [DEBUG] [LOCAL     ] Loaded configuration for HITI: 0 features, 80.0% accuracy
[2025-12-09T20:35:37.284219] [DEBUG] [LOCAL     ] Loaded configuration for FDIG: 0 features, 70.0% accuracy
[2025-12-09T20:35:37.284472] [DEBUG] [LOCAL     ] Loaded configuration for HAFC: 4 features, 70.0% accuracy
[2025-12-09T20:35:37.284752] [DEBUG] [LOCAL     ] Loaded configuration for AMP: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.284996] [DEBUG] [LOCAL     ] Loaded configuration for BCPC: 2 features, 60.0% accuracy
[2025-12-09T20:35:37.285240] [DEBUG] [LOCAL     ] Loaded configuration for CBL: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.285562] [DEBUG] [LOCAL     ] Loaded configuration for FRSH: 4 features, 70.0% accuracy
[2025-12-09T20:35:37.285925] [DEBUG] [LOCAL     ] Loaded configuration for WPP: 0 features, 60.0% accuracy
[2025-12-09T20:35:37.286222] [DEBUG] [LOCAL     ] Loaded configuration for QTUM: 3 features, 70.0% accuracy
[2025-12-09T20:35:37.286292] [DEBUG] [LOCAL     ] Loaded configuration for PECO: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.286542] [DEBUG] [LOCAL     ] Loaded configuration for CVX: 3 features, 60.0% accuracy
[2025-12-09T20:35:37.286857] [DEBUG] [LOCAL     ] Loaded configuration for LAZ: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.287099] [DEBUG] [LOCAL     ] Loaded configuration for ADEA: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.287387] [DEBUG] [LOCAL     ] Loaded configuration for NEGG: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.287649] [DEBUG] [LOCAL     ] Loaded configuration for ICL: 0 features, 70.0% accuracy
[2025-12-09T20:35:37.287904] [DEBUG] [LOCAL     ] Loaded configuration for CRM: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.288156] [DEBUG] [LOCAL     ] Loaded configuration for CNM: 2 features, 60.0% accuracy
[2025-12-09T20:35:37.288239] [DEBUG] [LOCAL     ] Loaded configuration for MTEN: 2 features, 90.0% accuracy
[2025-12-09T20:35:37.288550] [DEBUG] [LOCAL     ] Loaded configuration for TEAM: 1 features, 80.0% accuracy
[2025-12-09T20:35:37.288921] [DEBUG] [LOCAL     ] Loaded configuration for TCX: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.289237] [DEBUG] [LOCAL     ] Loaded configuration for DTG: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.289542] [DEBUG] [LOCAL     ] Loaded configuration for STNE: 6 features, 80.0% accuracy
[2025-12-09T20:35:37.289833] [DEBUG] [LOCAL     ] Loaded configuration for DEI: 4 features, 90.0% accuracy
[2025-12-09T20:35:37.290098] [DEBUG] [LOCAL     ] Loaded configuration for ARLP: 4 features, 100.0% accuracy
[2025-12-09T20:35:37.290390] [DEBUG] [LOCAL     ] Loaded configuration for DTB: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.290634] [DEBUG] [LOCAL     ] Loaded configuration for MSM: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.290877] [DEBUG] [LOCAL     ] Loaded configuration for HSHP: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.291119] [DEBUG] [LOCAL     ] Loaded configuration for IBTJ: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.291365] [DEBUG] [LOCAL     ] Loaded configuration for COF: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.291670] [DEBUG] [LOCAL     ] Loaded configuration for UNTY: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.291933] [DEBUG] [LOCAL     ] Loaded configuration for NPCE: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.292002] [DEBUG] [LOCAL     ] Loaded configuration for WSFS: 3 features, 70.0% accuracy
[2025-12-09T20:35:37.292064] [DEBUG] [LOCAL     ] Loaded configuration for OXSQ: 5 features, 60.0% accuracy
[2025-12-09T20:35:37.292352] [DEBUG] [LOCAL     ] Loaded configuration for SLAB: 3 features, 70.0% accuracy
[2025-12-09T20:35:37.292422] [DEBUG] [LOCAL     ] Loaded configuration for BMRA: 1 features, 80.0% accuracy
[2025-12-09T20:35:37.292483] [DEBUG] [LOCAL     ] Loaded configuration for AISP: 3 features, 70.0% accuracy
[2025-12-09T20:35:37.292771] [DEBUG] [LOCAL     ] Loaded configuration for TSI: 0 features, 70.0% accuracy
[2025-12-09T20:35:37.292842] [DEBUG] [LOCAL     ] Loaded configuration for MOFG: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.293135] [DEBUG] [LOCAL     ] Loaded configuration for MFG: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.293433] [DEBUG] [LOCAL     ] Loaded configuration for EMN: 1 features, 90.0% accuracy
[2025-12-09T20:35:37.293743] [DEBUG] [LOCAL     ] Loaded configuration for MRUS: 2 features, 90.0% accuracy
[2025-12-09T20:35:37.294024] [DEBUG] [LOCAL     ] Loaded configuration for RDCM: 4 features, 70.0% accuracy
[2025-12-09T20:35:37.294275] [DEBUG] [LOCAL     ] Loaded configuration for NXPI: 6 features, 70.0% accuracy
[2025-12-09T20:35:37.294566] [DEBUG] [LOCAL     ] Loaded configuration for JOBY: 2 features, 60.0% accuracy
[2025-12-09T20:35:37.294889] [DEBUG] [LOCAL     ] Loaded configuration for ZBH: 4 features, 90.0% accuracy
[2025-12-09T20:35:37.295133] [DEBUG] [LOCAL     ] Loaded configuration for INOD: 2 features, 60.0% accuracy
[2025-12-09T20:35:37.295426] [DEBUG] [LOCAL     ] Loaded configuration for EMO: 5 features, 70.0% accuracy
[2025-12-09T20:35:37.295498] [DEBUG] [LOCAL     ] Loaded configuration for MHN: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.295825] [DEBUG] [LOCAL     ] Loaded configuration for ULCC: 3 features, 100.0% accuracy
[2025-12-09T20:35:37.296086] [DEBUG] [LOCAL     ] Loaded configuration for FHTX: 3 features, 70.0% accuracy
[2025-12-09T20:35:37.296369] [DEBUG] [LOCAL     ] Loaded configuration for KVHI: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.296684] [DEBUG] [LOCAL     ] Loaded configuration for CBUS: 5 features, 90.0% accuracy
[2025-12-09T20:35:37.296927] [DEBUG] [LOCAL     ] Loaded configuration for DNTH: 4 features, 90.0% accuracy
[2025-12-09T20:35:37.297216] [DEBUG] [LOCAL     ] Loaded configuration for QCRH: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.297286] [DEBUG] [LOCAL     ] Loaded configuration for BLFS: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.297347] [DEBUG] [LOCAL     ] Loaded configuration for CALM: 3 features, 60.0% accuracy
[2025-12-09T20:35:37.297605] [DEBUG] [LOCAL     ] Loaded configuration for SSTK: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.297687] [DEBUG] [LOCAL     ] Loaded configuration for ERIC: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.297933] [DEBUG] [LOCAL     ] Loaded configuration for EZGO: 1 features, 90.0% accuracy
[2025-12-09T20:35:37.298002] [DEBUG] [LOCAL     ] Loaded configuration for KNSA: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.298293] [DEBUG] [LOCAL     ] Loaded configuration for MPAA: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.298540] [DEBUG] [LOCAL     ] Loaded configuration for HRB: 4 features, 80.0% accuracy
[2025-12-09T20:35:37.298827] [DEBUG] [LOCAL     ] Loaded configuration for XGN: 3 features, 60.0% accuracy
[2025-12-09T20:35:37.299086] [DEBUG] [LOCAL     ] Loaded configuration for MOD: 1 features, 90.0% accuracy
[2025-12-09T20:35:37.299386] [DEBUG] [LOCAL     ] Loaded configuration for EIX: 3 features, 70.0% accuracy
[2025-12-09T20:35:37.299648] [DEBUG] [LOCAL     ] Loaded configuration for PUMP: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.299723] [DEBUG] [LOCAL     ] Loaded configuration for ARDX: 3 features, 90.0% accuracy
[2025-12-09T20:35:37.299978] [DEBUG] [LOCAL     ] Loaded configuration for NITO: 3 features, 70.0% accuracy
[2025-12-09T20:35:37.300246] [DEBUG] [LOCAL     ] Loaded configuration for NAMS: 4 features, 90.0% accuracy
[2025-12-09T20:35:37.300495] [DEBUG] [LOCAL     ] Loaded configuration for ETY: 1 features, 80.0% accuracy
[2025-12-09T20:35:37.300566] [DEBUG] [LOCAL     ] Loaded configuration for A: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.300828] [DEBUG] [LOCAL     ] Loaded configuration for LOB: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.301124] [DEBUG] [LOCAL     ] Loaded configuration for WOK: 2 features, 90.0% accuracy
[2025-12-09T20:35:37.301419] [DEBUG] [LOCAL     ] Loaded configuration for KOPN: 1 features, 50.0% accuracy
[2025-12-09T20:35:37.301723] [DEBUG] [LOCAL     ] Loaded configuration for NPK: 4 features, 70.0% accuracy
[2025-12-09T20:35:37.301979] [DEBUG] [LOCAL     ] Loaded configuration for IMAX: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.302281] [DEBUG] [LOCAL     ] Loaded configuration for TSLS: 2 features, 90.0% accuracy
[2025-12-09T20:35:37.302598] [DEBUG] [LOCAL     ] Loaded configuration for ZIM: 0 features, 70.0% accuracy
[2025-12-09T20:35:37.302854] [DEBUG] [LOCAL     ] Loaded configuration for BSJQ: 4 features, 70.0% accuracy
[2025-12-09T20:35:37.303111] [DEBUG] [LOCAL     ] Loaded configuration for WAVE: 1 features, 90.0% accuracy
[2025-12-09T20:35:37.303409] [DEBUG] [LOCAL     ] Loaded configuration for HURC: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.303480] [DEBUG] [LOCAL     ] Loaded configuration for CWD: 4 features, 80.0% accuracy
[2025-12-09T20:35:37.303778] [DEBUG] [LOCAL     ] Loaded configuration for BRC: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.304074] [DEBUG] [LOCAL     ] Loaded configuration for BA: 1 features, 80.0% accuracy
[2025-12-09T20:35:37.304375] [DEBUG] [LOCAL     ] Loaded configuration for MSTX: 4 features, 90.0% accuracy
[2025-12-09T20:35:37.304680] [DEBUG] [LOCAL     ] Loaded configuration for PFN: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.304922] [DEBUG] [LOCAL     ] Loaded configuration for KNSL: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.305165] [DEBUG] [LOCAL     ] Loaded configuration for KOF: 3 features, 60.0% accuracy
[2025-12-09T20:35:37.305464] [DEBUG] [LOCAL     ] Loaded configuration for EQH: 3 features, 70.0% accuracy
[2025-12-09T20:35:37.305778] [DEBUG] [LOCAL     ] Loaded configuration for BSL: 3 features, 70.0% accuracy
[2025-12-09T20:35:37.306105] [DEBUG] [LOCAL     ] Loaded configuration for KELYA: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.306437] [DEBUG] [LOCAL     ] Loaded configuration for RITM: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.306741] [DEBUG] [LOCAL     ] Loaded configuration for FRA: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.306997] [DEBUG] [LOCAL     ] Loaded configuration for STLA: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.307308] [DEBUG] [LOCAL     ] Loaded configuration for HPK: 1 features, 80.0% accuracy
[2025-12-09T20:35:37.307616] [DEBUG] [LOCAL     ] Loaded configuration for OM: 1 features, 60.0% accuracy
[2025-12-09T20:35:37.307977] [DEBUG] [LOCAL     ] Loaded configuration for ACGLN: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.308312] [DEBUG] [LOCAL     ] Loaded configuration for RCI: 2 features, 90.0% accuracy
[2025-12-09T20:35:37.308752] [DEBUG] [LOCAL     ] Loaded configuration for RGP: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.309033] [DEBUG] [LOCAL     ] Loaded configuration for NYXH: 0 features, 60.0% accuracy
[2025-12-09T20:35:37.309306] [DEBUG] [LOCAL     ] Loaded configuration for AIFF: 4 features, 80.0% accuracy
[2025-12-09T20:35:37.309615] [DEBUG] [LOCAL     ] Loaded configuration for MCN: 4 features, 70.0% accuracy
[2025-12-09T20:35:37.309899] [DEBUG] [LOCAL     ] Loaded configuration for SWKS: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.310151] [DEBUG] [LOCAL     ] Loaded configuration for CSGP: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.310224] [DEBUG] [LOCAL     ] Loaded configuration for NBTB: 6 features, 70.0% accuracy
[2025-12-09T20:35:37.310518] [DEBUG] [LOCAL     ] Loaded configuration for HYI: 1 features, 90.0% accuracy
[2025-12-09T20:35:37.310834] [DEBUG] [LOCAL     ] Loaded configuration for TRDA: 3 features, 60.0% accuracy
[2025-12-09T20:35:37.311079] [DEBUG] [LOCAL     ] Loaded configuration for SKE: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.311325] [DEBUG] [LOCAL     ] Loaded configuration for MAC: 2 features, 60.0% accuracy
[2025-12-09T20:35:37.311619] [DEBUG] [LOCAL     ] Loaded configuration for OKE: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.311687] [DEBUG] [LOCAL     ] Loaded configuration for ZS: 3 features, 90.0% accuracy
[2025-12-09T20:35:37.311971] [DEBUG] [LOCAL     ] Loaded configuration for BIB: 1 features, 80.0% accuracy
[2025-12-09T20:35:37.312212] [DEBUG] [LOCAL     ] Loaded configuration for SPG: 0 features, 70.0% accuracy
[2025-12-09T20:35:37.312474] [DEBUG] [LOCAL     ] Loaded configuration for JFIN: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.312725] [DEBUG] [LOCAL     ] Loaded configuration for BLKB: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.312993] [DEBUG] [LOCAL     ] Loaded configuration for ROAD: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.313234] [DEBUG] [LOCAL     ] Loaded configuration for CBRE: 4 features, 80.0% accuracy
[2025-12-09T20:35:37.313503] [DEBUG] [LOCAL     ] Loaded configuration for SHIP: 3 features, 90.0% accuracy
[2025-12-09T20:35:37.313832] [DEBUG] [LOCAL     ] Loaded configuration for IMXI: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.314111] [DEBUG] [LOCAL     ] Loaded configuration for SBS: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.314449] [DEBUG] [LOCAL     ] Loaded configuration for PFH: 1 features, 80.0% accuracy
[2025-12-09T20:35:37.314789] [DEBUG] [LOCAL     ] Loaded configuration for EDBL: 1 features, 80.0% accuracy
[2025-12-09T20:35:37.315105] [DEBUG] [LOCAL     ] Loaded configuration for PBFS: 3 features, 60.0% accuracy
[2025-12-09T20:35:37.315352] [DEBUG] [LOCAL     ] Loaded configuration for SNAP: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.315421] [DEBUG] [LOCAL     ] Loaded configuration for SOGP: 0 features, 80.0% accuracy
[2025-12-09T20:35:37.315479] [DEBUG] [LOCAL     ] Loaded configuration for PEBO: 0 features, 70.0% accuracy
[2025-12-09T20:35:37.315713] [DEBUG] [LOCAL     ] Loaded configuration for RTO: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.315950] [DEBUG] [LOCAL     ] Loaded configuration for PSF: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.316237] [DEBUG] [LOCAL     ] Loaded configuration for ALNY: 3 features, 70.0% accuracy
[2025-12-09T20:35:37.316482] [DEBUG] [LOCAL     ] Loaded configuration for PSN: 0 features, 90.0% accuracy
[2025-12-09T20:35:37.316593] [DEBUG] [LOCAL     ] Loaded configuration for GEOS: 3 features, 70.0% accuracy
[2025-12-09T20:35:37.316880] [DEBUG] [LOCAL     ] Loaded configuration for COLB: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.317119] [DEBUG] [LOCAL     ] Loaded configuration for SNN: 3 features, 90.0% accuracy
[2025-12-09T20:35:37.317356] [DEBUG] [LOCAL     ] Loaded configuration for DIBS: 0 features, 80.0% accuracy
[2025-12-09T20:35:37.317662] [DEBUG] [LOCAL     ] Loaded configuration for ACWI: 1 features, 80.0% accuracy
[2025-12-09T20:35:37.317960] [DEBUG] [LOCAL     ] Loaded configuration for PDS: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.318246] [DEBUG] [LOCAL     ] Loaded configuration for STRL: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.318509] [DEBUG] [LOCAL     ] Loaded configuration for FTI: 4 features, 90.0% accuracy
[2025-12-09T20:35:37.318840] [DEBUG] [LOCAL     ] Loaded configuration for DHX: 2 features, 90.0% accuracy
[2025-12-09T20:35:37.319132] [DEBUG] [LOCAL     ] Loaded configuration for CHEF: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.319366] [DEBUG] [LOCAL     ] Loaded configuration for LNG: 3 features, 70.0% accuracy
[2025-12-09T20:35:37.319662] [DEBUG] [LOCAL     ] Loaded configuration for ANNX: 2 features, 60.0% accuracy
[2025-12-09T20:35:37.319929] [DEBUG] [LOCAL     ] Loaded configuration for WSO: 1 features, 80.0% accuracy
[2025-12-09T20:35:37.320167] [DEBUG] [LOCAL     ] Loaded configuration for CNS: 4 features, 100.0% accuracy
[2025-12-09T20:35:37.320409] [DEBUG] [LOCAL     ] Loaded configuration for BWG: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.320483] [DEBUG] [LOCAL     ] Loaded configuration for FNX: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.320768] [DEBUG] [LOCAL     ] Loaded configuration for NEXN: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.321057] [DEBUG] [LOCAL     ] Loaded configuration for LXP: 1 features, 80.0% accuracy
[2025-12-09T20:35:37.321343] [DEBUG] [LOCAL     ] Loaded configuration for PAYC: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.321413] [DEBUG] [LOCAL     ] Loaded configuration for AGNCM: 3 features, 100.0% accuracy
[2025-12-09T20:35:37.321696] [DEBUG] [LOCAL     ] Loaded configuration for SNX: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.321991] [DEBUG] [LOCAL     ] Loaded configuration for LESL: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.322287] [DEBUG] [LOCAL     ] Loaded configuration for ABM: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.322593] [DEBUG] [LOCAL     ] Loaded configuration for AZZ: 1 features, 80.0% accuracy
[2025-12-09T20:35:37.322667] [DEBUG] [LOCAL     ] Loaded configuration for PRDO: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.322729] [DEBUG] [LOCAL     ] Loaded configuration for BSLK: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.323012] [DEBUG] [LOCAL     ] Loaded configuration for AIG: 3 features, 90.0% accuracy
[2025-12-09T20:35:37.323269] [DEBUG] [LOCAL     ] Loaded configuration for SIRI: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.323518] [DEBUG] [LOCAL     ] Loaded configuration for GAB: 1 features, 90.0% accuracy
[2025-12-09T20:35:37.323776] [DEBUG] [LOCAL     ] Loaded configuration for HIX: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.324013] [DEBUG] [LOCAL     ] Loaded configuration for DINO: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.324254] [DEBUG] [LOCAL     ] Loaded configuration for AMPX: 4 features, 90.0% accuracy
[2025-12-09T20:35:37.324499] [DEBUG] [LOCAL     ] Loaded configuration for OC: 4 features, 70.0% accuracy
[2025-12-09T20:35:37.324777] [DEBUG] [LOCAL     ] Loaded configuration for NNDM: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.325067] [DEBUG] [LOCAL     ] Loaded configuration for UVE: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.325370] [DEBUG] [LOCAL     ] Loaded configuration for GABC: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.325628] [DEBUG] [LOCAL     ] Loaded configuration for RMNI: 4 features, 70.0% accuracy
[2025-12-09T20:35:37.325885] [DEBUG] [LOCAL     ] Loaded configuration for HWKN: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.326172] [DEBUG] [LOCAL     ] Loaded configuration for ZNTL: 2 features, 40.0% accuracy
[2025-12-09T20:35:37.326409] [DEBUG] [LOCAL     ] Loaded configuration for GNOM: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.326647] [DEBUG] [LOCAL     ] Loaded configuration for MSI: 4 features, 70.0% accuracy
[2025-12-09T20:35:37.326888] [DEBUG] [LOCAL     ] Loaded configuration for CACI: 1 features, 80.0% accuracy
[2025-12-09T20:35:37.327142] [DEBUG] [LOCAL     ] Loaded configuration for LVHD: 4 features, 70.0% accuracy
[2025-12-09T20:35:37.327390] [DEBUG] [LOCAL     ] Loaded configuration for EGAN: 3 features, 70.0% accuracy
[2025-12-09T20:35:37.327650] [DEBUG] [LOCAL     ] Loaded configuration for MPA: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.327952] [DEBUG] [LOCAL     ] Loaded configuration for HRTX: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.328249] [DEBUG] [LOCAL     ] Loaded configuration for RMMZ: 3 features, 70.0% accuracy
[2025-12-09T20:35:37.328543] [DEBUG] [LOCAL     ] Loaded configuration for FTXN: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.328863] [DEBUG] [LOCAL     ] Loaded configuration for DCBO: 1 features, 80.0% accuracy
[2025-12-09T20:35:37.329151] [DEBUG] [LOCAL     ] Loaded configuration for SFNC: 2 features, 90.0% accuracy
[2025-12-09T20:35:37.329444] [DEBUG] [LOCAL     ] Loaded configuration for CRNX: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.329706] [DEBUG] [LOCAL     ] Loaded configuration for GWRE: 1 features, 80.0% accuracy
[2025-12-09T20:35:37.329991] [DEBUG] [LOCAL     ] Loaded configuration for NIKL: 0 features, 60.0% accuracy
[2025-12-09T20:35:37.330247] [DEBUG] [LOCAL     ] Loaded configuration for SPFI: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.330508] [DEBUG] [LOCAL     ] Loaded configuration for FMBH: 2 features, 60.0% accuracy
[2025-12-09T20:35:37.330792] [DEBUG] [LOCAL     ] Loaded configuration for IHD: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.330863] [DEBUG] [LOCAL     ] Loaded configuration for RVSB: 1 features, 50.0% accuracy
[2025-12-09T20:35:37.331142] [DEBUG] [LOCAL     ] Loaded configuration for PSCE: 1 features, 90.0% accuracy
[2025-12-09T20:35:37.331381] [DEBUG] [LOCAL     ] Loaded configuration for IBTG: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.331685] [DEBUG] [LOCAL     ] Loaded configuration for NNI: 2 features, 90.0% accuracy
[2025-12-09T20:35:37.331977] [DEBUG] [LOCAL     ] Loaded configuration for EOLS: 1 features, 50.0% accuracy
[2025-12-09T20:35:37.332047] [DEBUG] [LOCAL     ] Loaded configuration for BSVO: 2 features, 90.0% accuracy
[2025-12-09T20:35:37.332320] [DEBUG] [LOCAL     ] Loaded configuration for MEI: 4 features, 90.0% accuracy
[2025-12-09T20:35:37.332609] [DEBUG] [LOCAL     ] Loaded configuration for URI: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.332896] [DEBUG] [LOCAL     ] Loaded configuration for CWBC: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.333178] [DEBUG] [LOCAL     ] Loaded configuration for IOSP: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.333437] [DEBUG] [LOCAL     ] Loaded configuration for NMRA: 2 features, 90.0% accuracy
[2025-12-09T20:35:37.333671] [DEBUG] [LOCAL     ] Loaded configuration for SPH: 1 features, 80.0% accuracy
[2025-12-09T20:35:37.333954] [DEBUG] [LOCAL     ] Loaded configuration for SBRA: 6 features, 90.0% accuracy
[2025-12-09T20:35:37.334186] [DEBUG] [LOCAL     ] Loaded configuration for SBH: 3 features, 70.0% accuracy
[2025-12-09T20:35:37.334422] [DEBUG] [LOCAL     ] Loaded configuration for FTHY: 3 features, 100.0% accuracy
[2025-12-09T20:35:37.334708] [DEBUG] [LOCAL     ] Loaded configuration for NVDL: 6 features, 90.0% accuracy
[2025-12-09T20:35:37.334945] [DEBUG] [LOCAL     ] Loaded configuration for CLCO: 0 features, 90.0% accuracy
[2025-12-09T20:35:37.335227] [DEBUG] [LOCAL     ] Loaded configuration for QMCO: 4 features, 90.0% accuracy
[2025-12-09T20:35:37.335480] [DEBUG] [LOCAL     ] Loaded configuration for AGNC: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.335734] [DEBUG] [LOCAL     ] Loaded configuration for BOND: 3 features, 60.0% accuracy
[2025-12-09T20:35:37.335972] [DEBUG] [LOCAL     ] Loaded configuration for MHO: 1 features, 60.0% accuracy
[2025-12-09T20:35:37.336209] [DEBUG] [LOCAL     ] Loaded configuration for AMC: 4 features, 70.0% accuracy
[2025-12-09T20:35:37.336500] [DEBUG] [LOCAL     ] Loaded configuration for TDF: 6 features, 90.0% accuracy
[2025-12-09T20:35:37.336796] [DEBUG] [LOCAL     ] Loaded configuration for XERS: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.337033] [DEBUG] [LOCAL     ] Loaded configuration for ALK: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.337265] [DEBUG] [LOCAL     ] Loaded configuration for BNTX: 2 features, 90.0% accuracy
[2025-12-09T20:35:37.337594] [DEBUG] [LOCAL     ] Loaded configuration for CATH: 4 features, 60.0% accuracy
[2025-12-09T20:35:37.337857] [DEBUG] [LOCAL     ] Loaded configuration for WY: 0 features, 90.0% accuracy
[2025-12-09T20:35:37.338144] [DEBUG] [LOCAL     ] Loaded configuration for PPL: 3 features, 90.0% accuracy
[2025-12-09T20:35:37.338211] [DEBUG] [LOCAL     ] Loaded configuration for IMKTA: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.338270] [DEBUG] [LOCAL     ] Loaded configuration for MCHP: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.338500] [DEBUG] [LOCAL     ] Loaded configuration for FBIN: 5 features, 90.0% accuracy
[2025-12-09T20:35:37.338787] [DEBUG] [LOCAL     ] Loaded configuration for JRS: 2 features, 60.0% accuracy
[2025-12-09T20:35:37.339077] [DEBUG] [LOCAL     ] Loaded configuration for AMG: 2 features, 100.0% accuracy
[2025-12-09T20:35:37.339359] [DEBUG] [LOCAL     ] Loaded configuration for TQQQ: 6 features, 80.0% accuracy
[2025-12-09T20:35:37.339655] [DEBUG] [LOCAL     ] Loaded configuration for KMDA: 6 features, 100.0% accuracy
[2025-12-09T20:35:37.339897] [DEBUG] [LOCAL     ] Loaded configuration for BWFG: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.340179] [DEBUG] [LOCAL     ] Loaded configuration for PFBC: 3 features, 70.0% accuracy
[2025-12-09T20:35:37.340459] [DEBUG] [LOCAL     ] Loaded configuration for ADTN: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.340750] [DEBUG] [LOCAL     ] Loaded configuration for GOLF: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.340987] [DEBUG] [LOCAL     ] Loaded configuration for CASY: 1 features, 80.0% accuracy
[2025-12-09T20:35:37.341271] [DEBUG] [LOCAL     ] Loaded configuration for CENTA: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.341565] [DEBUG] [LOCAL     ] Loaded configuration for APPF: 2 features, 50.0% accuracy
[2025-12-09T20:35:37.341666] [DEBUG] [LOCAL     ] Loaded configuration for ASTH: 4 features, 100.0% accuracy
[2025-12-09T20:35:37.341947] [DEBUG] [LOCAL     ] Loaded configuration for SMCI: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.342014] [DEBUG] [LOCAL     ] Loaded configuration for FRO: 4 features, 80.0% accuracy
[2025-12-09T20:35:37.342289] [DEBUG] [LOCAL     ] Loaded configuration for GWH: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.342356] [DEBUG] [LOCAL     ] Loaded configuration for BOTZ: 4 features, 90.0% accuracy
[2025-12-09T20:35:37.342640] [DEBUG] [LOCAL     ] Loaded configuration for COLM: 0 features, 90.0% accuracy
[2025-12-09T20:35:37.342875] [DEBUG] [LOCAL     ] Loaded configuration for IRM: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.343101] [DEBUG] [LOCAL     ] Loaded configuration for CHDN: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.343346] [DEBUG] [LOCAL     ] Loaded configuration for EXLS: 4 features, 80.0% accuracy
[2025-12-09T20:35:37.343605] [DEBUG] [LOCAL     ] Loaded configuration for GDDY: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.343687] [DEBUG] [LOCAL     ] Loaded configuration for CRAI: 3 features, 70.0% accuracy
[2025-12-09T20:35:37.343962] [DEBUG] [LOCAL     ] Loaded configuration for SELF: 3 features, 70.0% accuracy
[2025-12-09T20:35:37.344028] [DEBUG] [LOCAL     ] Loaded configuration for MMSI: 4 features, 60.0% accuracy
[2025-12-09T20:35:37.344284] [DEBUG] [LOCAL     ] Loaded configuration for KARO: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.344521] [DEBUG] [LOCAL     ] Loaded configuration for DLO: 4 features, 80.0% accuracy
[2025-12-09T20:35:37.344778] [DEBUG] [LOCAL     ] Loaded configuration for GENI: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.345093] [DEBUG] [LOCAL     ] Loaded configuration for NEE: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.345332] [DEBUG] [LOCAL     ] Loaded configuration for BEEP: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.345594] [DEBUG] [LOCAL     ] Loaded configuration for ARQ: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.345892] [DEBUG] [LOCAL     ] Loaded configuration for MITK: 4 features, 70.0% accuracy
[2025-12-09T20:35:37.346143] [DEBUG] [LOCAL     ] Loaded configuration for PGEN: 2 features, 60.0% accuracy
[2025-12-09T20:35:37.346209] [DEBUG] [LOCAL     ] Loaded configuration for HGBL: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.346437] [DEBUG] [LOCAL     ] Loaded configuration for DDD: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.346671] [DEBUG] [LOCAL     ] Loaded configuration for JCI: 4 features, 90.0% accuracy
[2025-12-09T20:35:37.346904] [DEBUG] [LOCAL     ] Loaded configuration for GNLX: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.347137] [DEBUG] [LOCAL     ] Loaded configuration for VTGN: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.347420] [DEBUG] [LOCAL     ] Loaded configuration for CHSCM: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.347672] [DEBUG] [LOCAL     ] Loaded configuration for ASMB: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.347959] [DEBUG] [LOCAL     ] Loaded configuration for MUSA: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.348211] [DEBUG] [LOCAL     ] Loaded configuration for TWIN: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.348278] [DEBUG] [LOCAL     ] Loaded configuration for FDTX: 1 features, 50.0% accuracy
[2025-12-09T20:35:37.348565] [DEBUG] [LOCAL     ] Loaded configuration for AAPB: 4 features, 70.0% accuracy
[2025-12-09T20:35:37.348891] [DEBUG] [LOCAL     ] Loaded configuration for BFLY: 1 features, 80.0% accuracy
[2025-12-09T20:35:37.349125] [DEBUG] [LOCAL     ] Loaded configuration for KB: 3 features, 70.0% accuracy
[2025-12-09T20:35:37.349395] [DEBUG] [LOCAL     ] Loaded configuration for JPEF: 1 features, 90.0% accuracy
[2025-12-09T20:35:37.349681] [DEBUG] [LOCAL     ] Loaded configuration for ETJ: 2 features, 60.0% accuracy
[2025-12-09T20:35:37.349914] [DEBUG] [LOCAL     ] Loaded configuration for ACA: 2 features, 60.0% accuracy
[2025-12-09T20:35:37.350163] [DEBUG] [LOCAL     ] Loaded configuration for NWS: 2 features, 60.0% accuracy
[2025-12-09T20:35:37.350447] [DEBUG] [LOCAL     ] Loaded configuration for CAL: 0 features, 70.0% accuracy
[2025-12-09T20:35:37.350733] [DEBUG] [LOCAL     ] Loaded configuration for DELL: 2 features, 60.0% accuracy
[2025-12-09T20:35:37.351016] [DEBUG] [LOCAL     ] Loaded configuration for IAG: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.351304] [DEBUG] [LOCAL     ] Loaded configuration for CDTX: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.351549] [DEBUG] [LOCAL     ] Loaded configuration for MEG: 5 features, 80.0% accuracy
[2025-12-09T20:35:37.351883] [DEBUG] [LOCAL     ] Loaded configuration for IREN: 1 features, 60.0% accuracy
[2025-12-09T20:35:37.352169] [DEBUG] [LOCAL     ] Loaded configuration for ISTB: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.352236] [DEBUG] [LOCAL     ] Loaded configuration for KFS: 4 features, 80.0% accuracy
[2025-12-09T20:35:37.352463] [DEBUG] [LOCAL     ] Loaded configuration for RIG: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.352699] [DEBUG] [LOCAL     ] Loaded configuration for MC: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.352767] [DEBUG] [LOCAL     ] Loaded configuration for FIVN: 5 features, 90.0% accuracy
[2025-12-09T20:35:37.352994] [DEBUG] [LOCAL     ] Loaded configuration for MED: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.353285] [DEBUG] [LOCAL     ] Loaded configuration for BUI: 4 features, 50.0% accuracy
[2025-12-09T20:35:37.353519] [DEBUG] [LOCAL     ] Loaded configuration for SWX: 1 features, 80.0% accuracy
[2025-12-09T20:35:37.353605] [DEBUG] [LOCAL     ] Loaded configuration for FCAL: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.353885] [DEBUG] [LOCAL     ] Loaded configuration for JAKK: 5 features, 80.0% accuracy
[2025-12-09T20:35:37.354119] [DEBUG] [LOCAL     ] Loaded configuration for BXP: 4 features, 80.0% accuracy
[2025-12-09T20:35:37.354185] [DEBUG] [LOCAL     ] Loaded configuration for IEI: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.354463] [DEBUG] [LOCAL     ] Loaded configuration for MMLP: 2 features, 90.0% accuracy
[2025-12-09T20:35:37.354711] [DEBUG] [LOCAL     ] Loaded configuration for APLE: 4 features, 90.0% accuracy
[2025-12-09T20:35:37.354995] [DEBUG] [LOCAL     ] Loaded configuration for ZTS: 3 features, 70.0% accuracy
[2025-12-09T20:35:37.355245] [DEBUG] [LOCAL     ] Loaded configuration for PXS: 4 features, 70.0% accuracy
[2025-12-09T20:35:37.355531] [DEBUG] [LOCAL     ] Loaded configuration for MUX: 5 features, 70.0% accuracy
[2025-12-09T20:35:37.355807] [DEBUG] [LOCAL     ] Loaded configuration for GIL: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.356043] [DEBUG] [LOCAL     ] Loaded configuration for COMP: 6 features, 70.0% accuracy
[2025-12-09T20:35:37.356110] [DEBUG] [LOCAL     ] Loaded configuration for BHFAP: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.356169] [DEBUG] [LOCAL     ] Loaded configuration for SIXG: 4 features, 70.0% accuracy
[2025-12-09T20:35:37.356446] [DEBUG] [LOCAL     ] Loaded configuration for ADC: 4 features, 90.0% accuracy
[2025-12-09T20:35:37.356691] [DEBUG] [LOCAL     ] Loaded configuration for BUD: 3 features, 100.0% accuracy
[2025-12-09T20:35:37.356973] [DEBUG] [LOCAL     ] Loaded configuration for PLPC: 1 features, 90.0% accuracy
[2025-12-09T20:35:37.357040] [DEBUG] [LOCAL     ] Loaded configuration for ALMS: 3 features, 70.0% accuracy
[2025-12-09T20:35:37.357417] [DEBUG] [LOCAL     ] Loaded configuration for KRRO: 4 features, 80.0% accuracy
[2025-12-09T20:35:37.357694] [DEBUG] [LOCAL     ] Loaded configuration for AI: 3 features, 100.0% accuracy
[2025-12-09T20:35:37.357960] [DEBUG] [LOCAL     ] Loaded configuration for GH: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.358209] [DEBUG] [LOCAL     ] Loaded configuration for AVO: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.358509] [DEBUG] [LOCAL     ] Loaded configuration for PLBC: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.358825] [DEBUG] [LOCAL     ] Loaded configuration for ORRF: 3 features, 60.0% accuracy
[2025-12-09T20:35:37.358894] [DEBUG] [LOCAL     ] Loaded configuration for CRBP: 0 features, 70.0% accuracy
[2025-12-09T20:35:37.359199] [DEBUG] [LOCAL     ] Loaded configuration for CRGY: 4 features, 70.0% accuracy
[2025-12-09T20:35:37.359487] [DEBUG] [LOCAL     ] Loaded configuration for SFIX: 2 features, 60.0% accuracy
[2025-12-09T20:35:37.359746] [DEBUG] [LOCAL     ] Loaded configuration for BHP: 3 features, 70.0% accuracy
[2025-12-09T20:35:37.359985] [DEBUG] [LOCAL     ] Loaded configuration for FIXD: 3 features, 90.0% accuracy
[2025-12-09T20:35:37.360219] [DEBUG] [LOCAL     ] Loaded configuration for MSGE: 3 features, 60.0% accuracy
[2025-12-09T20:35:37.360286] [DEBUG] [LOCAL     ] Loaded configuration for ENPH: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.360522] [DEBUG] [LOCAL     ] Loaded configuration for BTE: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.360828] [DEBUG] [LOCAL     ] Loaded configuration for SRTS: 3 features, 90.0% accuracy
[2025-12-09T20:35:37.361065] [DEBUG] [LOCAL     ] Loaded configuration for PRME: 2 features, 90.0% accuracy
[2025-12-09T20:35:37.361299] [DEBUG] [LOCAL     ] Loaded configuration for SII: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.361532] [DEBUG] [LOCAL     ] Loaded configuration for FOF: 0 features, 90.0% accuracy
[2025-12-09T20:35:37.361792] [DEBUG] [LOCAL     ] Loaded configuration for BSCP: 0 features, 80.0% accuracy
[2025-12-09T20:35:37.361858] [DEBUG] [LOCAL     ] Loaded configuration for DCOM: 0 features, 90.0% accuracy
[2025-12-09T20:35:37.362085] [DEBUG] [LOCAL     ] Loaded configuration for RLI: 0 features, 90.0% accuracy
[2025-12-09T20:35:37.362369] [DEBUG] [LOCAL     ] Loaded configuration for MQ: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.362655] [DEBUG] [LOCAL     ] Loaded configuration for TENX: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.362941] [DEBUG] [LOCAL     ] Loaded configuration for QTRX: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.363008] [DEBUG] [LOCAL     ] Loaded configuration for HSIC: 2 features, 100.0% accuracy
[2025-12-09T20:35:37.363237] [DEBUG] [LOCAL     ] Loaded configuration for UNP: 4 features, 90.0% accuracy
[2025-12-09T20:35:37.363523] [DEBUG] [LOCAL     ] Loaded configuration for VBNK: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.363800] [DEBUG] [LOCAL     ] Loaded configuration for TRC: 2 features, 90.0% accuracy
[2025-12-09T20:35:37.364032] [DEBUG] [LOCAL     ] Loaded configuration for BIAF: 2 features, 90.0% accuracy
[2025-12-09T20:35:37.364266] [DEBUG] [LOCAL     ] Loaded configuration for AMRN: 4 features, 80.0% accuracy
[2025-12-09T20:35:37.364551] [DEBUG] [LOCAL     ] Loaded configuration for HZO: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.364647] [DEBUG] [LOCAL     ] Loaded configuration for ENSG: 4 features, 70.0% accuracy
[2025-12-09T20:35:37.364886] [DEBUG] [LOCAL     ] Loaded configuration for GLSI: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.365141] [DEBUG] [LOCAL     ] Loaded configuration for RMBI: 4 features, 100.0% accuracy
[2025-12-09T20:35:37.365426] [DEBUG] [LOCAL     ] Loaded configuration for BOF: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.365726] [DEBUG] [LOCAL     ] Loaded configuration for FROG: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.365811] [DEBUG] [LOCAL     ] Loaded configuration for JAGX: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.366090] [DEBUG] [LOCAL     ] Loaded configuration for DSL: 0 features, 60.0% accuracy
[2025-12-09T20:35:37.366375] [DEBUG] [LOCAL     ] Loaded configuration for GSK: 1 features, 90.0% accuracy
[2025-12-09T20:35:37.366668] [DEBUG] [LOCAL     ] Loaded configuration for NTRSO: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.366903] [DEBUG] [LOCAL     ] Loaded configuration for NIM: 0 features, 70.0% accuracy
[2025-12-09T20:35:37.367133] [DEBUG] [LOCAL     ] Loaded configuration for AMWD: 0 features, 70.0% accuracy
[2025-12-09T20:35:37.367381] [DEBUG] [LOCAL     ] Loaded configuration for VICI: 4 features, 80.0% accuracy
[2025-12-09T20:35:37.367671] [DEBUG] [LOCAL     ] Loaded configuration for DK: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.367910] [DEBUG] [LOCAL     ] Loaded configuration for DDL: 1 features, 80.0% accuracy
[2025-12-09T20:35:37.367976] [DEBUG] [LOCAL     ] Loaded configuration for HFFG: 0 features, 60.0% accuracy
[2025-12-09T20:35:37.368255] [DEBUG] [LOCAL     ] Loaded configuration for TIL: 3 features, 70.0% accuracy
[2025-12-09T20:35:37.368322] [DEBUG] [LOCAL     ] Loaded configuration for GHRS: 7 features, 90.0% accuracy
[2025-12-09T20:35:37.368597] [DEBUG] [LOCAL     ] Loaded configuration for LWLG: 1 features, 60.0% accuracy
[2025-12-09T20:35:37.368885] [DEBUG] [LOCAL     ] Loaded configuration for SAIA: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.369119] [DEBUG] [LOCAL     ] Loaded configuration for PBH: 1 features, 80.0% accuracy
[2025-12-09T20:35:37.369434] [DEBUG] [LOCAL     ] Loaded configuration for PRI: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.369696] [DEBUG] [LOCAL     ] Loaded configuration for BBUC: 2 features, 50.0% accuracy
[2025-12-09T20:35:37.369984] [DEBUG] [LOCAL     ] Loaded configuration for AWP: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.370050] [DEBUG] [LOCAL     ] Loaded configuration for AHCO: 2 features, 60.0% accuracy
[2025-12-09T20:35:37.370333] [DEBUG] [LOCAL     ] Loaded configuration for ESE: 3 features, 60.0% accuracy
[2025-12-09T20:35:37.370619] [DEBUG] [LOCAL     ] Loaded configuration for STOK: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.370903] [DEBUG] [LOCAL     ] Loaded configuration for HOOD: 4 features, 80.0% accuracy
[2025-12-09T20:35:37.371189] [DEBUG] [LOCAL     ] Loaded configuration for WRBY: 3 features, 70.0% accuracy
[2025-12-09T20:35:37.371441] [DEBUG] [LOCAL     ] Loaded configuration for WGMI: 4 features, 60.0% accuracy
[2025-12-09T20:35:37.371728] [DEBUG] [LOCAL     ] Loaded configuration for FCN: 3 features, 70.0% accuracy
[2025-12-09T20:35:37.371962] [DEBUG] [LOCAL     ] Loaded configuration for GTLB: 1 features, 60.0% accuracy
[2025-12-09T20:35:37.372197] [DEBUG] [LOCAL     ] Loaded configuration for GAM: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.372482] [DEBUG] [LOCAL     ] Loaded configuration for LILAK: 1 features, 60.0% accuracy
[2025-12-09T20:35:37.372774] [DEBUG] [LOCAL     ] Loaded configuration for SSNC: 4 features, 90.0% accuracy
[2025-12-09T20:35:37.373058] [DEBUG] [LOCAL     ] Loaded configuration for RUN: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.373343] [DEBUG] [LOCAL     ] Loaded configuration for GFL: 1 features, 80.0% accuracy
[2025-12-09T20:35:37.373614] [DEBUG] [LOCAL     ] Loaded configuration for YTRA: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.373872] [DEBUG] [LOCAL     ] Loaded configuration for RSG: 1 features, 80.0% accuracy
[2025-12-09T20:35:37.374154] [DEBUG] [LOCAL     ] Loaded configuration for NVMI: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.374404] [DEBUG] [LOCAL     ] Loaded configuration for SKRE: 3 features, 90.0% accuracy
[2025-12-09T20:35:37.374690] [DEBUG] [LOCAL     ] Loaded configuration for MVBF: 1 features, 60.0% accuracy
[2025-12-09T20:35:37.374947] [DEBUG] [LOCAL     ] Loaded configuration for HTGC: 1 features, 60.0% accuracy
[2025-12-09T20:35:37.375248] [DEBUG] [LOCAL     ] Loaded configuration for CSIQ: 4 features, 80.0% accuracy
[2025-12-09T20:35:37.375483] [DEBUG] [LOCAL     ] Loaded configuration for IFN: 3 features, 70.0% accuracy
[2025-12-09T20:35:37.375787] [DEBUG] [LOCAL     ] Loaded configuration for SFLO: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.376048] [DEBUG] [LOCAL     ] Loaded configuration for MYN: 1 features, 100.0% accuracy
[2025-12-09T20:35:37.376116] [DEBUG] [LOCAL     ] Loaded configuration for HELE: 1 features, 90.0% accuracy
[2025-12-09T20:35:37.376345] [DEBUG] [LOCAL     ] Loaded configuration for ATHM: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.376640] [DEBUG] [LOCAL     ] Loaded configuration for DECK: 4 features, 80.0% accuracy
[2025-12-09T20:35:37.376728] [DEBUG] [LOCAL     ] Loaded configuration for HRMY: 4 features, 90.0% accuracy
[2025-12-09T20:35:37.376787] [DEBUG] [LOCAL     ] Loaded configuration for EMBC: 3 features, 100.0% accuracy
[2025-12-09T20:35:37.377014] [DEBUG] [LOCAL     ] Loaded configuration for GNK: 2 features, 50.0% accuracy
[2025-12-09T20:35:37.377297] [DEBUG] [LOCAL     ] Loaded configuration for SMFG: 1 features, 90.0% accuracy
[2025-12-09T20:35:37.377540] [DEBUG] [LOCAL     ] Loaded configuration for BGX: 5 features, 90.0% accuracy
[2025-12-09T20:35:37.377799] [DEBUG] [LOCAL     ] Loaded configuration for ASML: 2 features, 90.0% accuracy
[2025-12-09T20:35:37.378083] [DEBUG] [LOCAL     ] Loaded configuration for APPN: 5 features, 70.0% accuracy
[2025-12-09T20:35:37.378149] [DEBUG] [LOCAL     ] Loaded configuration for USIG: 4 features, 80.0% accuracy
[2025-12-09T20:35:37.378421] [DEBUG] [LOCAL     ] Loaded configuration for NRIM: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.378704] [DEBUG] [LOCAL     ] Loaded configuration for MGRC: 3 features, 70.0% accuracy
[2025-12-09T20:35:37.378942] [DEBUG] [LOCAL     ] Loaded configuration for DNA: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.379223] [DEBUG] [LOCAL     ] Loaded configuration for MODL: 4 features, 80.0% accuracy
[2025-12-09T20:35:37.379511] [DEBUG] [LOCAL     ] Loaded configuration for KMPB: 5 features, 80.0% accuracy
[2025-12-09T20:35:37.380009] [DEBUG] [LOCAL     ] Loaded configuration for TNDM: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.380801] [DEBUG] [LOCAL     ] Loaded configuration for FTGS: 3 features, 90.0% accuracy
[2025-12-09T20:35:37.381151] [DEBUG] [LOCAL     ] Loaded configuration for BLZE: 3 features, 90.0% accuracy
[2025-12-09T20:35:37.381244] [DEBUG] [LOCAL     ] Loaded configuration for GCMG: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.381608] [DEBUG] [LOCAL     ] Loaded configuration for SMH: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.381925] [DEBUG] [LOCAL     ] Loaded configuration for OEC: 0 features, 80.0% accuracy
[2025-12-09T20:35:37.382227] [DEBUG] [LOCAL     ] Loaded configuration for FALN: 4 features, 80.0% accuracy
[2025-12-09T20:35:37.382593] [DEBUG] [LOCAL     ] Loaded configuration for HLMN: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.383050] [DEBUG] [LOCAL     ] Loaded configuration for REPL: 0 features, 70.0% accuracy
[2025-12-09T20:35:37.383370] [DEBUG] [LOCAL     ] Loaded configuration for NFE: 0 features, 80.0% accuracy
[2025-12-09T20:35:37.383701] [DEBUG] [LOCAL     ] Loaded configuration for TCMD: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.383995] [DEBUG] [LOCAL     ] Loaded configuration for CCB: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.384332] [DEBUG] [LOCAL     ] Loaded configuration for MSGM: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.384611] [DEBUG] [LOCAL     ] Loaded configuration for ALSN: 1 features, 80.0% accuracy
[2025-12-09T20:35:37.385019] [DEBUG] [LOCAL     ] Loaded configuration for NTRB: 1 features, 100.0% accuracy
[2025-12-09T20:35:37.385295] [DEBUG] [LOCAL     ] Loaded configuration for NTB: 2 features, 90.0% accuracy
[2025-12-09T20:35:37.385619] [DEBUG] [LOCAL     ] Loaded configuration for STKL: 3 features, 90.0% accuracy
[2025-12-09T20:35:37.385903] [DEBUG] [LOCAL     ] Loaded configuration for EWCZ: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.386185] [DEBUG] [LOCAL     ] Loaded configuration for EVRG: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.386257] [DEBUG] [LOCAL     ] Loaded configuration for EXAS: 3 features, 70.0% accuracy
[2025-12-09T20:35:37.386512] [DEBUG] [LOCAL     ] Loaded configuration for SPGI: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.386605] [DEBUG] [LOCAL     ] Loaded configuration for PI: 3 features, 50.0% accuracy
[2025-12-09T20:35:37.386903] [DEBUG] [LOCAL     ] Loaded configuration for OSBC: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.387140] [DEBUG] [LOCAL     ] Loaded configuration for SCD: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.387377] [DEBUG] [LOCAL     ] Loaded configuration for KTB: 5 features, 90.0% accuracy
[2025-12-09T20:35:37.387654] [DEBUG] [LOCAL     ] Loaded configuration for MELI: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.387901] [DEBUG] [LOCAL     ] Loaded configuration for EOI: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.388191] [DEBUG] [LOCAL     ] Loaded configuration for NCZ: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.388431] [DEBUG] [LOCAL     ] Loaded configuration for LNN: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.388681] [DEBUG] [LOCAL     ] Loaded configuration for GKOS: 2 features, 60.0% accuracy
[2025-12-09T20:35:37.388972] [DEBUG] [LOCAL     ] Loaded configuration for TBI: 4 features, 90.0% accuracy
[2025-12-09T20:35:37.389261] [DEBUG] [LOCAL     ] Loaded configuration for NVA: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.389551] [DEBUG] [LOCAL     ] Loaded configuration for JLL: 5 features, 90.0% accuracy
[2025-12-09T20:35:37.389873] [DEBUG] [LOCAL     ] Loaded configuration for NICE: 3 features, 70.0% accuracy
[2025-12-09T20:35:37.390178] [DEBUG] [LOCAL     ] Loaded configuration for HPQ: 2 features, 90.0% accuracy
[2025-12-09T20:35:37.390248] [DEBUG] [LOCAL     ] Loaded configuration for CHCO: 2 features, 90.0% accuracy
[2025-12-09T20:35:37.390482] [DEBUG] [LOCAL     ] Loaded configuration for AON: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.390724] [DEBUG] [LOCAL     ] Loaded configuration for NCLH: 5 features, 90.0% accuracy
[2025-12-09T20:35:37.390960] [DEBUG] [LOCAL     ] Loaded configuration for UL: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.391213] [DEBUG] [LOCAL     ] Loaded configuration for FEP: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.391288] [DEBUG] [LOCAL     ] Loaded configuration for CHKP: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.391568] [DEBUG] [LOCAL     ] Loaded configuration for PSNL: 4 features, 90.0% accuracy
[2025-12-09T20:35:37.391711] [DEBUG] [LOCAL     ] Loaded configuration for CRNC: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.392002] [DEBUG] [LOCAL     ] Loaded configuration for FCF: 3 features, 90.0% accuracy
[2025-12-09T20:35:37.392288] [DEBUG] [LOCAL     ] Loaded configuration for CQP: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.392524] [DEBUG] [LOCAL     ] Loaded configuration for SOL: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.392802] [DEBUG] [LOCAL     ] Loaded configuration for OZKAP: 4 features, 70.0% accuracy
[2025-12-09T20:35:37.393056] [DEBUG] [LOCAL     ] Loaded configuration for VFS: 3 features, 60.0% accuracy
[2025-12-09T20:35:37.393313] [DEBUG] [LOCAL     ] Loaded configuration for APEI: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.393617] [DEBUG] [LOCAL     ] Loaded configuration for MRVI: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.393860] [DEBUG] [LOCAL     ] Loaded configuration for BEKE: 6 features, 80.0% accuracy
[2025-12-09T20:35:37.394114] [DEBUG] [LOCAL     ] Loaded configuration for AVNS: 1 features, 80.0% accuracy
[2025-12-09T20:35:37.394402] [DEBUG] [LOCAL     ] Loaded configuration for WIX: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.394641] [DEBUG] [LOCAL     ] Loaded configuration for CVI: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.394712] [DEBUG] [LOCAL     ] Loaded configuration for DMRC: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.394989] [DEBUG] [LOCAL     ] Loaded configuration for IZEA: 1 features, 100.0% accuracy
[2025-12-09T20:35:37.395229] [DEBUG] [LOCAL     ] Loaded configuration for NBXG: 4 features, 60.0% accuracy
[2025-12-09T20:35:37.395512] [DEBUG] [LOCAL     ] Loaded configuration for QCOM: 2 features, 90.0% accuracy
[2025-12-09T20:35:37.395776] [DEBUG] [LOCAL     ] Loaded configuration for CNQ: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.396174] [DEBUG] [LOCAL     ] Loaded configuration for APVO: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.396418] [DEBUG] [LOCAL     ] Loaded configuration for VZ: 3 features, 60.0% accuracy
[2025-12-09T20:35:37.396722] [DEBUG] [LOCAL     ] Loaded configuration for AMH: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.396960] [DEBUG] [LOCAL     ] Loaded configuration for DOCS: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.397195] [DEBUG] [LOCAL     ] Loaded configuration for DTE: 0 features, 70.0% accuracy
[2025-12-09T20:35:37.397265] [DEBUG] [LOCAL     ] Loaded configuration for ERIE: 2 features, 90.0% accuracy
[2025-12-09T20:35:37.397327] [DEBUG] [LOCAL     ] Loaded configuration for SNPS: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.397598] [DEBUG] [LOCAL     ] Loaded configuration for NGS: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.397851] [DEBUG] [LOCAL     ] Loaded configuration for BAC: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.398092] [DEBUG] [LOCAL     ] Loaded configuration for TPH: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.398393] [DEBUG] [LOCAL     ] Loaded configuration for HEQ: 3 features, 70.0% accuracy
[2025-12-09T20:35:37.398722] [DEBUG] [LOCAL     ] Loaded configuration for MORN: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.398992] [DEBUG] [LOCAL     ] Loaded configuration for MBWM: 4 features, 90.0% accuracy
[2025-12-09T20:35:37.399268] [DEBUG] [LOCAL     ] Loaded configuration for HBANP: 2 features, 60.0% accuracy
[2025-12-09T20:35:37.399519] [DEBUG] [LOCAL     ] Loaded configuration for SSB: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.399850] [DEBUG] [LOCAL     ] Loaded configuration for TK: 3 features, 70.0% accuracy
[2025-12-09T20:35:37.400094] [DEBUG] [LOCAL     ] Loaded configuration for NVGS: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.400343] [DEBUG] [LOCAL     ] Loaded configuration for ISD: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.400607] [DEBUG] [LOCAL     ] Loaded configuration for FLXS: 3 features, 60.0% accuracy
[2025-12-09T20:35:37.400908] [DEBUG] [LOCAL     ] Loaded configuration for SLP: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.401005] [DEBUG] [LOCAL     ] Loaded configuration for III: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.401295] [DEBUG] [LOCAL     ] Loaded configuration for PMM: 4 features, 70.0% accuracy
[2025-12-09T20:35:37.401532] [DEBUG] [LOCAL     ] Loaded configuration for WFG: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.401804] [DEBUG] [LOCAL     ] Loaded configuration for AVY: 1 features, 40.0% accuracy
[2025-12-09T20:35:37.401903] [DEBUG] [LOCAL     ] Loaded configuration for HG: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.402196] [DEBUG] [LOCAL     ] Loaded configuration for MNTK: 3 features, 70.0% accuracy
[2025-12-09T20:35:37.402907] [DEBUG] [LOCAL     ] Loaded configuration for SENEA: 1 features, 90.0% accuracy
[2025-12-09T20:35:37.403201] [DEBUG] [LOCAL     ] Loaded configuration for CRTO: 1 features, 100.0% accuracy
[2025-12-09T20:35:37.403530] [DEBUG] [LOCAL     ] Loaded configuration for CALC: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.403872] [DEBUG] [LOCAL     ] Loaded configuration for SPOK: 4 features, 90.0% accuracy
[2025-12-09T20:35:37.404189] [DEBUG] [LOCAL     ] Loaded configuration for AXTA: 3 features, 70.0% accuracy
[2025-12-09T20:35:37.404458] [DEBUG] [LOCAL     ] Loaded configuration for NMFC: 0 features, 70.0% accuracy
[2025-12-09T20:35:37.404702] [DEBUG] [LOCAL     ] Loaded configuration for MYI: 4 features, 70.0% accuracy
[2025-12-09T20:35:37.404941] [DEBUG] [LOCAL     ] Loaded configuration for LDP: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.405179] [DEBUG] [LOCAL     ] Loaded configuration for CXE: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.405472] [DEBUG] [LOCAL     ] Loaded configuration for DY: 4 features, 70.0% accuracy
[2025-12-09T20:35:37.405726] [DEBUG] [LOCAL     ] Loaded configuration for FORM: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.406013] [DEBUG] [LOCAL     ] Loaded configuration for CENX: 3 features, 60.0% accuracy
[2025-12-09T20:35:37.406302] [DEBUG] [LOCAL     ] Loaded configuration for WLDN: 1 features, 50.0% accuracy
[2025-12-09T20:35:37.406548] [DEBUG] [LOCAL     ] Loaded configuration for DBL: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.406816] [DEBUG] [LOCAL     ] Loaded configuration for CASH: 1 features, 80.0% accuracy
[2025-12-09T20:35:37.407071] [DEBUG] [LOCAL     ] Loaded configuration for CRUS: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.407142] [DEBUG] [LOCAL     ] Loaded configuration for ADSE: 0 features, 80.0% accuracy
[2025-12-09T20:35:37.407421] [DEBUG] [LOCAL     ] Loaded configuration for LECO: 2 features, 90.0% accuracy
[2025-12-09T20:35:37.407687] [DEBUG] [LOCAL     ] Loaded configuration for STAG: 0 features, 60.0% accuracy
[2025-12-09T20:35:37.407924] [DEBUG] [LOCAL     ] Loaded configuration for BTCS: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.408160] [DEBUG] [LOCAL     ] Loaded configuration for BLX: 5 features, 100.0% accuracy
[2025-12-09T20:35:37.408444] [DEBUG] [LOCAL     ] Loaded configuration for LIF: 4 features, 60.0% accuracy
[2025-12-09T20:35:37.408511] [DEBUG] [LOCAL     ] Loaded configuration for LBRDK: 1 features, 80.0% accuracy
[2025-12-09T20:35:37.408781] [DEBUG] [LOCAL     ] Loaded configuration for IMTX: 0 features, 70.0% accuracy
[2025-12-09T20:35:37.408849] [DEBUG] [LOCAL     ] Loaded configuration for EVCM: 5 features, 70.0% accuracy
[2025-12-09T20:35:37.409135] [DEBUG] [LOCAL     ] Loaded configuration for EMB: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.409419] [DEBUG] [LOCAL     ] Loaded configuration for BYM: 3 features, 60.0% accuracy
[2025-12-09T20:35:37.409486] [DEBUG] [LOCAL     ] Loaded configuration for PHO: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.409766] [DEBUG] [LOCAL     ] Loaded configuration for DAL: 0 features, 60.0% accuracy
[2025-12-09T20:35:37.409833] [DEBUG] [LOCAL     ] Loaded configuration for AMBA: 4 features, 90.0% accuracy
[2025-12-09T20:35:37.410057] [DEBUG] [LOCAL     ] Loaded configuration for SAH: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.410122] [DEBUG] [LOCAL     ] Loaded configuration for CPIX: 2 features, 90.0% accuracy
[2025-12-09T20:35:37.410347] [DEBUG] [LOCAL     ] Loaded configuration for ATLCZ: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.410633] [DEBUG] [LOCAL     ] Loaded configuration for BROS: 5 features, 90.0% accuracy
[2025-12-09T20:35:37.410910] [DEBUG] [LOCAL     ] Loaded configuration for CRESY: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.411142] [DEBUG] [LOCAL     ] Loaded configuration for CC: 1 features, 80.0% accuracy
[2025-12-09T20:35:37.411447] [DEBUG] [LOCAL     ] Loaded configuration for DEA: 3 features, 90.0% accuracy
[2025-12-09T20:35:37.411705] [DEBUG] [LOCAL     ] Loaded configuration for EXFY: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.411938] [DEBUG] [LOCAL     ] Loaded configuration for PCM: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.412218] [DEBUG] [LOCAL     ] Loaded configuration for CMSA: 3 features, 90.0% accuracy
[2025-12-09T20:35:37.412465] [DEBUG] [LOCAL     ] Loaded configuration for ONEQ: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.412746] [DEBUG] [LOCAL     ] Loaded configuration for UTZ: 0 features, 70.0% accuracy
[2025-12-09T20:35:37.412981] [DEBUG] [LOCAL     ] Loaded configuration for CBAN: 1 features, 80.0% accuracy
[2025-12-09T20:35:37.413263] [DEBUG] [LOCAL     ] Loaded configuration for SLB: 3 features, 70.0% accuracy
[2025-12-09T20:35:37.413501] [DEBUG] [LOCAL     ] Loaded configuration for BRY: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.413600] [DEBUG] [LOCAL     ] Loaded configuration for DPZ: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.413833] [DEBUG] [LOCAL     ] Loaded configuration for VGM: 1 features, 80.0% accuracy
[2025-12-09T20:35:37.414121] [DEBUG] [LOCAL     ] Loaded configuration for MRCC: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.414411] [DEBUG] [LOCAL     ] Loaded configuration for SPXC: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.414650] [DEBUG] [LOCAL     ] Loaded configuration for HSBC: 2 features, 90.0% accuracy
[2025-12-09T20:35:37.414905] [DEBUG] [LOCAL     ] Loaded configuration for GLUE: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.415150] [DEBUG] [LOCAL     ] Loaded configuration for NOG: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.415441] [DEBUG] [LOCAL     ] Loaded configuration for TRTX: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.415508] [DEBUG] [LOCAL     ] Loaded configuration for GGAL: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.415789] [DEBUG] [LOCAL     ] Loaded configuration for PESI: 0 features, 80.0% accuracy
[2025-12-09T20:35:37.416034] [DEBUG] [LOCAL     ] Loaded configuration for SHG: 4 features, 80.0% accuracy
[2025-12-09T20:35:37.416277] [DEBUG] [LOCAL     ] Loaded configuration for SLF: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.416562] [DEBUG] [LOCAL     ] Loaded configuration for KRC: 3 features, 70.0% accuracy
[2025-12-09T20:35:37.416883] [DEBUG] [LOCAL     ] Loaded configuration for SKY: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.417122] [DEBUG] [LOCAL     ] Loaded configuration for GMM: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.417374] [DEBUG] [LOCAL     ] Loaded configuration for NATH: 4 features, 90.0% accuracy
[2025-12-09T20:35:37.417664] [DEBUG] [LOCAL     ] Loaded configuration for BDJ: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.417920] [DEBUG] [LOCAL     ] Loaded configuration for TLS: 3 features, 70.0% accuracy
[2025-12-09T20:35:37.418225] [DEBUG] [LOCAL     ] Loaded configuration for MTSI: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.418535] [DEBUG] [LOCAL     ] Loaded configuration for ALEC: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.418852] [DEBUG] [LOCAL     ] Loaded configuration for MAS: 0 features, 80.0% accuracy
[2025-12-09T20:35:37.419090] [DEBUG] [LOCAL     ] Loaded configuration for SITC: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.419330] [DEBUG] [LOCAL     ] Loaded configuration for CUBE: 3 features, 60.0% accuracy
[2025-12-09T20:35:37.419628] [DEBUG] [LOCAL     ] Loaded configuration for SGRY: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.419917] [DEBUG] [LOCAL     ] Loaded configuration for GEVO: 1 features, 60.0% accuracy
[2025-12-09T20:35:37.420160] [DEBUG] [LOCAL     ] Loaded configuration for PERF: 3 features, 70.0% accuracy
[2025-12-09T20:35:37.420768] [DEBUG] [LOCAL     ] Loaded configuration for SSL: 2 features, 60.0% accuracy
[2025-12-09T20:35:37.421062] [DEBUG] [LOCAL     ] Loaded configuration for RAY: 1 features, 80.0% accuracy
[2025-12-09T20:35:37.421349] [DEBUG] [LOCAL     ] Loaded configuration for VERA: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.421624] [DEBUG] [LOCAL     ] Loaded configuration for CORZ: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.421959] [DEBUG] [LOCAL     ] Loaded configuration for CCNE: 1 features, 90.0% accuracy
[2025-12-09T20:35:37.422251] [DEBUG] [LOCAL     ] Loaded configuration for PYXS: 5 features, 80.0% accuracy
[2025-12-09T20:35:37.422559] [DEBUG] [LOCAL     ] Loaded configuration for IBP: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.422660] [DEBUG] [LOCAL     ] Loaded configuration for EHTH: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.422895] [DEBUG] [LOCAL     ] Loaded configuration for FUL: 3 features, 70.0% accuracy
[2025-12-09T20:35:37.423154] [DEBUG] [LOCAL     ] Loaded configuration for FNLC: 0 features, 80.0% accuracy
[2025-12-09T20:35:37.423400] [DEBUG] [LOCAL     ] Loaded configuration for DLY: 3 features, 70.0% accuracy
[2025-12-09T20:35:37.423650] [DEBUG] [LOCAL     ] Loaded configuration for CSAN: 1 features, 60.0% accuracy
[2025-12-09T20:35:37.423895] [DEBUG] [LOCAL     ] Loaded configuration for BCYC: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.424153] [DEBUG] [LOCAL     ] Loaded configuration for METD: 4 features, 80.0% accuracy
[2025-12-09T20:35:37.424453] [DEBUG] [LOCAL     ] Loaded configuration for BUSE: 2 features, 90.0% accuracy
[2025-12-09T20:35:37.424761] [DEBUG] [LOCAL     ] Loaded configuration for KHC: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.425054] [DEBUG] [LOCAL     ] Loaded configuration for PEGA: 2 features, 90.0% accuracy
[2025-12-09T20:35:37.425347] [DEBUG] [LOCAL     ] Loaded configuration for PMVP: 0 features, 90.0% accuracy
[2025-12-09T20:35:37.425417] [DEBUG] [LOCAL     ] Loaded configuration for GLNG: 5 features, 80.0% accuracy
[2025-12-09T20:35:37.425481] [DEBUG] [LOCAL     ] Loaded configuration for ABVC: 1 features, 80.0% accuracy
[2025-12-09T20:35:37.425712] [DEBUG] [LOCAL     ] Loaded configuration for CDP: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.426004] [DEBUG] [LOCAL     ] Loaded configuration for MRX: 3 features, 90.0% accuracy
[2025-12-09T20:35:37.426292] [DEBUG] [LOCAL     ] Loaded configuration for SAMG: 0 features, 50.0% accuracy
[2025-12-09T20:35:37.426526] [DEBUG] [LOCAL     ] Loaded configuration for NVRI: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.426849] [DEBUG] [LOCAL     ] Loaded configuration for USMC: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.427116] [DEBUG] [LOCAL     ] Loaded configuration for EVGO: 1 features, 100.0% accuracy
[2025-12-09T20:35:37.427406] [DEBUG] [LOCAL     ] Loaded configuration for TKC: 3 features, 70.0% accuracy
[2025-12-09T20:35:37.427649] [DEBUG] [LOCAL     ] Loaded configuration for BMA: 2 features, 50.0% accuracy
[2025-12-09T20:35:37.427895] [DEBUG] [LOCAL     ] Loaded configuration for SLGN: 5 features, 80.0% accuracy
[2025-12-09T20:35:37.428155] [DEBUG] [LOCAL     ] Loaded configuration for BKD: 4 features, 100.0% accuracy
[2025-12-09T20:35:37.428466] [DEBUG] [LOCAL     ] Loaded configuration for PAM: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.428764] [DEBUG] [LOCAL     ] Loaded configuration for SRG: 0 features, 80.0% accuracy
[2025-12-09T20:35:37.429003] [DEBUG] [LOCAL     ] Loaded configuration for MNSO: 3 features, 90.0% accuracy
[2025-12-09T20:35:37.429292] [DEBUG] [LOCAL     ] Loaded configuration for ENTA: 3 features, 70.0% accuracy
[2025-12-09T20:35:37.429528] [DEBUG] [LOCAL     ] Loaded configuration for DOCN: 2 features, 90.0% accuracy
[2025-12-09T20:35:37.429809] [DEBUG] [LOCAL     ] Loaded configuration for ONCO: 4 features, 60.0% accuracy
[2025-12-09T20:35:37.430095] [DEBUG] [LOCAL     ] Loaded configuration for NI: 3 features, 70.0% accuracy
[2025-12-09T20:35:37.430381] [DEBUG] [LOCAL     ] Loaded configuration for CMPS: 3 features, 90.0% accuracy
[2025-12-09T20:35:37.430627] [DEBUG] [LOCAL     ] Loaded configuration for VUZI: 3 features, 90.0% accuracy
[2025-12-09T20:35:37.430701] [DEBUG] [LOCAL     ] Loaded configuration for BYSI: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.430950] [DEBUG] [LOCAL     ] Loaded configuration for SNDX: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.431188] [DEBUG] [LOCAL     ] Loaded configuration for CNA: 1 features, 20.0% accuracy
[2025-12-09T20:35:37.431426] [DEBUG] [LOCAL     ] Loaded configuration for IBTM: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.431711] [DEBUG] [LOCAL     ] Loaded configuration for ZION: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.431998] [DEBUG] [LOCAL     ] Loaded configuration for MRTN: 3 features, 70.0% accuracy
[2025-12-09T20:35:37.432283] [DEBUG] [LOCAL     ] Loaded configuration for PFSI: 3 features, 70.0% accuracy
[2025-12-09T20:35:37.432587] [DEBUG] [LOCAL     ] Loaded configuration for PDX: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.432676] [DEBUG] [LOCAL     ] Loaded configuration for BSVN: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.432958] [DEBUG] [LOCAL     ] Loaded configuration for OKYO: 0 features, 80.0% accuracy
[2025-12-09T20:35:37.433204] [DEBUG] [LOCAL     ] Loaded configuration for AIQ: 6 features, 80.0% accuracy
[2025-12-09T20:35:37.433491] [DEBUG] [LOCAL     ] Loaded configuration for RFM: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.433732] [DEBUG] [LOCAL     ] Loaded configuration for GSM: 1 features, 80.0% accuracy
[2025-12-09T20:35:37.433986] [DEBUG] [LOCAL     ] Loaded configuration for DLPN: 4 features, 70.0% accuracy
[2025-12-09T20:35:37.434227] [DEBUG] [LOCAL     ] Loaded configuration for WABC: 1 features, 80.0% accuracy
[2025-12-09T20:35:37.434297] [DEBUG] [LOCAL     ] Loaded configuration for EEMA: 2 features, 40.0% accuracy
[2025-12-09T20:35:37.434540] [DEBUG] [LOCAL     ] Loaded configuration for IBBQ: 1 features, 60.0% accuracy
[2025-12-09T20:35:37.434812] [DEBUG] [LOCAL     ] Loaded configuration for FTK: 1 features, 80.0% accuracy
[2025-12-09T20:35:37.435098] [DEBUG] [LOCAL     ] Loaded configuration for CPNG: 4 features, 90.0% accuracy
[2025-12-09T20:35:37.435383] [DEBUG] [LOCAL     ] Loaded configuration for CMG: 6 features, 80.0% accuracy
[2025-12-09T20:35:37.435623] [DEBUG] [LOCAL     ] Loaded configuration for MSCI: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.435872] [DEBUG] [LOCAL     ] Loaded configuration for ALRS: 2 features, 90.0% accuracy
[2025-12-09T20:35:37.436184] [DEBUG] [LOCAL     ] Loaded configuration for EEX: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.436279] [DEBUG] [LOCAL     ] Loaded configuration for LPTH: 1 features, 90.0% accuracy
[2025-12-09T20:35:37.436595] [DEBUG] [LOCAL     ] Loaded configuration for GOOS: 4 features, 90.0% accuracy
[2025-12-09T20:35:37.436855] [DEBUG] [LOCAL     ] Loaded configuration for EWBC: 1 features, 60.0% accuracy
[2025-12-09T20:35:37.437091] [DEBUG] [LOCAL     ] Loaded configuration for BTAI: 1 features, 80.0% accuracy
[2025-12-09T20:35:37.437325] [DEBUG] [LOCAL     ] Loaded configuration for JRI: 2 features, 60.0% accuracy
[2025-12-09T20:35:37.437601] [DEBUG] [LOCAL     ] Loaded configuration for KOP: 0 features, 90.0% accuracy
[2025-12-09T20:35:37.437911] [DEBUG] [LOCAL     ] Loaded configuration for JBGS: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.438150] [DEBUG] [LOCAL     ] Loaded configuration for ASIX: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.438448] [DEBUG] [LOCAL     ] Loaded configuration for DE: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.438889] [DEBUG] [LOCAL     ] Loaded configuration for USVM: 1 features, 90.0% accuracy
[2025-12-09T20:35:37.438968] [DEBUG] [LOCAL     ] Loaded configuration for ECX: 4 features, 80.0% accuracy
[2025-12-09T20:35:37.439233] [DEBUG] [LOCAL     ] Loaded configuration for TPL: 1 features, 90.0% accuracy
[2025-12-09T20:35:37.439494] [DEBUG] [LOCAL     ] Loaded configuration for PIM: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.439817] [DEBUG] [LOCAL     ] Loaded configuration for SBGI: 3 features, 70.0% accuracy
[2025-12-09T20:35:37.440106] [DEBUG] [LOCAL     ] Loaded configuration for GBCI: 1 features, 80.0% accuracy
[2025-12-09T20:35:37.440419] [DEBUG] [LOCAL     ] Loaded configuration for SSSS: 4 features, 80.0% accuracy
[2025-12-09T20:35:37.440719] [DEBUG] [LOCAL     ] Loaded configuration for FYC: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.440961] [DEBUG] [LOCAL     ] Loaded configuration for EB: 1 features, 90.0% accuracy
[2025-12-09T20:35:37.441199] [DEBUG] [LOCAL     ] Loaded configuration for FSM: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.441456] [DEBUG] [LOCAL     ] Loaded configuration for SIGA: 3 features, 70.0% accuracy
[2025-12-09T20:35:37.441717] [DEBUG] [LOCAL     ] Loaded configuration for GLBS: 4 features, 90.0% accuracy
[2025-12-09T20:35:37.441973] [DEBUG] [LOCAL     ] Loaded configuration for METC: 4 features, 80.0% accuracy
[2025-12-09T20:35:37.442226] [DEBUG] [LOCAL     ] Loaded configuration for LRGE: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.442296] [DEBUG] [LOCAL     ] Loaded configuration for EM: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.442526] [DEBUG] [LOCAL     ] Loaded configuration for GPRK: 1 features, 100.0% accuracy
[2025-12-09T20:35:37.442793] [DEBUG] [LOCAL     ] Loaded configuration for LDOS: 1 features, 60.0% accuracy
[2025-12-09T20:35:37.443081] [DEBUG] [LOCAL     ] Loaded configuration for TSCO: 2 features, 100.0% accuracy
[2025-12-09T20:35:37.443321] [DEBUG] [LOCAL     ] Loaded configuration for PL: 3 features, 70.0% accuracy
[2025-12-09T20:35:37.443606] [DEBUG] [LOCAL     ] Loaded configuration for Z: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.443678] [DEBUG] [LOCAL     ] Loaded configuration for CMMB: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.443745] [DEBUG] [LOCAL     ] Loaded configuration for AMAL: 4 features, 90.0% accuracy
[2025-12-09T20:35:37.443981] [DEBUG] [LOCAL     ] Loaded configuration for BK: 0 features, 80.0% accuracy
[2025-12-09T20:35:37.444234] [DEBUG] [LOCAL     ] Loaded configuration for TUSK: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.444522] [DEBUG] [LOCAL     ] Loaded configuration for STRS: 3 features, 90.0% accuracy
[2025-12-09T20:35:37.444781] [DEBUG] [LOCAL     ] Loaded configuration for CARE: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.445067] [DEBUG] [LOCAL     ] Loaded configuration for NDRA: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.445320] [DEBUG] [LOCAL     ] Loaded configuration for TARS: 3 features, 70.0% accuracy
[2025-12-09T20:35:37.445559] [DEBUG] [LOCAL     ] Loaded configuration for LTC: 3 features, 90.0% accuracy
[2025-12-09T20:35:37.445652] [DEBUG] [LOCAL     ] Loaded configuration for USLM: 0 features, 70.0% accuracy
[2025-12-09T20:35:37.445715] [DEBUG] [LOCAL     ] Loaded configuration for LWAY: 4 features, 90.0% accuracy
[2025-12-09T20:35:37.445949] [DEBUG] [LOCAL     ] Loaded configuration for DORM: 4 features, 90.0% accuracy
[2025-12-09T20:35:37.446185] [DEBUG] [LOCAL     ] Loaded configuration for TJX: 2 features, 60.0% accuracy
[2025-12-09T20:35:37.446468] [DEBUG] [LOCAL     ] Loaded configuration for CREG: 2 features, 60.0% accuracy
[2025-12-09T20:35:37.446709] [DEBUG] [LOCAL     ] Loaded configuration for ASPI: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.446970] [DEBUG] [LOCAL     ] Loaded configuration for FLWS: 1 features, 90.0% accuracy
[2025-12-09T20:35:37.447227] [DEBUG] [LOCAL     ] Loaded configuration for WYNN: 3 features, 70.0% accuracy
[2025-12-09T20:35:37.447298] [DEBUG] [LOCAL     ] Loaded configuration for FMAO: 5 features, 80.0% accuracy
[2025-12-09T20:35:37.447548] [DEBUG] [LOCAL     ] Loaded configuration for ASTS: 1 features, 80.0% accuracy
[2025-12-09T20:35:37.447841] [DEBUG] [LOCAL     ] Loaded configuration for GIFI: 1 features, 80.0% accuracy
[2025-12-09T20:35:37.447912] [DEBUG] [LOCAL     ] Loaded configuration for LRHC: 4 features, 80.0% accuracy
[2025-12-09T20:35:37.448150] [DEBUG] [LOCAL     ] Loaded configuration for GBTG: 1 features, 60.0% accuracy
[2025-12-09T20:35:37.448451] [DEBUG] [LOCAL     ] Loaded configuration for RC: 2 features, 60.0% accuracy
[2025-12-09T20:35:37.448525] [DEBUG] [LOCAL     ] Loaded configuration for JGLO: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.448632] [DEBUG] [LOCAL     ] Loaded configuration for FWONK: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.448939] [DEBUG] [LOCAL     ] Loaded configuration for OFS: 3 features, 90.0% accuracy
[2025-12-09T20:35:37.449233] [DEBUG] [LOCAL     ] Loaded configuration for STWD: 3 features, 60.0% accuracy
[2025-12-09T20:35:37.449503] [DEBUG] [LOCAL     ] Loaded configuration for IAC: 3 features, 60.0% accuracy
[2025-12-09T20:35:37.449826] [DEBUG] [LOCAL     ] Loaded configuration for RCL: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.450075] [DEBUG] [LOCAL     ] Loaded configuration for ANIK: 2 features, 60.0% accuracy
[2025-12-09T20:35:37.450338] [DEBUG] [LOCAL     ] Loaded configuration for HDSN: 1 features, 60.0% accuracy
[2025-12-09T20:35:37.450424] [DEBUG] [LOCAL     ] Loaded configuration for DRMA: 4 features, 90.0% accuracy
[2025-12-09T20:35:37.450493] [DEBUG] [LOCAL     ] Loaded configuration for EVOK: 4 features, 60.0% accuracy
[2025-12-09T20:35:37.450765] [DEBUG] [LOCAL     ] Loaded configuration for BLNK: 0 features, 70.0% accuracy
[2025-12-09T20:35:37.451077] [DEBUG] [LOCAL     ] Loaded configuration for MRSN: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.451368] [DEBUG] [LOCAL     ] Loaded configuration for IXUS: 1 features, 80.0% accuracy
[2025-12-09T20:35:37.451658] [DEBUG] [LOCAL     ] Loaded configuration for APH: 4 features, 80.0% accuracy
[2025-12-09T20:35:37.451902] [DEBUG] [LOCAL     ] Loaded configuration for GRWG: 5 features, 80.0% accuracy
[2025-12-09T20:35:37.452147] [DEBUG] [LOCAL     ] Loaded configuration for CNNE: 3 features, 70.0% accuracy
[2025-12-09T20:35:37.452409] [DEBUG] [LOCAL     ] Loaded configuration for SOFI: 4 features, 80.0% accuracy
[2025-12-09T20:35:37.452652] [DEBUG] [LOCAL     ] Loaded configuration for CMCM: 4 features, 80.0% accuracy
[2025-12-09T20:35:37.452942] [DEBUG] [LOCAL     ] Loaded configuration for MLAB: 2 features, 90.0% accuracy
[2025-12-09T20:35:37.453184] [DEBUG] [LOCAL     ] Loaded configuration for PRLB: 0 features, 70.0% accuracy
[2025-12-09T20:35:37.453424] [DEBUG] [LOCAL     ] Loaded configuration for PGZ: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.453685] [DEBUG] [LOCAL     ] Loaded configuration for MERC: 3 features, 70.0% accuracy
[2025-12-09T20:35:37.453765] [DEBUG] [LOCAL     ] Loaded configuration for BUFC: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.454049] [DEBUG] [LOCAL     ] Loaded configuration for SUSC: 2 features, 60.0% accuracy
[2025-12-09T20:35:37.454307] [DEBUG] [LOCAL     ] Loaded configuration for LSCC: 2 features, 100.0% accuracy
[2025-12-09T20:35:37.454379] [DEBUG] [LOCAL     ] Loaded configuration for GAIN: 3 features, 90.0% accuracy
[2025-12-09T20:35:37.455412] [DEBUG] [LOCAL     ] Loaded configuration for SLRC: 1 features, 80.0% accuracy
[2025-12-09T20:35:37.455714] [DEBUG] [LOCAL     ] Loaded configuration for YUM: 3 features, 70.0% accuracy
[2025-12-09T20:35:37.457810] [DEBUG] [LOCAL     ] Loaded configuration for KRUS: 4 features, 60.0% accuracy
[2025-12-09T20:35:37.458164] [DEBUG] [LOCAL     ] Loaded configuration for NTIC: 3 features, 70.0% accuracy
[2025-12-09T20:35:37.458503] [DEBUG] [LOCAL     ] Loaded configuration for SPRO: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.458860] [DEBUG] [LOCAL     ] Loaded configuration for BRCC: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.459142] [DEBUG] [LOCAL     ] Loaded configuration for OI: 3 features, 60.0% accuracy
[2025-12-09T20:35:37.459472] [DEBUG] [LOCAL     ] Loaded configuration for PCYO: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.459755] [DEBUG] [LOCAL     ] Loaded configuration for ANDE: 4 features, 100.0% accuracy
[2025-12-09T20:35:37.460087] [DEBUG] [LOCAL     ] Loaded configuration for CSX: 5 features, 90.0% accuracy
[2025-12-09T20:35:37.460391] [DEBUG] [LOCAL     ] Loaded configuration for VNO: 1 features, 80.0% accuracy
[2025-12-09T20:35:37.460677] [DEBUG] [LOCAL     ] Loaded configuration for FBL: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.461007] [DEBUG] [LOCAL     ] Loaded configuration for PAGS: 2 features, 90.0% accuracy
[2025-12-09T20:35:37.461338] [DEBUG] [LOCAL     ] Loaded configuration for CHSCP: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.461616] [DEBUG] [LOCAL     ] Loaded configuration for AGX: 2 features, 90.0% accuracy
[2025-12-09T20:35:37.461949] [DEBUG] [LOCAL     ] Loaded configuration for SUN: 4 features, 70.0% accuracy
[2025-12-09T20:35:37.462229] [DEBUG] [LOCAL     ] Loaded configuration for GIB: 5 features, 80.0% accuracy
[2025-12-09T20:35:37.462555] [DEBUG] [LOCAL     ] Loaded configuration for DUK: 3 features, 60.0% accuracy
[2025-12-09T20:35:37.462909] [DEBUG] [LOCAL     ] Loaded configuration for SLDB: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.462989] [DEBUG] [LOCAL     ] Loaded configuration for GDC: 2 features, 90.0% accuracy
[2025-12-09T20:35:37.463269] [DEBUG] [LOCAL     ] Loaded configuration for SY: 3 features, 90.0% accuracy
[2025-12-09T20:35:37.463347] [DEBUG] [LOCAL     ] Loaded configuration for IRMD: 2 features, 90.0% accuracy
[2025-12-09T20:35:37.463410] [DEBUG] [LOCAL     ] Loaded configuration for CWEN: 0 features, 80.0% accuracy
[2025-12-09T20:35:37.463691] [DEBUG] [LOCAL     ] Loaded configuration for FIZZ: 3 features, 90.0% accuracy
[2025-12-09T20:35:37.463968] [DEBUG] [LOCAL     ] Loaded configuration for AMRX: 2 features, 100.0% accuracy
[2025-12-09T20:35:37.464247] [DEBUG] [LOCAL     ] Loaded configuration for HLX: 4 features, 70.0% accuracy
[2025-12-09T20:35:37.464593] [DEBUG] [LOCAL     ] Loaded configuration for OMAB: 3 features, 70.0% accuracy
[2025-12-09T20:35:37.464674] [DEBUG] [LOCAL     ] Loaded configuration for OS: 5 features, 80.0% accuracy
[2025-12-09T20:35:37.464962] [DEBUG] [LOCAL     ] Loaded configuration for ASX: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.465289] [DEBUG] [LOCAL     ] Loaded configuration for AEE: 1 features, 80.0% accuracy
[2025-12-09T20:35:37.465624] [DEBUG] [LOCAL     ] Loaded configuration for RBLX: 2 features, 90.0% accuracy
[2025-12-09T20:35:37.465952] [DEBUG] [LOCAL     ] Loaded configuration for ADMA: 3 features, 60.0% accuracy
[2025-12-09T20:35:37.466230] [DEBUG] [LOCAL     ] Loaded configuration for CSCO: 5 features, 60.0% accuracy
[2025-12-09T20:35:37.466506] [DEBUG] [LOCAL     ] Loaded configuration for CNI: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.466843] [DEBUG] [LOCAL     ] Loaded configuration for AMLX: 3 features, 90.0% accuracy
[2025-12-09T20:35:37.467139] [DEBUG] [LOCAL     ] Loaded configuration for TXN: 5 features, 90.0% accuracy
[2025-12-09T20:35:37.467465] [DEBUG] [LOCAL     ] Loaded configuration for EVG: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.468110] [DEBUG] [LOCAL     ] Loaded configuration for MHF: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.468473] [DEBUG] [LOCAL     ] Loaded configuration for AWRE: 1 features, 90.0% accuracy
[2025-12-09T20:35:37.468807] [DEBUG] [LOCAL     ] Loaded configuration for FID: 1 features, 80.0% accuracy
[2025-12-09T20:35:37.469091] [DEBUG] [LOCAL     ] Loaded configuration for ENIC: 2 features, 60.0% accuracy
[2025-12-09T20:35:37.469185] [DEBUG] [LOCAL     ] Loaded configuration for AVDL: 3 features, 90.0% accuracy
[2025-12-09T20:35:37.469286] [DEBUG] [LOCAL     ] Loaded configuration for PCB: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.469618] [DEBUG] [LOCAL     ] Loaded configuration for TDC: 2 features, 60.0% accuracy
[2025-12-09T20:35:37.469929] [DEBUG] [LOCAL     ] Loaded configuration for MFIC: 5 features, 80.0% accuracy
[2025-12-09T20:35:37.470273] [DEBUG] [LOCAL     ] Loaded configuration for TRUE: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.470625] [DEBUG] [LOCAL     ] Loaded configuration for GOF: 3 features, 70.0% accuracy
[2025-12-09T20:35:37.470922] [DEBUG] [LOCAL     ] Loaded configuration for PHUN: 1 features, 90.0% accuracy
[2025-12-09T20:35:37.471220] [DEBUG] [LOCAL     ] Loaded configuration for SIGI: 1 features, 80.0% accuracy
[2025-12-09T20:35:37.471550] [DEBUG] [LOCAL     ] Loaded configuration for APAM: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.471860] [DEBUG] [LOCAL     ] Loaded configuration for NWL: 3 features, 60.0% accuracy
[2025-12-09T20:35:37.472197] [DEBUG] [LOCAL     ] Loaded configuration for AEIS: 1 features, 80.0% accuracy
[2025-12-09T20:35:37.472288] [DEBUG] [LOCAL     ] Loaded configuration for BGRN: 3 features, 90.0% accuracy
[2025-12-09T20:35:37.472552] [DEBUG] [LOCAL     ] Loaded configuration for AVA: 2 features, 90.0% accuracy
[2025-12-09T20:35:37.472900] [DEBUG] [LOCAL     ] Loaded configuration for BMRN: 2 features, 90.0% accuracy
[2025-12-09T20:35:37.473225] [DEBUG] [LOCAL     ] Loaded configuration for DFIN: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.473325] [DEBUG] [LOCAL     ] Loaded configuration for CNTY: 5 features, 80.0% accuracy
[2025-12-09T20:35:37.473612] [DEBUG] [LOCAL     ] Loaded configuration for UBND: 2 features, 90.0% accuracy
[2025-12-09T20:35:37.473711] [DEBUG] [LOCAL     ] Loaded configuration for PLSE: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.474029] [DEBUG] [LOCAL     ] Loaded configuration for HMN: 0 features, 80.0% accuracy
[2025-12-09T20:35:37.474363] [DEBUG] [LOCAL     ] Loaded configuration for MEGL: 1 features, 90.0% accuracy
[2025-12-09T20:35:37.474700] [DEBUG] [LOCAL     ] Loaded configuration for IPGP: 0 features, 90.0% accuracy
[2025-12-09T20:35:37.474985] [DEBUG] [LOCAL     ] Loaded configuration for CDIO: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.475319] [DEBUG] [LOCAL     ] Loaded configuration for ADX: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.475661] [DEBUG] [LOCAL     ] Loaded configuration for QTEC: 4 features, 70.0% accuracy
[2025-12-09T20:35:37.475994] [DEBUG] [LOCAL     ] Loaded configuration for DAWN: 1 features, 60.0% accuracy
[2025-12-09T20:35:37.476334] [DEBUG] [LOCAL     ] Loaded configuration for RGNX: 3 features, 70.0% accuracy
[2025-12-09T20:35:37.476436] [DEBUG] [LOCAL     ] Loaded configuration for CVBF: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.476713] [DEBUG] [LOCAL     ] Loaded configuration for BBCP: 4 features, 90.0% accuracy
[2025-12-09T20:35:37.477001] [DEBUG] [LOCAL     ] Loaded configuration for CRL: 3 features, 70.0% accuracy
[2025-12-09T20:35:37.477283] [DEBUG] [LOCAL     ] Loaded configuration for CARG: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.477617] [DEBUG] [LOCAL     ] Loaded configuration for JPM: 1 features, 80.0% accuracy
[2025-12-09T20:35:37.477950] [DEBUG] [LOCAL     ] Loaded configuration for SUUN: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.478085] [DEBUG] [LOCAL     ] Loaded configuration for BSY: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.478178] [DEBUG] [LOCAL     ] Loaded configuration for NWFL: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.478619] [DEBUG] [LOCAL     ] Loaded configuration for KMB: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.478920] [DEBUG] [LOCAL     ] Loaded configuration for XPRO: 1 features, 90.0% accuracy
[2025-12-09T20:35:37.479228] [DEBUG] [LOCAL     ] Loaded configuration for IGIC: 3 features, 90.0% accuracy
[2025-12-09T20:35:37.479615] [DEBUG] [LOCAL     ] Loaded configuration for ATO: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.479944] [DEBUG] [LOCAL     ] Loaded configuration for UPWK: 5 features, 90.0% accuracy
[2025-12-09T20:35:37.480255] [DEBUG] [LOCAL     ] Loaded configuration for CLMB: 0 features, 50.0% accuracy
[2025-12-09T20:35:37.480558] [DEBUG] [LOCAL     ] Loaded configuration for ESPO: 1 features, 80.0% accuracy
[2025-12-09T20:35:37.480875] [DEBUG] [LOCAL     ] Loaded configuration for MOH: 2 features, 90.0% accuracy
[2025-12-09T20:35:37.481163] [DEBUG] [LOCAL     ] Loaded configuration for FC: 1 features, 90.0% accuracy
[2025-12-09T20:35:37.481489] [DEBUG] [LOCAL     ] Loaded configuration for SAVA: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.481796] [DEBUG] [LOCAL     ] Loaded configuration for SHEN: 2 features, 90.0% accuracy
[2025-12-09T20:35:37.482044] [DEBUG] [LOCAL     ] Loaded configuration for TAK: 1 features, 80.0% accuracy
[2025-12-09T20:35:37.482340] [DEBUG] [LOCAL     ] Loaded configuration for TD: 1 features, 90.0% accuracy
[2025-12-09T20:35:37.482639] [DEBUG] [LOCAL     ] Loaded configuration for NUWE: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.482944] [DEBUG] [LOCAL     ] Loaded configuration for SANM: 2 features, 90.0% accuracy
[2025-12-09T20:35:37.483272] [DEBUG] [LOCAL     ] Loaded configuration for AQMS: 1 features, 80.0% accuracy
[2025-12-09T20:35:37.483617] [DEBUG] [LOCAL     ] Loaded configuration for BCBP: 1 features, 60.0% accuracy
[2025-12-09T20:35:37.483897] [DEBUG] [LOCAL     ] Loaded configuration for KRG: 4 features, 100.0% accuracy
[2025-12-09T20:35:37.484185] [DEBUG] [LOCAL     ] Loaded configuration for NVD: 2 features, 100.0% accuracy
[2025-12-09T20:35:37.484434] [DEBUG] [LOCAL     ] Loaded configuration for CTKB: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.484718] [DEBUG] [LOCAL     ] Loaded configuration for KNTK: 5 features, 100.0% accuracy
[2025-12-09T20:35:37.485000] [DEBUG] [LOCAL     ] Loaded configuration for INSE: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.485266] [DEBUG] [LOCAL     ] Loaded configuration for ATEC: 5 features, 80.0% accuracy
[2025-12-09T20:35:37.485340] [DEBUG] [LOCAL     ] Loaded configuration for SBFM: 3 features, 60.0% accuracy
[2025-12-09T20:35:37.485593] [DEBUG] [LOCAL     ] Loaded configuration for TFPM: 5 features, 60.0% accuracy
[2025-12-09T20:35:37.485865] [DEBUG] [LOCAL     ] Loaded configuration for RIVN: 0 features, 60.0% accuracy
[2025-12-09T20:35:37.485937] [DEBUG] [LOCAL     ] Loaded configuration for ASTI: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.486169] [DEBUG] [LOCAL     ] Loaded configuration for G: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.486416] [DEBUG] [LOCAL     ] Loaded configuration for FLNC: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.486714] [DEBUG] [LOCAL     ] Loaded configuration for ROP: 0 features, 70.0% accuracy
[2025-12-09T20:35:37.486975] [DEBUG] [LOCAL     ] Loaded configuration for SNFCA: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.487214] [DEBUG] [LOCAL     ] Loaded configuration for DJCO: 6 features, 90.0% accuracy
[2025-12-09T20:35:37.487514] [DEBUG] [LOCAL     ] Loaded configuration for AUB: 1 features, 50.0% accuracy
[2025-12-09T20:35:37.487838] [DEBUG] [LOCAL     ] Loaded configuration for BYD: 5 features, 90.0% accuracy
[2025-12-09T20:35:37.488317] [DEBUG] [LOCAL     ] Loaded configuration for WIMI: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.488564] [DEBUG] [LOCAL     ] Loaded configuration for BWA: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.489021] [DEBUG] [LOCAL     ] Loaded configuration for EXPO: 1 features, 80.0% accuracy
[2025-12-09T20:35:37.489326] [DEBUG] [LOCAL     ] Loaded configuration for ING: 1 features, 90.0% accuracy
[2025-12-09T20:35:37.489617] [DEBUG] [LOCAL     ] Loaded configuration for CYN: 4 features, 80.0% accuracy
[2025-12-09T20:35:37.490036] [DEBUG] [LOCAL     ] Loaded configuration for PTEN: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.490285] [DEBUG] [LOCAL     ] Loaded configuration for APD: 1 features, 60.0% accuracy
[2025-12-09T20:35:37.490609] [DEBUG] [LOCAL     ] Loaded configuration for BEN: 2 features, 90.0% accuracy
[2025-12-09T20:35:37.490919] [DEBUG] [LOCAL     ] Loaded configuration for CAG: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.491172] [DEBUG] [LOCAL     ] Loaded configuration for DLX: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.491425] [DEBUG] [LOCAL     ] Loaded configuration for CNF: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.491669] [DEBUG] [LOCAL     ] Loaded configuration for WAFDP: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.492091] [DEBUG] [LOCAL     ] Loaded configuration for ACGL: 5 features, 60.0% accuracy
[2025-12-09T20:35:37.492383] [DEBUG] [LOCAL     ] Loaded configuration for NTLA: 5 features, 50.0% accuracy
[2025-12-09T20:35:37.492632] [DEBUG] [LOCAL     ] Loaded configuration for PFO: 4 features, 80.0% accuracy
[2025-12-09T20:35:37.493071] [DEBUG] [LOCAL     ] Loaded configuration for TFIN: 4 features, 90.0% accuracy
[2025-12-09T20:35:37.493365] [DEBUG] [LOCAL     ] Loaded configuration for CALX: 0 features, 60.0% accuracy
[2025-12-09T20:35:37.493632] [DEBUG] [LOCAL     ] Loaded configuration for OPRA: 4 features, 80.0% accuracy
[2025-12-09T20:35:37.494091] [DEBUG] [LOCAL     ] Loaded configuration for ERO: 3 features, 100.0% accuracy
[2025-12-09T20:35:37.494378] [DEBUG] [LOCAL     ] Loaded configuration for NFJ: 4 features, 70.0% accuracy
[2025-12-09T20:35:37.494640] [DEBUG] [LOCAL     ] Loaded configuration for SYRE: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.494712] [DEBUG] [LOCAL     ] Loaded configuration for JTEK: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.494960] [DEBUG] [LOCAL     ] Loaded configuration for JSMD: 3 features, 70.0% accuracy
[2025-12-09T20:35:37.495244] [DEBUG] [LOCAL     ] Loaded configuration for MKL: 5 features, 90.0% accuracy
[2025-12-09T20:35:37.495526] [DEBUG] [LOCAL     ] Loaded configuration for HURN: 0 features, 70.0% accuracy
[2025-12-09T20:35:37.495851] [DEBUG] [LOCAL     ] Loaded configuration for VSEC: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.496181] [DEBUG] [LOCAL     ] Loaded configuration for ACLX: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.496474] [DEBUG] [LOCAL     ] Loaded configuration for KZIA: 0 features, 80.0% accuracy
[2025-12-09T20:35:37.496751] [DEBUG] [LOCAL     ] Loaded configuration for BNY: 3 features, 70.0% accuracy
[2025-12-09T20:35:37.497017] [DEBUG] [LOCAL     ] Loaded configuration for GCO: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.497327] [DEBUG] [LOCAL     ] Loaded configuration for SRI: 4 features, 90.0% accuracy
[2025-12-09T20:35:37.497635] [DEBUG] [LOCAL     ] Loaded configuration for IBOC: 1 features, 80.0% accuracy
[2025-12-09T20:35:37.497907] [DEBUG] [LOCAL     ] Loaded configuration for BWIN: 3 features, 90.0% accuracy
[2025-12-09T20:35:37.498184] [DEBUG] [LOCAL     ] Loaded configuration for BJRI: 3 features, 70.0% accuracy
[2025-12-09T20:35:37.498470] [DEBUG] [LOCAL     ] Loaded configuration for TASK: 4 features, 70.0% accuracy
[2025-12-09T20:35:37.498826] [DEBUG] [LOCAL     ] Loaded configuration for RLAY: 0 features, 60.0% accuracy
[2025-12-09T20:35:37.499102] [DEBUG] [LOCAL     ] Loaded configuration for FG: 1 features, 100.0% accuracy
[2025-12-09T20:35:37.499191] [DEBUG] [LOCAL     ] Loaded configuration for MXL: 4 features, 60.0% accuracy
[2025-12-09T20:35:37.499446] [DEBUG] [LOCAL     ] Loaded configuration for DTIL: 4 features, 90.0% accuracy
[2025-12-09T20:35:37.499765] [DEBUG] [LOCAL     ] Loaded configuration for SHBI: 1 features, 40.0% accuracy
[2025-12-09T20:35:37.499876] [DEBUG] [LOCAL     ] Loaded configuration for EXPE: 4 features, 70.0% accuracy
[2025-12-09T20:35:37.500153] [DEBUG] [LOCAL     ] Loaded configuration for SMCX: 3 features, 60.0% accuracy
[2025-12-09T20:35:37.500242] [DEBUG] [LOCAL     ] Loaded configuration for OLED: 1 features, 80.0% accuracy
[2025-12-09T20:35:37.500542] [DEBUG] [LOCAL     ] Loaded configuration for AGM: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.500837] [DEBUG] [LOCAL     ] Loaded configuration for GRND: 2 features, 90.0% accuracy
[2025-12-09T20:35:37.501099] [DEBUG] [LOCAL     ] Loaded configuration for BBY: 1 features, 80.0% accuracy
[2025-12-09T20:35:37.501174] [DEBUG] [LOCAL     ] Loaded configuration for GFF: 1 features, 80.0% accuracy
[2025-12-09T20:35:37.501427] [DEBUG] [LOCAL     ] Loaded configuration for BURL: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.501736] [DEBUG] [LOCAL     ] Loaded configuration for AVB: 1 features, 90.0% accuracy
[2025-12-09T20:35:37.501999] [DEBUG] [LOCAL     ] Loaded configuration for SNEX: 1 features, 80.0% accuracy
[2025-12-09T20:35:37.502295] [DEBUG] [LOCAL     ] Loaded configuration for RBC: 1 features, 80.0% accuracy
[2025-12-09T20:35:37.502548] [DEBUG] [LOCAL     ] Loaded configuration for WTO: 2 features, 100.0% accuracy
[2025-12-09T20:35:37.502639] [DEBUG] [LOCAL     ] Loaded configuration for CXSE: 3 features, 70.0% accuracy
[2025-12-09T20:35:37.502868] [DEBUG] [LOCAL     ] Loaded configuration for HLLY: 1 features, 60.0% accuracy
[2025-12-09T20:35:37.503152] [DEBUG] [LOCAL     ] Loaded configuration for PML: 1 features, 80.0% accuracy
[2025-12-09T20:35:37.503449] [DEBUG] [LOCAL     ] Loaded configuration for FTA: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.503716] [DEBUG] [LOCAL     ] Loaded configuration for JJSF: 0 features, 60.0% accuracy
[2025-12-09T20:35:37.503956] [DEBUG] [LOCAL     ] Loaded configuration for DASH: 1 features, 90.0% accuracy
[2025-12-09T20:35:37.504195] [DEBUG] [LOCAL     ] Loaded configuration for MFC: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.504433] [DEBUG] [LOCAL     ] Loaded configuration for CIM: 4 features, 80.0% accuracy
[2025-12-09T20:35:37.504782] [DEBUG] [LOCAL     ] Loaded configuration for BNZI: 1 features, 60.0% accuracy
[2025-12-09T20:35:37.505075] [DEBUG] [LOCAL     ] Loaded configuration for QNTM: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.505360] [DEBUG] [LOCAL     ] Loaded configuration for CRIS: 4 features, 70.0% accuracy
[2025-12-09T20:35:37.505647] [DEBUG] [LOCAL     ] Loaded configuration for AMTB: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.505883] [DEBUG] [LOCAL     ] Loaded configuration for ARHS: 4 features, 90.0% accuracy
[2025-12-09T20:35:37.506169] [DEBUG] [LOCAL     ] Loaded configuration for WGS: 1 features, 60.0% accuracy
[2025-12-09T20:35:37.506423] [DEBUG] [LOCAL     ] Loaded configuration for SOCL: 4 features, 90.0% accuracy
[2025-12-09T20:35:37.506710] [DEBUG] [LOCAL     ] Loaded configuration for HY: 3 features, 100.0% accuracy
[2025-12-09T20:35:37.506966] [DEBUG] [LOCAL     ] Loaded configuration for IDXX: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.507200] [DEBUG] [LOCAL     ] Loaded configuration for ATAI: 0 features, 50.0% accuracy
[2025-12-09T20:35:37.507436] [DEBUG] [LOCAL     ] Loaded configuration for BKCH: 1 features, 80.0% accuracy
[2025-12-09T20:35:37.507521] [DEBUG] [LOCAL     ] Loaded configuration for CLFD: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.507795] [DEBUG] [LOCAL     ] Loaded configuration for PATK: 1 features, 80.0% accuracy
[2025-12-09T20:35:37.508084] [DEBUG] [LOCAL     ] Loaded configuration for CWCO: 2 features, 90.0% accuracy
[2025-12-09T20:35:37.508341] [DEBUG] [LOCAL     ] Loaded configuration for TLSI: 0 features, 50.0% accuracy
[2025-12-09T20:35:37.508631] [DEBUG] [LOCAL     ] Loaded configuration for TY: 3 features, 60.0% accuracy
[2025-12-09T20:35:37.508916] [DEBUG] [LOCAL     ] Loaded configuration for RNG: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.509210] [DEBUG] [LOCAL     ] Loaded configuration for CVKD: 1 features, 80.0% accuracy
[2025-12-09T20:35:37.509499] [DEBUG] [LOCAL     ] Loaded configuration for L: 1 features, 80.0% accuracy
[2025-12-09T20:35:37.509792] [DEBUG] [LOCAL     ] Loaded configuration for E: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.510076] [DEBUG] [LOCAL     ] Loaded configuration for CRBG: 1 features, 80.0% accuracy
[2025-12-09T20:35:37.510359] [DEBUG] [LOCAL     ] Loaded configuration for RCUS: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.510610] [DEBUG] [LOCAL     ] Loaded configuration for TMDX: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.510677] [DEBUG] [LOCAL     ] Loaded configuration for UONE: 2 features, 100.0% accuracy
[2025-12-09T20:35:37.510918] [DEBUG] [LOCAL     ] Loaded configuration for AMRC: 2 features, 100.0% accuracy
[2025-12-09T20:35:37.511020] [DEBUG] [LOCAL     ] Loaded configuration for MNDO: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.511325] [DEBUG] [LOCAL     ] Loaded configuration for RFMZ: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.511643] [DEBUG] [LOCAL     ] Loaded configuration for FWONA: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.511959] [DEBUG] [LOCAL     ] Loaded configuration for RES: 4 features, 90.0% accuracy
[2025-12-09T20:35:37.512273] [DEBUG] [LOCAL     ] Loaded configuration for SBLK: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.512540] [DEBUG] [LOCAL     ] Loaded configuration for BAK: 2 features, 60.0% accuracy
[2025-12-09T20:35:37.512835] [DEBUG] [LOCAL     ] Loaded configuration for EOS: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.513120] [DEBUG] [LOCAL     ] Loaded configuration for CRC: 3 features, 60.0% accuracy
[2025-12-09T20:35:37.513399] [DEBUG] [LOCAL     ] Loaded configuration for GILD: 0 features, 80.0% accuracy
[2025-12-09T20:35:37.513670] [DEBUG] [LOCAL     ] Loaded configuration for OBLG: 1 features, 40.0% accuracy
[2025-12-09T20:35:37.513927] [DEBUG] [LOCAL     ] Loaded configuration for AMWL: 1 features, 90.0% accuracy
[2025-12-09T20:35:37.514235] [DEBUG] [LOCAL     ] Loaded configuration for NAZ: 1 features, 80.0% accuracy
[2025-12-09T20:35:37.514601] [DEBUG] [LOCAL     ] Loaded configuration for FTRE: 1 features, 50.0% accuracy
[2025-12-09T20:35:37.514946] [DEBUG] [LOCAL     ] Loaded configuration for LINK: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.515286] [DEBUG] [LOCAL     ] Loaded configuration for FINS: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.515596] [DEBUG] [LOCAL     ] Loaded configuration for HCM: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.515889] [DEBUG] [LOCAL     ] Loaded configuration for CLNE: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.516180] [DEBUG] [LOCAL     ] Loaded configuration for RQI: 4 features, 60.0% accuracy
[2025-12-09T20:35:37.516453] [DEBUG] [LOCAL     ] Loaded configuration for MSD: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.516715] [DEBUG] [LOCAL     ] Loaded configuration for NIPG: 2 features, 60.0% accuracy
[2025-12-09T20:35:37.516970] [DEBUG] [LOCAL     ] Loaded configuration for SXTC: 3 features, 70.0% accuracy
[2025-12-09T20:35:37.517244] [DEBUG] [LOCAL     ] Loaded configuration for UNH: 1 features, 80.0% accuracy
[2025-12-09T20:35:37.517526] [DEBUG] [LOCAL     ] Loaded configuration for USDX: 0 features, 50.0% accuracy
[2025-12-09T20:35:37.517871] [DEBUG] [LOCAL     ] Loaded configuration for AGNCP: 1 features, 50.0% accuracy
[2025-12-09T20:35:37.518193] [DEBUG] [LOCAL     ] Loaded configuration for AFG: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.518484] [DEBUG] [LOCAL     ] Loaded configuration for REG: 3 features, 70.0% accuracy
[2025-12-09T20:35:37.518788] [DEBUG] [LOCAL     ] Loaded configuration for TSLL: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.518863] [DEBUG] [LOCAL     ] Loaded configuration for LOVE: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.519102] [DEBUG] [LOCAL     ] Loaded configuration for HBCP: 1 features, 50.0% accuracy
[2025-12-09T20:35:37.519361] [DEBUG] [LOCAL     ] Loaded configuration for OCUL: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.519663] [DEBUG] [LOCAL     ] Loaded configuration for BSTZ: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.519940] [DEBUG] [LOCAL     ] Loaded configuration for SNOA: 1 features, 80.0% accuracy
[2025-12-09T20:35:37.520013] [DEBUG] [LOCAL     ] Loaded configuration for DWSH: 4 features, 70.0% accuracy
[2025-12-09T20:35:37.520295] [DEBUG] [LOCAL     ] Loaded configuration for TBB: 1 features, 90.0% accuracy
[2025-12-09T20:35:37.520598] [DEBUG] [LOCAL     ] Loaded configuration for RM: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.520880] [DEBUG] [LOCAL     ] Loaded configuration for NKTX: 5 features, 90.0% accuracy
[2025-12-09T20:35:37.521150] [DEBUG] [LOCAL     ] Loaded configuration for BANC: 3 features, 70.0% accuracy
[2025-12-09T20:35:37.521472] [DEBUG] [LOCAL     ] Loaded configuration for IUS: 1 features, 80.0% accuracy
[2025-12-09T20:35:37.521856] [DEBUG] [LOCAL     ] Loaded configuration for CADE: 2 features, 90.0% accuracy
[2025-12-09T20:35:37.522145] [DEBUG] [LOCAL     ] Loaded configuration for APO: 2 features, 90.0% accuracy
[2025-12-09T20:35:37.522432] [DEBUG] [LOCAL     ] Loaded configuration for AMZD: 3 features, 90.0% accuracy
[2025-12-09T20:35:37.522776] [DEBUG] [LOCAL     ] Loaded configuration for HAE: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.523071] [DEBUG] [LOCAL     ] Loaded configuration for SAN: 2 features, 60.0% accuracy
[2025-12-09T20:35:37.523380] [DEBUG] [LOCAL     ] Loaded configuration for RBB: 1 features, 80.0% accuracy
[2025-12-09T20:35:37.523723] [DEBUG] [LOCAL     ] Loaded configuration for SAFE: 1 features, 90.0% accuracy
[2025-12-09T20:35:37.524019] [DEBUG] [LOCAL     ] Loaded configuration for NUS: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.524312] [DEBUG] [LOCAL     ] Loaded configuration for FPF: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.524423] [DEBUG] [LOCAL     ] Loaded configuration for QVCC: 3 features, 90.0% accuracy
[2025-12-09T20:35:37.524740] [DEBUG] [LOCAL     ] Loaded configuration for ONTF: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.524987] [DEBUG] [LOCAL     ] Loaded configuration for LUMN: 4 features, 70.0% accuracy
[2025-12-09T20:35:37.525243] [DEBUG] [LOCAL     ] Loaded configuration for RMBS: 3 features, 100.0% accuracy
[2025-12-09T20:35:37.525499] [DEBUG] [LOCAL     ] Loaded configuration for TLSA: 5 features, 60.0% accuracy
[2025-12-09T20:35:37.525857] [DEBUG] [LOCAL     ] Loaded configuration for CCLD: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.526105] [DEBUG] [LOCAL     ] Loaded configuration for RYAM: 3 features, 70.0% accuracy
[2025-12-09T20:35:37.526390] [DEBUG] [LOCAL     ] Loaded configuration for EOSE: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.526631] [DEBUG] [LOCAL     ] Loaded configuration for TGS: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.526703] [DEBUG] [LOCAL     ] Loaded configuration for MAXN: 3 features, 70.0% accuracy
[2025-12-09T20:35:37.526978] [DEBUG] [LOCAL     ] Loaded configuration for HSAI: 1 features, 90.0% accuracy
[2025-12-09T20:35:37.527261] [DEBUG] [LOCAL     ] Loaded configuration for PEY: 1 features, 80.0% accuracy
[2025-12-09T20:35:37.527495] [DEBUG] [LOCAL     ] Loaded configuration for APG: 4 features, 70.0% accuracy
[2025-12-09T20:35:37.527798] [DEBUG] [LOCAL     ] Loaded configuration for NSC: 1 features, 80.0% accuracy
[2025-12-09T20:35:37.528041] [DEBUG] [LOCAL     ] Loaded configuration for EKSO: 2 features, 90.0% accuracy
[2025-12-09T20:35:37.528327] [DEBUG] [LOCAL     ] Loaded configuration for ZVRA: 4 features, 60.0% accuracy
[2025-12-09T20:35:37.528617] [DEBUG] [LOCAL     ] Loaded configuration for FOXF: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.528918] [DEBUG] [LOCAL     ] Loaded configuration for DBX: 5 features, 100.0% accuracy
[2025-12-09T20:35:37.528986] [DEBUG] [LOCAL     ] Loaded configuration for SHOP: 3 features, 70.0% accuracy
[2025-12-09T20:35:37.529265] [DEBUG] [LOCAL     ] Loaded configuration for USB: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.529551] [DEBUG] [LOCAL     ] Loaded configuration for MNMD: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.529821] [DEBUG] [LOCAL     ] Loaded configuration for CVAC: 2 features, 90.0% accuracy
[2025-12-09T20:35:37.530108] [DEBUG] [LOCAL     ] Loaded configuration for AYI: 4 features, 90.0% accuracy
[2025-12-09T20:35:37.530361] [DEBUG] [LOCAL     ] Loaded configuration for PPSI: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.530599] [DEBUG] [LOCAL     ] Loaded configuration for CLH: 3 features, 70.0% accuracy
[2025-12-09T20:35:37.530679] [DEBUG] [LOCAL     ] Loaded configuration for AMPL: 2 features, 90.0% accuracy
[2025-12-09T20:35:37.530927] [DEBUG] [LOCAL     ] Loaded configuration for SMHX: 3 features, 70.0% accuracy
[2025-12-09T20:35:37.531210] [DEBUG] [LOCAL     ] Loaded configuration for DUKB: 2 features, 90.0% accuracy
[2025-12-09T20:35:37.531447] [DEBUG] [LOCAL     ] Loaded configuration for JELD: 2 features, 90.0% accuracy
[2025-12-09T20:35:37.531525] [DEBUG] [LOCAL     ] Loaded configuration for BRZE: 5 features, 90.0% accuracy
[2025-12-09T20:35:37.531833] [DEBUG] [LOCAL     ] Loaded configuration for PEBK: 1 features, 50.0% accuracy
[2025-12-09T20:35:37.532123] [DEBUG] [LOCAL     ] Loaded configuration for TRIP: 3 features, 70.0% accuracy
[2025-12-09T20:35:37.532379] [DEBUG] [LOCAL     ] Loaded configuration for NWPX: 3 features, 70.0% accuracy
[2025-12-09T20:35:37.532622] [DEBUG] [LOCAL     ] Loaded configuration for EG: 2 features, 90.0% accuracy
[2025-12-09T20:35:37.532926] [DEBUG] [LOCAL     ] Loaded configuration for STKH: 5 features, 90.0% accuracy
[2025-12-09T20:35:37.532997] [DEBUG] [LOCAL     ] Loaded configuration for SUPN: 5 features, 90.0% accuracy
[2025-12-09T20:35:37.533221] [DEBUG] [LOCAL     ] Loaded configuration for CP: 2 features, 60.0% accuracy
[2025-12-09T20:35:37.533504] [DEBUG] [LOCAL     ] Loaded configuration for ERAS: 3 features, 70.0% accuracy
[2025-12-09T20:35:37.533809] [DEBUG] [LOCAL     ] Loaded configuration for BTM: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.534101] [DEBUG] [LOCAL     ] Loaded configuration for ES: 3 features, 70.0% accuracy
[2025-12-09T20:35:37.534336] [DEBUG] [LOCAL     ] Loaded configuration for PFD: 2 features, 90.0% accuracy
[2025-12-09T20:35:37.534622] [DEBUG] [LOCAL     ] Loaded configuration for BVFL: 0 features, 80.0% accuracy
[2025-12-09T20:35:37.534690] [DEBUG] [LOCAL     ] Loaded configuration for CCAP: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.534968] [DEBUG] [LOCAL     ] Loaded configuration for MTG: 1 features, 80.0% accuracy
[2025-12-09T20:35:37.535223] [DEBUG] [LOCAL     ] Loaded configuration for TXMD: 3 features, 70.0% accuracy
[2025-12-09T20:35:37.535520] [DEBUG] [LOCAL     ] Loaded configuration for NODK: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.535859] [DEBUG] [LOCAL     ] Loaded configuration for EDD: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.535927] [DEBUG] [LOCAL     ] Loaded configuration for LUCY: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.535986] [DEBUG] [LOCAL     ] Loaded configuration for LPLA: 2 features, 50.0% accuracy
[2025-12-09T20:35:37.536222] [DEBUG] [LOCAL     ] Loaded configuration for CVNA: 5 features, 100.0% accuracy
[2025-12-09T20:35:37.536514] [DEBUG] [LOCAL     ] Loaded configuration for DHI: 2 features, 90.0% accuracy
[2025-12-09T20:35:37.536801] [DEBUG] [LOCAL     ] Loaded configuration for RNAC: 2 features, 60.0% accuracy
[2025-12-09T20:35:37.537038] [DEBUG] [LOCAL     ] Loaded configuration for ARVN: 3 features, 90.0% accuracy
[2025-12-09T20:35:37.537326] [DEBUG] [LOCAL     ] Loaded configuration for ENGN: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.537625] [DEBUG] [LOCAL     ] Loaded configuration for JQC: 0 features, 60.0% accuracy
[2025-12-09T20:35:37.537884] [DEBUG] [LOCAL     ] Loaded configuration for SKLZ: 3 features, 90.0% accuracy
[2025-12-09T20:35:37.538146] [DEBUG] [LOCAL     ] Loaded configuration for CYRX: 6 features, 80.0% accuracy
[2025-12-09T20:35:37.538435] [DEBUG] [LOCAL     ] Loaded configuration for BELFB: 5 features, 100.0% accuracy
[2025-12-09T20:35:37.538503] [DEBUG] [LOCAL     ] Loaded configuration for BLND: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.538788] [DEBUG] [LOCAL     ] Loaded configuration for CREX: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.539052] [DEBUG] [LOCAL     ] Loaded configuration for GIII: 4 features, 80.0% accuracy
[2025-12-09T20:35:37.539120] [DEBUG] [LOCAL     ] Loaded configuration for GNLN: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.539354] [DEBUG] [LOCAL     ] Loaded configuration for WF: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.539613] [DEBUG] [LOCAL     ] Loaded configuration for LAES: 2 features, 90.0% accuracy
[2025-12-09T20:35:37.539855] [DEBUG] [LOCAL     ] Loaded configuration for NVG: 1 features, 60.0% accuracy
[2025-12-09T20:35:37.539923] [DEBUG] [LOCAL     ] Loaded configuration for ON: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.540172] [DEBUG] [LOCAL     ] Loaded configuration for EUFN: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.540465] [DEBUG] [LOCAL     ] Loaded configuration for MRNA: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.540757] [DEBUG] [LOCAL     ] Loaded configuration for GENK: 3 features, 70.0% accuracy
[2025-12-09T20:35:37.541190] [DEBUG] [LOCAL     ] Loaded configuration for ETN: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.541429] [DEBUG] [LOCAL     ] Loaded configuration for CRK: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.541674] [DEBUG] [LOCAL     ] Loaded configuration for RZB: 3 features, 60.0% accuracy
[2025-12-09T20:35:37.542150] [DEBUG] [LOCAL     ] Loaded configuration for RPD: 1 features, 60.0% accuracy
[2025-12-09T20:35:37.542388] [DEBUG] [LOCAL     ] Loaded configuration for QGEN: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.542628] [DEBUG] [LOCAL     ] Loaded configuration for CNVS: 6 features, 80.0% accuracy
[2025-12-09T20:35:37.542925] [DEBUG] [LOCAL     ] Loaded configuration for COMM: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.543163] [DEBUG] [LOCAL     ] Loaded configuration for DRTS: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.543231] [DEBUG] [LOCAL     ] Loaded configuration for CGON: 0 features, 90.0% accuracy
[2025-12-09T20:35:37.543519] [DEBUG] [LOCAL     ] Loaded configuration for SHC: 4 features, 80.0% accuracy
[2025-12-09T20:35:37.543809] [DEBUG] [LOCAL     ] Loaded configuration for PRA: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.544189] [DEBUG] [LOCAL     ] Loaded configuration for ELP: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.544680] [DEBUG] [LOCAL     ] Loaded configuration for REX: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.544946] [DEBUG] [LOCAL     ] Loaded configuration for AVBP: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.545257] [DEBUG] [LOCAL     ] Loaded configuration for MMS: 3 features, 70.0% accuracy
[2025-12-09T20:35:37.545514] [DEBUG] [LOCAL     ] Loaded configuration for KEX: 1 features, 80.0% accuracy
[2025-12-09T20:35:37.545798] [DEBUG] [LOCAL     ] Loaded configuration for IGD: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.546048] [DEBUG] [LOCAL     ] Loaded configuration for HOG: 3 features, 90.0% accuracy
[2025-12-09T20:35:37.546292] [DEBUG] [LOCAL     ] Loaded configuration for EMF: 4 features, 70.0% accuracy
[2025-12-09T20:35:37.546540] [DEBUG] [LOCAL     ] Loaded configuration for ELDN: 3 features, 70.0% accuracy
[2025-12-09T20:35:37.546811] [DEBUG] [LOCAL     ] Loaded configuration for FFC: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.547073] [DEBUG] [LOCAL     ] Loaded configuration for VERO: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.547404] [DEBUG] [LOCAL     ] Loaded configuration for CGC: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.547690] [DEBUG] [LOCAL     ] Loaded configuration for BKSY: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.547961] [DEBUG] [LOCAL     ] Loaded configuration for PIE: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.548210] [DEBUG] [LOCAL     ] Loaded configuration for EH: 3 features, 70.0% accuracy
[2025-12-09T20:35:37.548505] [DEBUG] [LOCAL     ] Loaded configuration for ASA: 0 features, 90.0% accuracy
[2025-12-09T20:35:37.548864] [DEBUG] [LOCAL     ] Loaded configuration for NVDD: 7 features, 90.0% accuracy
[2025-12-09T20:35:37.549113] [DEBUG] [LOCAL     ] Loaded configuration for NZF: 1 features, 60.0% accuracy
[2025-12-09T20:35:37.549411] [DEBUG] [LOCAL     ] Loaded configuration for MDWD: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.549665] [DEBUG] [LOCAL     ] Loaded configuration for CVEO: 3 features, 90.0% accuracy
[2025-12-09T20:35:37.549927] [DEBUG] [LOCAL     ] Loaded configuration for ED: 3 features, 90.0% accuracy
[2025-12-09T20:35:37.550170] [DEBUG] [LOCAL     ] Loaded configuration for BNL: 3 features, 70.0% accuracy
[2025-12-09T20:35:37.550418] [DEBUG] [LOCAL     ] Loaded configuration for TWLO: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.550714] [DEBUG] [LOCAL     ] Loaded configuration for SES: 1 features, 60.0% accuracy
[2025-12-09T20:35:37.550959] [DEBUG] [LOCAL     ] Loaded configuration for EXG: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.551250] [DEBUG] [LOCAL     ] Loaded configuration for RAPP: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.551557] [DEBUG] [LOCAL     ] Loaded configuration for DENN: 3 features, 70.0% accuracy
[2025-12-09T20:35:37.551882] [DEBUG] [LOCAL     ] Loaded configuration for RA: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.552127] [DEBUG] [LOCAL     ] Loaded configuration for MX: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.552371] [DEBUG] [LOCAL     ] Loaded configuration for BBH: 3 features, 70.0% accuracy
[2025-12-09T20:35:37.552624] [DEBUG] [LOCAL     ] Loaded configuration for EPAC: 3 features, 60.0% accuracy
[2025-12-09T20:35:37.552866] [DEBUG] [LOCAL     ] Loaded configuration for GSHD: 1 features, 90.0% accuracy
[2025-12-09T20:35:37.553106] [DEBUG] [LOCAL     ] Loaded configuration for RS: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.553398] [DEBUG] [LOCAL     ] Loaded configuration for YPF: 3 features, 70.0% accuracy
[2025-12-09T20:35:37.553646] [DEBUG] [LOCAL     ] Loaded configuration for IFF: 4 features, 70.0% accuracy
[2025-12-09T20:35:37.553939] [DEBUG] [LOCAL     ] Loaded configuration for PLBY: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.554241] [DEBUG] [LOCAL     ] Loaded configuration for RBBN: 1 features, 80.0% accuracy
[2025-12-09T20:35:37.554496] [DEBUG] [LOCAL     ] Loaded configuration for ASYS: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.554762] [DEBUG] [LOCAL     ] Loaded configuration for EVO: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.554843] [DEBUG] [LOCAL     ] Loaded configuration for NA: 5 features, 80.0% accuracy
[2025-12-09T20:35:37.554910] [DEBUG] [LOCAL     ] Loaded configuration for FEM: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.555196] [DEBUG] [LOCAL     ] Loaded configuration for IVZ: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.555458] [DEBUG] [LOCAL     ] Loaded configuration for NAVI: 2 features, 100.0% accuracy
[2025-12-09T20:35:37.555703] [DEBUG] [LOCAL     ] Loaded configuration for EBS: 4 features, 70.0% accuracy
[2025-12-09T20:35:37.555950] [DEBUG] [LOCAL     ] Loaded configuration for TVE: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.556241] [DEBUG] [LOCAL     ] Loaded configuration for MRBK: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.556541] [DEBUG] [LOCAL     ] Loaded configuration for SLN: 4 features, 90.0% accuracy
[2025-12-09T20:35:37.556884] [DEBUG] [LOCAL     ] Loaded configuration for HLNE: 1 features, 50.0% accuracy
[2025-12-09T20:35:37.557129] [DEBUG] [LOCAL     ] Loaded configuration for HHH: 5 features, 70.0% accuracy
[2025-12-09T20:35:37.557388] [DEBUG] [LOCAL     ] Loaded configuration for PGC: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.557639] [DEBUG] [LOCAL     ] Loaded configuration for BHRB: 3 features, 100.0% accuracy
[2025-12-09T20:35:37.557938] [DEBUG] [LOCAL     ] Loaded configuration for STIM: 1 features, 60.0% accuracy
[2025-12-09T20:35:37.558185] [DEBUG] [LOCAL     ] Loaded configuration for ELVA: 4 features, 90.0% accuracy
[2025-12-09T20:35:37.558487] [DEBUG] [LOCAL     ] Loaded configuration for AG: 3 features, 90.0% accuracy
[2025-12-09T20:35:37.558787] [DEBUG] [LOCAL     ] Loaded configuration for SRCE: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.559093] [DEBUG] [LOCAL     ] Loaded configuration for CAF: 4 features, 80.0% accuracy
[2025-12-09T20:35:37.559396] [DEBUG] [LOCAL     ] Loaded configuration for HTBK: 0 features, 80.0% accuracy
[2025-12-09T20:35:37.559673] [DEBUG] [LOCAL     ] Loaded configuration for MGY: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.559971] [DEBUG] [LOCAL     ] Loaded configuration for LFUS: 1 features, 80.0% accuracy
[2025-12-09T20:35:37.560264] [DEBUG] [LOCAL     ] Loaded configuration for MCHX: 3 features, 60.0% accuracy
[2025-12-09T20:35:37.560511] [DEBUG] [LOCAL     ] Loaded configuration for WGO: 3 features, 90.0% accuracy
[2025-12-09T20:35:37.560622] [DEBUG] [LOCAL     ] Loaded configuration for LFMD: 3 features, 60.0% accuracy
[2025-12-09T20:35:37.560921] [DEBUG] [LOCAL     ] Loaded configuration for MIRM: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.561172] [DEBUG] [LOCAL     ] Loaded configuration for PB: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.561485] [DEBUG] [LOCAL     ] Loaded configuration for SDA: 1 features, 90.0% accuracy
[2025-12-09T20:35:37.561781] [DEBUG] [LOCAL     ] Loaded configuration for AGNCN: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.562077] [DEBUG] [LOCAL     ] Loaded configuration for HPI: 2 features, 90.0% accuracy
[2025-12-09T20:35:37.562326] [DEBUG] [LOCAL     ] Loaded configuration for ELME: 3 features, 90.0% accuracy
[2025-12-09T20:35:37.562594] [DEBUG] [LOCAL     ] Loaded configuration for PX: 2 features, 90.0% accuracy
[2025-12-09T20:35:37.562673] [DEBUG] [LOCAL     ] Loaded configuration for CXDO: 2 features, 90.0% accuracy
[2025-12-09T20:35:37.562916] [DEBUG] [LOCAL     ] Loaded configuration for BAP: 5 features, 90.0% accuracy
[2025-12-09T20:35:37.563165] [DEBUG] [LOCAL     ] Loaded configuration for SCM: 5 features, 90.0% accuracy
[2025-12-09T20:35:37.563415] [DEBUG] [LOCAL     ] Loaded configuration for DOX: 4 features, 80.0% accuracy
[2025-12-09T20:35:37.563690] [DEBUG] [LOCAL     ] Loaded configuration for TITN: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.563940] [DEBUG] [LOCAL     ] Loaded configuration for ASTL: 3 features, 90.0% accuracy
[2025-12-09T20:35:37.564186] [DEBUG] [LOCAL     ] Loaded configuration for CIEN: 2 features, 60.0% accuracy
[2025-12-09T20:35:37.564450] [DEBUG] [LOCAL     ] Loaded configuration for CASS: 5 features, 90.0% accuracy
[2025-12-09T20:35:37.564748] [DEBUG] [LOCAL     ] Loaded configuration for RELY: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.565182] [DEBUG] [LOCAL     ] Loaded configuration for RARE: 2 features, 90.0% accuracy
[2025-12-09T20:35:37.565477] [DEBUG] [LOCAL     ] Loaded configuration for FYX: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.565949] [DEBUG] [LOCAL     ] Loaded configuration for KBWD: 3 features, 90.0% accuracy
[2025-12-09T20:35:37.566222] [DEBUG] [LOCAL     ] Loaded configuration for FOXA: 2 features, 90.0% accuracy
[2025-12-09T20:35:37.566477] [DEBUG] [LOCAL     ] Loaded configuration for CUZ: 4 features, 80.0% accuracy
[2025-12-09T20:35:37.566556] [DEBUG] [LOCAL     ] Loaded configuration for TEO: 1 features, 80.0% accuracy
[2025-12-09T20:35:37.566883] [DEBUG] [LOCAL     ] Loaded configuration for FULC: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.567153] [DEBUG] [LOCAL     ] Loaded configuration for PYPL: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.567401] [DEBUG] [LOCAL     ] Loaded configuration for DIN: 3 features, 90.0% accuracy
[2025-12-09T20:35:37.567653] [DEBUG] [LOCAL     ] Loaded configuration for CHH: 1 features, 100.0% accuracy
[2025-12-09T20:35:37.567733] [DEBUG] [LOCAL     ] Loaded configuration for GRAB: 4 features, 80.0% accuracy
[2025-12-09T20:35:37.568217] [DEBUG] [LOCAL     ] Loaded configuration for LNKB: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.568297] [DEBUG] [LOCAL     ] Loaded configuration for AVGX: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.568539] [DEBUG] [LOCAL     ] Loaded configuration for BCDA: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.569004] [DEBUG] [LOCAL     ] Loaded configuration for ACDC: 3 features, 70.0% accuracy
[2025-12-09T20:35:37.569309] [DEBUG] [LOCAL     ] Loaded configuration for PDYN: 2 features, 100.0% accuracy
[2025-12-09T20:35:37.569560] [DEBUG] [LOCAL     ] Loaded configuration for GLP: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.569837] [DEBUG] [LOCAL     ] Loaded configuration for EPAM: 2 features, 50.0% accuracy
[2025-12-09T20:35:37.570090] [DEBUG] [LOCAL     ] Loaded configuration for GLTO: 2 features, 90.0% accuracy
[2025-12-09T20:35:37.570338] [DEBUG] [LOCAL     ] Loaded configuration for TGNA: 1 features, 60.0% accuracy
[2025-12-09T20:35:37.570416] [DEBUG] [LOCAL     ] Loaded configuration for HYXF: 3 features, 90.0% accuracy
[2025-12-09T20:35:37.570481] [DEBUG] [LOCAL     ] Loaded configuration for NUTX: 0 features, 70.0% accuracy
[2025-12-09T20:35:37.570717] [DEBUG] [LOCAL     ] Loaded configuration for HII: 1 features, 60.0% accuracy
[2025-12-09T20:35:37.570964] [DEBUG] [LOCAL     ] Loaded configuration for CISS: 1 features, 60.0% accuracy
[2025-12-09T20:35:37.571273] [DEBUG] [LOCAL     ] Loaded configuration for ACI: 4 features, 80.0% accuracy
[2025-12-09T20:35:37.571519] [DEBUG] [LOCAL     ] Loaded configuration for EXK: 1 features, 60.0% accuracy
[2025-12-09T20:35:37.571790] [DEBUG] [LOCAL     ] Loaded configuration for ELS: 3 features, 50.0% accuracy
[2025-12-09T20:35:37.572036] [DEBUG] [LOCAL     ] Loaded configuration for BUXX: 5 features, 100.0% accuracy
[2025-12-09T20:35:37.572329] [DEBUG] [LOCAL     ] Loaded configuration for CMI: 5 features, 90.0% accuracy
[2025-12-09T20:35:37.572668] [DEBUG] [LOCAL     ] Loaded configuration for TLYS: 1 features, 80.0% accuracy
[2025-12-09T20:35:37.572923] [DEBUG] [LOCAL     ] Loaded configuration for FLL: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.573184] [DEBUG] [LOCAL     ] Loaded configuration for DRLL: 0 features, 90.0% accuracy
[2025-12-09T20:35:37.573475] [DEBUG] [LOCAL     ] Loaded configuration for GSL: 1 features, 90.0% accuracy
[2025-12-09T20:35:37.573773] [DEBUG] [LOCAL     ] Loaded configuration for STXG: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.574018] [DEBUG] [LOCAL     ] Loaded configuration for AMSC: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.574329] [DEBUG] [LOCAL     ] Loaded configuration for TRN: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.574594] [DEBUG] [LOCAL     ] Loaded configuration for NKX: 5 features, 80.0% accuracy
[2025-12-09T20:35:37.574845] [DEBUG] [LOCAL     ] Loaded configuration for GME: 4 features, 90.0% accuracy
[2025-12-09T20:35:37.575142] [DEBUG] [LOCAL     ] Loaded configuration for STVN: 3 features, 70.0% accuracy
[2025-12-09T20:35:37.575388] [DEBUG] [LOCAL     ] Loaded configuration for BMI: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.575640] [DEBUG] [LOCAL     ] Loaded configuration for BPYPP: 4 features, 80.0% accuracy
[2025-12-09T20:35:37.575936] [DEBUG] [LOCAL     ] Loaded configuration for HDB: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.576228] [DEBUG] [LOCAL     ] Loaded configuration for ENVX: 4 features, 90.0% accuracy
[2025-12-09T20:35:37.576305] [DEBUG] [LOCAL     ] Loaded configuration for HPF: 3 features, 90.0% accuracy
[2025-12-09T20:35:37.576605] [DEBUG] [LOCAL     ] Loaded configuration for BCRX: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.576872] [DEBUG] [LOCAL     ] Loaded configuration for PY: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.577166] [DEBUG] [LOCAL     ] Loaded configuration for PSHG: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.577427] [DEBUG] [LOCAL     ] Loaded configuration for LANDO: 0 features, 80.0% accuracy
[2025-12-09T20:35:37.577713] [DEBUG] [LOCAL     ] Loaded configuration for NMRK: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.577981] [DEBUG] [LOCAL     ] Loaded configuration for MBCN: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.578229] [DEBUG] [LOCAL     ] Loaded configuration for GSBC: 6 features, 90.0% accuracy
[2025-12-09T20:35:37.578527] [DEBUG] [LOCAL     ] Loaded configuration for CAKE: 3 features, 70.0% accuracy
[2025-12-09T20:35:37.578854] [DEBUG] [LOCAL     ] Loaded configuration for ACXP: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.579151] [DEBUG] [LOCAL     ] Loaded configuration for FTHI: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.579452] [DEBUG] [LOCAL     ] Loaded configuration for HUYA: 0 features, 70.0% accuracy
[2025-12-09T20:35:37.579749] [DEBUG] [LOCAL     ] Loaded configuration for RNP: 4 features, 70.0% accuracy
[2025-12-09T20:35:37.580043] [DEBUG] [LOCAL     ] Loaded configuration for GEHC: 0 features, 80.0% accuracy
[2025-12-09T20:35:37.580370] [DEBUG] [LOCAL     ] Loaded configuration for IBTK: 3 features, 70.0% accuracy
[2025-12-09T20:35:37.580673] [DEBUG] [LOCAL     ] Loaded configuration for OSS: 3 features, 100.0% accuracy
[2025-12-09T20:35:37.580937] [DEBUG] [LOCAL     ] Loaded configuration for WVE: 5 features, 60.0% accuracy
[2025-12-09T20:35:37.581013] [DEBUG] [LOCAL     ] Loaded configuration for BSJP: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.581256] [DEBUG] [LOCAL     ] Loaded configuration for SITE: 2 features, 100.0% accuracy
[2025-12-09T20:35:37.581511] [DEBUG] [LOCAL     ] Loaded configuration for AVK: 5 features, 90.0% accuracy
[2025-12-09T20:35:37.581784] [DEBUG] [LOCAL     ] Loaded configuration for CFG: 4 features, 100.0% accuracy
[2025-12-09T20:35:37.582030] [DEBUG] [LOCAL     ] Loaded configuration for ELAN: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.582330] [DEBUG] [LOCAL     ] Loaded configuration for TDS: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.582596] [DEBUG] [LOCAL     ] Loaded configuration for BDSX: 3 features, 90.0% accuracy
[2025-12-09T20:35:37.582676] [DEBUG] [LOCAL     ] Loaded configuration for FTC: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.582912] [DEBUG] [LOCAL     ] Loaded configuration for ALVO: 5 features, 90.0% accuracy
[2025-12-09T20:35:37.583203] [DEBUG] [LOCAL     ] Loaded configuration for OSPN: 1 features, 80.0% accuracy
[2025-12-09T20:35:37.583494] [DEBUG] [LOCAL     ] Loaded configuration for GAUZ: 5 features, 80.0% accuracy
[2025-12-09T20:35:37.583633] [DEBUG] [LOCAL     ] Loaded configuration for DUOL: 2 features, 60.0% accuracy
[2025-12-09T20:35:37.583955] [DEBUG] [LOCAL     ] Loaded configuration for REBN: 1 features, 80.0% accuracy
[2025-12-09T20:35:37.584221] [DEBUG] [LOCAL     ] Loaded configuration for TARA: 3 features, 70.0% accuracy
[2025-12-09T20:35:37.584298] [DEBUG] [LOCAL     ] Loaded configuration for CABA: 3 features, 70.0% accuracy
[2025-12-09T20:35:37.584605] [DEBUG] [LOCAL     ] Loaded configuration for SKYH: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.584853] [DEBUG] [LOCAL     ] Loaded configuration for CIVI: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.585113] [DEBUG] [LOCAL     ] Loaded configuration for TTSH: 3 features, 70.0% accuracy
[2025-12-09T20:35:37.585407] [DEBUG] [LOCAL     ] Loaded configuration for STAA: 1 features, 60.0% accuracy
[2025-12-09T20:35:37.585702] [DEBUG] [LOCAL     ] Loaded configuration for DMO: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.585945] [DEBUG] [LOCAL     ] Loaded configuration for CINF: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.586239] [DEBUG] [LOCAL     ] Loaded configuration for CMSC: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.586531] [DEBUG] [LOCAL     ] Loaded configuration for EDF: 3 features, 100.0% accuracy
[2025-12-09T20:35:37.586852] [DEBUG] [LOCAL     ] Loaded configuration for ACN: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.587143] [DEBUG] [LOCAL     ] Loaded configuration for OKTA: 1 features, 80.0% accuracy
[2025-12-09T20:35:37.587385] [DEBUG] [LOCAL     ] Loaded configuration for CRI: 0 features, 70.0% accuracy
[2025-12-09T20:35:37.587638] [DEBUG] [LOCAL     ] Loaded configuration for GRPN: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.588098] [DEBUG] [LOCAL     ] Loaded configuration for BKNG: 3 features, 70.0% accuracy
[2025-12-09T20:35:37.588174] [DEBUG] [LOCAL     ] Loaded configuration for GEN: 1 features, 90.0% accuracy
[2025-12-09T20:35:37.588471] [DEBUG] [LOCAL     ] Loaded configuration for SATS: 7 features, 90.0% accuracy
[2025-12-09T20:35:37.588768] [DEBUG] [LOCAL     ] Loaded configuration for DOLE: 3 features, 60.0% accuracy
[2025-12-09T20:35:37.589016] [DEBUG] [LOCAL     ] Loaded configuration for PSQH: 6 features, 90.0% accuracy
[2025-12-09T20:35:37.589261] [DEBUG] [LOCAL     ] Loaded configuration for KNOP: 1 features, 80.0% accuracy
[2025-12-09T20:35:37.589555] [DEBUG] [LOCAL     ] Loaded configuration for PRN: 1 features, 60.0% accuracy
[2025-12-09T20:35:37.590000] [DEBUG] [LOCAL     ] Loaded configuration for SMID: 2 features, 60.0% accuracy
[2025-12-09T20:35:37.590251] [DEBUG] [LOCAL     ] Loaded configuration for CCJ: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.590551] [DEBUG] [LOCAL     ] Loaded configuration for THRM: 3 features, 90.0% accuracy
[2025-12-09T20:35:37.590828] [DEBUG] [LOCAL     ] Loaded configuration for BSCS: 2 features, 60.0% accuracy
[2025-12-09T20:35:37.591127] [DEBUG] [LOCAL     ] Loaded configuration for ITUB: 4 features, 80.0% accuracy
[2025-12-09T20:35:37.591382] [DEBUG] [LOCAL     ] Loaded configuration for ENB: 3 features, 90.0% accuracy
[2025-12-09T20:35:37.591736] [DEBUG] [LOCAL     ] Loaded configuration for HPS: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.592014] [DEBUG] [LOCAL     ] Loaded configuration for INAB: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.592281] [DEBUG] [LOCAL     ] Loaded configuration for HYLS: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.592605] [DEBUG] [LOCAL     ] Loaded configuration for OESX: 2 features, 50.0% accuracy
[2025-12-09T20:35:37.592913] [DEBUG] [LOCAL     ] Loaded configuration for JLS: 2 features, 60.0% accuracy
[2025-12-09T20:35:37.593209] [DEBUG] [LOCAL     ] Loaded configuration for JEF: 1 features, 80.0% accuracy
[2025-12-09T20:35:37.593454] [DEBUG] [LOCAL     ] Loaded configuration for ASO: 3 features, 100.0% accuracy
[2025-12-09T20:35:37.593747] [DEBUG] [LOCAL     ] Loaded configuration for NECB: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.593991] [DEBUG] [LOCAL     ] Loaded configuration for HRTG: 0 features, 80.0% accuracy
[2025-12-09T20:35:37.594253] [DEBUG] [LOCAL     ] Loaded configuration for EVAX: 2 features, 90.0% accuracy
[2025-12-09T20:35:37.594550] [DEBUG] [LOCAL     ] Loaded configuration for PUK: 5 features, 90.0% accuracy
[2025-12-09T20:35:37.594952] [DEBUG] [LOCAL     ] Loaded configuration for XPO: 3 features, 60.0% accuracy
[2025-12-09T20:35:37.595256] [DEBUG] [LOCAL     ] Loaded configuration for MVF: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.595511] [DEBUG] [LOCAL     ] Loaded configuration for ARMK: 3 features, 90.0% accuracy
[2025-12-09T20:35:37.595790] [DEBUG] [LOCAL     ] Loaded configuration for BAND: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.596042] [DEBUG] [LOCAL     ] Loaded configuration for MTRN: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.596346] [DEBUG] [LOCAL     ] Loaded configuration for VNDA: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.596424] [DEBUG] [LOCAL     ] Loaded configuration for CNXN: 4 features, 60.0% accuracy
[2025-12-09T20:35:37.596492] [DEBUG] [LOCAL     ] Loaded configuration for ITRN: 2 features, 90.0% accuracy
[2025-12-09T20:35:37.596558] [DEBUG] [LOCAL     ] Loaded configuration for AZTA: 1 features, 90.0% accuracy
[2025-12-09T20:35:37.597010] [DEBUG] [LOCAL     ] Loaded configuration for CCOI: 4 features, 70.0% accuracy
[2025-12-09T20:35:37.597307] [DEBUG] [LOCAL     ] Loaded configuration for RCS: 3 features, 90.0% accuracy
[2025-12-09T20:35:37.597619] [DEBUG] [LOCAL     ] Loaded configuration for SXI: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.597904] [DEBUG] [LOCAL     ] Loaded configuration for GXAI: 0 features, 80.0% accuracy
[2025-12-09T20:35:37.598202] [DEBUG] [LOCAL     ] Loaded configuration for CHSCO: 1 features, 60.0% accuracy
[2025-12-09T20:35:37.598446] [DEBUG] [LOCAL     ] Loaded configuration for HERO: 4 features, 90.0% accuracy
[2025-12-09T20:35:37.598710] [DEBUG] [LOCAL     ] Loaded configuration for JTAI: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.599004] [DEBUG] [LOCAL     ] Loaded configuration for AEP: 1 features, 60.0% accuracy
[2025-12-09T20:35:37.599247] [DEBUG] [LOCAL     ] Loaded configuration for DRI: 4 features, 60.0% accuracy
[2025-12-09T20:35:37.599490] [DEBUG] [LOCAL     ] Loaded configuration for HUBS: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.599797] [DEBUG] [LOCAL     ] Loaded configuration for RUNN: 1 features, 80.0% accuracy
[2025-12-09T20:35:37.599899] [DEBUG] [LOCAL     ] Loaded configuration for AIA: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.600148] [DEBUG] [LOCAL     ] Loaded configuration for KNX: 1 features, 80.0% accuracy
[2025-12-09T20:35:37.600438] [DEBUG] [LOCAL     ] Loaded configuration for CTDD: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.600730] [DEBUG] [LOCAL     ] Loaded configuration for QSI: 1 features, 80.0% accuracy
[2025-12-09T20:35:37.600972] [DEBUG] [LOCAL     ] Loaded configuration for DAVA: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.601220] [DEBUG] [LOCAL     ] Loaded configuration for ESI: 1 features, 80.0% accuracy
[2025-12-09T20:35:37.601468] [DEBUG] [LOCAL     ] Loaded configuration for FCX: 4 features, 90.0% accuracy
[2025-12-09T20:35:37.601727] [DEBUG] [LOCAL     ] Loaded configuration for BATRK: 1 features, 60.0% accuracy
[2025-12-09T20:35:37.601974] [DEBUG] [LOCAL     ] Loaded configuration for MLI: 4 features, 80.0% accuracy
[2025-12-09T20:35:37.602270] [DEBUG] [LOCAL     ] Loaded configuration for RPRX: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.602513] [DEBUG] [LOCAL     ] Loaded configuration for PRH: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.602792] [DEBUG] [LOCAL     ] Loaded configuration for CCEP: 4 features, 70.0% accuracy
[2025-12-09T20:35:37.603039] [DEBUG] [LOCAL     ] Loaded configuration for IBTI: 2 features, 60.0% accuracy
[2025-12-09T20:35:37.603287] [DEBUG] [LOCAL     ] Loaded configuration for HQL: 4 features, 80.0% accuracy
[2025-12-09T20:35:37.603548] [DEBUG] [LOCAL     ] Loaded configuration for IMNN: 4 features, 100.0% accuracy
[2025-12-09T20:35:37.603867] [DEBUG] [LOCAL     ] Loaded configuration for ZEPP: 1 features, 90.0% accuracy
[2025-12-09T20:35:37.604163] [DEBUG] [LOCAL     ] Loaded configuration for FLO: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.604407] [DEBUG] [LOCAL     ] Loaded configuration for CCL: 1 features, 100.0% accuracy
[2025-12-09T20:35:37.604654] [DEBUG] [LOCAL     ] Loaded configuration for MSB: 1 features, 80.0% accuracy
[2025-12-09T20:35:37.604897] [DEBUG] [LOCAL     ] Loaded configuration for ALL: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.605186] [DEBUG] [LOCAL     ] Loaded configuration for KREF: 1 features, 80.0% accuracy
[2025-12-09T20:35:37.605261] [DEBUG] [LOCAL     ] Loaded configuration for HEPS: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.605549] [DEBUG] [LOCAL     ] Loaded configuration for SFL: 4 features, 70.0% accuracy
[2025-12-09T20:35:37.605847] [DEBUG] [LOCAL     ] Loaded configuration for TKNO: 1 features, 60.0% accuracy
[2025-12-09T20:35:37.606141] [DEBUG] [LOCAL     ] Loaded configuration for PEPG: 2 features, 60.0% accuracy
[2025-12-09T20:35:37.606404] [DEBUG] [LOCAL     ] Loaded configuration for TTMI: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.606652] [DEBUG] [LOCAL     ] Loaded configuration for FPH: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.606944] [DEBUG] [LOCAL     ] Loaded configuration for QRHC: 3 features, 70.0% accuracy
[2025-12-09T20:35:37.607185] [DEBUG] [LOCAL     ] Loaded configuration for SYF: 1 features, 80.0% accuracy
[2025-12-09T20:35:37.607428] [DEBUG] [LOCAL     ] Loaded configuration for DLHC: 3 features, 70.0% accuracy
[2025-12-09T20:35:37.607743] [DEBUG] [LOCAL     ] Loaded configuration for TOYO: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.607990] [DEBUG] [LOCAL     ] Loaded configuration for OWL: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.608066] [DEBUG] [LOCAL     ] Loaded configuration for CZWI: 4 features, 90.0% accuracy
[2025-12-09T20:35:37.608352] [DEBUG] [LOCAL     ] Loaded configuration for FCEL: 3 features, 60.0% accuracy
[2025-12-09T20:35:37.608650] [DEBUG] [LOCAL     ] Loaded configuration for CMC: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.608894] [DEBUG] [LOCAL     ] Loaded configuration for AWK: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.609186] [DEBUG] [LOCAL     ] Loaded configuration for CTS: 4 features, 90.0% accuracy
[2025-12-09T20:35:37.609261] [DEBUG] [LOCAL     ] Loaded configuration for CULP: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.609544] [DEBUG] [LOCAL     ] Loaded configuration for WMG: 4 features, 80.0% accuracy
[2025-12-09T20:35:37.609821] [DEBUG] [LOCAL     ] Loaded configuration for NGL: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.610123] [DEBUG] [LOCAL     ] Loaded configuration for INBX: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.610375] [DEBUG] [LOCAL     ] Loaded configuration for PGP: 3 features, 70.0% accuracy
[2025-12-09T20:35:37.610639] [DEBUG] [LOCAL     ] Loaded configuration for STTK: 0 features, 90.0% accuracy
[2025-12-09T20:35:37.610882] [DEBUG] [LOCAL     ] Loaded configuration for OIS: 3 features, 60.0% accuracy
[2025-12-09T20:35:37.611157] [DEBUG] [LOCAL     ] Loaded configuration for PPC: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.611459] [DEBUG] [LOCAL     ] Loaded configuration for BOX: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.611723] [DEBUG] [LOCAL     ] Loaded configuration for VCEL: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.612013] [DEBUG] [LOCAL     ] Loaded configuration for ARTL: 4 features, 80.0% accuracy
[2025-12-09T20:35:37.612255] [DEBUG] [LOCAL     ] Loaded configuration for ABNB: 3 features, 70.0% accuracy
[2025-12-09T20:35:37.612516] [DEBUG] [LOCAL     ] Loaded configuration for NCMI: 3 features, 70.0% accuracy
[2025-12-09T20:35:37.612838] [DEBUG] [LOCAL     ] Loaded configuration for EVH: 1 features, 90.0% accuracy
[2025-12-09T20:35:37.613114] [DEBUG] [LOCAL     ] Loaded configuration for MGNX: 0 features, 80.0% accuracy
[2025-12-09T20:35:37.613191] [DEBUG] [LOCAL     ] Loaded configuration for TRNO: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.613427] [DEBUG] [LOCAL     ] Loaded configuration for NWG: 0 features, 70.0% accuracy
[2025-12-09T20:35:37.613719] [DEBUG] [LOCAL     ] Loaded configuration for AOHY: 1 features, 80.0% accuracy
[2025-12-09T20:35:37.614013] [DEBUG] [LOCAL     ] Loaded configuration for CRSP: 4 features, 60.0% accuracy
[2025-12-09T20:35:37.614279] [DEBUG] [LOCAL     ] Loaded configuration for PGY: 1 features, 60.0% accuracy
[2025-12-09T20:35:37.614355] [DEBUG] [LOCAL     ] Loaded configuration for LPCN: 1 features, 60.0% accuracy
[2025-12-09T20:35:37.614643] [DEBUG] [LOCAL     ] Loaded configuration for RIGL: 3 features, 60.0% accuracy
[2025-12-09T20:35:37.614719] [DEBUG] [LOCAL     ] Loaded configuration for CHRS: 1 features, 60.0% accuracy
[2025-12-09T20:35:37.615005] [DEBUG] [LOCAL     ] Loaded configuration for SRRK: 0 features, 60.0% accuracy
[2025-12-09T20:35:37.615297] [DEBUG] [LOCAL     ] Loaded configuration for CHWY: 1 features, 60.0% accuracy
[2025-12-09T20:35:37.615541] [DEBUG] [LOCAL     ] Loaded configuration for ODC: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.615820] [DEBUG] [LOCAL     ] Loaded configuration for BDRX: 3 features, 70.0% accuracy
[2025-12-09T20:35:37.615897] [DEBUG] [LOCAL     ] Loaded configuration for APA: 4 features, 80.0% accuracy
[2025-12-09T20:35:37.616183] [DEBUG] [LOCAL     ] Loaded configuration for SCSC: 2 features, 100.0% accuracy
[2025-12-09T20:35:37.616429] [DEBUG] [LOCAL     ] Loaded configuration for EVTL: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.616507] [DEBUG] [LOCAL     ] Loaded configuration for BFZ: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.616603] [DEBUG] [LOCAL     ] Loaded configuration for IDYA: 3 features, 50.0% accuracy
[2025-12-09T20:35:37.616899] [DEBUG] [LOCAL     ] Loaded configuration for PRVA: 1 features, 90.0% accuracy
[2025-12-09T20:35:37.616990] [DEBUG] [LOCAL     ] Loaded configuration for MBLY: 2 features, 60.0% accuracy
[2025-12-09T20:35:37.617231] [DEBUG] [LOCAL     ] Loaded configuration for ANVS: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.617477] [DEBUG] [LOCAL     ] Loaded configuration for CUK: 4 features, 80.0% accuracy
[2025-12-09T20:35:37.617604] [DEBUG] [LOCAL     ] Loaded configuration for RFL: 4 features, 70.0% accuracy
[2025-12-09T20:35:37.617907] [DEBUG] [LOCAL     ] Loaded configuration for PLRX: 3 features, 90.0% accuracy
[2025-12-09T20:35:37.618155] [DEBUG] [LOCAL     ] Loaded configuration for SAP: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.618404] [DEBUG] [LOCAL     ] Loaded configuration for ETSY: 2 features, 90.0% accuracy
[2025-12-09T20:35:37.618678] [DEBUG] [LOCAL     ] Loaded configuration for VERI: 2 features, 50.0% accuracy
[2025-12-09T20:35:37.618944] [DEBUG] [LOCAL     ] Loaded configuration for FIBK: 1 features, 90.0% accuracy
[2025-12-09T20:35:37.619214] [DEBUG] [LOCAL     ] Loaded configuration for LAND: 3 features, 60.0% accuracy
[2025-12-09T20:35:37.619511] [DEBUG] [LOCAL     ] Loaded configuration for MNDY: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.619611] [DEBUG] [LOCAL     ] Loaded configuration for AKAM: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.619863] [DEBUG] [LOCAL     ] Loaded configuration for MAA: 3 features, 90.0% accuracy
[2025-12-09T20:35:37.620117] [DEBUG] [LOCAL     ] Loaded configuration for NREF: 0 features, 60.0% accuracy
[2025-12-09T20:35:37.620195] [DEBUG] [LOCAL     ] Loaded configuration for ICMB: 4 features, 80.0% accuracy
[2025-12-09T20:35:37.620441] [DEBUG] [LOCAL     ] Loaded configuration for XYF: 5 features, 70.0% accuracy
[2025-12-09T20:35:37.620707] [DEBUG] [LOCAL     ] Loaded configuration for OZEM: 1 features, 80.0% accuracy
[2025-12-09T20:35:37.620970] [DEBUG] [LOCAL     ] Loaded configuration for SNDL: 5 features, 80.0% accuracy
[2025-12-09T20:35:37.621262] [DEBUG] [LOCAL     ] Loaded configuration for MLTX: 1 features, 80.0% accuracy
[2025-12-09T20:35:37.621509] [DEBUG] [LOCAL     ] Loaded configuration for DOMO: 4 features, 90.0% accuracy
[2025-12-09T20:35:37.621777] [DEBUG] [LOCAL     ] Loaded configuration for ALTY: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.622073] [DEBUG] [LOCAL     ] Loaded configuration for NMI: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.622367] [DEBUG] [LOCAL     ] Loaded configuration for LEGH: 2 features, 60.0% accuracy
[2025-12-09T20:35:37.622663] [DEBUG] [LOCAL     ] Loaded configuration for MLKN: 1 features, 60.0% accuracy
[2025-12-09T20:35:37.622954] [DEBUG] [LOCAL     ] Loaded configuration for DFGP: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.623250] [DEBUG] [LOCAL     ] Loaded configuration for RF: 5 features, 90.0% accuracy
[2025-12-09T20:35:37.623491] [DEBUG] [LOCAL     ] Loaded configuration for GMRE: 6 features, 80.0% accuracy
[2025-12-09T20:35:37.623605] [DEBUG] [LOCAL     ] Loaded configuration for ELWS: 1 features, 60.0% accuracy
[2025-12-09T20:35:37.623870] [DEBUG] [LOCAL     ] Loaded configuration for NEXA: 3 features, 60.0% accuracy
[2025-12-09T20:35:37.624176] [DEBUG] [LOCAL     ] Loaded configuration for QUIK: 4 features, 80.0% accuracy
[2025-12-09T20:35:37.624440] [DEBUG] [LOCAL     ] Loaded configuration for GOOGL: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.624688] [DEBUG] [LOCAL     ] Loaded configuration for GEL: 4 features, 100.0% accuracy
[2025-12-09T20:35:37.624980] [DEBUG] [LOCAL     ] Loaded configuration for TIGO: 0 features, 80.0% accuracy
[2025-12-09T20:35:37.625223] [DEBUG] [LOCAL     ] Loaded configuration for LPX: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.625482] [DEBUG] [LOCAL     ] Loaded configuration for OCFC: 5 features, 90.0% accuracy
[2025-12-09T20:35:37.625773] [DEBUG] [LOCAL     ] Loaded configuration for TGTX: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.625849] [DEBUG] [LOCAL     ] Loaded configuration for CVCO: 3 features, 70.0% accuracy
[2025-12-09T20:35:37.626099] [DEBUG] [LOCAL     ] Loaded configuration for RCEL: 4 features, 60.0% accuracy
[2025-12-09T20:35:37.626392] [DEBUG] [LOCAL     ] Loaded configuration for SLS: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.626635] [DEBUG] [LOCAL     ] Loaded configuration for CURI: 2 features, 60.0% accuracy
[2025-12-09T20:35:37.626712] [DEBUG] [LOCAL     ] Loaded configuration for HON: 3 features, 70.0% accuracy
[2025-12-09T20:35:37.626996] [DEBUG] [LOCAL     ] Loaded configuration for COIN: 0 features, 70.0% accuracy
[2025-12-09T20:35:37.627268] [DEBUG] [LOCAL     ] Loaded configuration for CRWS: 6 features, 60.0% accuracy
[2025-12-09T20:35:37.627605] [DEBUG] [LOCAL     ] Loaded configuration for CSPI: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.627872] [DEBUG] [LOCAL     ] Loaded configuration for ATEX: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.628170] [DEBUG] [LOCAL     ] Loaded configuration for EFX: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.628432] [DEBUG] [LOCAL     ] Loaded configuration for EXEL: 3 features, 80.0% accuracy
[2025-12-09T20:35:37.628501] [DEBUG] [LOCAL     ] Loaded configuration for REAX: 3 features, 90.0% accuracy
[2025-12-09T20:35:37.628743] [DEBUG] [LOCAL     ] Loaded configuration for LANDP: 3 features, 60.0% accuracy
[2025-12-09T20:35:37.628977] [DEBUG] [LOCAL     ] Loaded configuration for JHI: 0 features, 70.0% accuracy
[2025-12-09T20:35:37.629228] [DEBUG] [LOCAL     ] Loaded configuration for MCO: 3 features, 90.0% accuracy
[2025-12-09T20:35:37.629471] [DEBUG] [LOCAL     ] Loaded configuration for CODI: 0 features, 60.0% accuracy
[2025-12-09T20:35:37.629754] [DEBUG] [LOCAL     ] Loaded configuration for LEN: 6 features, 100.0% accuracy
[2025-12-09T20:35:37.629821] [DEBUG] [LOCAL     ] Loaded configuration for MKTX: 4 features, 80.0% accuracy
[2025-12-09T20:35:37.630043] [DEBUG] [LOCAL     ] Loaded configuration for CIO: 2 features, 60.0% accuracy
[2025-12-09T20:35:37.630272] [DEBUG] [LOCAL     ] Loaded configuration for QUAD: 1 features, 80.0% accuracy
[2025-12-09T20:35:37.630338] [DEBUG] [LOCAL     ] Loaded configuration for CRS: 1 features, 80.0% accuracy
[2025-12-09T20:35:37.630615] [DEBUG] [LOCAL     ] Loaded configuration for WLFC: 3 features, 60.0% accuracy
[2025-12-09T20:35:37.630863] [DEBUG] [LOCAL     ] Loaded configuration for NN: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.631144] [DEBUG] [LOCAL     ] Loaded configuration for HOPE: 1 features, 70.0% accuracy
[2025-12-09T20:35:37.631423] [DEBUG] [LOCAL     ] Loaded configuration for EAI: 2 features, 70.0% accuracy
[2025-12-09T20:35:37.631666] [DEBUG] [LOCAL     ] Loaded configuration for OPP: 5 features, 90.0% accuracy
[2025-12-09T20:35:37.631948] [DEBUG] [LOCAL     ] Loaded configuration for GBDC: 3 features, 90.0% accuracy
[2025-12-09T20:35:37.632014] [DEBUG] [LOCAL     ] Loaded configuration for ELVN: 2 features, 80.0% accuracy
[2025-12-09T20:35:37.633520] [INFO ] [LOCAL     ] Saved consolidated report: 3453 forecasts -> ./output/forecasts/full/2025-12-10.txt
[2025-12-09T20:35:37.633566] [INFO ] [sig       ] [41/41] Successfully generated report for 2025-12-10: 3453 entries
[2025-12-09T20:35:37.633620] [INFO ] [sig       ] ==================================================
[2025-12-09T20:35:37.633648] [INFO ] [sig       ] Report generation complete: 41/41 reports succeeded
[2025-12-09T20:35:38.578826] [DEBUG] [EMAIL     ] Email sent to 'chris.punches@silogroup.org' with subject: 'COMPLETE_OK: SIGR FORECAST'
[2025-12-09T20:35:38.579050] [INFO ] [sig       ] Email notification sent
[2025-12-09T20:35:38.579822] [WARN ] [STATE     ] State set to: COMPLETED_OK
[2025-12-09T20:35:38.579960] [INFO ] [STATE     ] Last completion updated: 2025-12-09T20:35:38.579874